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@maxmo2009
Last active April 2, 2024 10:47
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Untitled0.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "V100",
"mount_file_id": "11nu9BeqPMzHvAljPr9mA5ACdyIUtduAa",
"authorship_tag": "ABX9TyPmT9Kmo0JpqGvcPpqeVAao",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/maxmo2009/8274a6e303f122fe6106c06b9dc157c5/untitled0.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"!pip install einops\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xCxMgpf-X0uo",
"outputId": "6af6efc3-9771-4653-e794-4c99c82f4eb6"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting einops\n",
" Downloading einops-0.7.0-py3-none-any.whl (44 kB)\n",
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/44.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━\u001b[0m \u001b[32m30.7/44.6 kB\u001b[0m \u001b[31m857.1 kB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.6/44.6 kB\u001b[0m \u001b[31m691.8 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: einops\n",
"Successfully installed einops-0.7.0\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"id": "WVG0LFE4WO8Q",
"outputId": "351cad97-2492-411d-868e-a13832333a6e"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7acab18d6b30>"
]
},
"metadata": {},
"execution_count": 4
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"import os\n",
"from PIL import Image\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn.functional as F\n",
"from einops import rearrange, reduce, repeat\n",
"from torchvision.utils import make_grid\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"v = np.load('/content/drive/MyDrive/1586193031612_000000.npy').astype('float32')\n",
"img = v[:,:,0]\n",
"plt.imshow(img)\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"source": [
"x = torch.tensor(img)[None,None,:,:]\n",
"x.to('cuda')\n",
"print(x.size())\n",
"patches = F.unfold(x, kernel_size=64, stride=64)\n",
"p = rearrange(patches, 'b (h w) c -> c h w b', h = 64)\n",
"print(p.size())\n",
"plt.imshow(p[0,:,:,0])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"id": "EphJQf9YYbbX",
"outputId": "ba0c9c55-bd8b-4474-85dc-51d5d9a53a54"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"torch.Size([1, 1, 128, 128])\n",
"torch.Size([4, 64, 64, 1])\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7acabd8d2cb0>"
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}
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