pytorch-transformer-ts/transformer/hyperparameter-tuning.ipynb

{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":8104,"status":"ok","timestamp":1654899118892,"user":{"displayName":"Hena Ghonia","userId":"03246241722682988409"},"user_tz":240},"id":"RdI6LSS_mo7o","colab":{"base_uri":"https://localhost:8080/"},"outputId":"3050392f-eea6-4257-e149-de5206aa714f"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/json.py:102: UserWarning: Using `json`-module for json-handling. Consider installing one of `orjson`, `ujson` to speed up serialization and deserialization.\n","  \"Using `json`-module for json-handling. \"\n"]}],"source":["from pytorch_lightning.utilities.model_summary import summarize\n","from datasets import load_dataset\n","from gluonts.evaluation import make_evaluation_predictions, Evaluator\n","from gluonts.dataset.common import ListDataset\n","from estimator import TransformerEstimator\n","from gluonts.dataset.util import to_pandas"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"B-2xyyo-n5YF"},"outputs":[],"source":["#Tuning GluonTS models with Optuna\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import json\n","import optuna\n","import torch\n","from gluonts.mx import Trainer\n","from gluonts.evaluation import Evaluator"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"BM2pl2CSnmn0"},"outputs":[],"source":["freq = \"1H\"\n","prediction_length = 24"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":219,"referenced_widgets":["4202b9b16c484f3c98617cd66dbef46e","c01293cf2c0d42eea7ce3afb22ba90aa","310d3fa7ffef4b22abfe695765826e69","9f030ce97316462b810ce3965c6c2108","76df9e8f69d14f369d32c531a06c2a1e","26132e35c8de434f877aa890190e65ef","5e72f23895124631ae15affc09deba6b","8088c2508e7e49398d3a3ff8c3159031","59a543c66b094b4bb1e0b6dd04f83d67","9c3dcbee1bd448d3ae5f60f0b622aa79","44ed849a6fdb4edeb08455302504eb23","f9498060d21e4e628a1398a6bb3de458","1fdfd3c916494f259134e9b98f1a65f8","f5c34333d20349079d613391b3e835a6","69f871dc2bbd485c942ad6f56597e1f4","efb0c3bd80e84f23af6eb06d14db33f5","f7d2f9e600f94617bb7ff2b8af07fea1","244355caea9741aab02846681d3ed3fd","3db61121da9e425a9c49cfcaca302820","878d24c9e2b14822a2e83fb8e3f26ba7","4f1b6913874840b48c26889bc41648fd","95270e2ee70240fc95c0b516dd5ab6fe","12d89789e7c24d0e99df4c91d1a76c05","63ce14a0fe8a4f529e981001ec5328d3","44edcc4dd9f54cee8b16b33303304c3e","edaf300460ba4b18855b3abbef746d8d","539f1b357d404b7a96b672036cd7d812","3aeadccaad874c55b5f0d26a5fd1a117","1fda193ebaf5443db821af4e82a782a5","28e406f331bd45cbab2c578b2a818a2c","a82846a26c84444fb4175422f65b23b4","acc2055be84942cca356ec0f4147f4e2","2d2c16b089af4bfa86f4512a16fafe3b","f969841826274947a1f636f65327110a","3d8a16e789c3494c838f71f8255bfaf8","ccbf1381bfd94b749b37dc17af1bc105","37e47e25e55141bf9f69fdcdd652ab9d","8d73dcbc23a643faa7ec33e734249661","903a2f2f279a4b638472a95cd0e31fd4","a7c21ae75ca44acbb0af43cc8aa95ede","1ac34e29062f4030a709027dfae808ba","e4b56e662fbf4490996b10c337d83cd4","6a9c1144d5c34d91b0061a974f7be1e2","3973f3858e124cc2af097c2596bae40a","38ee9b45725c42f68ebb1b4bbcb7dc13","4a31b985ba3a4b0889af6f2ba65710f5","61b918eb0300418dad3f95bb99c69680","0b248143a7734c0fb79010733aeb19cc","62b721406c6c43ceaf535c24e58fb49d","ddcfca9611804da4863e0c80e79b67fa","97b6006278594ae294a2e78512154b66","f7bea2f634034aa9bfe07413d6c2a7ba","9182dcef2ecf4b66acae7b73d88be966","e1d4dfdffe4e4ffcbed188edbdad1cca","4aaac1ff93ca45c5ab329e8bee185d1e","b1939ae3fc2e4540b458f86f8c06e045","8f1f5c4763f042cb9128d75e0653e4f6","e453fa0401244a1fb3ce7671b431d83f","490c4158b00f4e578e2aa017df586b08","98609c0f31f74f05b888b71ec33746e6","b76ae8f5609e4fa88ff9c4a1b2129b3a","034b69b4270d445c874ebec39289e216","adc171fc222848d5afac1969f74a14c8","f7cd575bfcf44f418a724d63cbb40296","71cda2bda2714328b736e15cb26cad8c","bfdf013e724b4382bdee915c8cf404c0","1fd21029697c40119233fb8e599af5c5","e402633e51444f968bf4f167b9ff4440","6ad1b396787248a2a199b79df3d41df7","a0e2dd1649714377888d33aaf1809b07","386ce6a8e716475d91120f65c05cba32","eac6e66d4e6d491ab6e5c201d32a5b48","91e3e823d9ad4c40a1aa36448771c483","2abf98d168a7434bb49850bfb5880237","6f09a6180b0b48168679ac869429149f","ae421e6f0f134f91a3381fcea8e8f475","8c3a3e73404f4e69b924fd80cb81a52a"]},"executionInfo":{"elapsed":70487,"status":"ok","timestamp":1654899223453,"user":{"displayName":"Hena Ghonia","userId":"03246241722682988409"},"user_tz":240},"id":"dkO5OmT-m9dy","outputId":"5cfe9523-4f13-4c86-946a-4654b0dae33a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/2.72k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4202b9b16c484f3c98617cd66dbef46e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading metadata:   0%|          | 0.00/1.41k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f9498060d21e4e628a1398a6bb3de458"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Using custom data configuration h2-prediction_length=24\n"]},{"output_type":"stream","name":"stdout","text":["Downloading and preparing dataset ett/h2 (download: 2.31 MiB, generated: 109.82 MiB, post-processed: Unknown size, total: 112.13 MiB) to /root/.cache/huggingface/datasets/ett/h2-prediction_length=24/1.0.0/84f192d7ac6e48734d87b08ddb05db98674539ddaf1b653396bbf8be3a930ad6...