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einops爱因斯坦表达式使用教程.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"display_name": "DataMining",
"language": "python",
"name": "datamining"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
},
"colab": {
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/linkerlin/229871bb727dca0122752a499efdab25/test_einops.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "xprSHBfOQnsM",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "b2c5db63-9c29-4534-bc1e-3f373c645b6c"
},
"source": [
"!gdown --id '1Og898YiokHMGCp49BLm71aUv4nM8WlQh' --output images.zip\n",
"!unzip images.zip -d ./\n",
"!ls"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
" category=FutureWarning,\n",
"Downloading...\n",
"From: https://drive.google.com/uc?id=1Og898YiokHMGCp49BLm71aUv4nM8WlQh\n",
"To: /content/images.zip\n",
"100% 5.02M/5.02M [00:00<00:00, 258MB/s]\n",
"Archive: images.zip\n",
" creating: ./images/\n",
" inflating: ./images/0005.jpg \n",
" inflating: ./images/0004.jpg \n",
" inflating: ./images/0000.jpg \n",
" inflating: ./__MACOSX/images/._0000.jpg \n",
" inflating: ./images/0001.jpg \n",
" inflating: ./__MACOSX/images/._0001.jpg \n",
" inflating: ./images/0003.jpg \n",
" inflating: ./__MACOSX/images/._0003.jpg \n",
" inflating: ./images/0002.jpg \n",
" inflating: ./__MACOSX/images/._0002.jpg \n",
"images\timages.zip __MACOSX sample_data\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8_FazcmkSvTp",
"outputId": "c897fa39-822f-4164-a32d-e996db4f9cda"
},
"source": [
"!pip install einops matplotlib numpy"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting einops\n",
" Downloading einops-0.4.1-py3-none-any.whl (28 kB)\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.21.6)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (0.11.0)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (3.0.9)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.4.4)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (2.8.2)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib) (4.1.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib) (1.15.0)\n",
"Installing collected packages: einops\n",
"Successfully installed einops-0.4.1\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fySIe4-BQnsA"
},
"source": [
"![](http://arogozhnikov.github.io/images/einops/einops_logo_350x350.png)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "89KtjF_oQnsL"
},
"source": [
"import einops\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "FA-A5151QnsN"
},
"source": [
"读取一个文件夹下图片生成一个batch"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 291
},
"id": "1D4NyM3sQnsO",
"outputId": "bab42dcc-2f42-443e-a746-bfeaa5a76820"
},
"source": [
"from PIL import Image\n",
"import os\n",
"\n",
"images = [np.array(Image.open('./images/'+file_name).resize((400, 300))) for file_name in os.listdir('./images') if file_name.endswith('.jpg')]\n",
