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pytorch-transformer-ts/transformer/transformer-electricity.ipynb
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2022-11-06 07:17:35 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"id": "7c64affd",
"metadata": {},
"outputs": [],
"source": [
"from itertools import islice"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "8aa55868",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"\n",
"import pandas as pd\n",
"from sklearn.manifold import TSNE"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6a730716",
"metadata": {},
"outputs": [],
"source": [
"from gluonts.dataset.repository.datasets import get_dataset\n",
"from gluonts.dataset.common import ListDataset\n",
"from gluonts.evaluation import make_evaluation_predictions, Evaluator\n",
"from pytorch_lightning.loggers import CSVLogger\n",
"from datasets import load_dataset\n",
"\n",
"from estimator import TransformerEstimator"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "fc889c9f",
"metadata": {},
"outputs": [],
"source": [
"dataset = get_dataset(\"electricity\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "1717d0d2",
"metadata": {},
"outputs": [],
"source": [
"estimator = TransformerEstimator(\n",
" freq=dataset.metadata.freq,\n",
" prediction_length=dataset.metadata.prediction_length,\n",
" context_length=dataset.metadata.prediction_length*6,\n",
" \n",
" scaling=True,\n",
" num_feat_static_cat=len(dataset.metadata.feat_static_cat),\n",
" cardinality=[int(cat_feat_info.cardinality) for cat_feat_info in dataset.metadata.feat_static_cat],\n",
" embedding_dimension=[3],\n",
" \n",
" nhead=2,\n",
" num_encoder_layers=4,\n",
" num_decoder_layers=2,\n",
" dim_feedforward=16,\n",
" activation=\"gelu\",\n",
" \n",
" batch_size=256,\n",
" num_batches_per_epoch=100,\n",
" trainer_kwargs=dict(gpus=\"1\", max_epochs=50, logger=CSVLogger(\".\", \"lightning_logs/\")),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c77b420c",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/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",
"/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",
" rank_zero_deprecation(\n",
"GPU available: True (cuda), 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/.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",
" rank_zero_warn(\n",
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/callbacks/model_checkpoint.py:606: UserWarning: Checkpoint directory ./lightning_logs/version_406/checkpoints exists and is not empty.\n",
" rank_zero_warn(f\"Checkpoint directory {dirpath} exists and is not empty.\")\n",
"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
"\n",
" | Name | Type | Params\n",
"-------------------------------------------\n",
"0 | model | TransformerModel | 94.3 K\n",
"-------------------------------------------\n",
"94.3 K Trainable params\n",
"0 Non-trainable params\n",
"94.3 K Total params\n",
"0.377 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9ee2aa307dac432391c3522ed9f875a6",
"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 6.67476 (best 6.67476), saving model to './lightning_logs/version_406/checkpoints/epoch=0-step=100-v1.ckpt' as top 1\n",
"Epoch 1, global step 200: 'train_loss' reached 5.96433 (best 5.96433), saving model to './lightning_logs/version_406/checkpoints/epoch=1-step=200.ckpt' as top 1\n",
"Epoch 2, global step 300: 'train_loss' reached 5.73065 (best 5.73065), saving model to './lightning_logs/version_406/checkpoints/epoch=2-step=300.ckpt' as top 1\n",
"Epoch 3, global step 400: 'train_loss' reached 5.57136 (best 5.57136), saving model to './lightning_logs/version_406/checkpoints/epoch=3-step=400.ckpt' as top 1\n",
"Epoch 4, global step 500: 'train_loss' reached 5.49951 (best 5.49951), saving model to './lightning_logs/version_406/checkpoints/epoch=4-step=500.ckpt' as top 1\n",
