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1 | 1 | { |
2 | 2 | "cells": [ |
3 | | - { |
4 | | - "cell_type": "markdown", |
5 | | - "metadata": { |
6 | | - "id": "view-in-github", |
7 | | - "colab_type": "text" |
8 | | - }, |
9 | | - "source": [ |
10 | | - "<a href=\"https://colab.research.google.com/github/ssec/WAF_ML_Tutorial_Part2/blob/main/colab_notebooks/Notebook07_CNNs_PyTorch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" |
11 | | - ] |
12 | | - }, |
13 | 3 | { |
14 | 4 | "cell_type": "markdown", |
15 | 5 | "metadata": { |
|
127 | 117 | }, |
128 | 118 | { |
129 | 119 | "cell_type": "code", |
130 | | - "execution_count": 33, |
| 120 | + "execution_count": 64, |
131 | 121 | "metadata": { |
132 | 122 | "colab": { |
133 | 123 | "base_uri": "https://localhost:8080/" |
134 | 124 | }, |
135 | 125 | "id": "8SjBWq91QCCE", |
136 | | - "outputId": "e6e711ff-8e72-4f07-9dff-a8f1a90296f9" |
| 126 | + "outputId": "d45da2e5-b6fc-461c-812c-fa59f374b1f3" |
137 | 127 | }, |
138 | 128 | "outputs": [ |
139 | 129 | { |
140 | 130 | "output_type": "stream", |
141 | 131 | "name": "stdout", |
142 | 132 | "text": [ |
143 | | - "Using device: cpu\n" |
| 133 | + "Using device: cpu\n", |
| 134 | + "Set random seed: 42\n" |
144 | 135 | ] |
145 | 136 | } |
146 | 137 | ], |
|
179 | 170 | "# Set device to GPU if available, else CPU\n", |
180 | 171 | "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", |
181 | 172 | "print(f\"Using device: {device}\")\n", |
| 173 | + "\n", |
182 | 174 | "seed = 42\n", |
183 | 175 | "torch.manual_seed(seed)\n", |
184 | 176 | "if torch.cuda.is_available():\n", |
185 | | - " torch.cuda.manual_seed(seed)" |
| 177 | + " torch.cuda.manual_seed(seed)\n", |
| 178 | + "print(f\"Set random seed: {seed}\")" |
186 | 179 | ] |
187 | 180 | }, |
188 | 181 | { |
|
800 | 793 | "train_dataset = SubSevirDataset(ds_train)\n", |
801 | 794 | "val_dataset = SubSevirDataset(ds_val)\n", |
802 | 795 | "\n", |
803 | | - "# Set random seed\n", |
804 | | - "torch.manual_seed(42)\n", |
805 | | - "\n", |
806 | 796 | "# Create DataLoaders\n", |
807 | 797 | "batch_size = 32\n", |
808 | 798 | "train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)\n", |
|
2371 | 2361 | "name": "python" |
2372 | 2362 | }, |
2373 | 2363 | "colab": { |
2374 | | - "provenance": [], |
2375 | | - "include_colab_link": true |
| 2364 | + "provenance": [] |
2376 | 2365 | }, |
2377 | 2366 | "kernelspec": { |
2378 | 2367 | "name": "python3", |
|
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