{
"cells": [
{
"cell_type": "markdown",
"id": "7a27a0fb-7bc3-4f72-aeda-de457fdc8382",
"metadata": {},
"source": [
"# Estimation of tree height using GEDI dataset - Perceptron complete - 2024"
]
},
{
"cell_type": "markdown",
"id": "1529dfda-7219-4d4d-b7d6-b408ce8b14bc",
"metadata": {},
"source": [
" cd /media/sf_LVM_shared/my_SE_data/exercise/\n",
" wget https://raw.githubusercontent.com/selvaje/SE_docs/master/source/CASESTUDY/Tree_Height_06Perceptron_complete_2024.ipynb \n",
" source $HOME/venv/bin/activate\n",
" pip3 install pytorch torchvision torchaudi"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "58b12f60-2a68-458c-a85a-5c3127d7d9fc",
"metadata": {
"tags": []
},
"outputs": [
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'torch'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[1], line 11\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Ref: https://medium.com/biaslyai/pytorch-introduction-to-neural-network-feedforward-neural-network-model-e7231cff47cb\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124;03mPackages\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124;03mconda install pandas\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m---> 11\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnn\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnn\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n",
"\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'torch'"
]
}
],
"source": [
"# Ref: https://medium.com/biaslyai/pytorch-introduction-to-neural-network-feedforward-neural-network-model-e7231cff47cb\n",
"\n",
"'''\n",
"Packages\n",
"\n",
"conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch\n",
"conda install -c anaconda scikit-learn\n",
"conda install pandas\n",
"'''\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy\n",
"import pandas as pd\n",
"from sklearn.metrics import r2_score\n",
"from sklearn.model_selection import train_test_split\n",
"from scipy import stats"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "89bdd302-7bd6-433a-95fd-583122e04545",
"metadata": {
"tags": []
},
"outputs": [
{
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" ID X Y h BLDFIE_WeigAver CECSOL_WeigAver \n",
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"\n",
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"9 376.671143 12 277.297363 273.141846 \n",
"\n",
" glad_ard_SVVI_min northness ORCDRC_WeigAver outlet_dist_dw_basin \n",
"0 347.665405 0.042500 9 780403 \\\n",
"1 -130.541748 0.182780 16 772777 \n",
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},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictors = pd.read_csv(\"./tree_height_2/txt/eu_x_y_height_predictors_select.txt\", sep=\" \", index_col=False)\n",
"pd.set_option('display.max_columns',None)\n",
"# change column name\n",
"predictors = predictors.rename({'dev-magnitude':'devmagnitude'} , axis='columns')\n",
"predictors.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "dc4d4239-13e3-4de9-93d5-adae8af6597e",
"metadata": {
"tags": []
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"outputs": [
{
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" -0.066015 | \n",
" 212.771896 | \n",
" 21 | \n",
" -294.221680 | \n",
" -131.095703 | \n",
" -367.163330 | \n",
" -0.145465 | \n",
" 24 | \n",
" 619360 | \n",
" 20.109730 | \n",
" 476.053925 | \n",
" 85 | \n",
"
\n",
" \n",
" 686708 | \n",
" 686709 | \n",
" 8.009574 | \n",
" 48.882388 | \n",
" 2677.75 | \n",
" 26.7775 | \n",
" 1527 | \n",
" 12 | \n",
" 2331 | \n",
" 6544 | \n",
" -26.893196 | \n",
" -28506266 | \n",
" -1.346059 | \n",
" 0.005692 | \n",
" 132.664291 | \n",
" 26 | \n",
" 467.995605 | \n",