"images = (np.array(images)/255.0)\n",
"\n",
"print(images.shape)\n",
"print(images.dtype)\n",
"\n",
"col = 3\n",
"row = int(len(images)/col)\n",
"\n",
"for i in range(row):\n",
" for j in range(col):\n",
" index = i*col+j\n",
" plt.title(index)\n",
" plt.subplot(row, col, index+1) \n",
" plt.imshow(images[index])\n",
"plt.show()"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n",
"float64\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KCzDOFdRQnsO"
},
"source": [
"# Rearrange"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VIvBPbS-QnsP"
},
"source": [
"from einops import rearrange"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "8fkAOhmnQnsP"
},
"source": [
"## switch dimension"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 304
},
"id": "BiIwdE3VQnsP",
"outputId": "2c891388-952d-4c1b-deba-f19e62830a62"
},
"source": [
"print(images.shape)\n",
"image = rearrange(images[0], 'h w c -> w h c') # 转置,对角线对称\n",
"print(image.shape)\n",
"plt.imshow(image)\n",
"plt.show()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n",
"(400, 300, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MtAvSURkQnsP"
},
"source": [
"## merge dimension"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 304
},
"id": "emDxyG2KQnsQ",
"outputId": "28232da3-6b27-4b77-db35-de8cc6f9cbb3"
},
"source": [
"print(images.shape)\n",
"image = rearrange(images, 'b h w c -> (b h) w c') # 在h维度合并\n",
"print(image.shape)\n",
"plt.imshow(image)\n",
"plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n",
"(1800, 400, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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N3d6Adr+Hc0rbKVp5wvgedSuCQYJfzSiNJXIRoW42NuI4oaxyiiJjOhlz+9Xr6NVrHFx8hjdufI2yWPLI+76fu3dvcHr4CuXkNnUxh/Uk2oSHmyQmkbWnpIqaGNfdx+48yc07M+68fEzsU9KoJkkraiNUnYB6JS/AI5RF8kA9vyXgRSSiAf0fqeo/Xb99/00TIiL7wNH6/T9STs1bE5p298+rTWOsDRAMSoy4Fv7uG4RlwvHRio2PfATTbSPWoqpNAhKhSSqqK26//jrZfMbx3gFPPP44989OuP9bv4AzEKoFVT7BV1kDOAGMAg6rUIe6WRUnfdKNa1TpLs++cJPrz7/OZvcC3ggnpwnt1LDMhbyw5MeW4IWa9aLs2w382kv5+8ALqvrfv+WjXwX+MvB31j9/5S3v/1UR+UWaSXX6TvZ9fRECgeWyoKgq4lBQnM4YtEe4Tkzx+gnTGzeRR6+Spi1CgKosMdYQRZYoiqnqgjt3bnF8dJ+br7zMY0++j6vXroBfUOcLQhCCB6lsk3UXWRRFTULc2cAMzlG5Ia/dG/Pis7/L2emUUKTs9poNk3nmmCybvw0KdfAQQhM8e5e2/n4Q+EvAsyLyB+v3/qs14P9YRH4WeB34qfVnv0bjSl6ncSf//X/VBXxVc3znCIISm5rdzYRi44BlyHHjCZtOmDz3AtNuDzm3R6vVRr1fmwvLaGObtNVlujqmrkqKfMVn/8URz33lSxxcusL5CxcYbV0kFrDBQ6jBCF4shTeczhfcfukON1/9PNOzKQrMZzmD1jYhQFBtNuRVmjxMbQI9HoMIuAen1XxLXs3v0QQy3k5+9G2OV+A/+WauEUJj1xGhVMPpuGZrmOJJyeOY0EqoJnNufvYPePKHPgY7Srfdw/uKEDzGReydv8j09JQQlLDeojs7PeHk6D5f/txniOOUtNUiTVNclFD7mmyVs1qtWK0yfOWJnMVGEct5wXKWsTe4iCJYY4mlWVpVQelHMcbAqirpRTErfRdMzXsjCiGsVzKG3MNsXtPrRth2nzIdYocR+3nGlz71ed7/8WfQc5C22kSxpa5Krj72GG+8cp3FYtI4LkGp60AIHu8rsuWS8ak0q1K0Gcmh8QcEiOIUxTEdL6iWFYO0zYWdPdqtmN0oQa2SV55FXpGI4kWIjKWoKvJ3AP6hDpKhoCEgqk1yqQrLMuJ4EphNCjTPif2KtvFc2NznU7/823zt819lMZuwXC4QDJu753jqwx9BZL0QImCtAQyhFnxd46sCXxVUeU5d5Piywld1EwpGWI2X5NMCUdjoDji3sYFYyzLUjIuKeQjMjDDvJBSDHvZgi/jRc+w+c+WBqj3kI75ZRHkP1hokGLwVQjD4QljlSl2vKIuSolQ2dq7xhf/n87z8lef5yJ/8KOcuHeCSlMtPPMV8OuH5L30BH6omNExAfU3w63x2BCNCrc1WIMawWpVUWY7DEIxF4pjdx56g2BjQaadEaUwrjYmSiEtxhHENnEFrau9R/11sarQJxiKAEyEy0qxOqwqtPU6VrVbK2JZsD9p8aO+HefHmK/z6//6r7O9vcfWZJ9i7eoHzjz5CXmS88uxzVPmKuijWsXlD0Cau3oSFa8qy2RCJo4TuMME6S5wmPPq+9/F9P/KvYaKk+UYKfm0Oq6qimC9YzeYsZmcspjOW03chSPZeiAX2xWCMkpgaR00IgvOKMRDHjhP1pCK4JKZjhTqyPPnIk3S29jk8fJ3P/NbvU4aK3mjI5s4IsQl5McUXzYKrsesBXwdAQCxpkhAlrfV2oUGsZff8OZ744IeYz+asFkcs5nOW8xnL6ZTVbEa2WlGWGVo2E7s0G7gP1O2hB36oFUWtGBdTClQqqEKFoEZZ2ggEkjhi2XJELUfSirn4yAGPpB/GOGVydsydmzc4unsHgiF4S1mGtc1/UwxR3MJYiw81q2VG7QPeB+I0odud8M9/5ZepyqIxIwGMNE+iEgCDao0RQ9DmqXTmIcmP/2ZFEs9iOCYvLNQWcHgqTplyafsqw1abys4oy/vcmS5Z5p7N1OFoobMdWmGP4Uafczs99ut97kQJJ90NTlwX56HXSyjzgl7PUJaKN21iCzZp0ep26G4MsemAXm9AnPSIogQNJVGnhYtSQKnrCtUaVUVDjayfIA2N5/QHf+NvvK1uDzXwagp6Vwv6dUxxN2MxLnnl8DVCz3B49BIt61gVU4qQoS5CbcR4y7O/3SWudnjxpc9w+OIpiSRsDvp0ux3aaYtr57aJk4Q4irHG4ixExiBNAB4fBO+VMMthWtDt7PKDf/qTPPL4AVFi8QjLSlnlgdV4RT4f40NNCM3mt/oaDf7dCRm8F6LqKcvXsbnS6Xd58fX7zFZjhskex4dT8mpOWXhafYeJAp2hwWoPqg263W26V7a4fO39XBxd/cOVpVeC99RVRVEU5KsVs9WKbLliuczIs4wqz9CqphO1GPaG9Hd3OX9+RBwZQhBSC3FisEZw0iaOLMVqjvoa1uuDN3e1HiQPNfBFITz/3BkXzm1z7WCPH/z4BvboPidlzBt3D0EsNhF8EEb9DsO9AY88+v3IakXkDBIlLBdHHC4K+qM+j15+ilW2ogrCqJNyef9xrApF7amqN0eooD5QVxVVWVKXFSrwxqsvMhht0evEdPtdxKU4sfjlkmK2oK5r2q2UVquPM4La5sl5kDzUwOdZxee/cMztSyVv3Ct43xNPYTb3WS1Lhtstdvq7zM5OObmzIu0Yhr0hiXMMD85TFRk26pEVC27evU5y1/HGV79Kp20YpF2Kdh93YYn1YzSb8uyNFbeP52xuD/m+j32E0c5FfF3gYkt/0Ofo9nWy6W1OXNQswKxBTAIYkJhQVRRHFebK04Ski69rrI0eqNtDDXycRuxf2uT0/pR8WrKc5mxuD/D1jHbHU9Yz3v/Bp7k1mvLCV57nzvWM9M8c0G31MXEflZTd/gYf3NmgPJ0TZyu61mP1DOdS/NEr2K6wmtxnVyo2dwx26FERFpNj6mxK3O7jkkv0BinZckx/NERVWd65TbGc09ndwKUdEIOxjvHhC9iog43apN3RA3V7qIEH6HVa0It49ZU73HptQtqztDqObjciaTluvPIiB+cf53Y34fjWlLs3D9kYbtHL7tM1wmZVEBVLhht79HevksSeqh4R4pTT6SnHs4y5tNm7NKLf3SDqDrDdNklnSH6/wuMYL45op46tvQP6G7tNcfPWLvee/QqzZ79Ed/cSbmMDekN8meHLFaqwGr/xQL0eauCzRUESj/jkX/wgd+9P+KVf+C1q44naPYp6iV/AfLxiMf4qg7Zl/4kRG/UxF/ObXBhZtCpZnp6Rnv8Imx/4BK1OijVKHYRFtuT+y1/g1J9wdlbwwuSY0+wFpscLNva3uHBxn1bUxfiIS1ee5hNP/ziT+6/whec/Rews47MJH//ARxhd6bG4d4quDM4F7mQndNodOq3uw1Vu+c2IKty8eZ0XD7r88Mc+xv5f/yl+5dc/xd3DY1r9iP6oxV6vx2YZ2F15Rs4x3N8jKguq0zGokm5cZuOxD3EyPWbTDCmzFWoTSi3BGe6dHPOlz32N3t4Gj165ypUL+5w/d41rB08ynr3BlUc+wf7OJVbzW6AFO4MNfu9zv8PRasWjjz3F/tZl9vafQNVx56UXuNi7SL6YUBzeIN658EDdHmrgnTMkaYs/+Op1dvs9nrl6lR/52If5pX/yz1jenPJEIXysv0fXWVqbloga8QGlj0kHdC48SbJ5nqTb4Vw8QL2S9AYEibg3PuTJK+/j7OiE912Zc+2JD7K9s890NuXi1qN004RL+3+CyMUc3XmO+XLCsNuHqOaTP/oTVKEmjhLyYkUINb3BPoOrj3A2OWOUnEcXHlO8i378moPmC8AdVf3xdbn8LwKbwBeBv6SqpYgkNAlQHwFOgZ9W1ZvvdO4otbQ6Cbdevc9nP/siHJ8y0DY/MNrk/IU9zqcF/d2EMomJsiXl4pT2xWfoPvIDTCYTfGeATWOCBsZ3b2MI5BVsnbuIpcXNG7f5vd/8fYpiyb3JPZ7c3+DmnbvceXaH9nDI+x77MFf2dnjt1h/wtcMzrj31Q5zb2WCjs0matBoWESOIa5P5mNwLR5MTdh95in5dMb314rsHPPDXgBeA/vr1fwf8D6r6iyLyPwE/S5O89LPAWFUfEZG/sD7up9/xzBoQmbF9EDN57RD1K3YuX2H42A4qjqTfp0oqimJGPNxgcPUZWgfv50svPMv5/QN6ww3UZ+T5jHJxQrHKaHcHvPq5XyWevUw8vc3PPKXcL2N+86hHsVLOdVLiuuZSq88FO2Br8hp74dP8iUsDwmbGKhbmsxM2RufQ4Kn9Cl8X+Nk92sPLZFVF2u6SHFiOrn/6gap9SwxNInKeJmnpvwX+M+DfBI6BvTVvwQ8A/7Wq/jkR+Y31758WEUeTc7Ot7/AFktTqtUf67OeBP3Vth2EvIWQ1rY0Bnac/we6TH6ezecDi+DVObn2O4e4eErWpQiCOhLSzTVUWFNkCXxSsjl6jPn4exi/RsiUtm5F5y8vjmBtnESQtru31eXI7Zr+/RbfjWI7fILUZ7WhF1L1AfPUnmZQL4tEV8vZFVqsFVZ1jjKHMPYui4pGnPkIxWxCymqc/9tEvqur3faNu3+qI/x+B/xLorV9vAhNVfTMN682kJXhLQtP6pkzXx5+89YRvzavppBEfijq8b0cZDBzZOEPVsrp9RKa/i59P2X7y40h/j6h7mel0ztnJDfJS+eD3f4C6zrh9fJtzmzuYfEZx+CLJ+GssZ57uUIksEAvv3ws8slFwrxQe2QxsJErX5tiipGtnrGhTap/N7Bg9/Ro75z6Kldssqoj+uQ8S1FDVBaH2ZNmMVmKxgy2quHggcN9KesePA0eq+kUR+eE/7nm+Ud6aV7PXTfSJzYTB9oDWxhCNTqgWc4yA8VOOn/9dDr/6++x/9M8yvHyRuNUh7m/QG20yn53w9/6Pf8jzr97gP/rzP8ETW12S/BCjsNX3TTWHd3RiQ+YNmVd205rtqMRpRJkfkxpFQsDWUyQYAlDe/zTRxg9h2x+k5V9EFwn14P2o7eOTwLnzV2nHCZPpirJ4dwqMfxD4t0Tkk0BKY+N/DhiKiFuP+rcmLb2Z0HR7bWoGNJPsA8Wo0k0cifNQLdB8gfMVNnKk7YDEHlssmV7/XXYf+1lcJ8YlMTayZKHgycsXKfMpWXbM9HSG5iXF2DPoRPRbHqvgCyU1gU47wSUOCR41KVYcuBpDSS+JMVSYOMFGgs9ehckCdXNsqyZKhyxmU7wY8tpSVwWLacZqmn37gVfVvw38bYD1iP8vVPXfFZFfAn6SxrP5xoSmvwx8ev35P38n+w4NbdX8zhSpS6Jel9Vxyc7lAZ2tFEJJ20I2rzGpxxil1RkQtCJfTMgnU86lbXY/+FEuXL6Azo7Q0RXibEpiChSH2JQqX6AoVma4soPtRrRHB0RxQp2fIOIJYQlos0crgp0/iy4+j3YuILt/liADXBpDvWJ2fEixqLj3ta+wuvdAKp53xY//m8Avish/A3yZJtuM9c9fEJHrwBkNO9M7iljT5MKUFlcb+r0OusiIDxIkeAKKGQ2wwz18vaIsPC6ymFCyf+VRhnvnAUHUE0YbhI1zFK0RcvxltDhmOZ82tbK2bvIlixmFN0h4nShJCeUJcasDusLgse0hThzl6j5u+ASh9zGq0IdsSVlMqMuCfL7gpa/eYPH6l0iqB7J+fXuAV9XfoUnHRlVv0NAcfuMxOfBvfzPndZEjsoJf5piW0N2OSXc2sd0WrhVTBUNkPNLax6SbFHlGCAlRZxuoSdMIVdskoKYtCpvQbvcI+48Rjl/BHz3H+OwuaV3SiwJWm6ICf3aEdWCdUJc5JnK4OMGZc/jOU5TdHdz2h5H+HnW5QBYnlHnF9NbLLI+vY7I2VMdNMuyDdPtmgHivJdQ12xf6GE3QYUrVcXTbCWl/B0naUBeolmSLM+qbv4d2rxKPdujaEUUJVAFMoCiXvHbzOkeLKdfOHdBPOgwf/yHC+adJ7r3K3dvP80g7gXKGaoYVQzCCT9poZ5N4eIDv7RF6+5j2JpIOCO0RZQHL8V3u3vgUsTf0eh2y4+scvtmwfGwAACAASURBVPYqmexybuNfYj38ujzUwIuCZCtqGzCzkk67RX3fU9oJ2GMk6VL6QLGoOD59lnLxFWR4lcH5yyRxQhTHEMXcmZzwhRee5yibUuH50Y/+EFFsoe1IErh84RFartNQXdUVkYup6xqvik9aFFFE2ulTVDX1fEZ9ckQ1P2I1maNymez2c9RSIpsD7NY19i/2yGZHZMV3KVGQGsOyVNqbQjxwFNYRhT3KSYUvTjBDOD2ZcfLGKWd1zN4wZnX2Kre/9lU6UmOsx3Q63FyWVKMt/o0nn+LyxSukVUGc9lHj2BrtAw1vgQZQFbxE+FooVxnLyYRycUo9OcXPDxFyoiTFmJJgWyiBaPQUJy/8U+YTQzrL6e3so919iqPv0rCwiw12kCJOiZzQSQ3F5A6ryuK6PaZ3Z+QnY+Ks5kq7Io0MO/0BdWFYmjY3Xz8kLSZcji22nMCrn+bw9kvcXgUOHr9CbtrkZUXa6+NcwxNZLlasTudk0znV6pRW1xGlEeQrXJ0TdTeJTJvgEogMWb7k3mu/z/zWHXrDBGNjsjDHJTH95LuUk0w1MDq/w+L2KSUlUdJB2tBKAFa0o4i5pnR2O0Q2I4k8q9N7tHodtjsZydV9xqdn6OyUjjOkEkhbLcaLjDuvz4mSCavZLUzkSNstfFVRFxXlyZJyUdLZGZG4mCgRTOLQVYS1QlFkYDzVqiRISWc7pp5EIJZQnlKPM4J1tPqDB+r2UAMvAr6okTiFuKAqC/BKuVggxjG/d0J2XJCpobvRpYwFkQjKjDgZYiYzzLKAoITck1U1Yo7o9BwhjVgcL+mlMUQlEhbU1QpRxaUVkYM4CrhBB0yFrqtMot4mJtpkNXuOkE8x2qE/eoLk2mO4UGB9jU1blHXN+OTkgbo91MDXlafOZxgTMbufEbSkv9EiryA/nRK3U4YX2yyXBdPpAkXYOrdJHXdZlRG+jvB5k/HlyxVR31IUGfN5m3n7HMaMMNUpO1ueujxEfEWeF7QGbUQS4jhq/PmipM6gGHtaA49tJYRxjQklupyxHC9IBn2sFIx2nyLZ2GA8mfPyvQezsz/UwGsQZicWJ0uSVoqLLMWqpqwE20qoJGE+rqhUKHGsVsqtL91ha7PLzrmAbXUI7T7lao4rcuqxkI6GZOYCp/PA1SuP05Ux1eJZVALqLRJiersXMW6T1WxKWaX45QRCD211qSQhPztjfPcufr7EegiVp4uhv9Uj9yvC2YrBYI8r73scfvmzb6vbQw18nFpG51LypaHyFXlQpsuS05OM4JWsmGCNobc5ovIRhS/wIbCarxgfH1Pmd/B1TSDQboFLU05vK/NWxfZoSrR6HdncJlsusc7hNkbE0SlCQtAY0z7g3t2Kdrums3OeanLKYjljcnKf5dKiuSVSpb/Xw6aGUK04uXmDpJUyiiKi1nepjZ+vKj733D1mc89slpPXQu3BipI6wzyvuDiMOBjE9C5dJlstKO7cJKxKvFZMpgVVraRtoaghrCqkLbx0fIv3RxvEdkWrU1NpjeQl2fKUZDplOW7T2RZc6jBlhZcIa1qoVozPMnwweNdlNp/TIhDPFrTaMTbuIHlJpTVnp/eoOHugbg818Isi8NsvzYgRWkZw0pSwBA1MiprIAUaQTpdiuaKajJG6pi5gkVUcZYEzL/S8YbrIidoRF5OEi32Y3rtBOi1xvqCu2rjiNq1ejOl0SGKPz48xmtDrxSCCC6d0U0vpU6QoSNslDCISI1BXVNkCszViNNribDrhaFFh2t+lnGQKFAheYRUgkYDRpohMgW4Nd6c16c37JAJUBaoen3mibkRUJWxUSssakpZDndA2SstURB1oucDsxmeps4rhVkI86NIZNubBAKIREqeUyzPK4xrVBZQF1lmSdoTtRyRJBIXHB6Eqcg7zPnemmwzPXWW0dxH4pbfV7aEHvlbwNKWNRVCcQuYDEYITg9bK0emSQSchn+eEoOQ1DF2bnVELU61I04hWf5fFckmvn2BCC2uAKKalEVG/IokjQmlY3c0oixmuK9jIENk2xbhgtjzDhxVVC2pr1+weghqHJCkLusyKfZbxATvX9tnYHNHpdB+o20MPvG9IYr5eMlOGpgwgtoYMoQzKvayiFphlnsoHShWO7k7YS+acH0T0UksrgXavx+L+MUUV4dVSVIpxDs2W+NWEbttQ5B7imP5ezNzFHI5PwYOWNYl6oqThzep3DNvbKe12i7J9ianfpb+xyfnhBp1en7SVEkffpRS3sH7kRajXueatyFJ5wdNUhZRBiWolDYYVlswH6hDYcgatK2azGusrRAoMhtmkJmn3cbHn8GTCvWXNvAxc2krpn9ukZYXxeM6nr8+5N6vY7LbYaBu2OimdQYr1OZ2WYThM2dwe0e9vU3Uv4OwmaW+DVrtNHCdEkcPYdylkICJD4O8B76cZoP8B8BLfJqIgBYp1VxofFEExXijXdc21KlYgqwOK4pyFqsbGlmnwmMhxVtUcLT3bk4rt1OCNMl7OcDbhX5ysaFvhOPfcPKp5sWxqVieLnNgIF0Yd9odtRh1LSwL9JNByMf3NEWkrIvUBmy+JdhPo9HFpm8glWBdjrf16555vO/BrIP+Zqv6kiMRAm6as/ttCFBQbYZhYigBzFbwqtYIzDcGnoniayrtJXiFiyINnd9SiLituTHOWdfOkdDLPh8732exGZAXcurekHxv6cUQSKSuvHE8zch/oCDw6Srl20GPYdkheUc5WRK5FvoTTkyVxLFx6+hHMzmVagwNaUYIxNcaCs4J10tD5fbuBF5EB8CdpGJlYN9QqReTbRhTkg9KOFPHNqK6AYC2pc9TB44MSfEMCv/Ceoi4JKGfzFRI8q7qm1qazQlkpn3r9jMhYnAhd17SbEC8sgqCidBLD+X6HjkAUKk5PJ4xPlNncY6KYtKrxNiHqJrT7OyyWLTp3lpjjl2Dt6trY4lzUsLa+w5bytzLir9AkL/0vIvIBmnS9v8a3SBT01rwaEXijyBEV1NBQmkRC6YTgA6Eq8SocVwHNw5vdtJiUTRklDX8cxjmsNFkLtdSgwrxWIiusqmJd+wTGC6tJkwsj+ibbJHhVWGXUE/Bhfe71MUbW5fhGsMZgY9OwPmnA64Ozhb+VknoHfBj4u6r6IWBJY1a+LuvR/U2lqqnqz6vq96nq91nbFBSLach7gKaGVP3XbaixEDtDZBuOSTEN9YE1YKSph42cW3cra760kQYw1qRAgoJKUzQZDKjBrzubNWxogohgEdb3qLkxAjWKijasTHZ9EW0Ko3mXWlXcBm6r6ptRoP+LBvhviSjoG8U4CyEQjGLeBEqbjjPGmKZWVRRjBGpBQ0PitoYTaxyOhoTCSDMO/vAGNIAia6AQRBrGPUPTMi6INJw267978/2mhHV9HSOINYixDUv3+rNmBfIAvf7oOP9/RVXvAbdE5PH1Wz8KPM8f5s/Av5xX8+9JIx/nj0AUZIyh1YpI06gJ0Ua24W83ikjAGGk43o1Zk/ZHxJHF2qY5VmQMsbMYA84anBicESKR9Xne7CYn2DW/jIggpiF+bljh3iTH/cMnyFqInME5i4sMSWRJnPv6UweNeXoHuppv2av5T4F/tPZobtCQ/xi+TURBYgQXR5gANgQqv26OKAYrhubZBmcUK7YhZ45riqJuWD9sTJS26XX75IsxVb4iIFjVppxe3jQ1rEdx078P1p+tR6+a0PT2CyDo+kaZdZcFwTpHIACWoP7rE8Q7dJx7b/u5frPSaSd66dIGvm5Ar6sS7xt7bMQ1dav