\n"]},{"output_type":"display_data","data":{"text/plain":["Downloading data:   0%|          | 0.00/440k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"12d89789e7c24d0e99df4c91d1a76c05"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Generating train split:   0%|          | 0/1 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f969841826274947a1f636f65327110a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Generating test split:   0%|          | 0/240 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"38ee9b45725c42f68ebb1b4bbcb7dc13"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Generating validation split:   0%|          | 0/120 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b1939ae3fc2e4540b458f86f8c06e045"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Dataset ett downloaded and prepared to /root/.cache/huggingface/datasets/ett/h2-prediction_length=24/1.0.0/84f192d7ac6e48734d87b08ddb05db98674539ddaf1b653396bbf8be3a930ad6. Subsequent calls will reuse this data.\n"]},{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/3 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1fd21029697c40119233fb8e599af5c5"}},"metadata":{}}],"source":["dataset = load_dataset(\"ett\", \"h2\", prediction_length=24)\n","freq = \"1H\"\n","prediction_length = 24"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HfUMkgzAME4H"},"outputs":[],"source":["train_ds = ListDataset(dataset[\"train\"], freq=freq)\n","val_ds = ListDataset(dataset[\"validation\"], freq=freq)\n","test_ds = ListDataset(dataset[\"test\"], freq=freq)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Ho1PxDM6MeEw"},"outputs":[],"source":["## vanilla tranformer"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cl3JMFsgMS5M"},"outputs":[],"source":["class TransformerTuningObjective:  \n","    def __init__(self, dataset, prediction_length, freq, metric_type=\"MSE\"):\n","        self.dataset = dataset\n","        self.prediction_length = prediction_length\n","        self.freq = freq\n","        self.metric_type = metric_type\n","    \n","    def get_params(self, trial) -> dict:\n","        return {\n","        \"num_encoder_layers\": trial.suggest_int(\"num_encoder_layers\", 2, 16,4),\n","        \"num_decoder_layers\": trial.suggest_int(\"num_decoder_layers\", 2, 16,4),\n","        }\n","     \n","    def __call__(self, trial):\n","        params = self.get_params(trial)\n","        estimator = TransformerEstimator(\n","        freq=self.freq,\n","        prediction_length=self.prediction_length,\n","        context_length=self.prediction_length*7,\n","\n","        nhead=2,\n","        num_encoder_layers=params['num_encoder_layers'],\n","        num_decoder_layers=params['num_decoder_layers'],\n","        dim_feedforward=16,\n","        activation=\"gelu\",\n","\n","        num_feat_static_cat=1,\n","        cardinality=[320],\n","        embedding_dimension=[5],\n","\n","        batch_size=128,\n","        num_batches_per_epoch=100,\n","        trainer_kwargs=dict(max_epochs=10, accelerator='auto', gpus=1)\n","    )\n","        predictor = estimator.train(\n","        training_data=self.dataset,\n","        validation_data=val_ds,\n","        num_workers=8,\n","        shuffle_buffer_length=1024\n","        )\n","        \n","        forecast_it, ts_it = make_evaluation_predictions(\n","            dataset=test_ds, \n","            predictor=predictor\n","        )\n","        forecasts = list(forecast_it)\n","        # if layer == layers[0]:\n","        tss = list(ts_it)\n","        \n","        evaluator = Evaluator()\n","        agg_metrics, _ = evaluator(iter(tss), iter(forecasts))\n","        return agg_metrics[self.metric_type]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["f78ed5f8608f48df8f1734bb3c1905cc","bca584f4bb07439498d5e18881ab9963","008104d51b0748dcac9bfac6ed101fe8","d3973ad325284c818edc96f6f700fb9b","f487560a449b44efbc6de98d9fa034a2","f1448e2a21cf4796891cb61545d63162","6a0813b496bc403bbbb28f9af0ee26ae","54a19925d423472cb7cedf36489c0da5","e748b84694dc484981f4736005c996c7","f7416dadb94947bd9ec18e091f9fe8fb","8c7bff8a509d4f85bd1f24ce8ca233fa","583cb61ee2064e4ea88e243d02653c87","4e70950ede9349e98b8a4a55dc99b3f4","459715005a084a67b4cb5791fcb06fb3","27b54dcb6b6e48cdbdcf69820d32f591","e1e1a8a6504141b0ab86ecc042403de8","c644e4e898524c1da4da0ea52823e6e1","a24b79fc6e0e4aa89de0b64347dcc089","415338c448794facb52003fb7bb25748","5f567a4ac86f487e996f6b39422602c6","1e257844aceb40b3889e09b93b6c1b9e","0053303e81814072ac1ca634f63a1460","83e32aa0baed41ff837dd805f71a436b","c6c8a0950b3a4044b616311f6d34c6b0","2e2c4c52df264386b151e1f12b17f2e1","9ef8f14faeeb44ca998f1eafc10a88a6","8722a524cf0647d4b34b73cf1dbf2f60","11b2fd06e317489782d532e477c315ac","b05ed87d5d3142e086ae62109f0917a6","4294b87a2384473c9aa8c5bb2cfbbe98","58e316ac4010451f80d36b0ef507d910","48d36df244e14ebc8a37091f0fa5d2b3","c5869001c917423e927516fd206ec270","a7647dd85e9447609a78eba207d89eb5","8f7aaac68bd7460195450aa428d018a0","760db8641d96427195b1d2c27bf36418","95f35b36a2ff4316a325bc161c662aad","b9ea1ab0f60448ef85b4efa1be1cfb0d","dc69ec552e884a66a7fda8ee991a0c5e","485e64b8736a44b0821dfd78fabda7e6","fc8bee0a743248ec9e1a03110836e757","b76bb4dcf0ec47bb8b75b67785e643a1","74dcc7d0b930459eb52ae38dbd491ad3","8399041e84a64a528567687c7071fa6c","9698fb7ad9504bc9ad7cbf7637128920","11f15812dd2b467db64866c6c36dcd80","ecdd12f70c09440d8cec8005e57d44b2","b93422a346cd456fa21aaeec4eb8fce1","335405bbae474043a93ee4f204e