" 175.872314 | \n",
" 232.802246 | \n",
" -0.012571 | \n",
" 19 | \n",
" 757812 | \n",
" 19.207001 | \n",
" 499.380981 | \n",
" 100 | \n",
"
\n",
" \n",
" 117300 | \n",
" 117301 | \n",
" 6.469159 | \n",
" 48.485289 | \n",
" 2901.50 | \n",
" 29.0150 | \n",
" 1544 | \n",
" 13 | \n",
" 2104 | \n",
" 6199 | \n",
" -39.694275 | \n",
" -142835504 | \n",
" 0.311964 | \n",
" -0.000897 | \n",
" 266.306885 | \n",
" 25 | \n",
" 643.229736 | \n",
" 79.876953 | \n",
" 251.753418 | \n",
" -0.034514 | \n",
" 12 | \n",
" 909120 | \n",
" 19.335592 | \n",
" 467.628601 | \n",
" 97 | \n",
"
\n",
" \n",
" 1219703 | \n",
" 1219704 | \n",
" 9.724066 | \n",
" 49.454074 | \n",
" 2998.00 | \n",
" 29.9800 | \n",
" 1534 | \n",
" 15 | \n",
" 2145 | \n",
" 6522 | \n",
" -22.416445 | \n",
" -260764176 | \n",
" 0.310734 | \n",
" 0.105692 | \n",
" 355.304596 | \n",
" 15 | \n",
" 488.755371 | \n",
" 324.404785 | \n",
" 530.772705 | \n",
" -0.078254 | \n",
" 8 | \n",
" 800737 | \n",
" 18.754236 | \n",
" 499.480255 | \n",
" 96 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ID X Y h hm BLDFIE_WeigAver \n",
"1153879 1153880 9.483462 49.539732 2698.50 26.9850 1521 \\\n",
"100193 100194 6.402990 48.160826 2840.00 28.4000 1490 \n",
"971450 971451 9.026851 49.697633 889.25 8.8925 1503 \n",
"1066925 1066926 9.258826 49.720251 2913.75 29.1375 1523 \n",
"1053465 1053466 9.224782 49.508860 3022.25 30.2225 1501 \n",
"154462 154463 6.610392 48.251760 3203.75 32.0375 1519 \n",
"294748 294749 6.973895 49.938911 2141.50 21.4150 1523 \n",
"686708 686709 8.009574 48.882388 2677.75 26.7775 1527 \n",
"117300 117301 6.469159 48.485289 2901.50 29.0150 1544 \n",
"1219703 1219704 9.724066 49.454074 2998.00 29.9800 1534 \n",
"\n",
" CECSOL_WeigAver CHELSA_bio18 CHELSA_bio4 convergence cti \n",
"1153879 12 2211 6456 -38.769566 -171329872 \\\n",
"100193 15 2813 6103 9.429293 -239497888 \n",
"971450 14 2191 6328 -44.896809 -189144608 \n",
"1066925 13 1909 6660 -12.994958 -221393680 \n",
"1053465 11 2457 6360 -20.087774 -168334016 \n",
"154462 17 2505 6282 -32.618103 -131224912 \n",
"294748 15 1901 6286 2.048864 -181843936 \n",
"686708 12 2331 6544 -26.893196 -28506266 \n",
"117300 13 2104 6199 -39.694275 -142835504 \n",
"1219703 15 2145 6522 -22.416445 -260764176 \n",
"\n",
" devmagnitude eastness elev forestheight glad_ard_SVVI_max \n",
"1153879 0.909725 0.017284 387.760681 24 313.061279 \\\n",
"100193 -0.138371 0.113774 413.604126 20 177.321289 \n",
"971450 1.382000 -0.013207 409.292603 21 132.182129 \n",
"1066925 -0.969103 0.103770 234.878723 20 -147.236816 \n",
"1053465 1.903988 0.009734 460.514221 24 215.913330 \n",
"154462 0.786824 0.001271 348.446075 21 718.891602 \n",
"294748 -1.396497 -0.066015 212.771896 21 -294.221680 \n",
"686708 -1.346059 0.005692 132.664291 26 467.995605 \n",
"117300 0.311964 -0.000897 266.306885 25 643.229736 \n",
"1219703 0.310734 0.105692 355.304596 15 488.755371 \n",
"\n",
" glad_ard_SVVI_med glad_ard_SVVI_min northness ORCDRC_WeigAver \n",
"1153879 123.028320 143.453125 0.001974 9 \\\n",
"100193 67.494141 -187.288818 -0.102324 17 \n",
"971450 120.113281 156.145996 -0.025869 9 \n",
"1066925 -99.658691 -194.407227 -0.181317 13 \n",
"1053465 104.658447 13.859375 0.010591 15 \n",
"154462 522.485107 322.403076 0.002080 9 \n",
"294748 -131.095703 -367.163330 -0.145465 24 \n",
"686708 175.872314 232.802246 -0.012571 19 \n",
"117300 79.876953 251.753418 -0.034514 12 \n",
"1219703 324.404785 530.772705 -0.078254 8 \n",
"\n",
" outlet_dist_dw_basin SBIO3_Isothermality_5_15cm \n",
"1153879 744561 19.153490 \\\n",
"100193 983700 20.812202 \n",
"971450 721059 19.521637 \n",
"1066925 711526 19.250071 \n",
"1053465 766824 19.535316 \n",