6h9wyzch2+DrgopRP/vR/zMVrj9Nu9zm98UU++6n/m/H4DDEO6xzWtbHOIGKRNaWt16ZDZQiB2nt8VVCWRVN6WVfU9bqQmAChse9IQyKnKkBDQBHWTFF3T/J3JVv4XRUxgnOOECrEG5yNaIhPDdZGuCgiihPSTodBb4PeYEhvMKTfG7IxaHNxd4gUt5jdOsbNT/nY1QPUXGX7ymU6oz1s/xzBNqxMYmLq5QnFckxr53HUNORydV1SZ1PKbIEXR1mWVHVgOTliMRtzenKXbJWxXBXMZ2OW8zPyxZLgyzVV1tvLQw28Kg0Bp3P0el0GgyHDzW22NvcYbe42LSi6PeI4wboIJ5bgK/LxKb12hM2mrM7uERtD3O1RhIJ6VTB98Vny5DqdzS36e7ukSYSaiGo1x1Q1HXMFI0qxmlAWC3T6BtFqjtaBtgTs4AIbG6Db+6x2Ekrvibo7pMML1BIzm5xydnLI2d07/ON/+L++rW4PNfBpq8OP/NifZzDapNPtEydrRmwTNV0PjGk63BiHSDPB1pO71LObON1scmd6G1RlhoQYa3YwGwkhnxCqgI1HlJMZrF6l0+8Quw7tdIhb3SXqDEltSebAOkshgbTdxGCK8pTJeEoV9Zjev0VVFUhym9HVko3LH6Y7uMbehUuEp8vvTuDb7Q6XL19DrMUa1/jtYrGm8TxETOM6ExBfQ1VSnR3SiVs4wIWM1AQcBcGXRFqi5RTbahENh0S9fepigi8TxNckiWIjSygmhLoEHC3XJt14jHpQoRIoF/cI+W16UcZ0PqZtPHUkLLITTq9/nm53QGvjAAmK6HdpJhki2ChaexCsW7A0fDUmNIsku66ots5QHF4n9hnOZ6hvYWUEb/r4DiTtrPnIBOocnb5MmnYxO08QuYbH2EYxxkaU2SnGB8q8ABsTW6UyCZEP2OElOt05nV5GUQZOZhm9KMLTNOaVUDVrju9WGw8goSaYxn20YhtwrMWJwZh12Jhm8rXlgursOmnagbhEq7gpndcaYxRDgZYVWpeEusS1BsTGNLH+KgCeejVuvBrvCQrq+mS5oZzcwJZ3cWlM1N8jGl0iSnrE+ZTW5kW8SVgtz/BWycaHxN3hmvf87eWhB94413DKiMFZwTlFfY4va6q6IeZxzpKmPTrbVzCxEtUF+entddlOhIYKrEOtIFoj6pvQQHVCuZw0XUBUm5WsaQg8g0mQVh+XJnTaCcZexs8MhjFGCzS7T9weoqyoFrcp6TKfj6kmp6TDfULa5p089YcaeAHEV/g6x9clBZ4kSeh2OrSSGCEGdXSH5zB1gack1HsUp7epVgUuadP+f6l776DLzvu+7/OU0+659e3vvtsBLDpBghRBUiwSm+hYiuyRpUiZTCRbGaXIo5mMZ5IoTZnEju3Ek9iJk4ySWJEmjqVRsS1ZhkSRFEVSJEGCINEWy8Uutu/by+2nPSV/nPsuVxQWNAkgWfxmdvbuuefes8/vnPt72rf05hHO1Mn3HqlmNhSmwpkSGcR4N9MRU2FtQ6F1LRDqS3wxAm0JQ4VfvrfuE5TCqgBR5viwha0qtq+cY1RZdHue9moKzr7mItVdnXhrKwYH2wRK0Ww1aKZttAzwXmKNIAwjtAwoDraw+9fx4z2kUjhrCOePEbUXqbIhFBkqUKgoQqoAJRWHS2BSh/UstsrwQuKo3dCkrhfEjM3xziE9uMrjq4IKiwuaOB1jdcqk3GNcOIbTCQudeaytvV7Fm7Qs/KaHEIK01SIOIuIoQuoQIRTSS5TSaKnwxYjJzQv4bECsBEpEOG8ROsGIGGc2CUROqGNanYSyEkhf4UWA9AJrc0w+xdoKvKCWCVZ4YWuVZiwqiHFCI3SCVg2GkxH93etMS4NoLjEZ71M5jw5DysohMLWR71tVKEgpTbs9RxiEaKXrlUPvCYKQWqCzNs5qNBKMG1NmBfl4iBYQ6ArhMuLAouMUqVOKIocqI4wDKpNTDPu4ckQQpUgn0I0mQgnCKKbIRpiqQCZtjDNYmTK1gmGWcXP9OtPJlKJy+MEQj6iXh70nH+7j8hEEIS67sw/UXZ14KWtbuEP1ESEkeIsUs8mT1LhGj6nxGC+w9Ilaa/U4vxoQUaG9Be+gmtS6kPmI3OTIIARvkFIhQ4UzHmvGeBfgdYDTETpqUBjLJDds711nMM44GI05GObs7O5SWUur1UCFEV4pGg1FKAKyg5uEzTamfBMdE97M8FCvJlL78SEkSge42aqkdw4hFSJdwHiNboeYfIhOukgzweR9sBOYXMflfXxV4Fy942SdqL26HeTDQd1JWkfpK7SxeBWhoxZEXcb5Dhs7z7JzcMD1jW3ywpBlU3RQo5DDKGRxeYnACzAltphgA4l8y06gqI3eDLMRjvPYmR2cc6JeS8eRTQdsXXsJbwzOSo7f/26UbFC5KWHQwcUR1u1h/RAvDEiFsxbrSoKwifGesqhdLY0p8GNDZ/UE4+11RoMrlOWEnf0+uwdDhqMRURjSaTXQWhIoRyON0dLhK8fUSRgNaHhLlLTu2K67O/GeWxKCDurl99nSrcQhPOAs0/4O+cEmNy+8RJiskI0NUlimo306C8eJ4gRvBIP1G+zvbJB0jrG4ehpTjnFZBVITNxaQEVh3QD4d0L/4LOO9G1ROsL29zaA/JCsKAi2xla0NAlyAjAJU0MbhCJsprd4iaWceGYZ4+SaJwQkh/kPg36lTxAvUmxurvEF6NZ568udm81MON/S8xeQjqukAQYCOYoI4pju/BCqlv3kFKR1F0Wfzynl0OsfqieMYW5K05kAH7GxdYjQ8oL2wSpx06W9cxRvDdLyPVorJ3nX2d3fJiwxvHVorpJYUKkCGMUkcowINWuGThKAV0um2CRttgrgBOsGLNwHQJIRYA34BeMh7nwkhfpOarf2v8Ubp1cyMDb2vpcatlbUZrhA1fj3u4dHYaUagAwIJPhTEzqKjFnPt40g02XBII1KYRshob4dLF84jtCZupHhvuL7/PPl0DAiMNQRKUFmL1BEBFlOURFFIIhWN5VWsNzRabdrdHmGSECUJcRTUnXiYQpjgpYI3ySPk8POJEKKiBjNtAB8G/s3Z+78G/FfUif/R2WuoN8b/oRBCvKaegQdjPV46lIdv7fsLZBghiLGVoRhsMLhxASEDfN7HZWP6m1eIWou4IKK3dIwwcIikhWoYWkuCrZ0DNjcHdDueZiNlLgnxzjKdTHCmYOHIUdqdea5evUBRVcgo4chcm+XVI2TZmMobWr154uYcSghMNcYLhy0mVMUEHzdqPtZrJO57Cu/9TSHE3wOuARnwR9Sl5Q3Tq+nNz9dQCV/bRwgJBotC4lyNGvBSEPeOMP/oh7CVQdiKyeZFzPiA4fY1TNyi0ZtH64ixazEMYoYOGm3o9JZYXV5hZ+Mio+kIhKTV6zA/t0x/0Gf7+iUW04D28jG6i0uosI1B0Fo6CUpTVp5yekCjd4Sy8gx3riKcoZps0jr5AC5M3/jECyF61E/xKaBPDQT/xPf6fYdxu17N8ZOnvPMzD6hD/IuoDReFcDhR1/6o2SJqRAihcNbRXFile+IRysphRUDlFUVeQV7QDAoe7XWIRy+Tba0z2dqg6T2LC03StfsIGh1QIe1jkijUxNoSJi1UoPC21iOWaUplIdsfMcwrbrz0FPm0T55BqBW9lRXQTbSO79jO11NqPgpc9t7vAAgh/im1hs0bplfj8VjnQbgZGqDe/EAeIgAcXtalR4laR14EirA9R9zu4R0YY8nzkmLSR/YC4ngRazzlcA7RvE5iDUd7c+g4JkjaKB0ihEQGCd5mgCNM5giUYbx1lmJ4GZ+1kUmTZuRJVuforszhrKmdeGyO9ZIgaYB+c5zPrgHvEUI0qEvNR6jV+D7LG6RXA/Vw0ghRr6c78MIhvQTpkEKgbC3g7/Co2einBnPVkC8dCppBQNoIEWLmiuDBtzv4tWMIX38WfwiEqjdbhNI4C1lZIaNaD37/4IDhKMeToaOcpLEAxuHdlCCthZ69DaEqEUrj3wxtYe/9V4QQvw18ndoK8hvUJeJf8gbp1QBYb2sjFVejuqSsoRQg8ELihUA4cejtDNQQy0Pk1+FY3yuFRH0LXiepzVOEr2fAhxg/agLEdOsi48vPYlurVKslqycfZP6+7yfpXWPj7OfJGTHcuo6XivbqKYSeInwDghgddHFC1aSKO8TrGtV4738J+KVvO/yG6dXc6lSFR8paE8w5X29w+3qoaamdt+UM4yJnx4UArCffuYQ3BfHiSaSK+JYJZC3SX0/M9OymeZx39U1rLMDCfcgwxIYdShkTL9xLMHcCE7WYDDdxR4oaoxNElPkEvEDJGbX+Fv7s1ePunrlSr8yKmYmKl7J2EsYjnEAIh5BgvZzB72b4xxnaCw9B7xjWO6zUt9xvQNQkthnGUtQYqVs3DSEIWl3mmnO3eFg7m5eZZAbjLFJJwmQR77LapkIIdNoGofFCYmtoM+JNHMe/qeHxdUOFRHhRo2+lB+StuSy2rjJmlnQ3W7+pYXk1kNShavfh2jah/iPEIax1VtsPIaj1DPnQNHG2IISOm7RDh51BCU12QFlVlGVR7wFHEVIGIDS3/L3FWzTxeI91bpbM+il21KXGCVtj04Wo4XTezXy1xa0REG6GBp7dCD9jkYCvO+hDyPWh5exhTZ5BtmuIoJi95WdEA4dSAhe3CFSEjg1WuBn/1tfiRs7fsjm6U9zVia+5T7aGR3tRezIh8MIiRL18IMVsG094zKxDRfgZqv32KntYhqC+jW7WSVf1c3+I5J/1Ad67OpH1HZsxEGe/Kj/zap3ddGcrHK7+hcxKjPeK1xq03d2J9x5jDVJanNBIPNoLnHCHdMB6ZV7UtJoZ5hqoiQJSOA6r+iFivnYs87ee/FvXov4iAbiZv2A9zJz5hniw3t3qb5yXGJNT5GPAoFQIIoBZWasBsHdu212deOcc0+n41s9dq3rh6XBX6tDaEyFQUmCcQUo9Y3uA8/YW+UBIgRQ1pl0KMaPQ3FbPncUai3G2Tvxsca4e6VAjg2ed8yF+wBozc0zzCF9hMQg383jF33LJfLW4qxM/HQ740u/8E3yZMckNMkwYjKYkSUyiFVGcECQpzlviOKwF/ZOEtNlAyYBYKZYXF1hcXKQ71yVNm0TxjIN6WLZ8bU9UlCWTyZjxQZ+dnV02N7fY2t5mMBhQlgXW+tnegP/WKMszg2e7W6/rsj67Ya/Rud7V+PgkjvzKfIt25BjmHisj8mmGFpI4ClhZWyVudRgc7OO9Yq7X48H772XtyBG63S6NRorS6hbxAPhW3T2cXAnxZxwlDmlbzjqyLGNna5sLFy5w9qVz3FjfoMzz2dM/+w7qLUTraqy+O/xlyJoEnRnzqvj4uzrxURj6dpqA97X2gKzBSFIodKBYnO9x9NRJVpdWeeyxx4gbMeJwzUQqVBjinUOpmnxmra3Xf8ocPEgd1Bic5HAV8c+PQuon2lOVJRsbG3zj68/yjW88x+7e/qz0CKyb7YZ5f4sVqAOFlrA/fXViwt2d+Cj0C+0OWtUgI+drBl8Qhdxzz2ne98S7OXH6FHEcE4QxZZFhyhylAoQUTLJ9Ap0QR3U58h7KYorAEOmEwWAbbx0LSydwOExVc8adtegomQ0p/Z8lGHgYDft8/WvP8oUvfIntnd16dg1Y52h1O0jhmT96gr/w0Q/zt//uf/fWY4TgodVtk2c5mhrgdObee3nv+97LqdOniKIQ7+rx/cJCD29TtrZ3KcqCWMf0x9s4X6GUZlzssdA+zfb2Bo2GY