{ "cells": [ { "cell_type": "markdown", "id": "bb741928-561f-4f8a-878b-4f8690a58a31", "metadata": { "tags": [] }, "source": [ "# Estimation of tree height using GEDI dataset - Neural Network 1" ] }, { "cell_type": "markdown", "id": "a79fa2f8-8021-4a2c-83af-c172dd4e41b9", "metadata": {}, "source": [ "Python packages intallation\n", "\n", " pip3 install torch torchvision torchaudio\n", " \n", "Ref: https://medium.com/biaslyai/pytorch-introduction-to-neural-network-feedforward-neural-network-model-e7231cff47cb" ] }, { "cell_type": "code", "execution_count": 2, "id": "58b12f60-2a68-458c-a85a-5c3127d7d9fc", "metadata": {}, "outputs": [], "source": [ "import os\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": "markdown", "id": "079d0c24-69b2-46e1-adb7-1edd932b06fc", "metadata": {}, "source": [ "Fix random seeds" ] }, { "cell_type": "code", "execution_count": 3, "id": "b9a84279-633c-4d0e-8432-763dad01cf45", "metadata": {}, "outputs": [], "source": [ "seed=31\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed_all(seed)\n", "np.random.seed(seed)" ] }, { "cell_type": "markdown", "id": "98cc51df-d28e-4e78-bd12-305e89193fec", "metadata": {}, "source": [ "We already have seen how to design a simple Perceptron to perform a regression. Also, we observed that the normalization of the data and target should match the structure of our model. However, just guaranteeing the data is in the correct range is not enough. Let's see how it works." ] }, { "cell_type": "code", "execution_count": 2, "id": "89bdd302-7bd6-433a-95fd-583122e04545", "metadata": {}, "outputs": [], "source": [ "# #What are we trying to beat\n", "# data = pd.read_csv('./tree_height/txt/eu_x_y_height_predictors.txt', sep=\" \")\n", "# # data = pd.read_csv('./tree_height/txt/eu_x_y_height.txt', sep=\" \")\n", "# print(data.shape)\n", "# print(data.head())\n", "\n", "# y_true = data['h']\n", "# y_pred = data['forest_height']\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()" ] }, { "cell_type": "markdown", "id": "37de5bb1-782c-4658-b5bf-7aca8fd5bd1a", "metadata": {}, "source": [ "Let's start by loading the data we used in the previous class" ] }, { "cell_type": "code", "execution_count": 3, "id": "d4baf219-69cf-43cb-931c-cfdfef792bdb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(66522, 3)\n", " x y h\n", "0 6.894317 49.482459 2.73\n", "1 7.023274 49.510552 10.75\n", "2 7.394650 49.590488 21.20\n", "3 7.396895 49.590968 20.00\n", "4 7.397643 49.591128 24.23\n" ] } ], "source": [ "### Try the the tree height with Perceptron \n", "# data = pd.read_csv('./tree_height/txt/eu_x_y_height_predictors.txt', sep=\" \")\n", "data = pd.read_csv('./tree_height/txt/eu_x_y_height.txt', sep=\" \")\n", "print(data.shape)\n", "print(data.head())" ] }, { "cell_type": "markdown", "id": "c3d173eb-8974-463e-9e81-bd124ef722d6", "metadata": {}, "source": [ "Once again, let's take a look at the distributions and range of our data" ] }, { "cell_type": "code", "execution_count": 4, "id": "a313e14d-7aa0-4e0e-bad7-661503e3340c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([5.287e+03, 2.447e+03, 1.626e+03, 1.406e+03, 1.308e+03, 1.327e+03,\n", " 1.483e+03, 1.721e+03, 1.957e+03, 2.022e+03, 2.131e+03, 2.314e+03,\n", " 2.726e+03, 3.055e+03, 3.551e+03, 3.900e+03, 3.956e+03, 4.169e+03,\n", " 4.049e+03, 3.536e+03, 3.120e+03, 2.561e+03, 1.923e+03, 1.473e+03,\n", " 1.069e+03, 7.340e+02, 5.460e+02, 3.720e+02, 2.410e+02, 1.860e+02,\n", " 1.010e+02, 7.200e+01, 7.300e+01, 4.300e+01, 1.500e+01, 6.000e+00,\n", " 6.000e+00, 6.000e+00, 2.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 1.000e+00]),\n", " array([ 1.72 , 3.1364, 4.5528, 5.9692, 7.3856, 8.802 , 10.2184,\n", " 11.6348, 13.0512, 14.4676, 15.884 , 17.3004, 18.7168, 20.1332,\n", " 21.5496, 22.966 , 24.3824, 25.7988, 27.2152, 28.6316, 30.048 ,\n", " 31.4644, 32.8808, 34.2972, 35.7136, 37.13 , 38.5464, 39.9628,\n", " 41.3792, 42.7956, 44.212 , 45.6284, 47.0448, 48.4612, 49.8776,\n", " 51.294 , 52.7104, 54.1268, 55.5432, 56.9596, 58.376 , 59.7924,\n", " 61.2088, 62.6252, 64.0416, 65.458 , 66.8744, 68.2908, 69.7072,\n", " 71.1236, 72.54 ]),\n", " )" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Explore the raw data\n", "data = data.to_numpy()\n", "fig,ax = plt.subplots(1,3,figsize=(15,5))\n", "ax[0].hist(data[:,0],50)\n", "ax[1].hist(data[:,1],50)\n", "ax[2].hist(data[:,2],50)" ] }, { "cell_type": "markdown", "id": "529abc5e-a14e-43dd-8293-015ff32c2198", "metadata": {}, "source": [ "Now we normalize the data" ] }, { "cell_type": "code", "execution_count": 5, "id": "ecd43499-e880-437e-8cc0-ba24d237e21f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([5.287e+03, 2.447e+03, 1.626e+03, 1.406e+03, 1.308e+03, 1.327e+03,\n", " 1.483e+03, 1.721e+03, 1.957e+03, 2.022e+03, 2.131e+03, 2.314e+03,\n", " 2.726e+03, 3.055e+03, 3.551e+03, 3.900e+03, 3.956e+03, 4.169e+03,\n", " 4.049e+03, 3.536e+03, 3.120e+03, 2.561e+03, 1.923e+03, 1.473e+03,\n", " 1.069e+03, 7.340e+02, 5.460e+02, 3.720e+02, 2.410e+02, 1.860e+02,\n", " 1.010e+02, 7.200e+01, 7.300e+01, 4.300e+01, 1.500e+01, 6.000e+00,\n", " 6.000e+00, 6.000e+00, 2.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 1.000e+00]),\n", " array([0. , 0.02, 0.04, 0.06, 0.08, 0.1 , 0.12, 0.14, 0.16, 0.18, 0.2 ,\n", " 0.22, 0.24, 0.26, 0.28, 0.3 , 0.32, 0.34, 0.36, 0.38, 0.4 , 0.42,\n", " 0.44, 0.46, 0.48, 0.5 , 0.52, 0.54, 0.56, 0.58, 0.6 , 0.62, 0.64,\n", " 0.66, 0.68, 0.7 , 0.72, 0.74, 0.76, 0.78, 0.8 , 0.82, 0.84, 0.86,\n", " 0.88, 0.9 , 0.92, 0.94, 0.96, 0.98, 1. ]),\n", " )" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Normalize the data\n", "from sklearn.preprocessing import MinMaxScaler\n", "scaler = MinMaxScaler()\n", "data = scaler.fit_transform(data)\n", "\n", "fig,ax = plt.subplots(1,3,figsize=(15,5))\n", "ax[0].hist(data[:,0],50)\n", "ax[1].hist(data[:,1],50)\n", "ax[2].hist(data[:,2],50)" ] }, { "cell_type": "code", "execution_count": 6, "id": "f1da2209-96f9-4cc8-a8e4-729d88c828ba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape: torch.Size([46565, 2]), X_test.shape: torch.Size([19957, 2]), y_train.shape: torch.Size([46565]), y_test.shape: torch.Size([19957])\n" ] } ], "source": [ "#Split the data\n", "X_train, X_test, y_train, y_test = train_test_split(data[:,:2], data[:,2], 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))" ] }, { "cell_type": "markdown", "id": "b053babe-bd08-4c7c-86d2-706b334c74da", "metadata": {}, "source": [ "Finally, let's create and initialize our Perceptron" ] }, { "cell_type": "code", "execution_count": 33, "id": "d8e30e1b-2105-4bbc-8c40-cbc1eccd58c4", "metadata": {}, "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() # instead of Heaviside step fn\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": 26, "id": "c1d87a63-2583-45a6-a238-15ffa0084819", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deleting previous model\n" ] } ], "source": [ "#Just in case, remember to always delete previously existent models before starting a new session\n", "if 'model' in globals():\n", " print('Deleting previous model')\n", " del model, criterion, optimizer\n", "model = Perceptron(input_size=2, output_size=1, use_activation_fn='tanh')\n", "criterion = torch.nn.MSELoss()\n", "optimizer = torch.optim.SGD(model.parameters(), lr = 0.01)" ] }, { "cell_type": "markdown", "id": "444740be-be4e-4559-9fd9-ba3f9ff0ca44", "metadata": {}, "source": [ "Let's train and check our model's performance" ] }, { "cell_type": "code", "execution_count": 27, "id": "614ac3c7-45cf-4007-b3c2-fdaff34608d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test loss after Training 0.024563319981098175\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model.train()\n", "epoch = 1000\n", "all_loss=[]\n", "for epoch in range(epoch):\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.append(loss.item())\n", " \n", "model.eval()\n", "with torch.no_grad():\n", " y_pred = model(X_test)\n", " after_train = criterion(y_pred.squeeze(), y_test) \n", " print('Test loss after Training' , after_train.item())\n", "\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", "\n", " # Fit line\n", " # x = np.arange(-150,150)\n", "\n", " fig,ax=plt.subplots(1,2,figsize=(10,5))\n", " ax[1].plot(all_loss)\n", " ax[0].scatter(y_pred, y_test)\n", " # ax[0].plot(x, intercept + slope*x, 'r', label='fitted line')\n", " ax[0].set_xlabel('Prediction')\n", " ax[0].set_ylabel('True')\n", " ax[0].set_title('slope: {:.3f}, r_value: {:.3f}'.format(slope, r_value))" ] }, { "cell_type": "markdown", "id": "d5565db0-9b80-4c74-a112-a50c1fb647b7", "metadata": {}, "source": [ "Well, they all performed badly. What can we do to make this model better? One thing that immediatly jumps to our eyes is the fact that this data is very skewed. There are many ways to normalized sweked data. Check out this great post about normalization and popular power transformations [power transformations](https://www.baeldung.com/cs/normalizing-inputs-artificial-neural-network). Here I will introduce another one: the Quantile Transformation. Also, if you would like to see a great comparison between transformations, check out this skelarn [post](https://scikit-learn.org/stable/auto_examples/preprocessing/plot_all_scaling.html) " ] }, { "cell_type": "markdown", "id": "6f5adcff-956a-4948-90d7-7b9d69b93f7e", "metadata": {}, "source": [ "For now, let's use the power transformation just for our target variable (ie, tree height)." ] }, { "cell_type": "code", "execution_count": 28, "id": "25b00290-4e88-415d-8076-7c9cb42b1280", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import QuantileTransformer\n", "qt = QuantileTransformer(\n", " n_quantiles=500, output_distribution=\"normal\", random_state=0\n", ")\n", "\n", "# X_train, X_test = train_test_split(data, test_size=0.5)\n", "# data = qt.fit_transform(data)\n", "data[:,2] = qt.fit_transform(data[:,2].reshape(-1,1)).squeeze()" ] }, { "cell_type": "code", "execution_count": 29, "id": "28b39994-e920-4aad-a50f-61adabce41f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 1.000e+00, 0.000e+00, 6.500e+01, 1.240e+02,\n", " 2.050e+02, 3.430e+02, 3.760e+02, 8.450e+02, 1.115e+03, 1.770e+03,\n", " 2.175e+03, 2.876e+03, 3.571e+03, 4.227e+03, 4.866e+03, 5.195e+03,\n", " 5.512e+03, 5.437e+03, 5.233e+03, 4.862e+03, 4.215e+03, 3.589e+03,\n", " 2.862e+03, 2.204e+03, 1.663e+03, 1.150e+03, 8.020e+02, 5.080e+02,\n", " 3.100e+02, 1.950e+02, 1.890e+02, 3.400e+01, 1.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 1.000e+00]),\n", " array([-1. , -0.96, -0.92, -0.88, -0.84, -0.8 , -0.76, -0.72, -0.68,\n", " -0.64, -0.6 , -0.56, -0.52, -0.48, -0.44, -0.4 , -0.36, -0.32,\n", " -0.28, -0.24, -0.2 , -0.16, -0.12, -0.08, -0.04, 0. , 0.04,\n", " 0.08, 0.12, 0.16, 0.2 , 0.24, 0.28, 0.32, 0.36, 0.4 ,\n", " 0.44, 0.48, 0.52, 0.56, 0.6 , 0.64, 0.68, 0.72, 0.76,\n", " 0.8 , 0.84, 0.88, 0.92, 0.96, 1. ]),\n", " )" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Normalize the data\n", "from sklearn.preprocessing import MinMaxScaler\n", "scaler = MinMaxScaler()\n", "data = scaler.fit_transform(data)\n", "data[:,2] = ((data[:,2]-data[:,2].min())/(data[:,2].max()-data[:,2].min()))*2-1\n", "# data[:,2] = data[:,2]/np.quantile(np.abs(data[:,2]),0.99)\n", "data[:,2] = data[:,2]/data[:,2].max()\n", "# data = data/np.quantile(np.abs(data),0.99)\n", "# data = data/data.max()\n", "# print(data.shape)\n", "fig,ax = plt.subplots(1,3,figsize=(15,5))\n", "ax[0].hist(data[:,0],50)\n", "ax[1].hist(data[:,1],50)\n", "ax[2].hist(data[:,2],50)" ] }, { "cell_type": "code", "execution_count": 30, "id": "e3634506-7f15-40ed-ad11-846b3a3cecf3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape: torch.Size([46565, 2]), X_test.shape: torch.Size([19957, 2]), y_train.shape: torch.Size([46565]), y_test.shape: torch.Size([19957])\n", "X_train.min: 0.0, X_test.shape: 0.0, y_train.shape: -0.6420077085494995, y_test.shape: -1.0\n", "X_train.max: 1.0, X_test.shape: 1.0, y_train.shape: 1.0, y_test.shape: 0.57742840051651\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[:,:2], data[:,2], 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.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.min(), X_test.min(), y_train.min(), y_test.min()))\n", "print('X_train.max: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.max(), X_test.max(), y_train.max(), y_test.max()))" ] }, { "cell_type": "code", "execution_count": 38, "id": "36f33413-e85f-48af-8cdf-5989575c0bf1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 1, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.4734, val_loss: 0.0876, r_value: 0.0641\n", "Epoch 100, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 200, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 300, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 400, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 500, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 600, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 700, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 800, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 900, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1000, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1100, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1200, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1300, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1400, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1500, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1600, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1700, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1800, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1900, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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: 0.1593, val_loss: 0.1113, r_value: -0.0523\n", "Epoch 100, train_loss: 0.0393, val_loss: 0.0391, r_value: -0.0608\n", "Epoch 200, train_loss: 0.0373, val_loss: 0.0370, r_value: -0.0599\n", "Epoch 300, train_loss: 0.0369, val_loss: 0.0365, r_value: 0.0191\n", "Epoch 400, train_loss: 0.0369, val_loss: 0.0364, r_value: 0.0628\n", "Epoch 500, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0627\n", "Epoch 600, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0626\n", "Epoch 700, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0626\n", "Epoch 800, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 900, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1000, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1100, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1200, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1300, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1400, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1500, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1600, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1700, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1800, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n", "Epoch 1900, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0625\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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: 0.4136, val_loss: 0.4030, r_value: -0.0181\n", "Epoch 100, train_loss: 0.0422, val_loss: 0.0417, r_value: -0.0280\n", "Epoch 200, train_loss: 0.0398, val_loss: 0.0394, r_value: -0.0288\n", "Epoch 300, train_loss: 0.0392, val_loss: 0.0389, r_value: -0.0289\n", "Epoch 400, train_loss: 0.0388, val_loss: 0.0385, r_value: -0.0289\n", "Epoch 500, train_loss: 0.0384, val_loss: 0.0381, r_value: -0.0289\n", "Epoch 600, train_loss: 0.0382, val_loss: 0.0378, r_value: -0.0287\n", "Epoch 700, train_loss: 0.0379, val_loss: 0.0376, r_value: -0.0283\n", "Epoch 800, train_loss: 0.0377, val_loss: 0.0374, r_value: -0.0278\n", "Epoch 900, train_loss: 0.0376, val_loss: 0.0372, r_value: -0.0271\n", "Epoch 1000, train_loss: 0.0374, val_loss: 0.0371, r_value: -0.0261\n", "Epoch 1100, train_loss: 0.0373, val_loss: 0.0370, r_value: -0.0247\n", "Epoch 1200, train_loss: 0.0372, val_loss: 0.0369, r_value: -0.0230\n", "Epoch 1300, train_loss: 0.0372, val_loss: 0.0368, r_value: -0.0208\n", "Epoch 1400, train_loss: 0.0371, val_loss: 0.0367, r_value: -0.0180\n", "Epoch 1500, train_loss: 0.0371, val_loss: 0.0367, r_value: -0.0145\n", "Epoch 1600, train_loss: 0.0370, val_loss: 0.0366, r_value: -0.0100\n", "Epoch 1700, train_loss: 0.0370, val_loss: 0.0366, r_value: -0.0044\n", "Epoch 1800, train_loss: 0.0370, val_loss: 0.0366, r_value: 0.0023\n", "Epoch 1900, train_loss: 0.0369, val_loss: 0.0365, r_value: 0.0102\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# model.train()\n", "epoch = 2000\n", "hid_dim_range = [1]\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(2, 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%100==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", "\n", " ax[1].scatter(y_pred, y_test)\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": "8e5055b1-3131-4c17-b7fe-c0f6eb858e91", "metadata": {}, "source": [ "Feel free to try other hyperparameters, but we already have seen that there is just so much a Perceptron can do. It's time to scale up this problem. \n", "(BACK TO SLIDES)" ] }, { "cell_type": "markdown", "id": "9ec3b1fc-4c8f-4a1d-8836-b8bf1c9bf06b", "metadata": {}, "source": [ "## Feedfoward neural network" ] }, { "cell_type": "code", "execution_count": 7, "id": "e4d615e5-c608-4a16-a101-cfa4ae468ed1", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "" ] }, "execution_count": 7, "metadata": { "image/jpeg": { "height": 400, "width": 600 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"../images/neural_network.jpeg\" , width = 600, height = 400)" ] }, { "cell_type": "code", "execution_count": 39, "id": "694d6b6d-5af1-4fd6-ab7f-47fc11127515", "metadata": {}, "outputs": [], "source": [ "# Try with FF\n", "class Feedforward(torch.nn.Module):\n", " def __init__(self, input_size, hidden_size, output_size=1):\n", " super(Feedforward, self).