"154462 987009 21.068962 \n",
"294748 619360 20.109730 \n",
"686708 757812 19.207001 \n",
"117300 909120 19.335592 \n",
"1219703 800737 18.754236 \n",
"\n",
" SBIO4_Temperature_Seasonality_5_15cm treecover \n",
"1153879 477.286377 85 \n",
"100193 451.391693 91 \n",
"971450 461.523285 85 \n",
"1066925 499.401642 78 \n",
"1053465 454.539856 86 \n",
"154462 524.362488 97 \n",
"294748 476.053925 85 \n",
"686708 499.380981 100 \n",
"117300 467.628601 97 \n",
"1219703 499.480255 96 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictors_sel = predictors.loc[(predictors['h'] < 7000) ].sample(100000)\n",
"predictors_sel.insert ( 4, 'hm' , predictors_sel['h']/100 ) # add a culumn of heigh in meter\n",
"len(predictors_sel)\n",
"predictors_sel.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "aff0db6a-97b3-49c4-bb9b-05802ec86293",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# What we are trying to beat\n",
"y_true = predictors_sel['h']\n",
"y_pred = predictors_sel['forestheight']\n",
"\n",
"slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_true)\n",
"\n",
"fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
"ax.scatter(y_pred, y_true)\n",
"ax.set_xlabel('Prediction')\n",
"ax.set_ylabel('True')\n",
"ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "55c98b13-eae0-4a0e-98f9-e2b10d18cc45",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"tree_height = predictors_sel['hm'].to_numpy()\n",
"data = predictors_sel.drop(columns=['ID','h', 'hm','forestheight'], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "13e51bdd-4f9e-4c14-bcef-7e895451fcfa",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data.shape[1]: 20, n_plots_x: 5,n_plots_y: 4\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Explore the raw data\n",
"n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))\n",
"n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n",
"print('data.shape[1]: {}, n_plots_x: {},n_plots_y: {}'.format(data.shape[1],n_plots_x,n_plots_y))\n",
"fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15, 10), dpi=100, facecolor='w', edgecolor='k')\n",
"ax=ax.ravel()\n",
"for idx in range(data.shape[1]):\n",
" ax[idx].hist(data.iloc[:, idx].to_numpy().flatten())\n",
" ax[idx].set_title(data.columns[idx])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a313e14d-7aa0-4e0e-bad7-661503e3340c",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(array([2.100e+01, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 1.000e+00,\n",
" 4.000e+00, 6.000e+00, 1.200e+01, 3.900e+01, 9.500e+01, 1.440e+02,\n",
" 3.320e+02, 4.990e+02, 7.920e+02, 1.117e+03, 1.719e+03, 2.558e+03,\n",
" 3.423e+03, 4.343e+03, 5.174e+03, 6.243e+03, 7.178e+03, 7.680e+03,\n",
" 7.825e+03, 8.614e+03, 7.956e+03, 7.559e+03, 6.714e+03, 5.413e+03,\n",
" 4.225e+03, 3.138e+03, 2.510e+03, 1.653e+03, 1.313e+03, 7.550e+02,\n",
" 4.140e+02, 3.020e+02, 1.170e+02, 5.800e+01, 2.300e+01, 1.400e+01,\n",
" 1.200e+01, 3.000e+00, 0.000e+00, 1.000e+00, 0.000e+00, 0.000e+00,\n",
" 0.000e+00, 1.000e+00]),\n",
" array([-2.29265078, -2.20094474, -2.10923871, -2.01753268, -1.92582665,\n",
" -1.83412062, -1.74241459, -1.65070856, -1.55900253, -1.4672965 ,\n",
" -1.37559047, -1.28388443, -1.1921784 , -1.10047237, -1.00876634,\n",
" -0.91706031, -0.82535428, -0.73364825, -0.64194222, -0.55023619,\n",
" -0.45853016, -0.36682412, -0.27511809, -0.18341206, -0.09170603,\n",
" 0. , 0.09170603, 0.18341206, 0.27511809, 0.36682412,\n",
" 0.45853016, 0.55023619, 0.64194222, 0.73364825, 0.82535428,\n",
" 0.91706031, 1.00876634, 1.10047237, 1.1921784 , 1.28388443,\n",
" 1.37559047, 1.4672965 , 1.55900253, 1.65070856, 1.74241459,\n",
