mirror of
https://github.com/wassname/pytorch-transformer-ts.git
synced 2026-06-27 16:46:28 +08:00
733 lines
640 KiB
Plaintext
733 lines
640 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": "7c64affd",
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"metadata": {},
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"outputs": [],
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"source": [
|
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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": "8aa55868",
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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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"import pandas as pd\n",
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"from sklearn.manifold import TSNE"
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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": "6a730716",
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"metadata": {},
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"outputs": [],
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"source": [
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"from gluonts.dataset.repository.datasets import get_dataset\n",
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"from gluonts.dataset.common import ListDataset\n",
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"from gluonts.evaluation import make_evaluation_predictions, Evaluator\n",
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"from gluonts.torch.distributions import NegativeBinomialOutput\n",
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"\n",
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"from pytorch_lightning.loggers import CSVLogger\n",
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"from datasets import load_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": 4,
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"id": "fc889c9f",
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset = get_dataset(\"taxi_30min\")"
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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": "1717d0d2",
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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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" context_length=dataset.metadata.prediction_length*6,\n",
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" \n",
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" scaling=True,\n",
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" num_feat_static_cat=len(dataset.metadata.feat_static_cat),\n",
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" cardinality=[int(cat_feat_info.cardinality) for cat_feat_info in dataset.metadata.feat_static_cat],\n",
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" \n",
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" distr_output=NegativeBinomialOutput(),\n",
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" \n",
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" batch_size=256,\n",
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" num_batches_per_epoch=200,\n",
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" trainer_kwargs=dict(gpus=\"1\", max_epochs=100, logger=CSVLogger(\".\", \"lightning_logs/\")),\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": 6,
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"id": "c77b420c",
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"metadata": {
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"scrolled": true
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},
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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/python3.10/site-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n",
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" rank_zero_warn(\n",
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"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/accelerator_connector.py:446: LightningDeprecationWarning: Setting `Trainer(gpus='1')` is deprecated in v1.7 and will be removed in v2.0. Please use `Trainer(accelerator='gpu', devices='1')` instead.\n",