25eda","bb335dbf68004f8a883777aa6567f174","f6af52bb25e848a9927736f9686157b6","377f24c22bec42e59eccc4360a38e5dc","9b8d6c9bc6384a20b97b0d2a99d9c565","f045b3b3f9774dfcb2c13322db72bd5d","d3903fab869e4ad69e459b963568bf0e","5ce7c63b4eb14540b27f7d95440c71ac","61744f8eb89a460b8000c4de6aa08018","d9496212261e43f08ac9801cd653ab99","6857c5977de94577a8a6aa82637ccde9","7fbb09a8f9b345afaec1fdb25d28a79d","7b9e693ae80c4c768fa855d660119dcd","205ad0696db04265a85e72e21adb2785","170d004a7984453cb86335cce971818a","49f4e25ff1834e198d7cf40f22303ab3","e1f13b991ede4137983a0ac5662450e7","4655b9202aec464787f6b2a6248757c0","a44c1ba8d73c4f60aeb0b1df031a993b","3b62bbbd4b9b4534b478b393cc0e9745","9cd8e469dd204ab7b60b1ce281a5ffd5","2f1c3a9b7bdf4807a99e471d4a050cff","f79b655cb6a24e37bd489f2d2ee60037","cbc988b14b1f4046bfd5d4d4a6753c74","ac8056c870994a389c0be8a1e4f948be","4efa35a71c664cbb9db1b943c7616fd6","374608888f4445e6ac8b76a83818e1fa","751c2bd7b6b4460f8209a99edaa99b26","61a4367eec9b47b19ad13262c53cab70","17d9a130526f4b69a23f4fb3bda026f4","3d24b52352a747f7be15842f4cf331e7","0e1e31a7e7494dc2b4ce1be203f65976","dac86ee337074523b7a3c92f3d6c1597","3a44e66b00d54c068a6e440b15ceff1d","05335aef10f64ce3aaac2c804443be24","c826f2390bc1418a95b8c24a4508e0c3","ea6bc9ac1bfd44d496ae379ac88ffcb1","b9b10019063b4fa0a745b813dbf81e7d","a0bac1995ff940789d7a66abf0b479c8","ec855a4e7d624ebc83acf798be582338","919b58fda590485d88be3a086a43d8a8","e6bc0f51d42b4e3d87d4991940d95b26","ced063f4b6444e4b9f5b896b93b5ef49","c582dc65d1174bf68131b6160ad10665","c9f4c21006694473a302495dd58204d1","420a1afaf5014238bfbf71cba797415c","770c2ac5669f40f4b92e98ec43863322","54af9bd1455f483abf62a9146cce111a","b5f3e20cfdf2425b922e00ecc563ce58","3b52376f552e4d2a968042340c94c414","2bc663374c8b4a048cdd51487a5c5465","39d05ea21ab645feaeb7500aea9ecc84","54ff28f3fa754208897b95b50267825d","698aeda245e74f5c993c023880ddf976","9717e215fd0a485a9ece7a76113b740b","18a80a755bf54a8cbac838885c2b678a","77e8183afa0d4146a9f33760425ad4f6","d63ac60c2c7446dfb522142e1a9ddbd7","bea7c7c6d2a74367bdedd50d7983005e","5c9db44cfd16471db589a1c2d877ebd3","072dd722deec4f38b783145450b81443","d778926e6f35418e85e88105714450ef","32999bcbd62d4a23912f17754705c9c6","08ab8b19b501492e85688b6efc2916b3","8c7ce342dce247208687ea6482d38df9","e7cca8bd3ad64b57b9ce35a4b6957648","df0220b158f448a281d1315fcbb329b3","370fff69874442138db25952e7b62e96","22759fb2a9ee4abba9f5ea1c3919edad","961935a5818a489f9d12a666d79a17bf","c44b875e338341839dfbd61fe01eaa6d","7b0b9c5cd9db4f1faf884abc62cd33a9","80513ee0c11c4cbcb38fbaa7b0a9cbe6","23a4ba63f5534bdb9db250f8fb8417c0","cbc7e080d09842c08686cdbcaaa070ed","50ccff1c3195488da32481c43d9d0b6d","f64a420dece54d229e4c21fdaaaf5ed8","39348a43e51840d5a0e2499b6a20b97d","db3109425da44f67bded5c0c708a5ea5","0d674e948fd04ceaa06f668794111625","c7c3fe08d3df4d588d2dd7276ff75f98","e2a1cf988d4343c3b39f39a1ae1f7531","070e4302e7dc441ebf46470ad3074f52","953ecaf691ed4fd4a1ed3c7734ff86d8","8811348a4f8342dbb2451be7078fe0a2","fb85c453a7d2487eb28a48dbfd74a257","7da101445bd24c0493dfb1a03af5252a","e9233fe8433a4eb5b43fef57d4dab338","73242ef24d464463bdf29ac938708c9a","ac368b7942e041b09ba9fc637770f488",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Ghonia","userId":"03246241722682988409"},"user_tz":240},"id":"30trJcAgMXiw","outputId":"ecca8921-7a86-4d84-d149-9c6803dbd164"},"outputs":[{"output_type":"stream","name":"stderr","text":["\u001b[32m[I 2022-06-10 22:14:38,844]\u001b[0m A new study created in memory with name: no-name-8a413924-7b3e-4108-acc3-e550139ddb0f\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","GPU available: True, used: True\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 320 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","320 K     Trainable params\n","0         Non-trainable params\n","320 K     Total params\n","1.283     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f78ed5f8608f48df8f1734bb3c1905cc"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/torch/distributions/studentT.py:82: UserWarning: Specified kernel cache directory could not be created! This disables kernel caching. Specified directory is /root/.cache/torch/kernels. This warning will appear only once per process. (Triggered internally at  ../aten/src/ATen/native/cuda/jit_utils.cpp:860.)\n","  torch.lgamma(0.5 * self.df) -\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"583cb61ee2064e4ea88e243d02653c87"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"83e32aa0baed41ff837dd805f71a436b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.21641 (best 3.21641), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_53/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a7647dd85e9447609a78eba207d89eb5"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.16166 (best 3.16166), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_53/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9698fb7ad9504bc9ad7cbf7637128920"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 3.06567 (best 