" 1.83412062, 1.92582665, 2.01753268, 2.10923871, 2.20094474,\n",
" 2.29265078]),\n",
" )"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.preprocessing import QuantileTransformer\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"scaler = MinMaxScaler()\n",
"qt = QuantileTransformer(\n",
" n_quantiles=500, output_distribution=\"normal\", random_state=0\n",
")\n",
"\n",
"tree_height = qt.fit_transform(tree_height.reshape(-1,1))\n",
"scaler_tree = MinMaxScaler(feature_range=(-1,1))\n",
"tree_height = scaler_tree.fit_transform(tree_height).squeeze()\n",
"tree_height =tree_height/np.quantile(tree_height,0.99)\n",
"plt.hist(tree_height,50)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "083b4ac7-ae3e-40d0-a8e4-f91ddd2eace7",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data.shape[1]: 20, n_plots_x: 5,n_plots_y: 4\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Normalize the data\n",
"scaler_data = MinMaxScaler()\n",
"data_transformed = scaler_data.fit_transform(data)\n",
"\n",
"n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))\n",
"n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n",
"print('data.shape[1]: {}, n_plots_x: {},n_plots_y: {}'.format(data.shape[1],n_plots_x,n_plots_y))\n",
"fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15, 10), dpi=100, facecolor='w', edgecolor='k')\n",
"ax=ax.ravel()\n",
"for idx in range(data.shape[1]):\n",
" ax[idx].hist(data_transformed[:,idx].flatten())\n",
" ax[idx].set_title(data.columns[idx])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "22d6a5ad-93e0-4567-af09-e5b385d7ff4d",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X_train.shape: torch.Size([70000, 20]), X_test.shape: torch.Size([30000, 20]), y_train.shape: torch.Size([70000]), y_test.shape: torch.Size([30000])\n",
"X_train.min: 0.0, X_test.min: 0.0, y_train.min: -2.2926506996154785, y_test.min: -2.2926506996154785\n",
"X_train.max: 1.0, X_test.max: 1.0, y_train.max: 1.6600875854492188, y_test.max: 2.2926506996154785\n"
]
}
],
"source": [
"# Let's use all the data as one big minibatch\n",
"\n",
"#Split the data\n",
"X_train, X_test, y_train, y_test = train_test_split(data_transformed,tree_height, test_size=0.30, random_state=0)\n",
"X_train = torch.FloatTensor(X_train)\n",
"y_train = torch.FloatTensor(y_train)\n",
"X_test = torch.FloatTensor(X_test)\n",
"y_test = torch.FloatTensor(y_test)\n",
"print('X_train.shape: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.shape, X_test.shape, y_train.shape, y_test.shape))\n",
"print('X_train.min: {}, X_test.min: {}, y_train.min: {}, y_test.min: {}'.format(X_train.min(), X_test.min(), y_train.min(), y_test.min()))\n",
"print('X_train.max: {}, X_test.max: {}, y_train.max: {}, y_test.max: {}'.format(X_train.max(), X_test.max(), y_train.max(), y_test.max()))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "88159fda-e429-4c2e-922b-198f0adceb56",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Create the model\n",
"class Perceptron(torch.nn.Module):\n",
" def __init__(self,input_size, output_size,use_activation_fn=None):\n",
" super(Perceptron, self).__init__()\n",
" self.fc = nn.Linear(input_size,output_size)\n",
" self.relu = torch.nn.ReLU()\n",
" self.sigmoid = torch.nn.Sigmoid()\n",
" self.tanh = torch.nn.Tanh()\n",
" self.use_activation_fn=use_activation_fn\n",
" def forward(self, x):\n",
" output = self.fc(x)\n",
" if self.use_activation_fn=='sigmoid':\n",
" output = self.sigmoid(output) # To add the non-linearity. Try training you Perceptron with and without the non-linearity\n",
" elif self.use_activation_fn=='tanh':\n",
" output = self.tanh(output) \n",
" elif self.use_activation_fn=='relu':\n",
" output = self.relu(output) \n",