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" rank_zero_deprecation(\n",
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"GPU available: True (cuda), 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/python3.10/site-packages/pytorch_lightning/trainer/configuration_validator.py:108: PossibleUserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n",
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" rank_zero_warn(\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 | 132 K \n",
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"-----------------------------------\n",
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"132 K Trainable params\n",
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"0 Non-trainable params\n",
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"132 K Total params\n",
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"0.531 Total estimated model params size (MB)\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": "787424ceb64e42198410daa88c16bda4",
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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": [
|
||
"Epoch 0, global step 200: 'train_loss' reached 2.69401 (best 2.69401), saving model to './lightning_logs/version_43/checkpoints/epoch=0-step=200.ckpt' as top 1\n",
|
||
"Epoch 1, global step 400: 'train_loss' reached 2.46968 (best 2.46968), saving model to './lightning_logs/version_43/checkpoints/epoch=1-step=400.ckpt' as top 1\n",
|
||
"Epoch 2, global step 600: 'train_loss' reached 2.43729 (best 2.43729), saving model to './lightning_logs/version_43/checkpoints/epoch=2-step=600.ckpt' as top 1\n",
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||
"Epoch 3, global step 800: 'train_loss' reached 2.41880 (best 2.41880), saving model to './lightning_logs/version_43/checkpoints/epoch=3-step=800.ckpt' as top 1\n",
|
||
"Epoch 4, global step 1000: 'train_loss' reached 2.41059 (best 2.41059), saving model to './lightning_logs/version_43/checkpoints/epoch=4-step=1000.ckpt' as top 1\n",
|
||
"Epoch 5, global step 1200: 'train_loss' reached 2.39735 (best 2.39735), saving model to './lightning_logs/version_43/checkpoints/epoch=5-step=1200.ckpt' as top 1\n",
|
||
"Epoch 6, global step 1400: 'train_loss' reached 2.39200 (best 2.39200), saving model to './lightning_logs/version_43/checkpoints/epoch=6-step=1400.ckpt' as top 1\n",
|
||
"Epoch 7, global step 1600: 'train_loss' was not in top 1\n",
|
||
"Epoch 8, global step 1800: 'train_loss' reached 2.38845 (best 2.38845), saving model to './lightning_logs/version_43/checkpoints/epoch=8-step=1800.ckpt' as top 1\n",
|
||
"Epoch 9, global step 2000: 'train_loss' reached 2.37835 (best 2.37835), saving model to './lightning_logs/version_43/checkpoints/epoch=9-step=2000.ckpt' as top 1\n",
|
||
"Epoch 10, global step 2200: 'train_loss' was not in top 1\n",
|
||
"Epoch 11, global step 2400: 'train_loss' reached 2.37698 (best 2.37698), saving model to './lightning_logs/version_43/checkpoints/epoch=11-step=2400.ckpt' as top 1\n",
|
||
"Epoch 12, global step 2600: 'train_loss' was not in top 1\n",
|
||
"Epoch 13, global step 2800: 'train_loss' reached 2.37075 (best 2.37075), saving model to './lightning_logs/version_43/checkpoints/epoch=13-step=2800.ckpt' as top 1\n",
|
||
"Epoch 14, global step 3000: 'train_loss' reached 2.37018 (best 2.37018), saving model to './lightning_logs/version_43/checkpoints/epoch=14-step=3000.ckpt' as top 1\n",
|
||
"Epoch 15, global step 3200: 'train_loss' was not in top 1\n",
|
||
"Epoch 16, global step 3400: 'train_loss' reached 2.36749 (best 2.36749), saving model to './lightning_logs/version_43/checkpoints/epoch=16-step=3400.ckpt' as top 1\n",
|
||
"Epoch 17, global step 3600: 'train_loss' was not in top 1\n",
|
||
"Epoch 18, global step 3800: 'train_loss' reached 2.36432 (best 2.36432), saving model to './lightning_logs/version_43/checkpoints/epoch=18-step=3800.ckpt' as top 1\n",