3.06567), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_53/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5ce7c63b4eb14540b27f7d95440c71ac"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a44c1ba8d73c4f60aeb0b1df031a993b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"17d9a130526f4b69a23f4fb3bda026f4"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"919b58fda590485d88be3a086a43d8a8"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"39d05ea21ab645feaeb7500aea9ecc84"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"32999bcbd62d4a23912f17754705c9c6"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"23a4ba63f5534bdb9db250f8fb8417c0"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp = pd.Timestamp(timestamp_input, freq=freq)\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if isinstance(timestamp.freq, Tick):\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/dataset/common.py:329: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n","  timestamp.floor(timestamp.freq), timestamp.freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 1000.78it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:20:03,931]\u001b[0m Trial 0 finished with value: 45.84057502168128 and parameters: {'num_encoder_layers': 6, 'num_decoder_layers': 10}. Best is trial 0 with value: 45.84057502168128.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","GPU available: True, used: True\n","TPU available: False, using: 0 TPU cores\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 172 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","172 K     Trainable params\n","0         Non-trainable params\n","172 K     Total params\n","0.690     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8811348a4f8342dbb2451be7078fe0a2"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ad64f3aec1c24cc4bf61d211a3386232"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1f5df44c248945ec9e754c1f50e14508"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.22074 (best 3.22074), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"27138033283944fcb291c5097b6143c4"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.03805 (best 3.03805), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5ab35727b6174810bd2da08ac875bd57"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 2.71783 (best 2.71783), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5831af8fab494200897640b537d74620"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0a47f686231a4b14bbc7045f61f69772"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' reached 2.65339 (best 2.65339), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=4-step=500.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b5fe9a5c3a0f4b8481701a66daba7724"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b4c6c53bc298496b88258ffd6cc9bf41"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"04e821ad4a6d4cc0a85ef305595b34e6"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' reached 2.61823 (best 2.61823), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=7-step=800.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"94fd278cba1e476a8f51a73fa0f14a17"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' reached 2.55438 (best 2.55438), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=8-step=900.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0d41d88c53b1443aaf68759e7fe43083"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' reached 2.38334 (best 2.38334), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_54/checkpoints/epoch=9-step=1000.ckpt' as top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 1029.36it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:24:54,950]\u001b[0m Trial 1 finished with value: 19.58491908560196 and parameters: {'num_encoder_layers': 2, 'num_decoder_layers': 6}. Best is trial 1 with value: 19.58491908560196.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","GPU available: True, used: True\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 520 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","520 K     Trainable params\n","0         Non-trainable params\n","520 K     Total params\n","2.083     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2b6bd2ba4bef4469a42e2b098d0a3c15"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"aae32aa35b7d43f2bc0a22bb27bf9064"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5c1164532af24f6680b56290e22ee200"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.30240 (best 3.30240), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_55/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a1e21ab05e1a44d8b9f8c3346389a1ca"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.28057 (best 3.28057), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_55/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0a62097467f74837aa405bec2a14db09"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 3.25629 (best 3.25629), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_55/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e7f09c932e1b4ac0becd4786e70de718"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' reached 3.14190 (best 3.14190), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_55/checkpoints/epoch=3-step=400.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"06211a186546495386a86e2fc81be2b3"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' reached 3.13302 (best 3.13302), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_55/checkpoints/epoch=4-step=500.