"\n",
" return output"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "36f33413-e85f-48af-8cdf-5989575c0bf1",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.5\n",
"Epoch 0, train_loss: 0.2526, val_loss: 1.3197, r_value: 0.2170\n",
"Epoch 500, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 1000, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 1500, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 2000, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 2500, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 3000, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 3500, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 4000, train_loss: nan, val_loss: nan, r_value: nan\n",
"Epoch 4500, train_loss: nan, val_loss: nan, r_value: nan\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 1.0761, val_loss: 0.1856, r_value: 0.2688\n",
"Epoch 500, train_loss: 0.1569, val_loss: 0.1588, r_value: 0.4263\n",
"Epoch 1000, train_loss: 0.1562, val_loss: 0.1583, r_value: 0.4297\n",
"Epoch 1500, train_loss: 0.1559, val_loss: 0.1580, r_value: 0.4314\n",
"Epoch 2000, train_loss: 0.1557, val_loss: 0.1578, r_value: 0.4325\n",
"Epoch 2500, train_loss: 0.1556, val_loss: 0.1577, r_value: 0.4333\n",
"Epoch 3000, train_loss: 0.1555, val_loss: 0.1576, r_value: 0.4339\n",
"Epoch 3500, train_loss: 0.1554, val_loss: 0.1575, r_value: 0.4344\n",
"Epoch 4000, train_loss: 0.1553, val_loss: 0.1574, r_value: 0.4347\n",
"Epoch 4500, train_loss: 0.1553, val_loss: 0.1574, r_value: 0.4350\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2121, val_loss: 0.2140, r_value: -0.2201\n",
"Epoch 500, train_loss: 0.1777, val_loss: 0.1793, r_value: 0.3114\n",
"Epoch 1000, train_loss: 0.1669, val_loss: 0.1686, r_value: 0.3794\n",
"Epoch 1500, train_loss: 0.1628, val_loss: 0.1647, r_value: 0.3954\n",
"Epoch 2000, train_loss: 0.1610, val_loss: 0.1629, r_value: 0.4032\n",
"Epoch 2500, train_loss: 0.1599, val_loss: 0.1619, r_value: 0.4081\n",
"Epoch 3000, train_loss: 0.1593, val_loss: 0.1613, r_value: 0.4116\n",
"Epoch 3500, train_loss: 0.1588, val_loss: 0.1608, r_value: 0.4143\n",
"Epoch 4000, train_loss: 0.1585, val_loss: 0.1605, r_value: 0.4164\n",
"Epoch 4500, train_loss: 0.1582, val_loss: 0.1602, r_value: 0.4181\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2047, val_loss: 0.2045, r_value: 0.0191\n",
"Epoch 500, train_loss: 0.1586, val_loss: 0.1607, r_value: 0.4155\n",
"Epoch 1000, train_loss: 0.1571, val_loss: 0.1593, r_value: 0.4238\n",
"Epoch 1500, train_loss: 0.1566, val_loss: 0.1587, r_value: 0.4270\n",
"Epoch 2000, train_loss: 0.1563, val_loss: 0.1584, r_value: 0.4288\n",
"Epoch 2500, train_loss: 0.1561, val_loss: 0.1582, r_value: 0.4301\n",
"Epoch 3000, train_loss: 0.1560, val_loss: 0.1581, r_value: 0.4310\n",
"Epoch 3500, train_loss: 0.1558, val_loss: 0.1579, r_value: 0.4317\n",
"Epoch 4000, train_loss: 0.1557, val_loss: 0.1579, r_value: 0.4323\n",
"Epoch 4500, train_loss: 0.1557, val_loss: 0.1578, r_value: 0.4327\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.001\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2376, val_loss: 0.2398, r_value: 0.0721\n",
"Epoch 500, train_loss: 0.1872, val_loss: 0.1888, r_value: 0.1784\n",
"Epoch 1000, train_loss: 0.1843, val_loss: 0.1859, r_value: 0.2379\n",
"Epoch 1500, train_loss: 0.1817, val_loss: 0.1833, r_value: 0.2808\n",
"Epoch 2000, train_loss: 0.1794, val_loss: 0.1810, r_value: 0.3110\n",
"Epoch 2500, train_loss: 0.1774, val_loss: 0.1790, r_value: 0.3323\n",
"Epoch 3000, train_loss: 0.1756, val_loss: 0.1771, r_value: 0.3475\n",
"Epoch 3500, train_loss: 0.1740, val_loss: 0.1755, r_value: 0.3586\n",
