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pytorch-transformer-ts/torchscale/torchscale-electricity.ipynb
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2022-11-29 10:32:51 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7c64affd",
"metadata": {},
"outputs": [],
"source": [
"from itertools import islice"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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": 3,
"id": "6a730716",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-11-28 23:54:59.228194: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE3 SSE4.1 SSE4.2 AVX AVX2 FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
]
}
],
"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 TorchscaleEstimator"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fc889c9f",
"metadata": {},
"outputs": [],
"source": [
"dataset = get_dataset(\"electricity\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "666105d9",
"metadata": {},
"outputs": [],
"source": [
"enc_dec_config = dict(\n",
" encoder_attention_heads=2,\n",
" decoder_attention_heads=2,\n",
" encoder_layers=6,\n",
" decoder_layers=2,\n",
" encoder_ffn_embed_dim=32,\n",
" decoder_ffn_embed_dim=32,\n",
" deepnorm=True,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1717d0d2",
"metadata": {},
"outputs": [],
"source": [
"estimator = TorchscaleEstimator(\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=[5],\n",
" \n",
" enc_dec_config=enc_dec_config,\n",
" \n",
" batch_size=256,\n",
" num_batches_per_epoch=100,\n",
" trainer_kwargs=dict(accelerator='gpu', devices='1', max_epochs=50, logger=CSVLogger(\".\", \"lightning_logs/\")),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c77b420c",
"metadata": {
"scrolled": false
},
"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",
"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",
"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------\n",
"0 | model | TorchscaleModel | 141 K \n",
"------------------------------------------\n",
"141 K Trainable params\n",
"0 Non-trainable params\n",
"141 K Total params\n",
"0.565 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "478983173be94f159601e4efeafd769c",
"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 6.19118 (best 6.19118), saving model to './lightning_logs/version_22/checkpoints/epoch=0-step=100.ckpt' as top 1\n",
"Epoch 1, global step 200: 'train_loss' reached 5.53603 (best 5.53603), saving model to './lightning_logs/version_22/checkpoints/epoch=1-step=200.ckpt' as top 1\n",
"Epoch 2, global step 300: 'train_loss' reached 5.41167 (best 5.41167), saving model to './lightning_logs/version_22/checkpoints/epoch=2-step=300.ckpt' as top 1\n",
"Epoch 3, global step 400: 'train_loss' reached 5.34164 (best 5.34164), saving model to './lightning_logs/version_22/checkpoints/epoch=3-step=400.ckpt' as top 1\n",
"Epoch 4, global step 500: 'train_loss' reached 5.27280 (best 5.27280), saving model to './lightning_logs/version_22/checkpoints/epoch=4-step=500.ckpt' as top 1\n",
"Epoch 5, global step 600: 'train_loss' reached 5.23810 (best 5.23810), saving model to './lightning_logs/version_22/checkpoints/epoch=5-step=600.ckpt' as top 1\n",
"Epoch 6, global step 700: 'train_loss' reached 5.17590 (best 5.17590), saving model to './lightning_logs/version_22/checkpoints/epoch=6-step=700.ckpt' as top 1\n",
"Epoch 7, global step 800: 'train_loss' reached 5.16487 (best 5.16487), saving model to './lightning_logs/version_22/checkpoints/epoch=7-step=800.ckpt' as top 1\n",
"Epoch 8, global step 900: 'train_loss' reached 5.12955 (best 5.12955), saving model to './lightning_logs/version_22/checkpoints/epoch=8-step=900.ckpt' as top 1\n",
"Epoch 9, global step 1000: 'train_loss' was not in top 1\n",
"Epoch 10, global step 1100: 'train_loss' reached 5.11244 (best 5.11244), saving model to './lightning_logs/version_22/checkpoints/epoch=10-step=1100.ckpt' as top 1\n",
"Epoch 11, global step 1200: 'train_loss' was not in top 1\n",
"Epoch 12, global step 1300: 'train_loss' reached 5.09012 (best 5.09012), saving model to './lightning_logs/version_22/checkpoints/epoch=12-step=1300.ckpt' as top 1\n",
"Epoch 13, global step 1400: 'train_loss' reached 5.06716 (best 5.06716), saving model to './lightning_logs/version_22/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' was not in top 1\n",
"Epoch 16, global step 1700: 'train_loss' was not in top 1\n",
"Epoch 17, global step 1800: 'train_loss' reached 5.06192 (best 5.06192), saving model to './lightning_logs/version_22/checkpoints/epoch=17-step=1800.ckpt' as top 1\n",
"Epoch 18, global step 1900: 'train_loss' reached 5.04325 (best 5.04325), saving model to './lightning_logs/version_22/checkpoints/epoch=18-step=1900.ckpt' as top 1\n",
"Epoch 19, global step 2000: 'train_loss' reached 5.03188 (best 5.03188), saving model to './lightning_logs/version_22/checkpoints/epoch=19-step=2000.ckpt' as top 1\n",
"Epoch 20, global step 2100: 'train_loss' was not in top 1\n",
"Epoch 21, global step 2200: 'train_loss' was not in top 1\n",
"Epoch 22, global step 2300: 'train_loss' was not in top 1\n",