__init__()\n", " self.input_size = input_size\n", " self.hidden_size = hidden_size\n", " self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n", " self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " # self.fc3 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " # self.fc4 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.relu = torch.nn.ReLU()\n", " self.fc3 = torch.nn.Linear(self.hidden_size, output_size)\n", " self.sigmoid = torch.nn.Sigmoid()\n", " self.tanh = torch.nn.Tanh()\n", " def forward(self, x):\n", " hidden = self.relu(self.fc1(x))\n", " hidden = self.relu(self.fc2(hidden))\n", " # hidden = self.relu(self.fc3(hidden))\n", " # hidden = self.relu(self.fc4(hidden))\n", " output = self.tanh(self.fc3(hidden))\n", "\n", " return output" ] }, { "cell_type": "code", "execution_count": 43, "id": "4a6ad324-8a87-45d5-8872-3077aef2038b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 128, lr: 0.75\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0378, val_loss: 0.0452, r_value: 0.0684\n", "Epoch 100, train_loss: 0.0361, val_loss: 0.0356, r_value: 0.1693\n", "Epoch 200, train_loss: 0.0363, val_loss: 0.0362, r_value: 0.2179\n", "Epoch 300, train_loss: 0.0362, val_loss: 0.0361, r_value: 0.2423\n", "Epoch 400, train_loss: 0.0360, val_loss: 0.0359, r_value: 0.2511\n", "Epoch 500, train_loss: 0.0358, val_loss: 0.0356, r_value: 0.2581\n", "Epoch 600, train_loss: 0.0356, val_loss: 0.0354, r_value: 0.2628\n", "Epoch 700, train_loss: 0.0355, val_loss: 0.0352, r_value: 0.2658\n", "Epoch 800, train_loss: 0.0354, val_loss: 0.0351, r_value: 0.2682\n", "Epoch 900, train_loss: 0.0353, val_loss: 0.0350, r_value: 0.2699\n", "Epoch 1000, train_loss: 0.0353, val_loss: 0.0349, r_value: 0.2713\n", "Epoch 1100, train_loss: 0.0352, val_loss: 0.0349, r_value: 0.2724\n", "Epoch 1200, train_loss: 0.0352, val_loss: 0.0349, r_value: 0.2733\n", "Epoch 1300, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2741\n", "Epoch 1400, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2749\n", "Epoch 1500, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2756\n", "Epoch 1600, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2762\n", "Epoch 1700, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2768\n", "Epoch 1800, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2774\n", "Epoch 1900, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2781\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.75_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0376, val_loss: 0.0386, r_value: -0.0364\n", "Epoch 100, train_loss: 0.0347, val_loss: 0.0344, r_value: 0.2551\n", "Epoch 200, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2643\n", "Epoch 300, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2684\n", "Epoch 400, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2716\n", "Epoch 500, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2738\n", "Epoch 600, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2757\n", "Epoch 700, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2770\n", "Epoch 800, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2787\n", "Epoch 900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2796\n", "Epoch 1000, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2811\n", "Epoch 1100, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2823\n", "Epoch 1200, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2835\n", "Epoch 1300, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2851\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2866\n", "Epoch 1500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2884\n", "Epoch 1600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2904\n", "Epoch 1700, train_loss: 0.0342, val_loss: 0.0339, r_value: 0.2923\n", "Epoch 1800, train_loss: 0.0342, val_loss: 0.0339, r_value: 0.2945\n", "Epoch 1900, train_loss: 0.0342, val_loss: 0.0339, r_value: 0.2965\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.5_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0382, val_loss: 0.0374, r_value: -0.0407\n", "Epoch 100, train_loss: 0.0358, val_loss: 0.0354, r_value: 0.2308\n", "Epoch 200, train_loss: 0.0354, val_loss: 0.0349, r_value: 0.2512\n", "Epoch 300, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2560\n", "Epoch 400, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2584\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2600\n", "Epoch 600, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2616\n", "Epoch 700, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2632\n", "Epoch 800, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2645\n", "Epoch 900, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2658\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0340, r_value: 0.2670\n", "Epoch 1100, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2682\n", "Epoch 1200, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2695\n", "Epoch 1300, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2710\n", "Epoch 1400, train_loss: 0.0343, val_loss: 0.0340, r_value: 0.2721\n", "Epoch 1500, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2733\n", "Epoch 1600, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2743\n", "Epoch 1700, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2753\n", "Epoch 1800, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2764\n", "Epoch 1900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2774\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.1_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0551, val_loss: 0.0492, r_value: -0.0104\n", "Epoch 100, train_loss: 0.0368, val_loss: 0.0365, r_value: 0.0628\n", "Epoch 200, train_loss: 0.0363, val_loss: 0.0359, r_value: 0.1447\n", "Epoch 300, train_loss: 0.0360, val_loss: 0.0356, r_value: 0.1963\n", "Epoch 400, train_loss: 0.0358, val_loss: 0.0354, r_value: 0.2252\n", "Epoch 500, train_loss: 0.0357, val_loss: 0.0353, r_value: 0.2407\n", "Epoch 600, train_loss: 0.0356, val_loss: 0.0352, r_value: 0.2476\n", "Epoch 700, train_loss: 0.0356, val_loss: 0.0351, r_value: 0.2516\n", "Epoch 800, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2549\n", "Epoch 900, train_loss: 0.0354, val_loss: 0.0350, r_value: 0.2579\n", "Epoch 1000, train_loss: 0.0354, val_loss: 0.0350, r_value: 0.2599\n", "Epoch 1100, train_loss: 0.0353, val_loss: 0.0349, r_value: 0.2614\n", "Epoch 1200, train_loss: 0.0353, val_loss: 0.0349, r_value: 0.2625\n", "Epoch 1300, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2635\n", "Epoch 1400, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2641\n", "Epoch 1500, train_loss: 0.0352, val_loss: 0.0347, r_value: 0.2646\n", "Epoch 1600, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2649\n", "Epoch 1700, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2653\n", "Epoch 1800, train_loss: 0.0351, val_loss: 0.0346, r_value: 0.2657\n", "Epoch 1900, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2660\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.01_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0383, val_loss: 0.0365, r_value: 0.1254\n", "Epoch 100, train_loss: 0.0358, val_loss: 0.0354, r_value: 0.2240\n", "Epoch 200, train_loss: 0.0355, val_loss: 0.0350, r_value: 0.2413\n", "Epoch 300, train_loss: 0.0353, val_loss: 0.0348, r_value: 0.2488\n", "Epoch 400, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2528\n", "Epoch 500, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2555\n", "Epoch 600, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2576\n", "Epoch 700, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2595\n", "Epoch 800, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2606\n", "Epoch 900, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2615\n", "Epoch 1000, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2623\n", "Epoch 1100, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2630\n", "Epoch 1200, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2636\n", "Epoch 1300, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2643\n", "Epoch 1400, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2650\n", "Epoch 1500, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2657\n", "Epoch 1600, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2667\n", "Epoch 1700, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2674\n", "Epoch 1800, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2681\n", "Epoch 1900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2687\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.05_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.001\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0574, val_loss: 0.0561, r_value: 0.0304\n", "Epoch 100, train_loss: 0.0378, val_loss: 0.0372, r_value: 0.0590\n", "Epoch 200, train_loss: 0.0369, val_loss: 0.0364, r_value: 0.0693\n", "Epoch 300, train_loss: 0.0368, val_loss: 0.0363, r_value: 0.0761\n", "Epoch 400, train_loss: 0.0368, val_loss: 0.0363, r_value: 0.0823\n", "Epoch 500, train_loss: 0.0367, val_loss: 0.0363, r_value: 0.0880\n", "Epoch 600, train_loss: 0.0367, val_loss: 0.0362, r_value: 0.0933\n", "Epoch 700, train_loss: 0.0367, val_loss: 0.0362, r_value: 0.0982\n", "Epoch 800, train_loss: 0.0366, val_loss: 0.0362, r_value: 0.1029\n", "Epoch 900, train_loss: 0.0366, val_loss: 0.0361, r_value: 0.1074\n", "Epoch 1000, train_loss: 0.0366, val_loss: 0.0361, r_value: 0.1115\n", "Epoch 1100, train_loss: 0.0366, val_loss: 0.0361, r_value: 0.1154\n", "Epoch 1200, train_loss: 0.0365, val_loss: 0.0361, r_value: 0.1191\n", "Epoch 1300, train_loss: 0.0365, val_loss: 0.0360, r_value: 0.1226\n", "Epoch 1400, train_loss: 0.0365, val_loss: 0.0360, r_value: 0.1258\n", "Epoch 1500, train_loss: 0.0365, val_loss: 0.0360, r_value: 0.1289\n", "Epoch 1600, train_loss: 0.0365, val_loss: 0.0360, r_value: 0.1318\n", "Epoch 1700, train_loss: 0.0365, val_loss: 0.0360, r_value: 0.1345\n", "Epoch 1800, train_loss: 0.0364, val_loss: 0.0360, r_value: 0.1372\n", "Epoch 1900, train_loss: 0.0364, val_loss: 0.0360, r_value: 0.1397\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.001_hid_dim128\n", "\n", "hid_dim: 256, lr: 0.75\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0370, val_loss: 0.0699, r_value: 0.0443\n", "Epoch 100, train_loss: 0.0364, val_loss: 0.0364, r_value: 0.2351\n", "Epoch 200, train_loss: 0.0365, val_loss: 0.0365, r_value: 0.2423\n", "Epoch 300, train_loss: 0.0363, val_loss: 0.0363, r_value: 0.2487\n", "Epoch 400, train_loss: 0.0362, val_loss: 0.0362, r_value: 0.2525\n", "Epoch 500, train_loss: 0.0362, val_loss: 0.0361, r_value: 0.2552\n", "Epoch 600, train_loss: 0.0361, val_loss: 0.0360, r_value: 0.2571\n", "Epoch 700, train_loss: 0.0361, val_loss: 0.0360, r_value: 0.2587\n", "Epoch 800, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2599\n", "Epoch 900, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2609\n", "Epoch 1000, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2618\n", "Epoch 1100, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2626\n", "Epoch 1200, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2633\n", "Epoch 1300, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2641\n", "Epoch 1400, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2647\n", "Epoch 1500, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2657\n", "Epoch 1600, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2664\n", "Epoch 1700, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2671\n", "Epoch 1800, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2679\n", "Epoch 1900, train_loss: 0.0361, val_loss: 0.0359, r_value: 0.2687\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.75_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0402, val_loss: 0.2662, r_value: 0.0069\n", "Epoch 100, train_loss: 0.0358, val_loss: 0.0352, r_value: 0.2610\n", "Epoch 200, train_loss: 0.0351, val_loss: 0.0346, r_value: 0.2666\n", "Epoch 300, train_loss: 0.0348, val_loss: 0.0343, r_value: 0.2728\n", "Epoch 400, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2764\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2797\n", "Epoch 600, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2828\n", "Epoch 700, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2857\n", "Epoch 800, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2882\n", "Epoch 900, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2904\n", "Epoch 1000, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2923\n", "Epoch 1100, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2940\n", "Epoch 1200, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2955\n", "Epoch 1300, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2969\n", "Epoch 1400, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2982\n", "Epoch 1500, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2995\n", "Epoch 1600, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.3007\n", "Epoch 1700, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.3020\n", "Epoch 1800, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.3031\n", "Epoch 1900, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.3041\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.5_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0415, val_loss: 0.0423, r_value: -0.0507\n", "Epoch 100, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2581\n", "Epoch 200, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2617\n", "Epoch 300, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2638\n", "Epoch 400, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2652\n", "Epoch 500, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2679\n", "Epoch 600, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2698\n", "Epoch 700, train_loss: 0.0343, val_loss: 0.0340, r_value: 0.2717\n", "Epoch 800, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2733\n", "Epoch 900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2749\n", "Epoch 1000, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2763\n", "Epoch 1100, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2777\n", "Epoch 1200, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2791\n", "Epoch 1300, train_loss: 0.0341, val_loss: 0.0338, r_value: 0.2805\n", "Epoch 1400, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2818\n", "Epoch 1500, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2831\n", "Epoch 1600, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2845\n", "Epoch 1700, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2858\n", "Epoch 1800, train_loss: 0.0340, val_loss: 0.0337, r_value: 0.2872\n", "Epoch 1900, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2886\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.1_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0488, val_loss: 0.0437, r_value: -0.0226\n", "Epoch 100, train_loss: 0.0364, val_loss: 0.0361, r_value: 0.1871\n", "Epoch 200, train_loss: 0.0361, val_loss: 0.0357, r_value: 0.2343\n", "Epoch 300, train_loss: 0.0358, val_loss: 0.0354, r_value: 0.2364\n", "Epoch 400, train_loss: 0.0357, val_loss: 0.0353, r_value: 0.2359\n", "Epoch 500, train_loss: 0.0356, val_loss: 0.0352, r_value: 0.2366\n", "Epoch 600, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2384\n", "Epoch 700, train_loss: 0.0354, val_loss: 0.0350, r_value: 0.2408\n", "Epoch 800, train_loss: 0.0353, val_loss: 0.0349, r_value: 0.2434\n", "Epoch 900, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2461\n", "Epoch 1000, train_loss: 0.0352, val_loss: 0.0347, r_value: 0.2481\n", "Epoch 1100, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2497\n", "Epoch 1200, train_loss: 0.0351, val_loss: 0.0346, r_value: 0.2508\n", "Epoch 1300, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2516\n", "Epoch 1400, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2523\n", "Epoch 1500, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2529\n", "Epoch 1600, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2534\n", "Epoch 1700, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2539\n", "Epoch 1800, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2542\n", "Epoch 