"Epoch 4000, train_loss: 0.1725, val_loss: 0.1741, r_value: 0.3670\n",
"Epoch 4500, train_loss: 0.1713, val_loss: 0.1728, r_value: 0.3734\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# model.train()\n",
"epoch = 5000\n",
"hid_dim_range = [1]#,256,512]\n",
"lr_range = [0.5,0.1,0.01,0.05,0.001]\n",
"\n",
"for hid_dim in hid_dim_range:\n",
" for lr in lr_range:\n",
" print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n",
" if 'model' in globals():\n",
" print('Deleting previous model')\n",
" del model, criterion, optimizer\n",
" model = Perceptron(data.shape[1], hid_dim)\n",
" criterion = torch.nn.MSELoss()\n",
" optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n",
"\n",
" all_loss_train=[]\n",
" all_loss_val=[]\n",
" for epoch in range(epoch):\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" # Forward pass\n",
" y_pred = model(X_train)\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_train)\n",
"\n",
" # Backward pass\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" all_loss_train.append(loss.item())\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" y_pred = model(X_test)\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_test)\n",
" all_loss_val.append(loss.item())\n",
" \n",
" if epoch%500==0:\n",
" y_pred = y_pred.detach().numpy().squeeze()\n",
" slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
" print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n",
" \n",
" fig,ax=plt.subplots(1,2,figsize=(10,5))\n",
" ax[0].plot(all_loss_train)\n",
" ax[0].plot(all_loss_val)\n",
" ax[0].set_title('Learning rate: {:.4f}'.format(lr))\n",
"\n",
" ax[1].scatter(y_pred, y_test, alpha=0.3)\n",
" ax[1].set_xlabel('Prediction')\n",
" ax[1].set_ylabel('True')\n",
" ax[1].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "26d06e48-36f5-4699-a0f7-6afafeca25bc",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.1765, val_loss: 0.1984, r_value: 0.3045\n",
"Epoch 500, train_loss: 0.6196, val_loss: 0.2610, r_value: 0.4032\n",
"Epoch 1000, train_loss: 0.6106, val_loss: 0.2654, r_value: 0.4084\n",
"Epoch 1500, train_loss: 0.6031, val_loss: 0.2706, r_value: 0.4097\n",
"Epoch 2000, train_loss: 0.5984, val_loss: 0.2739, r_value: 0.4105\n",
"Epoch 2500, train_loss: 0.5952, val_loss: 0.2760, r_value: 0.4111\n",
"Epoch 3000, train_loss: 0.5929, val_loss: 0.2776, r_value: 0.4115\n",
"Epoch 3500, train_loss: 0.5911, val_loss: 0.2788, r_value: 0.4119\n",
"Epoch 4000, train_loss: 0.5895, val_loss: 0.2799, r_value: 0.4121\n",
"Epoch 4500, train_loss: 0.5882, val_loss: 0.2808, r_value: 0.4122\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2021, val_loss: 0.2027, r_value: 0.0360\n",
"Epoch 500, train_loss: 0.1571, val_loss: 0.1591, r_value: 0.4246\n",
"Epoch 1000, train_loss: 0.1561, val_loss: 0.1581, r_value: 0.4306\n",
"Epoch 1500, train_loss: 0.1556, val_loss: 0.1577, r_value: 0.4330\n",
"Epoch 2000, train_loss: 0.1554, val_loss: 0.1575, r_value: 0.4343\n",
"Epoch 2500, train_loss: 0.1552, val_loss: 0.1574, r_value: 0.4352\n",
"Epoch 3000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4359\n",
"Epoch 3500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 4000, train_loss: 0.1550, val_loss: 0.1571, r_value: 0.4367\n",
"Epoch 4500, train_loss: 0.1549, val_loss: 0.1570, r_value: 0.4371\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2339, val_loss: 0.2276, r_value: 0.0156\n",
"Epoch 500, train_loss: 0.1731, val_loss: 0.1748, r_value: 0.3445\n",
"Epoch 1000, train_loss: 0.1658, val_loss: 0.1676, r_value: 0.3817\n",
"Epoch 1500, train_loss: 0.1628, val_loss: 0.1647, r_value: 0.3943\n",
"Epoch 2000, train_loss: 0.1612, val_loss: 0.1631, r_value: 0.4015\n",