|
||
"Epoch 19, global step 4000: 'train_loss' was not in top 1\n",
|
||
"Epoch 20, global step 4200: 'train_loss' reached 2.36349 (best 2.36349), saving model to './lightning_logs/version_43/checkpoints/epoch=20-step=4200.ckpt' as top 1\n",
|
||
"Epoch 21, global step 4400: 'train_loss' was not in top 1\n",
|
||
"Epoch 22, global step 4600: 'train_loss' was not in top 1\n",
|
||
"Epoch 23, global step 4800: 'train_loss' was not in top 1\n",
|
||
"Epoch 24, global step 5000: 'train_loss' reached 2.36302 (best 2.36302), saving model to './lightning_logs/version_43/checkpoints/epoch=24-step=5000.ckpt' as top 1\n",
|
||
"Epoch 25, global step 5200: 'train_loss' reached 2.35860 (best 2.35860), saving model to './lightning_logs/version_43/checkpoints/epoch=25-step=5200.ckpt' as top 1\n",
|
||
"Epoch 26, global step 5400: 'train_loss' was not in top 1\n",
|
||
"Epoch 27, global step 5600: 'train_loss' reached 2.35643 (best 2.35643), saving model to './lightning_logs/version_43/checkpoints/epoch=27-step=5600.ckpt' as top 1\n",
|
||
"Epoch 28, global step 5800: 'train_loss' was not in top 1\n",
|
||
"Epoch 29, global step 6000: 'train_loss' reached 2.35494 (best 2.35494), saving model to './lightning_logs/version_43/checkpoints/epoch=29-step=6000.ckpt' as top 1\n",
|
||
"Epoch 30, global step 6200: 'train_loss' reached 2.35465 (best 2.35465), saving model to './lightning_logs/version_43/checkpoints/epoch=30-step=6200.ckpt' as top 1\n",
|
||
"Epoch 31, global step 6400: 'train_loss' was not in top 1\n",
|
||
"Epoch 32, global step 6600: 'train_loss' was not in top 1\n",
|
||
"Epoch 33, global step 6800: 'train_loss' reached 2.35422 (best 2.35422), saving model to './lightning_logs/version_43/checkpoints/epoch=33-step=6800.ckpt' as top 1\n",
|
||
"Epoch 34, global step 7000: 'train_loss' reached 2.34978 (best 2.34978), saving model to './lightning_logs/version_43/checkpoints/epoch=34-step=7000.ckpt' as top 1\n",
|
||
"Epoch 35, global step 7200: 'train_loss' was not in top 1\n",
|
||
"Epoch 36, global step 7400: 'train_loss' was not in top 1\n",
|
||
"Epoch 37, global step 7600: 'train_loss' was not in top 1\n",
|
||
"Epoch 38, global step 7800: 'train_loss' was not in top 1\n",
|
||
"Epoch 39, global step 8000: 'train_loss' reached 2.34943 (best 2.34943), saving model to './lightning_logs/version_43/checkpoints/epoch=39-step=8000.ckpt' as top 1\n",
|
||
"Epoch 40, global step 8200: 'train_loss' reached 2.34826 (best 2.34826), saving model to './lightning_logs/version_43/checkpoints/epoch=40-step=8200.ckpt' as top 1\n",
|
||
"Epoch 41, global step 8400: 'train_loss' reached 2.34693 (best 2.34693), saving model to './lightning_logs/version_43/checkpoints/epoch=41-step=8400.ckpt' as top 1\n",
|
||
"Epoch 42, global step 8600: 'train_loss' was not in top 1\n",
|
||
"Epoch 43, global step 8800: 'train_loss' reached 2.34600 (best 2.34600), saving model to './lightning_logs/version_43/checkpoints/epoch=43-step=8800.ckpt' as top 1\n",
|
||
"Epoch 44, global step 9000: 'train_loss' was not in top 1\n",
|
||
"Epoch 45, global step 9200: 'train_loss' was not in top 1\n",
|
||
"Epoch 46, global step 9400: 'train_loss' was not in top 1\n",
|
||
"Epoch 47, global step 9600: 'train_loss' reached 2.34562 (best 2.34562), saving model to './lightning_logs/version_43/checkpoints/epoch=47-step=9600.ckpt' as top 1\n",
|
||
"Epoch 48, global step 9800: 'train_loss' was not in top 1\n",
|
||
"Epoch 49, global step 10000: 'train_loss' was not in top 1\n",
|
||
"Epoch 50, global step 10200: 'train_loss' reached 2.34265 (best 2.34265), saving model to './lightning_logs/version_43/checkpoints/epoch=50-step=10200.ckpt' as top 1\n",
|
||
"Epoch 51, global step 10400: 'train_loss' was not in top 1\n",
|
||
"Epoch 52, global step 10600: 'train_loss' was not in top 1\n",
|
||
"Epoch 53, global step 10800: 'train_loss' was not in top 1\n",
|
||
"Epoch 54, global step 11000: 'train_loss' was not in top 1\n",
|
||
"Epoch 55, global step 11200: 'train_loss' was not in top 1\n",
|
||