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"28fd3473227740b9a79c340a60876003"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0dec8aec9149430397ebaa9121301e3c"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9712258f060a42898357ff9ad212cabd"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"33f6defec3244b8db6a486a905d83686"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7bb6dca4715d47db81b59060c6a76227"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 984.20it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:32:03,599]\u001b[0m Trial 2 finished with value: 30.76553381681443 and parameters: {'num_encoder_layers': 14, 'num_decoder_layers': 14}. Best is trial 1 with value: 19.58491908560196.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","GPU available: True, used: True\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 468 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","468 K     Trainable params\n","0         Non-trainable params\n","468 K     Total params\n","1.876     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9278012531be4e36991a6b864200b499"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"50dc99dcf56a4dcc916ab109cdebace1"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f8222532a4724432bee06010bed238e8"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.27284 (best 3.27284), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_56/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a7099abd78574cc580100535db0c10b4"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.24053 (best 3.24053), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_56/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b154f148622b45febcc004f758ce30b7"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 3.15671 (best 3.15671), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_56/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9f00752915b94a09bc597260175862a2"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"71c58522f0874a0a9dc958935b493d95"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7213bd21bc9742f4afd9c465195c5e94"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"55a868bdd9b7430588f2cf65a81572b1"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8c0191f72c204d79b069251209b557c0"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e7234f01f1ec46a2a8435341e7ad92c6"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"81745fccfe7f44938570368442ae7f37"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 989.23it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:38:29,674]\u001b[0m Trial 3 finished with value: 27.31271149482991 and parameters: {'num_encoder_layers': 10, 'num_decoder_layers': 14}. Best is trial 1 with value: 19.58491908560196.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","GPU available: True, used: True\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 276 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","276 K     Trainable params\n","0         Non-trainable params\n","276 K     Total params\n","1.105     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"96cc16bc26144a2b941dcfc1e3c2661a"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4192f96e05f540ee9c7d440d1bda696c"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"287d433848bc4468af547deee3a20132"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.27386 (best 3.27386), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_57/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ae7eecfc487349388e0add680d3fb0e8"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.08272 (best 3.08272), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_57/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8dffcadd957643f1b83063c875b36b3b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 2.52532 (best 2.52532), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_57/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5ec649e8bcad45f7950f99ab407a9679"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4334d1aad40d473abf7e1841b8407c8e"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dffed00837c84ceaaf350016c4d558dc"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' reached 2.48521 (best 2.48521), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_57/checkpoints/epoch=5-step=600.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"018ac1b6606f4dabab12d1fdb81ba045"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"021360c7180446ac87e9dc35db830bc3"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' reached 2.42202 (best 2.42202), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_57/checkpoints/epoch=7-step=800.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ae845628e8674171a6a5c14de3b72a20"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ca473a078b2846ecb7283cdcd4d0da51"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 996.30it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:44:57,587]\u001b[0m Trial 4 finished with value: 19.91928797612588 and parameters: {'num_encoder_layers': 10, 'num_decoder_layers': 6}. Best is trial 1 with value: 19.58491908560196.