"Epoch 2500, train_loss: 0.1602, val_loss: 0.1622, r_value: 0.4064\n",
"Epoch 3000, train_loss: 0.1595, val_loss: 0.1615, r_value: 0.4101\n",
"Epoch 3500, train_loss: 0.1590, val_loss: 0.1610, r_value: 0.4130\n",
"Epoch 4000, train_loss: 0.1586, val_loss: 0.1606, r_value: 0.4154\n",
"Epoch 4500, train_loss: 0.1582, val_loss: 0.1603, r_value: 0.4173\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2028, val_loss: 0.2019, r_value: -0.0755\n",
"Epoch 500, train_loss: 0.1585, val_loss: 0.1604, r_value: 0.4190\n",
"Epoch 1000, train_loss: 0.1570, val_loss: 0.1590, r_value: 0.4256\n",
"Epoch 1500, train_loss: 0.1564, val_loss: 0.1584, r_value: 0.4287\n",
"Epoch 2000, train_loss: 0.1561, val_loss: 0.1581, r_value: 0.4306\n",
"Epoch 2500, train_loss: 0.1559, val_loss: 0.1579, r_value: 0.4318\n",
"Epoch 3000, train_loss: 0.1557, val_loss: 0.1578, r_value: 0.4327\n",
"Epoch 3500, train_loss: 0.1556, val_loss: 0.1577, r_value: 0.4335\n",
"Epoch 4000, train_loss: 0.1555, val_loss: 0.1576, r_value: 0.4340\n",
"Epoch 4500, train_loss: 0.1554, val_loss: 0.1575, r_value: 0.4345\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.001\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2621, val_loss: 0.2638, r_value: -0.2578\n",
"Epoch 500, train_loss: 0.2152, val_loss: 0.2162, r_value: -0.2263\n",
"Epoch 1000, train_loss: 0.2094, val_loss: 0.2105, r_value: -0.1843\n",
"Epoch 1500, train_loss: 0.2042, val_loss: 0.2053, r_value: -0.1301\n",
"Epoch 2000, train_loss: 0.1995, val_loss: 0.2007, r_value: -0.0637\n",
"Epoch 2500, train_loss: 0.1954, val_loss: 0.1966, r_value: 0.0110\n",
"Epoch 3000, train_loss: 0.1916, val_loss: 0.1929, r_value: 0.0868\n",
"Epoch 3500, train_loss: 0.1883, val_loss: 0.1896, r_value: 0.1558\n",
"Epoch 4000, train_loss: 0.1854, val_loss: 0.1867, r_value: 0.2132\n",
"Epoch 4500, train_loss: 0.1827, val_loss: 0.1841, r_value: 0.2579\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# model.train()\n",
"epoch = 5000\n",
"hid_dim_range = [1]#,256,512]\n",
"lr_range = [0.5,0.1,0.01,0.05,0.001]\n",
"\n",
"for hid_dim in hid_dim_range:\n",
" for lr in lr_range:\n",
" print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n",
" if 'model' in globals():\n",
" print('Deleting previous model')\n",
" del model, criterion, optimizer\n",
" model = Perceptron(data.shape[1], hid_dim, use_activation_fn='tanh')\n",
" criterion = torch.nn.MSELoss()\n",
" optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n",
"\n",
" all_loss_train=[]\n",
" all_loss_val=[]\n",
" for epoch in range(epoch):\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" # Forward pass\n",
" y_pred = model(X_train)\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_train)\n",
"\n",
" # Backward pass\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" all_loss_train.append(loss.item())\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" y_pred = model(X_test)\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_test)\n",
" all_loss_val.append(loss.item())\n",
" \n",
" if epoch%500==0:\n",
" y_pred = y_pred.detach().numpy().squeeze()\n",
" slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
" print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n",
" \n",
" fig,ax=plt.subplots(1,2,figsize=(10,5))\n",
" ax[0].plot(all_loss_train)\n",
" ax[0].plot(all_loss_val)\n",
" ax[0].set_title('Learning rate: {:.4f}'.format(lr))\n",
"\n",
" ax[1].scatter(y_pred, y_test, alpha=0.3)\n",
" ax[1].set_xlabel('Prediction')\n",
" ax[1].set_ylabel('True')\n",
" ax[1].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6eca3905-eadf-48c5-96fd-f69969d30eae",
"metadata": {},
"source": [
"TanH works nicely. Would sigmoid or relu do well too? Try it!"
