pytorch-transformer-ts/transformer/hyperparameter-tuning.ipynb at c1cfd4653fa7dc59e507c7ea528d2117bee29afe

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Hstellar 712ab88599 Tuning for ETT dataset

2022-06-12 23:38:08 -04:00

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In [ ]:

from pytorch_lightning.utilities.model_summary import summarize
from datasets import load_dataset
from gluonts.evaluation import make_evaluation_predictions, Evaluator
from gluonts.dataset.common import ListDataset
from estimator import TransformerEstimator
from gluonts.dataset.util import to_pandas

/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.
  "Using `json`-module for json-handling. "

In [ ]:

#Tuning GluonTS models with Optuna
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import json
import optuna
import torch
from gluonts.mx import Trainer
from gluonts.evaluation import Evaluator

In [ ]:

freq = "1H"
prediction_length = 24

In [ ]:

dataset = load_dataset("ett", "h2", prediction_length=24)
freq = "1H"
prediction_length = 24

Downloading builder script:   0%|          | 0.00/2.72k [00:00<?, ?B/s]

Downloading metadata:   0%|          | 0.00/1.41k [00:00<?, ?B/s]

Using custom data configuration h2-prediction_length=24

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...

Downloading data:   0%|          | 0.00/440k [00:00<?, ?B/s]

Generating train split:   0%|          | 0/1 [00:00<?, ? examples/s]

Generating test split:   0%|          | 0/240 [00:00<?, ? examples/s]

Generating validation split:   0%|          | 0/120 [00:00<?, ? examples/s]

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.

  0%|          | 0/3 [00:00<?, ?it/s]

In [ ]:

train_ds = ListDataset(dataset["train"], freq=freq)
val_ds = ListDataset(dataset["validation"], freq=freq)
test_ds = ListDataset(dataset["test"], freq=freq)

In [ ]:

## vanilla tranformer

In [ ]:

class TransformerTuningObjective:  
    def __init__(self, dataset, prediction_length, freq, metric_type="MSE"):
        self.dataset = dataset
        self.prediction_length = prediction_length
        self.freq = freq
        self.metric_type = metric_type
    
    def get_params(self, trial) -> dict:
        return {
        "num_encoder_layers": trial.suggest_int("num_encoder_layers", 2, 16,4),
        "num_decoder_layers": trial.suggest_int("num_decoder_layers", 2, 16,4),
        }
     
    def __call__(self, trial):
        params = self.get_params(trial)
        estimator = TransformerEstimator(
        freq=self.freq,
        prediction_length=self.prediction_length,
        context_length=self.prediction_length*7,

        nhead=2,
        num_encoder_layers=params['num_encoder_layers'],
        num_decoder_layers=params['num_decoder_layers'],
        dim_feedforward=16,
        activation="gelu",

        num_feat_static_cat=1,
        cardinality=[320],
        embedding_dimension=[5],

        batch_size=128,
        num_batches_per_epoch=100,
        trainer_kwargs=dict(max_epochs=10, accelerator='auto', gpus=1)
    )
        predictor = estimator.train(
        training_data=self.dataset,
        validation_data=val_ds,
        num_workers=8,
        shuffle_buffer_length=1024
        )
        
        forecast_it, ts_it = make_evaluation_predictions(
            dataset=test_ds, 
            predictor=predictor
        )
        forecasts = list(forecast_it)
        # if layer == layers[0]:
        tss = list(ts_it)
        
        evaluator = Evaluator()
        agg_metrics, _ = evaluator(iter(tss), iter(forecasts))
        return agg_metrics[self.metric_type]

In [ ]:

import time
start_time = time.time()
study = optuna.create_study(direction="minimize")
study.optimize(TransformerTuningObjective(train_ds, prediction_length = prediction_length, freq=freq), n_trials=10)

print("Number of finished trials: {}".format(len(study.trials)))

print("Best trial:")
trial = study.best_trial

print("  Value: {}".format(trial.value))

print("  Params: ")
for key, value in trial.params.items():
    print("    {}: {}".format(key, value))
print(time.time() - start_time)