1900, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2546\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.01_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0471, val_loss: 0.0369, r_value: 0.0630\n", "Epoch 100, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2427\n", "Epoch 200, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2571\n", "Epoch 300, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2607\n", "Epoch 400, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2630\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2642\n", "Epoch 600, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2652\n", "Epoch 700, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2661\n", "Epoch 800, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2670\n", "Epoch 900, train_loss: 0.0343, val_loss: 0.0340, r_value: 0.2679\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2688\n", "Epoch 1100, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2696\n", "Epoch 1200, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2703\n", "Epoch 1300, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2711\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2719\n", "Epoch 1500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2726\n", "Epoch 1600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2733\n", "Epoch 1700, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2740\n", "Epoch 1800, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2747\n", "Epoch 1900, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2754\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.05_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.001\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0390, val_loss: 0.0385, r_value: -0.0500\n", "Epoch 100, train_loss: 0.0371, val_loss: 0.0367, r_value: -0.0354\n", "Epoch 200, train_loss: 0.0370, val_loss: 0.0366, r_value: -0.0046\n", "Epoch 300, train_loss: 0.0369, val_loss: 0.0365, r_value: 0.0342\n", "Epoch 400, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0788\n", "Epoch 500, train_loss: 0.0367, val_loss: 0.0363, r_value: 0.1250\n", "Epoch 600, train_loss: 0.0367, val_loss: 0.0363, r_value: 0.1674\n", "Epoch 700, train_loss: 0.0366, val_loss: 0.0362, r_value: 0.1996\n", "Epoch 800, train_loss: 0.0366, val_loss: 0.0362, r_value: 0.2203\n", "Epoch 900, train_loss: 0.0365, val_loss: 0.0361, r_value: 0.2322\n", "Epoch 1000, train_loss: 0.0365, val_loss: 0.0361, r_value: 0.2390\n", "Epoch 1100, train_loss: 0.0364, val_loss: 0.0360, r_value: 0.2429\n", "Epoch 1200, train_loss: 0.0364, val_loss: 0.0360, r_value: 0.2454\n", "Epoch 1300, train_loss: 0.0364, val_loss: 0.0360, r_value: 0.2473\n", "Epoch 1400, train_loss: 0.0363, val_loss: 0.0359, r_value: 0.2490\n", "Epoch 1500, train_loss: 0.0363, val_loss: 0.0359, r_value: 0.2502\n", "Epoch 1600, train_loss: 0.0363, val_loss: 0.0359, r_value: 0.2508\n", "Epoch 1700, train_loss: 0.0362, val_loss: 0.0358, r_value: 0.2511\n", "Epoch 1800, train_loss: 0.0362, val_loss: 0.0358, r_value: 0.2511\n", "Epoch 1900, train_loss: 0.0362, val_loss: 0.0358, r_value: 0.2509\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.001_hid_dim256\n", "\n", "hid_dim: 512, lr: 0.75\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0609, val_loss: 1.0356, r_value: 0.0468\n", "Epoch 100, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2352\n", "Epoch 200, train_loss: 0.0371, val_loss: 0.0362, r_value: 0.2374\n", "Epoch 300, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2557\n", "Epoch 400, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2611\n", "Epoch 500, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2630\n", "Epoch 600, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2638\n", "Epoch 700, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2645\n", "Epoch 800, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2650\n", "Epoch 900, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2653\n", "Epoch 1000, train_loss: 0.0369, val_loss: 0.0362, r_value: 0.2656\n", "Epoch 1100, train_loss: 0.0368, val_loss: 0.0361, r_value: 0.2651\n", "Epoch 1200, train_loss: 0.0368, val_loss: 0.0361, r_value: 0.2659\n", "Epoch 1300, train_loss: 0.0368, val_loss: 0.0361, r_value: 0.2670\n", "Epoch 1400, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2676\n", "Epoch 1500, train_loss: 0.0369, val_loss: 0.0361, r_value: 0.2681\n", "Epoch 1600, train_loss: 0.0369, val_loss: 0.0362, r_value: 0.2686\n", "Epoch 1700, train_loss: 0.0369, val_loss: 0.0362, r_value: 0.2690\n", "Epoch 1800, train_loss: 0.0369, val_loss: 0.0362, r_value: 0.2693\n", "Epoch 1900, train_loss: 0.0369, val_loss: 0.0362, r_value: 0.2697\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.75_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0367, val_loss: 0.0525, r_value: 0.1302\n", "Epoch 100, train_loss: 0.0349, val_loss: 0.0348, r_value: 0.2531\n", "Epoch 200, train_loss: 0.0348, val_loss: 0.0346, r_value: 0.2613\n", "Epoch 300, train_loss: 0.0347, val_loss: 0.0344, r_value: 0.2671\n", "Epoch 400, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2712\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2743\n", "Epoch 600, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2768\n", "Epoch 700, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2791\n", "Epoch 800, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2810\n", "Epoch 900, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2830\n", "Epoch 1000, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2849\n", "Epoch 1100, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2865\n", "Epoch 1200, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2881\n", "Epoch 1300, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2894\n", "Epoch 1400, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2907\n", "Epoch 1500, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2919\n", "Epoch 1600, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2930\n", "Epoch 1700, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2941\n", "Epoch 1800, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2950\n", "Epoch 1900, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2959\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.5_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0655, val_loss: 0.2053, r_value: 0.0031\n", "Epoch 100, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2646\n", "Epoch 200, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2688\n", "Epoch 300, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2714\n", "Epoch 400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2737\n", "Epoch 500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2758\n", "Epoch 600, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2778\n", "Epoch 700, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2798\n", "Epoch 800, train_loss: 0.0341, val_loss: 0.0336, r_value: 0.2817\n", "Epoch 900, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2836\n", "Epoch 1000, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2855\n", "Epoch 1100, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2875\n", "Epoch 1200, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2894\n", "Epoch 1300, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2913\n", "Epoch 1400, train_loss: 0.0338, val_loss: 0.0334, r_value: 0.2933\n", "Epoch 1500, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2951\n", "Epoch 1600, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2968\n", "Epoch 1700, train_loss: 0.0339, val_loss: 0.0334, r_value: 0.2985\n", "Epoch 1800, train_loss: 0.0338, val_loss: 0.0334, r_value: 0.3001\n", "Epoch 1900, train_loss: 0.0338, val_loss: 0.0334, r_value: 0.3017\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.1_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0416, val_loss: 0.0374, r_value: 0.1086\n", "Epoch 100, train_loss: 0.0360, val_loss: 0.0356, r_value: 0.1938\n", "Epoch 200, train_loss: 0.0357, val_loss: 0.0353, r_value: 0.2226\n", "Epoch 300, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2361\n", "Epoch 400, train_loss: 0.0354, val_loss: 0.0349, r_value: 0.2431\n", "Epoch 500, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2478\n", "Epoch 600, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2510\n", "Epoch 700, train_loss: 0.0351, val_loss: 0.0346, r_value: 0.2529\n", "Epoch 800, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2542\n", "Epoch 900, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2552\n", "Epoch 1000, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2564\n", "Epoch 1100, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2571\n", "Epoch 1200, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2576\n", "Epoch 1300, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2580\n", "Epoch 1400, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2585\n", "Epoch 1500, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2589\n", "Epoch 1600, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2593\n", "Epoch 1700, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2596\n", "Epoch 1800, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2599\n", "Epoch 1900, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2602\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.01_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0798, val_loss: 0.1208, r_value: 0.0015\n", "Epoch 100, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2671\n", "Epoch 200, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2704\n", "Epoch 300, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2713\n", "Epoch 400, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2724\n", "Epoch 500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2736\n", "Epoch 600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2749\n", "Epoch 700, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2763\n", "Epoch 800, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2777\n", "Epoch 900, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2788\n", "Epoch 1000, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2799\n", "Epoch 1100, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2809\n", "Epoch 1200, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2819\n", "Epoch 1300, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2823\n", "Epoch 1400, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2838\n", "Epoch 1500, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2849\n", "Epoch 1600, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2858\n", "Epoch 1700, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2867\n", "Epoch 1800, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2878\n", "Epoch 1900, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2887\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.05_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.001\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0546, val_loss: 0.0524, r_value: 0.0672\n", "Epoch 100, train_loss: 0.0370, val_loss: 0.0365, r_value: 0.0705\n", "Epoch 200, train_loss: 0.0368, val_loss: 0.0363, r_value: 0.0816\n", "Epoch 300, train_loss: 0.0367, val_loss: 0.0362, r_value: 0.0942\n", "Epoch 400, train_loss: 0.0366, val_loss: 0.0361, r_value: 0.1080\n", "Epoch 500, train_loss: 0.0365, val_loss: 0.0360, r_value: 0.1223\n", "Epoch 600, train_loss: 0.0364, val_loss: 0.0360, r_value: 0.1344\n", "Epoch 700, train_loss: 0.0364, val_loss: 0.0359, r_value: 0.1454\n", "Epoch 800, train_loss: 0.0363, val_loss: 0.0358, r_value: 0.1554\n", "Epoch 900, train_loss: 0.0363, val_loss: 0.0358, r_value: 0.1645\n", "Epoch 1000, train_loss: 0.0362, val_loss: 0.0358, r_value: 0.1728\n", "Epoch 1100, train_loss: 0.0362, val_loss: 0.0357, r_value: 0.1804\n", "Epoch 1200, train_loss: 0.0361, val_loss: 0.0357, r_value: 0.1873\n", "Epoch 1300, train_loss: 0.0361, val_loss: 0.0356, r_value: 0.1935\n", "Epoch 1400, train_loss: 0.0361, val_loss: 0.0356, r_value: 0.1989\n", "Epoch 1500, train_loss: 0.0360, val_loss: 0.0356, r_value: 0.2038\n", "Epoch 1600, train_loss: 0.0360, val_loss: 0.0355, r_value: 0.2082\n", "Epoch 1700, train_loss: 0.0360, val_loss: 0.0355, r_value: 0.2123\n", "Epoch 1800, train_loss: 0.0359, val_loss: 0.0355, r_value: 0.2161\n", "Epoch 1900, train_loss: 0.0359, val_loss: 0.0355, r_value: 0.2196\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.001_hid_dim512\n" ] } ], "source": [ "# model.train()\n", "epochs = 2000\n", "hid_dim_range = [128,256,512]\n", "lr_range = [0.75,0.5,0.1,0.01,0.05,0.001]\n", "\n", "#Let's create a place to save these models, so we can \n", "path_to_save_models = './models'\n", "if not os.path.exists(path_to_save_models):\n", " os.makedirs(path_to_save_models)\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 = Feedforward(2, 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(epochs):\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%100==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(np.log10(all_loss_train))\n", " ax[0].plot(np.log10(all_loss_val))\n", "\n", " ax[1].scatter(y_pred, y_test)\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()\n", " \n", " name_to_save = os.path.join(path_to_save_models,'model_SGD_' + str(epochs) + '_lr' + str(lr) + '_hid_dim' + str(hid_dim))\n", " print('Saving model to ', name_to_save)\n", " model_state = {\n", " 'epoch': epoch + 1,\n", " 'state_dict': model.state_dict(),\n", " 'optimizer' : optimizer.state_dict(),\n", " }\n", " torch.save(model_state, name_to_save +'.pt')" ] }, { "cell_type": "code", "execution_count": 12, "id": "e87883a3-01fa-449b-a60d-d06e0ba62a5e", "metadata": {}, "outputs": [], "source": [ "# Try deeper FF\n", "class Feedforward(torch.nn.Module):\n", " def __init__(self, input_size, hidden_size):\n", " super(Feedforward, self).__init__()\n", " self.input_size = input_size\n", " self.hidden_size = hidden_size\n", " self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n", " self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.fc3 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.fc4 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.relu = torch.nn.ReLU()\n", " self.fc5 = torch.nn.Linear(self.hidden_size, 1)\n", " self.sigmoid = torch.nn.Sigmoid()\n", " self.tanh = torch.nn.Tanh()\n", " def forward(self, x):\n", " hidden = self.relu(self.fc1(x))\n", " hidden = self.relu(self.fc2(hidden))\n", " hidden = self.relu(self.fc3(hidden))\n", " hidden = self.relu(self.fc4(hidden))\n", " output = self.tanh(self.fc5(hidden))\n", "\n", " return output" ] }, { "cell_type": "code", "execution_count": 44, "id": "c62f928f-5098-4850-8305-ef7f8c4a7df1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 128, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0444, val_loss: 0.3563, r_value: 0.0159\n", "Epoch 100, train_loss: 0.0359, val_loss: 0.0354, r_value: 0.2177\n", "Epoch 200, train_loss: 0.0354, val_loss: 0.0349, r_value: 0.2562\n", "Epoch 300, train_loss: 0.0351, val_loss: 0.0346, r_value: 0.2636\n", "Epoch 400, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2682\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2721\n", "Epoch 600, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2755\n", "Epoch 700, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2780\n", "Epoch 800, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2803\n", "Epoch 900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2824\n", "Epoch 1000, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2842\n", "Epoch 1100, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2861\n", "Epoch 1200, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2881\n", "Epoch 1300, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2900\n", "Epoch 1400, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2918\n", "Epoch 1500, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2935\n", "Epoch 1600, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2952\n", "Epoch 1700, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2968\n", "Epoch 1800, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2984\n", "Epoch 1900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2999\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.5_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0368, val_loss: 0.0364, r_value: 0.0682\n", "Epoch 100, train_loss: 0.0358, val_loss: 0.0354, r_value: 0.2473\n", "Epoch 200, train_loss: 0.0353, val_loss: 0.0349, r_value: 0.2601\n", "Epoch 300, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2645\n", "Epoch 400, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2660\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2668\n", "Epoch 600, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2673\n", "Epoch 700, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2678\n", "Epoch 800, train_loss: 0.0343, val_loss: 0.0340, r_value: 0.2683\n", "Epoch 