"Epoch 5, global step 600: 'train_loss' reached 5.44529 (best 5.44529), saving model to './lightning_logs/version_406/checkpoints/epoch=5-step=600.ckpt' as top 1\n",
"Epoch 6, global step 700: 'train_loss' reached 5.40002 (best 5.40002), saving model to './lightning_logs/version_406/checkpoints/epoch=6-step=700.ckpt' as top 1\n",
"Epoch 7, global step 800: 'train_loss' reached 5.39787 (best 5.39787), saving model to './lightning_logs/version_406/checkpoints/epoch=7-step=800.ckpt' as top 1\n",
"Epoch 8, global step 900: 'train_loss' reached 5.36514 (best 5.36514), saving model to './lightning_logs/version_406/checkpoints/epoch=8-step=900.ckpt' as top 1\n",
"Epoch 9, global step 1000: 'train_loss' reached 5.31593 (best 5.31593), saving model to './lightning_logs/version_406/checkpoints/epoch=9-step=1000.ckpt' as top 1\n",
"Epoch 10, global step 1100: 'train_loss' was not in top 1\n",
"Epoch 11, global step 1200: 'train_loss' reached 5.30432 (best 5.30432), saving model to './lightning_logs/version_406/checkpoints/epoch=11-step=1200.ckpt' as top 1\n",
"Epoch 12, global step 1300: 'train_loss' reached 5.28161 (best 5.28161), saving model to './lightning_logs/version_406/checkpoints/epoch=12-step=1300.ckpt' as top 1\n",
"Epoch 13, global step 1400: 'train_loss' reached 5.26637 (best 5.26637), saving model to './lightning_logs/version_406/checkpoints/epoch=13-step=1400.ckpt' as top 1\n",
"Epoch 14, global step 1500: 'train_loss' was not in top 1\n",
"Epoch 15, global step 1600: 'train_loss' reached 5.26251 (best 5.26251), saving model to './lightning_logs/version_406/checkpoints/epoch=15-step=1600.ckpt' as top 1\n",
"Epoch 16, global step 1700: 'train_loss' reached 5.23701 (best 5.23701), saving model to './lightning_logs/version_406/checkpoints/epoch=16-step=1700.ckpt' as top 1\n",
"Epoch 17, global step 1800: 'train_loss' reached 5.23597 (best 5.23597), saving model to './lightning_logs/version_406/checkpoints/epoch=17-step=1800.ckpt' as top 1\n",
"Epoch 18, global step 1900: 'train_loss' reached 5.22842 (best 5.22842), saving model to './lightning_logs/version_406/checkpoints/epoch=18-step=1900.ckpt' as top 1\n",
"Epoch 19, global step 2000: 'train_loss' reached 5.21568 (best 5.21568), saving model to './lightning_logs/version_406/checkpoints/epoch=19-step=2000.ckpt' as top 1\n",
"Epoch 20, global step 2100: 'train_loss' reached 5.21002 (best 5.21002), saving model to './lightning_logs/version_406/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' reached 5.20712 (best 5.20712), saving model to './lightning_logs/version_406/checkpoints/epoch=22-step=2300.ckpt' as top 1\n",
"Epoch 23, global step 2400: 'train_loss' reached 5.18765 (best 5.18765), saving model to './lightning_logs/version_406/checkpoints/epoch=23-step=2400.ckpt' as 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 5.18215 (best 5.18215), saving model to './lightning_logs/version_406/checkpoints/epoch=26-step=2700.ckpt' as top 1\n",
"Epoch 27, global step 2800: 'train_loss' reached 5.17911 (best 5.17911), saving model to './lightning_logs/version_406/checkpoints/epoch=27-step=2800.ckpt' as top 1\n",
"Epoch 28, global step 2900: 'train_loss' reached 5.17160 (best 5.17160), saving model to './lightning_logs/version_406/checkpoints/epoch=28-step=2900.ckpt' as top 1\n",
"Epoch 29, global step 3000: 'train_loss' was not in top 1\n",
"Epoch 30, global step 3100: 'train_loss' reached 5.16930 (best 5.16930), saving model to './lightning_logs/version_406/checkpoints/epoch=30-step=3100.ckpt' as top 1\n",
"Epoch 31, global step 3200: 'train_loss' was not in top 1\n",
"Epoch 32, global step 3300: 'train_loss' reached 5.14452 (best 5.14452), saving model to './lightning_logs/version_406/checkpoints/epoch=32-step=3300.ckpt' as top 1\n",
"Epoch 33, global step 3400: 'train_loss' was not in top 1\n",
"Epoch 34, global step 3500: 'train_loss' was not in top 1\n",
