137 lines
65 KiB
Plaintext
137 lines
65 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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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Changing directory to /home/S22/workspace/BasicTS\n"
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]
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}
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],
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"source": [
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"# change dir\n",
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"import os\n",
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"PROJECT_DIR = os.path.abspath(os.path.abspath('') + \"/../..\")\n",
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"print(f\"Changing directory to {PROJECT_DIR}\")\n",
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"os.chdir(PROJECT_DIR)"
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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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"metadata": {},
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"outputs": [],
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"source": [
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"# import packages\n",
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"import random\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt"
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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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"metadata": {},
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"outputs": [],
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"source": [
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"# hyperparameters\n",
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"test_results_path = \"checkpoints/STID/PEMS08_100_336_336/97d131cadc14bd2b9ffa892d59d55129/test_results.npz\""
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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": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# load test_results.npz\n",
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"test_results = np.load(test_results_path)\n",
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"print(test_results.files)"
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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": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"prediction = test_results['prediction'] # B, L, N, C\n",
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"target = test_results['target'] # B, L, N, C\n",
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"inputs = test_results['inputs'] # B, L, N, C"
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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": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"# select random sample\n",
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"sample_id = random.randint(0, prediction.shape[0])\n",
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"time_series_id = random.randint(0, prediction.shape[2]-1)\n",
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"channel_id = random.randint(0, prediction.shape[3]-1)"
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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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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# plot history, targets, and predictions\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.plot(np.arange(inputs.shape[1]), inputs[sample_id, :, time_series_id, channel_id], label='history')\n",
|
|
"plt.plot(np.arange(inputs.shape[1], inputs.shape[1]+target.shape[1]), target[sample_id, :, time_series_id, channel_id], label='target')\n",
|
|
"plt.plot(np.arange(inputs.shape[1], inputs.shape[1]+prediction.shape[1]), prediction[sample_id, :, time_series_id, channel_id], label='prediction')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "BasicTS",
|
|
"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": "3.11.5"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|