900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2687\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2692\n", "Epoch 1100, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2697\n", "Epoch 1200, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2701\n", "Epoch 1300, train_loss: 0.0342, val_loss: 0.0339, r_value: 0.2707\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0339, r_value: 0.2712\n", "Epoch 1500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2718\n", "Epoch 1600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2724\n", "Epoch 1700, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2730\n", "Epoch 1800, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2735\n", "Epoch 1900, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2740\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.1_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0409, val_loss: 0.0401, r_value: -0.0034\n", "Epoch 100, train_loss: 0.0365, val_loss: 0.0362, r_value: 0.1120\n", "Epoch 200, train_loss: 0.0362, val_loss: 0.0358, r_value: 0.2037\n", "Epoch 300, train_loss: 0.0361, val_loss: 0.0357, r_value: 0.2251\n", "Epoch 400, train_loss: 0.0360, val_loss: 0.0356, r_value: 0.2289\n", "Epoch 500, train_loss: 0.0359, val_loss: 0.0355, r_value: 0.2303\n", "Epoch 600, train_loss: 0.0358, val_loss: 0.0354, r_value: 0.2319\n", "Epoch 700, train_loss: 0.0358, val_loss: 0.0353, r_value: 0.2334\n", "Epoch 800, train_loss: 0.0357, val_loss: 0.0353, r_value: 0.2349\n", "Epoch 900, train_loss: 0.0357, val_loss: 0.0352, r_value: 0.2365\n", "Epoch 1000, train_loss: 0.0356, val_loss: 0.0352, r_value: 0.2380\n", "Epoch 1100, train_loss: 0.0356, val_loss: 0.0352, r_value: 0.2395\n", "Epoch 1200, train_loss: 0.0356, val_loss: 0.0351, r_value: 0.2410\n", "Epoch 1300, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2424\n", "Epoch 1400, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2437\n", "Epoch 1500, train_loss: 0.0355, val_loss: 0.0350, r_value: 0.2448\n", "Epoch 1600, train_loss: 0.0354, val_loss: 0.0350, r_value: 0.2458\n", "Epoch 1700, train_loss: 0.0354, val_loss: 0.0350, r_value: 0.2468\n", "Epoch 1800, train_loss: 0.0354, val_loss: 0.0349, r_value: 0.2477\n", "Epoch 1900, train_loss: 0.0354, val_loss: 0.0349, r_value: 0.2484\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.01_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0433, val_loss: 0.0381, r_value: -0.0536\n", "Epoch 100, train_loss: 0.0359, val_loss: 0.0355, r_value: 0.2417\n", "Epoch 200, train_loss: 0.0355, val_loss: 0.0350, r_value: 0.2567\n", "Epoch 300, train_loss: 0.0352, val_loss: 0.0347, r_value: 0.2637\n", "Epoch 400, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2663\n", "Epoch 500, train_loss: 0.0348, val_loss: 0.0343, r_value: 0.2685\n", "Epoch 600, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2697\n", "Epoch 700, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2705\n", "Epoch 800, train_loss: 0.0345, val_loss: 0.0340, r_value: 0.2712\n", "Epoch 900, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2718\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2723\n", "Epoch 1100, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2728\n", "Epoch 1200, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2733\n", "Epoch 1300, train_loss: 0.0343, val_loss: 0.0338, r_value: 0.2738\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2743\n", "Epoch 1500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2748\n", "Epoch 1600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2753\n", "Epoch 1700, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2757\n", "Epoch 1800, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2762\n", "Epoch 1900, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2767\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.05_hid_dim128\n", "\n", "hid_dim: 256, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0371, val_loss: 0.1010, r_value: 0.0742\n", "Epoch 100, train_loss: 0.0353, val_loss: 0.0350, r_value: 0.2469\n", "Epoch 200, train_loss: 0.0349, val_loss: 0.0349, r_value: 0.2515\n", "Epoch 300, train_loss: 0.0348, val_loss: 0.0346, r_value: 0.2602\n", "Epoch 400, train_loss: 0.0347, val_loss: 0.0344, r_value: 0.2669\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2718\n", "Epoch 600, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2753\n", "Epoch 700, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2781\n", "Epoch 800, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2804\n", "Epoch 900, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2824\n", "Epoch 1000, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2843\n", "Epoch 1100, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2862\n", "Epoch 1200, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2880\n", "Epoch 1300, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2897\n", "Epoch 1400, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2912\n", "Epoch 1500, train_loss: 0.0345, val_loss: 0.0342, r_value: 0.2926\n", "Epoch 1600, train_loss: 0.0344, val_loss: 0.0341, r_value: 0.2938\n", "Epoch 1700, train_loss: 0.0344, val_loss: 0.0341, r_value: 0.2950\n", "Epoch 1800, train_loss: 0.0344, val_loss: 0.0341, r_value: 0.2961\n", "Epoch 1900, train_loss: 0.0344, val_loss: 0.0341, r_value: 0.2971\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.5_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0419, val_loss: 0.0421, r_value: -0.0261\n", "Epoch 100, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2541\n", "Epoch 200, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2604\n", "Epoch 300, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2628\n", "Epoch 400, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2660\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0343, r_value: 0.2680\n", "Epoch 600, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2702\n", "Epoch 700, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2720\n", "Epoch 800, train_loss: 0.0343, val_loss: 0.0340, r_value: 0.2738\n", "Epoch 900, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2753\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2768\n", "Epoch 1100, train_loss: 0.0342, val_loss: 0.0339, r_value: 0.2783\n", "Epoch 1200, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2798\n", "Epoch 1300, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2812\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2825\n", "Epoch 1500, train_loss: 0.0341, val_loss: 0.0338, r_value: 0.2838\n", "Epoch 1600, train_loss: 0.0341, val_loss: 0.0338, r_value: 0.2851\n", "Epoch 1700, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2864\n", "Epoch 1800, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2876\n", "Epoch 1900, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2888\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.1_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0464, val_loss: 0.0422, r_value: 0.0290\n", "Epoch 100, train_loss: 0.0365, val_loss: 0.0361, r_value: 0.1089\n", "Epoch 200, train_loss: 0.0361, val_loss: 0.0357, r_value: 0.1829\n", "Epoch 300, train_loss: 0.0359, val_loss: 0.0354, r_value: 0.2206\n", "Epoch 400, train_loss: 0.0357, val_loss: 0.0353, r_value: 0.2356\n", "Epoch 500, train_loss: 0.0356, val_loss: 0.0352, r_value: 0.2424\n", "Epoch 600, train_loss: 0.0355, val_loss: 0.0351, r_value: 0.2467\n", "Epoch 700, train_loss: 0.0354, val_loss: 0.0349, r_value: 0.2501\n", "Epoch 800, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2538\n", "Epoch 900, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2555\n", "Epoch 1000, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2572\n", "Epoch 1100, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2583\n", "Epoch 1200, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2593\n", "Epoch 1300, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2601\n", "Epoch 1400, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2609\n", "Epoch 1500, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2615\n", "Epoch 1600, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2620\n", "Epoch 1700, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2625\n", "Epoch 1800, train_loss: 0.0347, val_loss: 0.0344, r_value: 0.2629\n", "Epoch 1900, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2634\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.01_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0376, val_loss: 0.0372, r_value: -0.0483\n", "Epoch 100, train_loss: 0.0356, val_loss: 0.0351, r_value: 