diff --git a/autoformer/autoformer.ipynb b/autoformer/autoformer.ipynb new file mode 100644 index 0000000..18c4f93 --- /dev/null +++ b/autoformer/autoformer.ipynb @@ -0,0 +1,491 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "420561b7", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "from matplotlib import pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "\n", + "from itertools import islice" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b10c3dd3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/kashif/.env/pytorch/lib/python3.8/site-packages/xgboost/compat.py:36: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " from pandas import MultiIndex, Int64Index\n" + ] + } + ], + "source": [ + "from gluonts.evaluation import make_evaluation_predictions, Evaluator\n", + "from gluonts.dataset.repository.datasets import get_dataset\n", + "\n", + "from estimator import AutoformerEstimator" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d018b7fb", + "metadata": {}, + "outputs": [], + "source": [ + "dataset = get_dataset(\"electricity\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e772234f", + "metadata": {}, + "outputs": [], + "source": [ + "estimator = AutoformerEstimator(\n", + " freq=dataset.metadata.freq,\n", + " prediction_length=dataset.metadata.prediction_length,\n", + " num_feat_static_cat=1,\n", + " cardinality=[321],\n", + " embedding_dimension=[3],\n", + " dim_feedforward=32,\n", + " num_encoder_layers=2,\n", + " num_decoder_layers=2,\n", + " n_heads=2,\n", + " activation=\"relu\",\n", + "\n", + " batch_size=128,\n", + " num_batches_per_epoch=100,\n", + " trainer_kwargs=dict(max_epochs=50, accelerator='gpu', gpus=1),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "22d804e4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/kashif/.env/pytorch/lib/python3.8/site-packages/pytorch_lightning/utilities/parsing.py:244: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n", + " rank_zero_warn(\n", + "/home/kashif/.env/pytorch/lib/python3.8/site-packages/pytorch_lightning/utilities/parsing.py:244: UserWarning: Attribute 'loss' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['loss'])`.\n", + " rank_zero_warn(\n", + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/.env/pytorch/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:133: UserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n", + " rank_zero_warn(\"You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\")\n", + "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "\n", + " | Name | Type | Params\n", + "------------------------------------------------\n", + "0 | model | AutoformerModel | 98.4 K\n", + "1 | loss | NegativeLogLikelihood | 0 \n", + "------------------------------------------------\n", + "98.4 K Trainable params\n", + "0 Non-trainable params\n", + "98.4 K Total params\n", + "0.393 Total estimated model params size (MB)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0f8d5bd3ccc24fb8a0c7697b84bad561", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Training: 0it [00:00, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 0, global step 100: 'train_loss' reached 6.68778 (best 6.68778), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=0-step=100.ckpt' as top 1\n", + "Epoch 1, global step 200: 'train_loss' reached 6.31477 (best 6.31477), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=1-step=200.ckpt' as top 1\n", + "Epoch 2, global step 300: 'train_loss' reached 6.16719 (best 6.16719), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=2-step=300.ckpt' as top 1\n", + "Epoch 3, global step 400: 'train_loss' reached 6.09789 (best 6.09789), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=3-step=400.ckpt' as top 1\n", + "Epoch 4, global step 500: 'train_loss' reached 6.04187 (best 6.04187), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=4-step=500.ckpt' as top 1\n", + "Epoch 5, global step 600: 'train_loss' reached 5.95030 (best 5.95030), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=5-step=600.ckpt' as top 1\n", + "Epoch 6, global step 700: 'train_loss' reached 5.91891 (best 5.91891), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=6-step=700.ckpt' as top 1\n", + "Epoch 7, global step 800: 'train_loss' was not in top 1\n", + "Epoch 8, global step 900: 'train_loss' reached 