"Epoch 35, global step 3600: 'train_loss' reached 5.14109 (best 5.14109), saving model to './lightning_logs/version_406/checkpoints/epoch=35-step=3600.ckpt' as top 1\n",
"Epoch 36, global step 3700: 'train_loss' reached 5.13826 (best 5.13826), saving model to './lightning_logs/version_406/checkpoints/epoch=36-step=3700.ckpt' as top 1\n",
"Epoch 37, global step 3800: 'train_loss' was not in top 1\n",
"Epoch 38, global step 3900: 'train_loss' reached 5.13233 (best 5.13233), saving model to './lightning_logs/version_406/checkpoints/epoch=38-step=3900.ckpt' as top 1\n",
"Epoch 39, global step 4000: 'train_loss' was not in top 1\n",
"Epoch 40, global step 4100: 'train_loss' reached 5.13080 (best 5.13080), saving model to './lightning_logs/version_406/checkpoints/epoch=40-step=4100.ckpt' as top 1\n",
"Epoch 41, global step 4200: 'train_loss' reached 5.12313 (best 5.12313), saving model to './lightning_logs/version_406/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 5.09843 (best 5.09843), saving model to './lightning_logs/version_406/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",
"`Trainer.fit` stopped: `max_epochs=50` 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": 10,
"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": 11,
"id": "5fdc12da",
"metadata": {},
"outputs": [],
"source": [
"forecasts = list(forecast_it)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "4b7d3409",
"metadata": {},
"outputs": [],
"source": [
"tss = list(ts_it)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9b154bde",
"metadata": {},
"outputs": [],
"source": [
"evaluator = Evaluator()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "0fdec8a7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Running evaluation: 2247it [00:00, 7671.66it/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": 15,
"id": "7f28f4d3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'MSE': 1650813.2416494838,\n",
" 'abs_error': 10134692.750021935,\n",
" 'abs_target_sum': 128632956.0,\n",
" 'abs_target_mean': 2385.272140631954,\n",
" 'seasonal_error': 189.49338196116761,\n",
" 'MASE': 0.8534300996547541,\n",
" 'MAPE': 0.10290122564409367,\n",
" 'sMAPE': 0.11501607920230097,\n",
" 'MSIS': 7.495176345251176,\n",
" 'QuantileLoss[0.1]': 5231067.220501976,\n",
" 'Coverage[0.1]': 0.18007343124165553,\n",
" 'QuantileLoss[0.2]': 7558798.279662728,\n",
" 'Coverage[0.2]': 0.321521287642783,\n",
" 'QuantileLoss[0.3]': 8988629.994520336,\n",
" 'Coverage[0.3]': 0.4473371903278446,\n",
" 'QuantileLoss[0.4]': 9849836.400506523,\n",
" 'Coverage[0.4]': 0.5597092419522325,\n",
" 'QuantileLoss[0.5]': 10134692.70589906,\n",
" 'Coverage[0.5]': 0.6542797804480047,\n",
" 'QuantileLoss[0.6]': 9709858.543751601,\n",
" 'Coverage[0.6]': 0.7276924788607032,\n",
" 'QuantileLoss[0.7]': 8658846.814351011,\n",
" 'Coverage[0.7]': 0.8020694259012016,\n",
" 'QuantileLoss[0.8]': 6995496.029668084,\n",
" 'Coverage[0.8]': 0.864652870493992,\n",
" 'QuantileLoss[0.9]': 4534845.651909111,\n",
" 'Coverage[0.9]': 0.9224336151906244,\n",
" 'RMSE': 1284.8397727535848,\n",
" 'NRMSE': 0.5386554225268315,\n",
" 'ND': 0.07878768447194773,\n",
" 'wQuantileLoss[0.1]': 0.04066661750742925,\n",
" 'wQuantileLoss[0.2]': 0.058762532672130524,\n",
" 'wQuantileLoss[0.3]': 0.0698781266794517,\n",
" 'wQuantileLoss[0.4]': 0.0765731948234675,\n",
" 'wQuantileLoss[0.5]': 0.07878768412893396,\n",
" 'wQuantileLoss[0.6]': 0.07548499891234406,\n",
" 'wQuantileLoss[0.7]': 0.06731437326489653,\n",
" 'wQuantileLoss[0.8]': 0.05438338857476061,\n",
" 'wQuantileLoss[0.9]': 0.03525415098063292,\n",
" 'mean_absolute_QuantileLoss': 7962452.404530048,\n",
" 'mean_wQuantileLoss': 0.061900563060449665,\n",
" 'MAE_Coverage': 0.10886325800656016,\n",
" 'OWA': nan}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agg_metrics"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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
}