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","GPU available: True, used: True\n","TPU available: False, using: 0 TPU cores\n","IPU available: False, using: 0 IPUs\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 372 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","372 K     Trainable params\n","0         Non-trainable params\n","372 K     Total params\n","1.490     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7cbd0ac5a9714f1ca4ca51ad9264ec7b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1ca1427820db46e18d41c5ebb23d6f1a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"195b58894cdb42709c5d1862481ab3f9"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.32516 (best 3.32516), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_58/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c920f7fab7c247a0947f22afbe9955ec"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.21197 (best 3.21197), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_58/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"fb5d69f0e4f7423aa33115e3e65ab1de"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ccb61989218a4d199afed6db1929ef83"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' reached 3.00586 (best 3.00586), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_58/checkpoints/epoch=3-step=400.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3f940936c65b48848d648f30931d3c5e"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' reached 2.93652 (best 2.93652), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_58/checkpoints/epoch=4-step=500.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b6ef9876a951487194296b3a74120168"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c5c3968147e947c5bd31dfadd1602dcf"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' reached 2.84528 (best 2.84528), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_58/checkpoints/epoch=6-step=700.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2aaa34df13de483dba52333648e35221"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9267c7b6334f4896af60ce708ae6fc61"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f8e2fe244bfa490b8397ccf0e171537b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 1016.14it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:50:33,530]\u001b[0m Trial 5 finished with value: 21.205774395850806 and parameters: {'num_encoder_layers': 10, 'num_decoder_layers': 10}. Best is trial 1 with value: 19.58491908560196.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","GPU available: True, used: True\n","TPU available: False, using: 0 TPU cores\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 468 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","468 K     Trainable params\n","0         Non-trainable params\n","468 K     Total params\n","1.876     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"391bf19266cd4948bdd9ae4263632d8f"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"320ee2c8e5174cbf9796607b1122e96f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6767cceab16946b699fb7c1aa159fef3"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.28844 (best 3.28844), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_59/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e1d3912af2ef462cb6fc12009dd1d017"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.25345 (best 3.25345), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_59/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a315075f195f45cdab63b5ef81d5e5ea"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"622f5b4c2dbc4cc99690c7275f93c276"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' reached 3.17501 (best 3.17501), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_59/checkpoints/epoch=3-step=400.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1b26232d66fd490b85fc859e567e7eab"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' reached 3.11382 (best 3.11382), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_59/checkpoints/epoch=4-step=500.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7d1af36dd7cd47a3adfed4f860f85791"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"edd116400a714ba79069033355554231"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"13387abd317145dabcf78cf83ed86dbf"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dea954647ae04b9d87a2ba641073505b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0415d052dd4048d48c26bfc8b443f89b"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 942.64it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 22:57:12,812]\u001b[0m Trial 6 finished with value: 27.41629424757428 and parameters: {'num_encoder_layers': 10, 'num_decoder_layers': 14}. Best is trial 1 with value: 19.58491908560196.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","GPU available: True, used: True\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 127 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","127 K     Trainable params\n","0         Non-trainable params\n","127 K     Total params\n","0.512     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e19c992139c343f6a433a08c18260feb"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"38c9cc5acdd54a558f826d2ed819e617"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0352a3961fd445a3b834c54a85eaff65"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 2.71695 (best 2.71695), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_60/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b9d33e590e3f4e8c9a1b7b51f2339379"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 