"Epoch 56, global step 11400: 'train_loss' reached 2.34115 (best 2.34115), saving model to './lightning_logs/version_43/checkpoints/epoch=56-step=11400.ckpt' as top 1\n",
|
||
"Epoch 57, global step 11600: 'train_loss' reached 2.34075 (best 2.34075), saving model to './lightning_logs/version_43/checkpoints/epoch=57-step=11600.ckpt' as top 1\n",
|
||
"Epoch 58, global step 11800: 'train_loss' was not in top 1\n",
|
||
"Epoch 59, global step 12000: 'train_loss' was not in top 1\n",
|
||
"Epoch 60, global step 12200: 'train_loss' reached 2.33944 (best 2.33944), saving model to './lightning_logs/version_43/checkpoints/epoch=60-step=12200.ckpt' as top 1\n",
|
||
"Epoch 61, global step 12400: 'train_loss' was not in top 1\n",
|
||
"Epoch 62, global step 12600: 'train_loss' was not in top 1\n",
|
||
"Epoch 63, global step 12800: 'train_loss' reached 2.33865 (best 2.33865), saving model to './lightning_logs/version_43/checkpoints/epoch=63-step=12800.ckpt' as top 1\n",
|
||
"Epoch 64, global step 13000: 'train_loss' was not in top 1\n",
|
||
"Epoch 65, global step 13200: 'train_loss' was not in top 1\n",
|
||
"Epoch 66, global step 13400: 'train_loss' was not in top 1\n",
|
||
"Epoch 67, global step 13600: 'train_loss' was not in top 1\n",
|
||
"Epoch 68, global step 13800: 'train_loss' was not in top 1\n",
|
||
"Epoch 69, global step 14000: 'train_loss' was not in top 1\n",
|
||
"Epoch 70, global step 14200: 'train_loss' was not in top 1\n",
|
||
"Epoch 71, global step 14400: 'train_loss' was not in top 1\n",
|
||
"Epoch 72, global step 14600: 'train_loss' was not in top 1\n",
|
||
"Epoch 73, global step 14800: 'train_loss' reached 2.33861 (best 2.33861), saving model to './lightning_logs/version_43/checkpoints/epoch=73-step=14800.ckpt' as top 1\n",
|
||
"Epoch 74, global step 15000: 'train_loss' was not in top 1\n",
|
||
"Epoch 75, global step 15200: 'train_loss' reached 2.33739 (best 2.33739), saving model to './lightning_logs/version_43/checkpoints/epoch=75-step=15200.ckpt' as top 1\n",
|
||
"Epoch 76, global step 15400: 'train_loss' was not in top 1\n",
|
||
"Epoch 77, global step 15600: 'train_loss' reached 2.33529 (best 2.33529), saving model to './lightning_logs/version_43/checkpoints/epoch=77-step=15600.ckpt' as top 1\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Epoch 78, global step 15800: 'train_loss' reached 2.33274 (best 2.33274), saving model to './lightning_logs/version_43/checkpoints/epoch=78-step=15800.ckpt' as top 1\n",
|
||
"Epoch 79, global step 16000: 'train_loss' was not in top 1\n",
|
||
"Epoch 80, global step 16200: 'train_loss' was not in top 1\n",
|
||
"Epoch 81, global step 16400: 'train_loss' was not in top 1\n",
|
||
"Epoch 82, global step 16600: 'train_loss' was not in top 1\n",
|
||
"Epoch 83, global step 16800: 'train_loss' was not in top 1\n",
|
||
"Epoch 84, global step 17000: 'train_loss' was not in top 1\n",
|
||
"Epoch 85, global step 17200: 'train_loss' was not in top 1\n",
|
||
"Epoch 86, global step 17400: 'train_loss' was not in top 1\n",
|
||
"Epoch 87, global step 17600: 'train_loss' was not in top 1\n",
|
||
"Epoch 88, global step 17800: 'train_loss' was not in top 1\n",
|
||
"Epoch 89, global step 18000: 'train_loss' was not in top 1\n",
|
||
"Epoch 90, global step 18200: 'train_loss' was not in top 1\n",
|
||
"Epoch 91, global step 18400: 'train_loss' was not in top 1\n",
|
||
"Epoch 92, global step 18600: 'train_loss' was not in top 1\n",
|
||
"Epoch 93, global step 18800: 'train_loss' was not in top 1\n",
|
||
"Epoch 94, global step 19000: 'train_loss' was not in top 1\n",
|
||
"Epoch 95, global step 19200: 'train_loss' was not in top 1\n",
|
||
"Epoch 96, global step 19400: 'train_loss' reached 2.33069 (best 2.33069), saving model to './lightning_logs/version_43/checkpoints/epoch=96-step=19400.ckpt' as top 1\n",
|
||
"Epoch 97, global step 19600: 'train_loss' was not in top 1\n",
|
||
"Epoch 98, global step 19800: 'train_loss' reached 2.33055 (best 2.33055), saving model to './lightning_logs/version_43/checkpoints/epoch=98-step=19800.ckpt' as top 1\n",
|
||
"Epoch 99, global step 20000: 'train_loss' was not in top 1\n",