[32m[I 2022-06-10 22:14:38,844][0m A new study created in memory with name: no-name-8a413924-7b3e-4108-acc3-e550139ddb0f[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
GPU available: True, used: True
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
TPU available: False, using: 0 TPU cores
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
IPU available: False, using: 0 IPUs
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
HPU available: False, using: 0 HPUs
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 320 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
320 K     Trainable params
0         Non-trainable params
320 K     Total params
1.283     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/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.)
  torch.lgamma(0.5 * self.df) -

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 3, global step 400: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 4, global step 500: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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
  if isinstance(timestamp.freq, Tick):
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  if isinstance(timestamp.freq, Tick):
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/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.
  timestamp = pd.Timestamp(timestamp_input, freq=freq)
/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
  if isinstance(timestamp.freq, Tick):
/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
  timestamp.floor(timestamp.freq), timestamp.freq
/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.
  timestamp.floor(timestamp.freq), timestamp.freq
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 22:20:03,931][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 172 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
172 K     Trainable params
0         Non-trainable params
172 K     Total params
0.690     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 3, global step 400: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
[32m[I 2022-06-10 22:24:54,950][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
GPU available: True, used: True
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
TPU available: False, using: 0 TPU cores
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 520 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
520 K     Trainable params
0         Non-trainable params
520 K     Total params
2.083     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
[32m[I 2022-06-10 22:32:03,599][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 468 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
468 K     Trainable params
0         Non-trainable params
468 K     Total params
1.876     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 3, global step 400: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 4, global step 500: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 22:38:29,674][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 276 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
276 K     Trainable params
0         Non-trainable params
276 K     Total params
1.105     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 3, global step 400: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 4, global step 500: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 22:44:57,587][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 372 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
372 K     Trainable params
0         Non-trainable params
372 K     Total params
1.490     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 2, global step 300: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 22:50:33,530][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 468 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
468 K     Trainable params
0         Non-trainable params
468 K     Total params
1.876     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 2, global step 300: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 22:57:12,812][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
GPU available: True, used: True
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
TPU available: False, using: 0 TPU cores
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 127 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
127 K     Trainable params
0         Non-trainable params
127 K     Total params
0.512     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 2, global step 300: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 3, global step 400: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 4, global step 500: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
[32m[I 2022-06-10 23:02:08,169][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
GPU available: True, used: True
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
TPU available: False, using: 0 TPU cores
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 468 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
468 K     Trainable params
0         Non-trainable params
468 K     Total params
1.876     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 1, global step 200: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 23:09:27,894][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.[0m
/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].
  low=low, old_high=old_high, high=high, step=step
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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'])`.
  f"Attribute {k!r} is an instance of `nn.Module` and is already saved during checkpointing."
/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.
  cpuset_checked))
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
GPU available: True, used: True
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
TPU available: False, using: 0 TPU cores
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
IPU available: False, using: 0 IPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]

  | Name  | Type                  | Params
------------------------------------------------
0 | model | TransformerModel      | 468 K 
1 | loss  | NegativeLogLikelihood | 0     
------------------------------------------------
468 K     Trainable params
0         Non-trainable params
468 K     Total params
1.876     Total estimated model params size (MB)

Sanity Checking: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base

Training: 0it [00:00, ?it/s]

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 4, global step 500: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 5, global step 600: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 6, global step 700: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 7, global step 800: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 8, global step 900: 'val_loss' was not in top 1

Validation: 0it [00:00, ?it/s]

/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
Epoch 9, global step 1000: 'val_loss' was not in top 1
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base = start.freq.base
/usr/local/lib/python3.7/dist-packages/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  return _shift_timestamp_helper(ts, ts.freq, offset)
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:386: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  if self._full_range_date_features is not None
/usr/local/lib/python3.7/dist-packages/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version
  self._freq_base is None or self._freq_base == start.freq.base
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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq

/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
  date_before_forecast = forecast.index[0] - forecast.index[0].freq
/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
[32m[I 2022-06-10 23:15:59,603][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.[0m

Number of finished trials: 10
Best trial:
  Value: 14.956284668048216
  Params: 
    num_encoder_layers: 6
    num_decoder_layers: 2
3680.7700555324554

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