2.17421 (best 2.17421), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_60/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7d195ffbcee34989ac0f81d1da32ba49"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d152af78c49547afb17177016cfcb12a"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2bd514341d244caaa3f2fc8cbf896411"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2aa04e7f67594c4ca0e3b69143a200ae"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b1360c863c3f442aaf32c964abc0ed51"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2958dbb45d21488681f2d726b1512a41"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"fb976cfb9da3460c9ef9a37ac5d7306e"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"98fd5ad9aefe44318129cd2a2cf9f787"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 994.09it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 23:02:08,169]\u001b[0m Trial 7 finished with value: 14.956284668048216 and parameters: {'num_encoder_layers': 6, 'num_decoder_layers': 2}. Best is trial 7 with value: 14.956284668048216.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","GPU available: True, used: True\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 468 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","468 K     Trainable params\n","0         Non-trainable params\n","468 K     Total params\n","1.876     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"eca39d871b3c47ad9bd8aac7d902701d"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6c246d9aa231431a9ce3c9ed6368a50e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ecfe532f0ad7455c81e272ccca24ef16"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.24829 (best 3.24829), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_61/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"810497deb8a546c8a842ef48721990e6"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6b954eb6f1104a1eaa5afd3a5d9bad9a"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 3.17771 (best 3.17771), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_61/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"81ed840c4ae54bd38a7f44ab7dff742c"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' reached 3.14500 (best 3.14500), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_61/checkpoints/epoch=3-step=400.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1dc3560fa498446495135c92cdc0abaf"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' reached 3.12179 (best 3.12179), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_61/checkpoints/epoch=4-step=500.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e51bcd95e74d43b6b8b165f368995867"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"659af4e7d118451186dc38e1c67c2d29"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e28d5c064d5b42d989f3707c6f9c2330"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2d317a21f7fa4d90b4fd0dd8515536aa"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"aa897af46b8e4a89b8cf57097b6c67c4"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 894.58it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 23:09:27,894]\u001b[0m Trial 8 finished with value: 31.553415349291434 and parameters: {'num_encoder_layers': 10, 'num_decoder_layers': 14}. Best is trial 7 with value: 14.956284668048216.\u001b[0m\n","/usr/local/lib/python3.7/dist-packages/optuna/distributions.py:563: UserWarning: The distribution is specified by [2, 16] and step=4, but the range is not divisible by `step`. It will be replaced by [2, 14].\n","  low=low, old_high=old_high, high=high, step=step\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n","  f\"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing.\"\n","/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:490: UserWarning: This DataLoader will create 8 worker processes in total. Our suggested max number of worker in current system is 4, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n","  cpuset_checked))\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","GPU available: True, used: True\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","TPU available: False, using: 0 TPU cores\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","IPU available: False, using: 0 IPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","\n","  | Name  | Type                  | Params\n","------------------------------------------------\n","0 | model | TransformerModel      | 468 K \n","1 | loss  | NegativeLogLikelihood | 0     \n","------------------------------------------------\n","468 K     Trainable params\n","0         Non-trainable params\n","468 K     Total params\n","1.876     Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8279cae755524ead8486894bf3838f49"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n"]},{"output_type":"display_data","data":{"text/plain":["Training: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"82e7b152bb31436ab50eccd0437b6745"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"618fbe14a10044769ebc4410e5072e88"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 0, global step 100: 'val_loss' reached 3.24384 (best 3.24384), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_62/checkpoints/epoch=0-step=100.