|
||
"`Trainer.fit` stopped: `max_epochs=100` reached.\n",
|
||
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n",
|
||
" rank_zero_warn(\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"predictor = estimator.train(\n",
|
||
" training_data=dataset.train,\n",
|
||
" shuffle_buffer_length=1024,\n",
|
||
" num_workers=8,\n",
|
||
" cache_data=True,\n",
|
||
" )"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "f8a362b6",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"forecast_it, ts_it = make_evaluation_predictions(\n",
|
||
" dataset=dataset.test,\n",
|
||
" predictor=predictor,\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "5fdc12da",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"forecasts = list(forecast_it)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "4b7d3409",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"tss = list(ts_it)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "9b154bde",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"evaluator = Evaluator()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "0fdec8a7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Running evaluation: 67984it [00:00, 142854.71it/s]\n",
|
||
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pandas/core/dtypes/astype.py:170: UserWarning: Warning: converting a masked element to nan.\n",
|
||
" return arr.astype(dtype, copy=True)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"agg_metrics, ts_metrics = evaluator(iter(tss), iter(forecasts))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "7f28f4d3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'MSE': 22.191201126986023,\n",
|
||
" 'abs_error': 4706165.0,\n",
|
||
" 'abs_target_sum': 12453360.0,\n",
|
||
" 'abs_target_mean': 7.632531183807954,\n",
|
||
" 'seasonal_error': 3.785588038176638,\n",
|
||
" 'MASE': 0.7679662683022549,\n",
|
||
" 'MAPE': 0.6227120212137879,\n",
|
||
" 'sMAPE': 0.5840053151562108,\n",
|
||
" 'MSIS': 6.27759755717319,\n",
|
||
" 'QuantileLoss[0.1]': 2030002.1999999997,\n",
|
||
" 'Coverage[0.1]': 0.09591717659057032,\n",
|
||
" 'QuantileLoss[0.2]': 3154084.4000000004,\n",
|
||
" 'Coverage[0.2]': 0.17071234898407467,\n",
|
||
" 'QuantileLoss[0.3]': 3942794.8,\n",
|
||
" 'Coverage[0.3]': 0.25098491311681176,\n",
|
||
" 'QuantileLoss[0.4]': 4454392.8,\n",
|
||
" 'Coverage[0.4]': 0.3367986094767396,\n",
|
||
" 'QuantileLoss[0.5]': 4706165.0,\n",
|
||
" 'Coverage[0.5]': 0.4278427031850631,\n",
|
||
" 'QuantileLoss[0.6]': 4687974.8,\n",
|
||
" 'Coverage[0.6]': 0.5141883874637169,\n",
|
||
" 'QuantileLoss[0.7]': 4387994.800000001,\n",
|
||
" 'Coverage[0.7]': 0.6137902545697027,\n",
|
||
" 'QuantileLoss[0.8]': 3745909.9999999995,\n",
|
||
" 'Coverage[0.8]': 0.7175101249313564,\n",
|
||
" 'QuantileLoss[0.9]': 2630104.599999999,\n",
|
||
" 'Coverage[0.9]': 0.8267594826233622,\n",
|
||
" 'RMSE': 4.710753774820546,\n",
|
||
" 'NRMSE': 0.6171941733843397,\n",
|
||
" 'ND': 0.37790323254125796,\n",
|
||
" 'wQuantileLoss[0.1]': 0.16300839291564684,\n",
|
||
" 'wQuantileLoss[0.2]': 0.2532717595893799,\n",
|
||
" 'wQuantileLoss[0.3]': 0.3166049002036398,\n",
|
||
" 'wQuantileLoss[0.4]': 0.3576860220856058,\n",
|
||
" 'wQuantileLoss[0.5]': 0.37790323254125796,\n",
|
||
" 'wQuantileLoss[0.6]': 0.3764425665041402,\n",
|
||
" 'wQuantileLoss[0.7]': 0.3523542883205818,\n",
|
||
" 'wQuantileLoss[0.8]': 0.3007951267770304,\n",
|
||
" 'wQuantileLoss[0.9]': 0.21119638394778592,\n",
|
||
" 'mean_absolute_QuantileLoss': 3748824.822222222,\n",
|
||
" 'mean_wQuantileLoss': 0.3010291858761187,\n",
|
||
" 'MAE_Coverage': 0.06061066656206693,\n",
|
||
" 'OWA': nan}"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"agg_metrics"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "cc3f804d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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\n",
|
||
"text/plain": [
|
||
"<Figure size 2000x1500 with 9 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"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:].to_timestamp(), label=\"target\", )\n",