"Epoch 23, global step 2400: 'train_loss' reached 5.01183 (best 5.01183), saving model to './lightning_logs/version_22/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 5.00809 (best 5.00809), saving model to './lightning_logs/version_22/checkpoints/epoch=26-step=2700.ckpt' as top 1\n",
"Epoch 27, global step 2800: 'train_loss' reached 4.98943 (best 4.98943), saving model to './lightning_logs/version_22/checkpoints/epoch=27-step=2800.ckpt' as top 1\n",
"Epoch 28, global step 2900: 'train_loss' was not in top 1\n",
"Epoch 29, global step 3000: 'train_loss' was not in top 1\n",
"Epoch 30, global step 3100: 'train_loss' was not in top 1\n",
"Epoch 31, global step 3200: 'train_loss' was not in top 1\n",
"Epoch 32, global step 3300: 'train_loss' was not in top 1\n",
"Epoch 33, global step 3400: 'train_loss' was not in top 1\n",
"Epoch 34, global step 3500: 'train_loss' reached 4.97567 (best 4.97567), saving model to './lightning_logs/version_22/checkpoints/epoch=34-step=3500.ckpt' as top 1\n",
"Epoch 35, global step 3600: 'train_loss' reached 4.97444 (best 4.97444), saving model to './lightning_logs/version_22/checkpoints/epoch=35-step=3600.ckpt' as top 1\n",
"Epoch 36, global step 3700: 'train_loss' was not in top 1\n",
"Epoch 37, global step 3800: 'train_loss' was not in top 1\n",
"Epoch 38, global step 3900: 'train_loss' reached 4.96216 (best 4.96216), saving model to './lightning_logs/version_22/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' was not in top 1\n",
"Epoch 41, global step 4200: 'train_loss' was not in top 1\n",
"Epoch 42, global step 4300: 'train_loss' was not in top 1\n",
"Epoch 43, global step 4400: 'train_loss' was not in 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' reached 4.94119 (best 4.94119), saving model to './lightning_logs/version_22/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",
"`Trainer.fit` stopped: `max_epochs=50` reached.\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": 18,
"id": "f8a362b6",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"forecast_it, ts_it = make_evaluation_predictions(\n",
" dataset=dataset.test,\n",
" predictor=predictor,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "5fdc12da",
"metadata": {},
"outputs": [],
"source": [
"forecasts = list(forecast_it)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4b7d3409",
"metadata": {},
"outputs": [],
"source": [
"tss = list(ts_it)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "9b154bde",
"metadata": {},
"outputs": [],
"source": [
"evaluator = Evaluator()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "0fdec8a7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Running evaluation: 2247it [00:00, 2573.54it/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": 22,
"id": "7f28f4d3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'MSE': 2539395.386475215,\n",
" 'abs_error': 11997401.98090744,\n",
" 'abs_target_sum': 128632956.0,\n",
" 'abs_target_mean': 2385.272140631954,\n",
" 'seasonal_error': 189.49338196116761,\n",
" 'MASE': 0.9517694268374104,\n",
" 'MAPE': 0.113209351550685,\n",
" 'sMAPE': 0.12089808357133741,\n",
" 'MSIS': 8.033074072588281,\n",
" 'QuantileLoss[0.1]': 5383996.103385585,\n",
" 'Coverage[0.1]': 0.2306593977154725,\n",
" 'QuantileLoss[0.2]': 8412028.65173243,\n",
" 'Coverage[0.2]': 0.4034824210057855,\n",
" 'QuantileLoss[0.3]': 10396657.407125933,\n",
" 'Coverage[0.3]': 0.5377725856697819,\n",
" 'QuantileLoss[0.4]': 11584928.473029224,\n",
" 'Coverage[0.4]': 0.6508678237650201,\n",
" 'QuantileLoss[0.5]': 11997401.97073013,\n",
" 'Coverage[0.5]': 0.7414144785640112,\n",
" 'QuantileLoss[0.6]': 11501831.512725353,\n",
" 'Coverage[0.6]': 0.8104138851802403,\n",
" 'QuantileLoss[0.7]': 10523039.623305868,\n",
" 'Coverage[0.7]': 0.8740542946150422,\n",
" 'QuantileLoss[0.8]': 8916500.688121634,\n",
" 'Coverage[0.8]': 0.9259939178163478,\n",
" 'QuantileLoss[0.9]': 6169525.347754505,\n",
" 'Coverage[0.9]': 0.966381100726895,\n",
" 'RMSE': 1593.5480496286314,\n",
" 'NRMSE': 0.6680780873944374,\n",
" 'ND': 0.0932684931916471,\n",
" 'wQuantileLoss[0.1]': 0.04185549544072971,\n",
" 'wQuantileLoss[0.2]': 0.06539559466963062,\n",
" 'wQuantileLoss[0.3]': 0.08082421278669778,\n",
" 'wQuantileLoss[0.4]': 0.09006190041243571,\n",
" 'wQuantileLoss[0.5]': 0.09326849311252809,\n",
" 'wQuantileLoss[0.6]': 0.08941589986259317,\n",
" 'wQuantileLoss[0.7]': 0.081806715405855,\n",
" 'wQuantileLoss[0.8]': 0.0693173893020202,\n",
" 'wQuantileLoss[0.9]': 0.04796224497674224,\n",
" 'mean_absolute_QuantileLoss': 9431767.753101185,\n",
" 'mean_wQuantileLoss': 0.07332310510769251,\n",
" 'MAE_Coverage': 0.18233776722873296,\n",
" 'OWA': nan}"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agg_metrics"
]
},
{
"cell_type": "code",
"execution_count": 23,
"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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",
"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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",
"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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",
"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"
},
"vscode": {
"interpreter": {
"hash": "40e4fedf32e21c0b32c442446148826532e66f2735982b93501b453fc06f0092"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}