5.91078 (best 5.91078), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=8-step=900.ckpt' as top 1\n", + "Epoch 9, global step 1000: 'train_loss' reached 5.85885 (best 5.85885), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=9-step=1000.ckpt' as top 1\n", + "Epoch 10, global step 1100: 'train_loss' reached 5.83621 (best 5.83621), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=10-step=1100.ckpt' as top 1\n", + "Epoch 11, global step 1200: 'train_loss' was not in top 1\n", + "Epoch 12, global step 1300: 'train_loss' reached 5.80791 (best 5.80791), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=12-step=1300.ckpt' as top 1\n", + "Epoch 13, global step 1400: 'train_loss' was not in top 1\n", + "Epoch 14, global step 1500: 'train_loss' reached 5.79026 (best 5.79026), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=14-step=1500.ckpt' as top 1\n", + "Epoch 15, global step 1600: 'train_loss' was not in top 1\n", + "Epoch 16, global step 1700: 'train_loss' was not in top 1\n", + "Epoch 17, global step 1800: 'train_loss' reached 5.76943 (best 5.76943), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=17-step=1800.ckpt' as top 1\n", + "Epoch 18, global step 1900: 'train_loss' reached 5.73974 (best 5.73974), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=18-step=1900.ckpt' as top 1\n", + "Epoch 19, global step 2000: 'train_loss' was not in top 1\n", + "Epoch 20, global step 2100: 'train_loss' reached 5.71776 (best 5.71776), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=20-step=2100.ckpt' as top 1\n", + "Epoch 21, global step 2200: 'train_loss' was not in top 1\n", + "Epoch 22, global step 2300: 'train_loss' was not in top 1\n", + "Epoch 23, global step 2400: 'train_loss' was not in top 1\n", + "Epoch 24, global step 2500: 'train_loss' was not in top 1\n", + "Epoch 25, global step 2600: 'train_loss' was not in top 1\n", + "Epoch 26, global step 2700: 'train_loss' reached 5.70524 (best 5.70524), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=26-step=2700.ckpt' as top 1\n", + "Epoch 27, global step 2800: 'train_loss' was not in top 1\n", + "Epoch 28, global step 2900: 'train_loss' was not in top 1\n", + "Epoch 29, global step 3000: 'train_loss' was not in top 1\n", + "Epoch 30, global step 3100: 'train_loss' was not in top 1\n", + "Epoch 31, global step 3200: 'train_loss' was not in top 1\n", + "Epoch 32, global step 3300: 'train_loss' reached 5.67971 (best 5.67971), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=32-step=3300.ckpt' as top 1\n", + "Epoch 33, global step 3400: 'train_loss' reached 5.67721 (best 5.67721), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=33-step=3400.ckpt' as top 1\n", + "Epoch 34, global step 3500: 'train_loss' was not in top 1\n", + "Epoch 35, global step 3600: 'train_loss' was not in top 1\n", + "Epoch 36, global step 3700: 'train_loss' was not in top 1\n", + "Epoch 37, global step 3800: 'train_loss' was not in top 1\n", + "Epoch 38, global step 3900: 'train_loss' was not in top 1\n", + "Epoch 39, global step 4000: 'train_loss' was not in top 1\n", + "Epoch 40, global step 4100: 'train_loss' reached 5.67696 (best 5.67696), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=40-step=4100.ckpt' as top 1\n", + "Epoch 41, global step 4200: 'train_loss' was not in top 1\n", + "Epoch 42, global step 4300: 'train_loss' was not in top 1\n", + "Epoch 43, global step 4400: 'train_loss' reached 5.66506 (best 5.66506), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/autoformer/lightning_logs/version_9/checkpoints/epoch=43-step=4400.ckpt' as top 1\n", + "Epoch 44, global step 4500: 'train_loss' was not in top 1\n", + "Epoch 45, global step 4600: 'train_loss' was not in top 1\n", + "Epoch 46, global step 4700: 'train_loss' was not in top 1\n", + "Epoch 47, global step 4800: 'train_loss' was not in top 1\n", + "Epoch 48, global step 4900: 'train_loss' was not in top 1\n", + "Epoch 49, global step 5000: 'train_loss' was not in top 1\n" + ] + } + ], + "source": [ + "predictor = estimator.train(\n", + " training_data=dataset.train,\n", + " num_workers=8,\n", + " shuffle_buffer_length=1024\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "11a47d5a", + "metadata": {}, + "outputs": [], + "source": [ + "forecast_it, ts_it = make_evaluation_predictions(\n", + " dataset=dataset.test, \n", + " predictor=predictor\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1492f7fb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base = start.freq.base\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " return _shift_timestamp_helper(ts, ts.freq, offset)\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " ..., i0 : i0 + length * start.freq.n : start.freq.n\n", + "/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " self._freq_base is None or self._freq_base == start.freq.base\n" + ] + } + ], + "source": [ + "forecasts = list(forecast_it)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d406a112", + "metadata": {}, + "outputs": [], + "source": [ + "tss = list(ts_it)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e00601c4", + "metadata": {}, + "outputs": [], + "source": [ + "evaluator = Evaluator()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "9ed4c523", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Running evaluation: 2247it [00:00, 4312.72it/s]/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n", + " date_before_forecast = forecast.index[0] - forecast.index[0].freq\n", + "/home/kashif/.env/pytorch/lib/python3.8/site-packages/pandas/core/construction.py:781: UserWarning: Warning: converting a masked element to nan.\n", + " subarr = np.array(arr, dtype=dtype, copy=copy)\n" + ] + } + ], + "source": [ + "agg_metrics, ts_metrics = evaluator(iter(tss), iter(forecasts))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "91dc33b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'MSE': 1912270.1601813699,\n", + " 'abs_error': 9499909.78665924,\n", + " 'abs_target_sum': 128632956.0,\n", + " 'abs_target_mean': 2385.272140631954,\n", + " 'seasonal_error': 189.49338196116761,\n", + " 'MASE': 0.9230363743475488,\n", + " 'MAPE': 0.13762913075625383,\n", + " 'sMAPE': 0.1225657482189261,\n", + " 'MSIS': 6.837486088818375,\n", + " 'QuantileLoss[0.1]': 4183971.882330881,\n", + " 'Coverage[0.1]': 0.13139741878059635,\n", + " 'QuantileLoss[0.2]': 6507467.195659928,\n", + " 'Coverage[0.2]': 0.24473371903278449,\n", + " 'QuantileLoss[0.3]': 8081948.245087599,\n", + " 'Coverage[0.3]': 0.34848316273549923,\n", + " 'QuantileLoss[0.4]': 9055948.958718367,\n", + " 'Coverage[0.4]': 0.4462987687286753,\n", + " 'QuantileLoss[0.5]': 9499909.849783681,\n", + " 'Coverage[0.5]': 0.5364560154279779,\n", + " 'QuantileLoss[0.6]': 9417650.74509728,\n", + " 'Coverage[0.6]': 0.6173972704346535,\n", + " 'QuantileLoss[0.7]': 8747053.378532637,\n", + " 'Coverage[0.7]': 0.7036418928942294,\n", + " 'QuantileLoss[0.8]': 7436005.54045527,\n", + " 'Coverage[0.8]': 0.7901090342679128,\n", + " 'QuantileLoss[0.9]': 5067467.9464677805,\n", + " 'Coverage[0.9]': 0.8804146269099541,\n", + " 'RMSE': 1382.8485673353282,\n", + " 'NRMSE': 0.5797445682524747,\n", + " 'ND': 0.07385284519667915,\n", + " 'wQuantileLoss[0.1]': 0.03252643811070377,\n", + " 'wQuantileLoss[0.2]': 0.05058942434363343,\n", + " 'wQuantileLoss[0.3]': 0.06282953059935589,\n", + " 'wQuantileLoss[0.4]': 0.0704014681798836,\n", + " 'wQuantileLoss[0.5]': 0.07385284568741218,\n", + " 'wQuantileLoss[0.6]': 0.0732133586753404,\n", + " 'wQuantileLoss[0.7]': 0.06800009616923237,\n", + " 'wQuantileLoss[0.8]': 0.057807934853454424,\n", + " 'wQuantileLoss[0.9]': 0.03939478733947294,\n", + " 'mean_absolute_QuantileLoss': 7555269.304681491,\n", + " 'mean_wQuantileLoss': 0.05873509821760989,\n", + " 'MAE_Coverage': 0.028653842984061054,\n", + " 'OWA': nan}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "agg_metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3ce4e69d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 15))\n", + "date_formater = mdates.DateFormatter('%b, %d')\n", + "plt.rcParams.update({'font.size': 15})\n", + "\n", + "for idx, (forecast, ts) in islice(enumerate(zip(forecasts, tss)), 9):\n", + " ax = plt.subplot(3, 3, idx+1)\n", + "\n", + " plt.plot(ts[-4 * dataset.metadata.prediction_length:], label=\"target\", )\n", + " forecast.plot( color='g')\n", + " plt.xticks(rotation=60)\n", + " plt.title(forecast.item_id)\n", + " ax.xaxis.set_major_formatter(date_formater)\n", + "\n", + "plt.gcf().tight_layout()\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9594a519", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}