]
},
{
"cell_type": "markdown",
"id": "806cca1e-e488-4d51-a159-fe39b734621f",
"metadata": {},
"source": [
"We have tested SGD extensively. Now let's see what other optimizers have to offer (BACK TO SLIDES)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e9738ffc-3f9f-4e30-a45c-fe626d52bbdd",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.5\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2120, val_loss: 17.7507, r_value: 0.1192\n",
"Epoch 500, train_loss: 0.1551, val_loss: 0.1573, r_value: 0.4358\n",
"Epoch 1000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4363\n",
"Epoch 1500, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2000, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3000, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3500, train_loss: 0.1555, val_loss: 0.1582, r_value: 0.4364\n",
"Epoch 4000, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 4500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.1\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2523, val_loss: 0.6905, r_value: -0.0343\n",
"Epoch 500, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4361\n",
"Epoch 1000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 1500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2000, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 4000, train_loss: 0.1819, val_loss: 0.1950, r_value: 0.4354\n",
"Epoch 4500, train_loss: 0.1551, val_loss: 0.1576, r_value: 0.4364\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.01\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2188, val_loss: 0.1957, r_value: 0.1635\n",
"Epoch 500, train_loss: 0.1553, val_loss: 0.1574, r_value: 0.4349\n",
"Epoch 1000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4361\n",
"Epoch 1500, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4363\n",
"Epoch 2000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3000, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 4000, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 4500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.05\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.3898, val_loss: 0.1955, r_value: 0.0314\n",
"Epoch 500, train_loss: 0.1552, val_loss: 0.1573, r_value: 0.4356\n",
"Epoch 1000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4362\n",
"Epoch 1500, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 2500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 3000, train_loss: 0.1557, val_loss: 0.1573, r_value: 0.4364\n",
"Epoch 3500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n",
"Epoch 4000, train_loss: 0.1551, val_loss: 0.1571, r_value: 0.4364\n",
"Epoch 4500, train_loss: 0.1550, val_loss: 0.1572, r_value: 0.4364\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"hid_dim: 1, lr: 0.001\n",
"Deleting previous model\n",
"Epoch 0, train_loss: 0.2200, val_loss: 0.2175, r_value: 0.0194\n",
"Epoch 500, train_loss: 0.1618, val_loss: 0.1637, r_value: 0.4050\n",
"Epoch 1000, train_loss: 0.1568, val_loss: 0.1589, r_value: 0.4264\n",
"Epoch 1500, train_loss: 0.1558, val_loss: 0.1579, r_value: 0.4321\n",
"Epoch 2000, train_loss: 0.1554, val_loss: 0.1575, r_value: 0.4343\n",
"Epoch 2500, train_loss: 0.1552, val_loss: 0.1573, r_value: 0.4353\n",
"Epoch 3000, train_loss: 0.1551, val_loss: 0.1573, r_value: 0.4358\n",
"Epoch 3500, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4361\n",
"Epoch 4000, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4362\n",
"Epoch 4500, train_loss: 0.1551, val_loss: 0.1572, r_value: 0.4363\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Try ADAM optimizer\n",
"# model.train()\n",
"epoch = 5000\n",
"hid_dim_range = [1]#,256,512]\n",
"lr_range = [0.5,0.1,0.01,0.05,0.001]\n",
"\n",
"for hid_dim in hid_dim_range:\n",
" for lr in lr_range:\n",
" print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n",
" if 'model' in globals():\n",
" print('Deleting previous model')\n",
" del model, criterion, optimizer\n",
" model = Perceptron(data.shape[1], hid_dim)\n",
" criterion = torch.nn.MSELoss()\n",
" optimizer = torch.optim.Adam(model.parameters(), lr=lr)\n",
"\n",
" all_loss_train=[]\n",
" all_loss_val=[]\n",
" for epoch in range(epoch):\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" # Forward pass\n",
" y_pred = model(X_train)\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_train)\n",
"\n",
" # Backward pass\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" all_loss_train.append(loss.item())\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" y_pred = model(X_test)\n",
" # Compute Loss\n",
" loss = criterion(y_pred.squeeze(), y_test)\n",
" all_loss_val.append(loss.item())\n",
" \n",
" if epoch%500==0:\n",
" y_pred = y_pred.detach().numpy().squeeze()\n",
" slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
" print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n",
" \n",
" fig,ax=plt.subplots(1,2,figsize=(10,5))\n",
" ax[0].plot(all_loss_train)\n",
" ax[0].plot(all_loss_val)\n",
" ax[0].set_title('Learning rate: {:.4f}'.format(lr))\n",
"\n",
" ax[1].scatter(y_pred, y_test, alpha=0.3)\n",
" ax[1].set_xlabel('Prediction')\n",
" ax[1].set_ylabel('True')\n",
" ax[1].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "dc9270f6-4691-4662-aa44-23805068a3c7",
"metadata": {},
"source": [
"ADAM seems to be quite effective for training in this setup if compared to other tests we did. How is it performing compared to the SVR? How can we make it better? "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4cda8ef5-bb25-4c3f-b5aa-99a15e885bca",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}