0.2509\n", "Epoch 200, train_loss: 0.0352, val_loss: 0.0347, r_value: 0.2564\n", "Epoch 300, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2608\n", "Epoch 400, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2631\n", "Epoch 500, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2643\n", "Epoch 600, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2654\n", "Epoch 700, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2664\n", "Epoch 800, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2675\n", "Epoch 900, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2684\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2693\n", "Epoch 1100, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2702\n", "Epoch 1200, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2712\n", "Epoch 1300, train_loss: 0.0343, val_loss: 0.0338, r_value: 0.2721\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2736\n", "Epoch 1500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2744\n", "Epoch 1600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2753\n", "Epoch 1700, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2763\n", "Epoch 1800, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2773\n", "Epoch 1900, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2781\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.05_hid_dim256\n", "\n", "hid_dim: 512, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0455, val_loss: 0.9616, r_value: 0.0177\n", "Epoch 100, train_loss: 0.0358, val_loss: 0.0350, r_value: 0.2580\n", "Epoch 200, train_loss: 0.0354, val_loss: 0.0346, r_value: 0.2687\n", "Epoch 300, train_loss: 0.0351, val_loss: 0.0345, r_value: 0.2715\n", "Epoch 400, train_loss: 0.0349, val_loss: 0.0344, r_value: 0.2737\n", "Epoch 500, train_loss: 0.0348, val_loss: 0.0343, r_value: 0.2757\n", "Epoch 600, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2773\n", "Epoch 700, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2791\n", "Epoch 800, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2808\n", "Epoch 900, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2826\n", "Epoch 1000, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2844\n", "Epoch 1100, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2863\n", "Epoch 1200, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2880\n", "Epoch 1300, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2896\n", "Epoch 1400, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2911\n", "Epoch 1500, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2926\n", "Epoch 1600, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2939\n", "Epoch 1700, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2950\n", "Epoch 1800, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2963\n", "Epoch 1900, train_loss: 0.0347, val_loss: 0.0342, r_value: 0.2972\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.5_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0500, val_loss: 0.2197, r_value: -0.0103\n", "Epoch 100, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2646\n", "Epoch 200, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2687\n", "Epoch 300, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2705\n", "Epoch 400, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2716\n", "Epoch 500, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2746\n", "Epoch 600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2765\n", "Epoch 700, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2784\n", "Epoch 800, train_loss: 0.0342, val_loss: 0.0337, r_value: 0.2804\n", "Epoch 900, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2823\n", "Epoch 1000, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2843\n", "Epoch 1100, train_loss: 0.0341, val_loss: 0.0336, r_value: 0.2862\n", "Epoch 1200, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2880\n", "Epoch 1300, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2898\n", "Epoch 1400, train_loss: 0.0340, val_loss: 0.0336, r_value: 0.2915\n", "Epoch 1500, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2932\n", "Epoch 1600, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2949\n", "Epoch 1700, train_loss: 0.0339, val_loss: 0.0335, r_value: 0.2966\n", "Epoch 1800, train_loss: 0.0339, val_loss: 0.0334, r_value: 0.2982\n", "Epoch 1900, train_loss: 0.0339, val_loss: 0.0334, r_value: 0.2997\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.1_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0538, val_loss: 0.0410, r_value: 0.0131\n", "Epoch 100, train_loss: 0.0360, val_loss: 0.0356, r_value: 0.2017\n", "Epoch 200, train_loss: 0.0356, val_loss: 0.0352, r_value: 0.2396\n", "Epoch 300, train_loss: 0.0354, val_loss: 0.0350, r_value: 0.2488\n", "Epoch 400, train_loss: 0.0352, val_loss: 0.0348, r_value: 0.2538\n", "Epoch 500, train_loss: 0.0351, val_loss: 0.0347, r_value: 0.2556\n", "Epoch 600, train_loss: 0.0350, val_loss: 0.0346, r_value: 0.2569\n", "Epoch 700, train_loss: 0.0349, val_loss: 0.0345, r_value: 0.2587\n", "Epoch 800, train_loss: 0.0348, val_loss: 0.0344, r_value: 0.2603\n", "Epoch 900, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2613\n", "Epoch 1000, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2621\n", "Epoch 1100, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2629\n", "Epoch 1200, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2635\n", "Epoch 1300, train_loss: 0.0346, val_loss: 0.0342, r_value: 0.2641\n", "Epoch 1400, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2645\n", "Epoch 1500, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2650\n", "Epoch 1600, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2654\n", "Epoch 1700, train_loss: 0.0345, val_loss: 0.0341, r_value: 0.2658\n", "Epoch 1800, train_loss: 0.0344, val_loss: 0.0341, r_value: 0.2662\n", "Epoch 1900, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2666\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.01_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0401, val_loss: 0.0391, r_value: 0.1707\n", "Epoch 100, train_loss: 0.0351, val_loss: 0.0346, r_value: 0.2596\n", "Epoch 200, train_loss: 0.0347, val_loss: 0.0343, r_value: 0.2640\n", "Epoch 300, train_loss: 0.0346, val_loss: 0.0341, r_value: 0.2655\n", "Epoch 400, train_loss: 0.0345, val_loss: 0.0340, r_value: 0.2667\n", "Epoch 500, train_loss: 0.0353, val_loss: 0.0349, r_value: 0.2670\n", "Epoch 600, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2693\n", "Epoch 700, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2705\n", "Epoch 800, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2716\n", "Epoch 900, train_loss: 0.0344, val_loss: 0.0340, r_value: 0.2726\n", "Epoch 1000, train_loss: 0.0343, val_loss: 0.0339, r_value: 0.2737\n", "Epoch 1100, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2748\n", "Epoch 1200, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2763\n", "Epoch 1300, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2774\n", "Epoch 1400, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2784\n", "Epoch 1500, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2795\n", "Epoch 1600, train_loss: 0.0342, val_loss: 0.0338, r_value: 0.2805\n", "Epoch 1700, train_loss: 0.0341, val_loss: 0.0338, r_value: 0.2815\n", "Epoch 1800, train_loss: 0.0341, val_loss: 0.0338, r_value: 0.2824\n", "Epoch 1900, train_loss: 0.0341, val_loss: 0.0337, r_value: 0.2834\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.05_hid_dim512\n" ] } ], "source": [ "# model.train()\n", "epoch = 2000\n", "hid_dim_range = [128,256,512]\n", "lr_range = [0.5,0.1,0.01,0.05]\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 = Feedforward(2, 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%100==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(np.log10(all_loss_train))\n", " ax[0].plot(np.log10(all_loss_val))\n", "\n", " ax[1].scatter(y_pred, y_test)\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()\n", " \n", " name_to_save = os.path.join(path_to_save_models,'model_SGD_Deeper' + str(epochs) + '_lr' + str(lr) + '_hid_dim' + str(hid_dim))\n", " print('Saving model to ', name_to_save)\n", " model_state = {\n", " 'epoch': epoch + 1,\n", " 'state_dict': model.state_dict(),\n", " 'optimizer' : optimizer.state_dict(),\n", " }\n", " torch.save(model_state, name_to_save +'.pt')" ] }, { "cell_type": "code", "execution_count": null, "id": "3e094e0b-ac2b-43cb-89f9-63e35851557e", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }