mirror of
https://github.com/wassname/pytorch-transformer-ts.git
synced 2026-06-27 18:06:14 +08:00
572 lines
314 KiB
Plaintext
572 lines
314 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "dfea347e",
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"from matplotlib import pyplot as plt\n",
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"import matplotlib.dates as mdates\n",
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"\n",
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"from itertools import islice"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "baa4311a",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/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",
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" from pandas import MultiIndex, Int64Index\n"
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]
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}
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],
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"source": [
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"from gluonts.evaluation import make_evaluation_predictions, Evaluator\n",
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"from gluonts.dataset.repository.datasets import get_dataset\n",
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"\n",
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"from estimator import TFTEstimator"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "6627e192",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset = get_dataset(\"traffic\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "23b40ca1",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"TrainDatasets(metadata=MetaData(freq='H', target=None, feat_static_cat=[CategoricalFeatureInfo(name='feat_static_cat', cardinality='862')], feat_static_real=[], feat_dynamic_real=[], feat_dynamic_cat=[], prediction_length=24), train=<gluonts.dataset.common.FileDataset object at 0x7fe8c7dafc40>, test=<gluonts.dataset.common.FileDataset object at 0x7fe8c7dafe20>)"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "f9b11457",
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"metadata": {},
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"outputs": [],
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"source": [
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"estimator = TFTEstimator(\n",
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" freq=dataset.metadata.freq,\n",
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" prediction_length=dataset.metadata.prediction_length,\n",
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" num_feat_static_cat=1,\n",
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" cardinality=[862],\n",
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" \n",
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" scaling=False,\n",
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"\n",
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" batch_size=128,\n",
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" num_batches_per_epoch=100,\n",
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" trainer_kwargs=dict(max_epochs=50, accelerator='gpu', gpus=1),\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"id": "0dd19bd9",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/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",
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" rank_zero_warn(\n",
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"/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",
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" rank_zero_warn(\n",
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"GPU available: True, used: True\n",
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"TPU available: False, using: 0 TPU cores\n",
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"IPU available: False, using: 0 IPUs\n",
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"HPU available: False, using: 0 HPUs\n",
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"/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",
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" rank_zero_warn(\"You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\")\n",
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"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
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"\n",
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" | Name | Type | Params\n",
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"------------------------------------------------\n",
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"0 | model | TFTModel | 121 K \n",
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"1 | loss | NegativeLogLikelihood | 0 \n",
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"------------------------------------------------\n",
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"121 K Trainable params\n",
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"0 Non-trainable params\n",
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"121 K Total params\n",
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"0.487 Total estimated model params size (MB)\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/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",
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" self._freq_base = start.freq.base\n",
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"/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",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/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",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
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" self._freq_base is None or self._freq_base == start.freq.base\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "6cb5a416a013489c9d6937aecaab7d2c",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"Training: 0it [00:00, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Epoch 0, global step 100: 'train_loss' reached -1.76367 (best -1.76367), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=0-step=100.ckpt' as top 1\n",
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"Epoch 1, global step 200: 'train_loss' reached -2.67806 (best -2.67806), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=1-step=200.ckpt' as top 1\n",
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"Epoch 2, global step 300: 'train_loss' reached -2.82263 (best -2.82263), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=2-step=300.ckpt' as top 1\n",
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"Epoch 3, global step 400: 'train_loss' reached -2.91125 (best -2.91125), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=3-step=400.ckpt' as top 1\n",
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"Epoch 4, global step 500: 'train_loss' reached -3.00680 (best -3.00680), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=4-step=500.ckpt' as top 1\n",
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"Epoch 5, global step 600: 'train_loss' reached -3.03799 (best -3.03799), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=5-step=600.ckpt' as top 1\n",
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"Epoch 6, global step 700: 'train_loss' reached -3.08277 (best -3.08277), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=6-step=700.ckpt' as top 1\n",
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"Epoch 7, global step 800: 'train_loss' reached -3.11023 (best -3.11023), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=7-step=800.ckpt' as top 1\n",
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"Epoch 8, global step 900: 'train_loss' reached -3.15504 (best -3.15504), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=8-step=900.ckpt' as top 1\n",
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"Epoch 9, global step 1000: 'train_loss' reached -3.19840 (best -3.19840), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=9-step=1000.ckpt' as top 1\n",
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"Epoch 10, global step 1100: 'train_loss' reached -3.23382 (best -3.23382), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=10-step=1100.ckpt' as top 1\n",
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"Epoch 11, global step 1200: 'train_loss' reached -3.26279 (best -3.26279), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=11-step=1200.ckpt' as top 1\n",
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"Epoch 12, global step 1300: 'train_loss' reached -3.29968 (best -3.29968), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=12-step=1300.ckpt' as top 1\n",
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"Epoch 13, global step 1400: 'train_loss' was not in top 1\n",
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"Epoch 14, global step 1500: 'train_loss' reached -3.37084 (best -3.37084), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=14-step=1500.ckpt' as top 1\n",
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"Epoch 15, global step 1600: 'train_loss' was not in top 1\n",
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"Epoch 16, global step 1700: 'train_loss' was not in top 1\n",
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"Epoch 17, global step 1800: 'train_loss' reached -3.45659 (best -3.45659), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=17-step=1800.ckpt' as top 1\n",
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"Epoch 18, global step 1900: 'train_loss' reached -3.47860 (best -3.47860), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=18-step=1900.ckpt' as top 1\n",
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"Epoch 19, global step 2000: 'train_loss' reached -3.48826 (best -3.48826), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=19-step=2000.ckpt' as top 1\n",
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"Epoch 20, global step 2100: 'train_loss' reached -3.51585 (best -3.51585), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=20-step=2100.ckpt' as top 1\n",
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"Epoch 21, global step 2200: 'train_loss' reached -3.53465 (best -3.53465), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=21-step=2200.ckpt' as top 1\n",
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"Epoch 22, global step 2300: 'train_loss' was not in top 1\n",
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"Epoch 23, global step 2400: 'train_loss' was not in top 1\n",
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"Epoch 24, global step 2500: 'train_loss' was not in top 1\n",
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"Epoch 25, global step 2600: 'train_loss' reached -3.57969 (best -3.57969), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=25-step=2600.ckpt' as top 1\n",
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"Epoch 26, global step 2700: 'train_loss' was not in top 1\n",
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"Epoch 27, global step 2800: 'train_loss' reached -3.61853 (best -3.61853), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=27-step=2800.ckpt' as top 1\n",
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"Epoch 28, global step 2900: 'train_loss' was not in top 1\n",
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"Epoch 29, global step 3000: 'train_loss' was not in top 1\n",
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"Epoch 30, global step 3100: 'train_loss' reached -3.63641 (best -3.63641), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=30-step=3100.ckpt' as top 1\n",
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"Epoch 31, global step 3200: 'train_loss' was not in top 1\n",
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"Epoch 32, global step 3300: 'train_loss' reached -3.65598 (best -3.65598), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=32-step=3300.ckpt' as top 1\n",
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"Epoch 33, global step 3400: 'train_loss' was not in top 1\n",
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"Epoch 34, global step 3500: 'train_loss' was not in top 1\n",
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"Epoch 35, global step 3600: 'train_loss' reached -3.66342 (best -3.66342), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=35-step=3600.ckpt' as top 1\n",
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"Epoch 36, global step 3700: 'train_loss' was not in top 1\n",
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"Epoch 37, global step 3800: 'train_loss' reached -3.67218 (best -3.67218), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=37-step=3800.ckpt' as top 1\n",
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"Epoch 38, global step 3900: 'train_loss' was not in top 1\n",
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"Epoch 39, global step 4000: 'train_loss' reached -3.69459 (best -3.69459), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=39-step=4000.ckpt' as top 1\n",
|
|
"Epoch 40, global step 4100: 'train_loss' reached -3.69594 (best -3.69594), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=40-step=4100.ckpt' as top 1\n",
|
|
"Epoch 41, global step 4200: 'train_loss' reached -3.70282 (best -3.70282), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=41-step=4200.ckpt' as top 1\n",
|
|
"Epoch 42, global step 4300: 'train_loss' was not in top 1\n",
|
|
"Epoch 43, global step 4400: 'train_loss' reached -3.71828 (best -3.71828), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=43-step=4400.ckpt' as top 1\n",
|
|
"Epoch 44, global step 4500: 'train_loss' reached -3.71923 (best -3.71923), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=44-step=4500.ckpt' as top 1\n",
|
|
"Epoch 45, global step 4600: 'train_loss' was not in top 1\n",
|
|
"Epoch 46, global step 4700: 'train_loss' reached -3.72760 (best -3.72760), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=46-step=4700.ckpt' as top 1\n",
|
|
"Epoch 47, global step 4800: 'train_loss' reached -3.73313 (best -3.73313), saving model to '/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_40/checkpoints/epoch=47-step=4800.ckpt' as 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"
|
|
]
|
|
}
|
|
],
|
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"source": [
|
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"predictor = estimator.train(\n",
|
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" training_data=dataset.train,\n",
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" num_workers=8,\n",
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" shuffle_buffer_length=1024\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"id": "47aef4a1",
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"metadata": {},
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"outputs": [],
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"source": [
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"forecast_it, ts_it = make_evaluation_predictions(\n",
|
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" dataset=dataset.test, \n",
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" predictor=predictor\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "148ba412",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/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",
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"/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",
|
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
|
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"/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",
|
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/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",
|
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" self._freq_base is None or self._freq_base == start.freq.base\n"
|
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]
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}
|
|
],
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"source": [
|
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"forecasts = list(forecast_it)"
|
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]
|
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},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 10,
|
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"id": "3ba0d994",
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"metadata": {},
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"outputs": [],
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"source": [
|
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"tss = list(ts_it)"
|
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"id": "94b1eba7",
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"metadata": {},
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"outputs": [],
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"source": [
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"evaluator = Evaluator()"
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]
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},
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{
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"cell_type": "code",
|
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"execution_count": 21,
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"id": "04223b08",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
|
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"Running evaluation: 6034it [00:00, 10921.04it/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
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"/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",
|
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"/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",
|
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"/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",
|
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"/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",
|
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"/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
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"/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
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"/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",
|
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"/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
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"/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",
|
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"/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",
|
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"/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
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"/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
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"/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",
|
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" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
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"\n",
|
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"/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",
|
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"/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": 22,
|
|
"id": "0b10e846",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'MSE': 0.000649330164079505,\n",
|
|
" 'abs_error': 1432.974686332047,\n",
|
|
" 'abs_target_sum': 8672.5710073933,\n",
|
|
" 'abs_target_mean': 0.0598868288545002,\n",
|
|
" 'seasonal_error': 0.015220711169889631,\n",
|
|
" 'MASE': 0.648407474736938,\n",
|
|
" 'MAPE': 0.2660992923204324,\n",
|
|
" 'sMAPE': 0.2139038286564818,\n",
|
|
" 'MSIS': 7.822711779756906,\n",
|
|
" 'QuantileLoss[0.1]': 758.046953115314,\n",
|
|
" 'Coverage[0.1]': 0.035451883769749205,\n",
|
|
" 'QuantileLoss[0.2]': 1091.1472629882426,\n",
|
|
" 'Coverage[0.2]': 0.07841674953043862,\n",
|
|
" 'QuantileLoss[0.3]': 1288.6517700438721,\n",
|
|
" 'Coverage[0.3]': 0.1443072588664236,\n",
|
|
" 'QuantileLoss[0.4]': 1394.0904395095831,\n",
|
|
" 'Coverage[0.4]': 0.23985609324936472,\n",
|
|
" 'QuantileLoss[0.5]': 1432.9746841261403,\n",
|
|
" 'Coverage[0.5]': 0.366036901999779,\n",
|
|
" 'QuantileLoss[0.6]': 1426.1454076143127,\n",
|
|
" 'Coverage[0.6]': 0.49707905203844877,\n",
|
|
" 'QuantileLoss[0.7]': 1358.4131771848538,\n",
|
|
" 'Coverage[0.7]': 0.6520481162302508,\n",
|
|
" 'QuantileLoss[0.8]': 1218.5885981488536,\n",
|
|
" 'Coverage[0.8]': 0.8036611976577173,\n",
|
|
" 'QuantileLoss[0.9]': 944.6292773525245,\n",
|
|
" 'Coverage[0.9]': 0.9196428571428571,\n",
|
|
" 'RMSE': 0.02548195761866629,\n",
|
|
" 'NRMSE': 0.4255018692102854,\n",
|
|
" 'ND': 0.16523066632841021,\n",
|
|
" 'wQuantileLoss[0.1]': 0.08740740807646137,\n",
|
|
" 'wQuantileLoss[0.2]': 0.12581589266413015,\n",
|
|
" 'wQuantileLoss[0.3]': 0.14858935936590273,\n",
|
|
" 'wQuantileLoss[0.4]': 0.16074707699955776,\n",
|
|
" 'wQuantileLoss[0.5]': 0.16523066607405582,\n",
|
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" 'wQuantileLoss[0.6]': 0.16444320910126128,\n",
|
|
" 'wQuantileLoss[0.7]': 0.1566332724202335,\n",
|
|
" 'wQuantileLoss[0.8]': 0.14051065100649118,\n",
|
|
" 'wQuantileLoss[0.9]': 0.10892148090194191,\n",
|
|
" 'mean_absolute_QuantileLoss': 1212.5208411204105,\n",
|
|
" 'mean_wQuantileLoss': 0.1398110018455595,\n",
|
|
" 'MAE_Coverage': 0.09001199990179105,\n",
|
|
" 'OWA': nan}"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"agg_metrics"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "af60a764",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'MSE': 0.0008602817230717296,\n",
|
|
" 'abs_error': 1617.4472325854003,\n",
|
|
" 'abs_target_sum': 8672.5710073933,\n",
|
|
" 'abs_target_mean': 0.0598868288545002,\n",
|
|
" 'seasonal_error': 0.015220711169889631,\n",
|
|
" 'MASE': 0.7225524827690298,\n",
|
|
" 'MAPE': 0.21059109221974529,\n",
|
|
" 'sMAPE': 0.17548061777599777,\n",
|
|
" 'MSIS': 7.981380574607891,\n",
|
|
" 'QuantileLoss[0.1]': 798.1957122146287,\n",
|
|
" 'Coverage[0.1]': 0.05049856369461938,\n",
|
|
" 'QuantileLoss[0.2]': 1163.7939581929065,\n",
|
|
" 'Coverage[0.2]': 0.1206703679151475,\n",
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|
" 'QuantileLoss[0.3]': 1394.4469597546472,\n",
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|
" 'Coverage[0.3]': 0.19998480830847423,\n",
|
|
" 'QuantileLoss[0.4]': 1541.6169008201734,\n",
|
|
" 'Coverage[0.4]': 0.2855209369130483,\n",
|
|
" 'QuantileLoss[0.5]': 1617.447230679832,\n",
|
|
" 'Coverage[0.5]': 0.37727184841453987,\n",
|
|
" 'QuantileLoss[0.6]': 1641.2588065576676,\n",
|
|
" 'Coverage[0.6]': 0.46351922439509446,\n",
|
|
" 'QuantileLoss[0.7]': 1565.8052165220274,\n",
|
|
" 'Coverage[0.7]': 0.5644956358413434,\n",
|
|
" 'QuantileLoss[0.8]': 1386.698439198728,\n",
|
|
" 'Coverage[0.8]': 0.6784195116561705,\n",
|
|
" 'QuantileLoss[0.9]': 1048.4756686581238,\n",
|
|
" 'Coverage[0.9]': 0.8173613412882555,\n",
|
|
" 'RMSE': 0.029330559542424854,\n",
|
|
" 'NRMSE': 0.489766449542449,\n",
|
|
" 'ND': 0.1865014689653782,\n",
|
|
" 'wQuantileLoss[0.1]': 0.09203680333480958,\n",
|
|
" 'wQuantileLoss[0.2]': 0.13419249691940038,\n",
|
|
" 'wQuantileLoss[0.3]': 0.16078818594461686,\n",
|
|
" 'wQuantileLoss[0.4]': 0.17775777211924315,\n",
|
|
" 'wQuantileLoss[0.5]': 0.18650146874565462,\n",
|
|
" 'wQuantileLoss[0.6]': 0.18924708776192287,\n",
|
|
" 'wQuantileLoss[0.7]': 0.18054683152057105,\n",
|
|
" 'wQuantileLoss[0.8]': 0.15989473456217057,\n",
|
|
" 'wQuantileLoss[0.9]': 0.12089559921323288,\n",
|
|
" 'mean_absolute_QuantileLoss': 1350.859876955415,\n",
|
|
" 'mean_wQuantileLoss': 0.15576233112462465,\n",
|
|
" 'MAE_Coverage': 0.10469530684147853,\n",
|
|
" 'OWA': nan}"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"agg_metrics"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "c1914674",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1440x1080 with 9 Axes>"
|
|
]
|
|
},
|
|
"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": "1ad67077",
|
|
"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
|
|
}
|