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"07cd8775f0bb45eaa0a162feaf69c81e"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 1, global step 200: 'val_loss' reached 3.23760 (best 3.23760), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_62/checkpoints/epoch=1-step=200.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"cebbfd7d82f14f1c8eff838d4cb8b3db"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 2, global step 300: 'val_loss' reached 3.20092 (best 3.20092), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_62/checkpoints/epoch=2-step=300.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"836bd6be44004cf586edd0c534f33201"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 3, global step 400: 'val_loss' reached 3.14237 (best 3.14237), saving model to '/content/drive/MyDrive/Udem/Sem2/Representation_Learning/pytorch-transformer-ts/transformer/lightning_logs/version_62/checkpoints/epoch=3-step=400.ckpt' as top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"146808429679431d9f6adc6c74572338"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 4, global step 500: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3b4df6df48b840b2b64e40f4110140ae"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 5, global step 600: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c3c52909a09740b3a42eceeb17635f45"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 6, global step 700: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"40192e5a09754691b777efaba80b977c"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 7, global step 800: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"05b1a5c5481a4806bd49eaca93828beb"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 8, global step 900: 'val_loss' was not in top 1\n"]},{"output_type":"display_data","data":{"text/plain":["Validation: 0it [00:00, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"014ee3c80ecd44bfadac7d9553cf7eaf"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Epoch 9, global step 1000: 'val_loss' was not in top 1\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base = start.freq.base\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  return _shift_timestamp_helper(ts, ts.freq, offset)\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  if self._full_range_date_features is not None\n","/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  self._freq_base is None or self._freq_base == start.freq.base\n","Running evaluation: 240it [00:00, 899.96it/s]/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version\n","  date_before_forecast = forecast.index[0] - forecast.index[0].freq\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:51: FutureWarning: Could not cast to float64, falling back to object. This behavior is deprecated. In a future version, when a dtype is passed to 'DataFrame', either all columns will be cast to that dtype, or a TypeError will be raised\n","\u001b[32m[I 2022-06-10 23:15:59,603]\u001b[0m Trial 9 finished with value: 27.0688323504395 and parameters: {'num_encoder_layers': 10, 'num_decoder_layers': 14}. Best is trial 7 with value: 14.956284668048216.\u001b[0m\n"]},{"output_type":"stream","name":"stdout","text":["Number of finished trials: 10\n","Best trial:\n","  Value: 14.956284668048216\n","  Params: \n","    num_encoder_layers: 6\n","    num_decoder_layers: 2\n","3680.7700555324554\n"]}],"source":["import time\n","start_time = time.time()\n","study = optuna.create_study(direction=\"minimize\")\n","study.optimize(TransformerTuningObjective(train_ds, prediction_length = prediction_length, freq=freq), n_trials=10)\n","\n","print(\"Number of finished trials: {}\".format(len(study.trials)))\n","\n","print(\"Best trial:\")\n","trial = study.best_trial\n","\n","print(\"  Value: {}\".format(trial.value))\n","\n","print(\"  Params: \")\n","for key, value in trial.params.items():\n","    print(\"    {}: {}\".format(key, value))\n","print(time.time() - start_time)"]},{"cell_type":"code","source":[""],"metadata":{"id":"vzhw_MOIryX2"},"execution_count":null,"outputs":[]}],"metadata":{"colab":{"name":"hyperparameter-tuning.ipynb","provenance":[],"authorship_tag":"ABX9TyPj/PtAPp6M1qtNIyWk53A7"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"},"widgets":{"application/vnd.jupyter.widget-state+json":{"4202b9b16c484f3c98617cd66dbef46e":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c01293cf2c0d42eea7ce3afb22ba90aa","IPY_MODEL_310d3fa7ffef4b22abfe695765826e69","IPY_MODEL_9f030ce97316462b810ce3965c6c2108"],"layout":"IPY_MODEL_76df9e8f69d14f369d32c531a06c2a1e"}},"c01293cf2c0d42eea7ce3afb22ba90aa":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_26132e35c8de434f877aa890190e65ef","placeholder":"​","style":"IPY_MODEL_5e72f23895124631ae15affc09deba6b","value":"Downloading builder script: "}},"310d3fa7ffef4b22abfe695765826e69":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_8088c2508e7e49398d3a3ff8c3159031","max":2721,"min":0,"orientation":"horizontal","style":"IPY_MODEL_59a543c66b094b4bb1e0b6dd04f83d67","value":2721}},"9f030ce97316462b810ce3965c6c2108":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_9c3dcbee1bd448d3ae5f60f0b622aa79","placeholder":"​","style":"IPY_MODEL_44ed849a6fdb4edeb08455302504eb23","value":" 9.73k/? 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