|
||
" forecast.plot( color='g')\n",
|
||
" plt.xticks(rotation=60)\n",
|
||
" ax.xaxis.set_major_formatter(date_formater)\n",
|
||
" ax.set_title(forecast.item_id)\n",
|
||
"\n",
|
||
"plt.gcf().tight_layout()\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "6f03bfd2",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"metrics = pd.read_csv(\"lightning_logs/version_86/metrics.csv\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "8e76b769",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>train_perplexity</th>\n",
|
||
" <th>epoch</th>\n",
|
||
" <th>step</th>\n",
|
||
" <th>val_loss</th>\n",
|
||
" <th>train_loss</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2.042362</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2.050069</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>99</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2.743227</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>149</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2.440984</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>199</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>199</td>\n",
|
||
" <td>4.355846</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>295</th>\n",
|
||
" <td>80.659866</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>9899</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>296</th>\n",
|
||
" <td>82.568138</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>9949</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>297</th>\n",
|
||
" <td>81.211136</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>9999</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>298</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>9999</td>\n",
|
||
" <td>1.084462</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>299</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>9999</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.707654</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>300 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" train_perplexity epoch step val_loss train_loss\n",
|
||
"0 2.042362 0 49 NaN NaN\n",
|
||
"1 2.050069 0 99 NaN NaN\n",
|
||
"2 2.743227 0 149 NaN NaN\n",
|
||
"3 2.440984 0 199 NaN NaN\n",
|
||
"4 NaN 0 199 4.355846 NaN\n",
|
||
".. ... ... ... ... ...\n",
|
||
"295 80.659866 49 9899 NaN NaN\n",
|
||
"296 82.568138 49 9949 NaN NaN\n",
|
||
"297 81.211136 49 9999 NaN NaN\n",
|
||
"298 NaN 49 9999 1.084462 NaN\n",
|
||
"299 NaN 49 9999 NaN 1.707654\n",
|
||
"\n",
|
||
"[300 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"metrics"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "ad490889",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0, 0.5, 'perplexity')"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"ax = metrics.train_perplexity.dropna().plot(kind=\"line\")\n",
|
||
"ax.set_xlabel(\"training steps\")\n",
|
||
"ax.set_ylabel(\"perplexity\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "f1185a0f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0, 0.5, 'val neg. log likelihood')"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"ax = metrics.val_loss.dropna().plot()\n",
|
||
"ax.set_xlabel(\"training steps\")\n",
|
||
"ax.set_ylabel(\"val neg. log likelihood\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "d887cb3b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X = predictor.prediction_net.vq_vae.embed.cpu()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "ae16d4bd",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_embedded = TSNE(n_components=2, learning_rate='auto', init='random').fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "8feaef88",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.collections.PathCollection at 0x7f4eec421b20>"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.scatter(X_embedded[:,0], X_embedded[:,1], alpha=1.0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "50a0e3d3",
|
||
"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": "3.10.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|