7K7Q1OWrDUt4d55Mp8iJn0Cu4f1ASZZQaQrlNMxthjj82G9EZ4eIYjbfOjxY7zjbX+VLz71LJ//0y8xHI5ACtJOiyqbsnPjKl986qk7Nu2uTryQkt78POs3brK4uMiHPvgBHnn0YaIwmnWO9bp8GnsWeiGNpEWWD/n8V55iafEY/b1tDkbXQQv2p9cIwq8x3ilo64ozztJNptAvGAKx0IioSaUaRNoRFlcwBxp8gBEpbrKJKEuynVcw/XVEYOgH9/PRj/8MDz/6EL/7e09y/sJFtFK0k9pW+twzT9+xbXd14qUUlMbw3ve+h/d///vo9noIIaiyCVoHRGlEoh0ry0uESlCVJfedPsHy4o/yy//X/8ZO/wVUM8OMIwrhaHc97a6gvOaZqAkLaQTKECmPGU2QQVDrzyddZNBAVCV6fA0RjEFPqIIEVWlE4VB5ReQ2Kcd7nDx5kp/92Z/mT/74c3zpq1/DBZI8L3kNePzdnfggCPnoBz/Eg488SBAEeGNx3hKEEVEc02spTp08RZI20TLAektVTKEZ88jDJ/mXf/Qc1b4ijiRxQxO4GrrX7Tru75R00gKbVYTeo7qSqjUHMmRqEqpSkrbmCEQBNscNp0RygjICHRtyK4ijkCRN8RIaacrH/8LHWFld4ck/+CSVVKg4gumri/ff1YnvdNq87fHHgBnTQsp6wuQccRzSCC2xcsQaZCCQMqHSIIRjbeUYK/Nd1jdG5Lak3U2JmpZrF/uohiMrHGnsCCOJyw06EOjqAOFy2saQ2wRRpuRSE1EQRh4ZaBQtMAZR7kKUosNm7VosPVpr3v742+l2O/zWb/1TDgYHd2zbd2R2CyF+RQixLYR48bZjc0KITwkhLsz+7s2OCyHE/ySEuCiEeF4I8fhtn/np2fkXhBA//WrX+vbQWqO1IpCKKAxJGg2SRkK7nbIw1yWKIpzJEC5HU+HNBFNMEFJycLBHWWRYZ1AywImSjfUdphsV771qkV4hhaKZhjTmQiosxjsqEkSc0Fzo0urAfMvSVgPC7hwiaBJVe9Dfrcfw0RzSf8tCGhw4w+l77+Enf/LHOXHs6PeeeOBX+fOb2P8JtSbNfcBn+JZ4xO2aND9HDetACDFHvWHyBPUmyS8d3qzXCiEEWip0oNFhSBBohBnSf+7XufmZv83uF/9XquEmUtRkYa0Cgihlb3eDC9/8BsbldI94kjYML1esTEMebnRZdfPY4TxcEkgfE+aWcOTx4xGxHxCJKS6rjdBHI0PeOI5SkliM0MoRCIdupCStBaIwYrS1jisKsI4wjpFKcPL0CX7sx/7SHdv2HUuN9/7zQoiT33b4u9KkmZ37Ke/9/iyhn6K+mb/+momH2fqKRimJsFN2zv0+fvtZQ5+xEgAAIABJREFUdKLxjQV2Xvodqs0/ptk7jtMN+oMJpnWaUbYHjRAZ5nS7iiOtORIxpqkT8rBDN4Tx1hb+WkZ3VRImYLxAxA0CM4JsRBgofL5FRkEuDVEYItIO5d4GPgzpLi7QnV/EOUlVlfXEzXtsPgWlWFp54+UPv1tNmjsd/3NxO65mcWGBQNWiEFo59l98kmrjLGFYA5qkzMkHV+iPzzLZjEC1MWXBeApduc91UxB7zf2V5p7WArv7OZ1omTLxkEuIH2F08DIyKFk+3SKwBdgRsXJIZ7FViFhexLkEPyqQQUk1HFLlAh3nBOk8aZpSWU82mdSECClx+RRbFTj7Jq7He++9uLWT8PrjdlzNfffe64M4RLiS0ct/gNv9Gr1WRRSWaDGAvsE3GthQ4X2A4AAftEmSik8chbmrGVfHKY+kDcqb52nu7fHNtOTBMx/BD0cMr04I5xrEKzn5NKPRkSgv8D5CNTTWKEpCfDVkXHniZJHI7KGXKyZeo+IOOtC02k1MWVBkBVJFSK3RUmOq6o7t/F4T/91q0tzkW6Xp8PiffKeL1OI8nunWN6h2niMMBY1IE1d7qDhG0CRMQOoIlW1A2EH6rN5LjSTvW5TcYywHVhNHFrOo0aIinYvpD0dcmNvkQA2Jrgn+jXsj8rzExUcJYltvqPfHNJshshPQamcYqQm0Il202KlGN+cQUhCEAY1WG6EDTFWRtDrYqkSFdwY0fa96Nd+tJs0ngY8LIXqzTvXjs2PfITz7V77M6MbXiSNPt2Nph3voOET0HkT0TuGyDD1dh3QRV+VIHJoxkemTTCcci/usmHMw52m+rwfHR3zl+qe4tPpNknc0CJYa9KXiC+N59m2A2V2nKBQy6dI+cZpmr0mSNghaiyjpUHNLlF5BENagp1q/iShJkEqio6je+ZIKFbwOJJkQ4tepn9YFIcQN6tHJ3+G70KTx3u8LIf4b4HAO/V8fdrSvFbYYkW+/QBgGiGARqUDoiGC6g49SCCLC5AE0A0TYRTdDJGPKSYhWDhXllBPP0W5BFBoubJ/mwA0I1/bIXUreP2D7kicba9YXGmTlMmm1x9vLfTp2ihYpsr9NtmdQcwsEOkHKKWEzohxLZNiAGbpNKUGSNCirem3IVhXGmTu27V9lVPNTd3jrI69yrgd+/g7f8yvAr3yn6/2Zz1RTmolA5Ts02nNIvQIyQwcaoQ3ltEAlGkmIdBlKgs8zAjvFLjyK7gxozl3FZ4YbO30+c+1FTFri+gVzOqAYNulnfTCa3OSMGyHZUsjnC8OHpxWnwi2CwCFFhdleR6YxVSAgcJB0kSqarb3XqIcwivHIGcBWIqq3KK5Gak0n9cShgcDgsx1kFKJ9HypH3L2HWE2wI0eoRuiwCbIFLifPruLjFVx3kTje5oSwpMOMdesZ7yWMg4oVEXDyVBNrUpJUYa1DIjBtyWf3KubnHmF1RZN2LlFt7TCuHIULMEUBrRWiuIlQeobhqbULlNZ4UyFdDTW5U9zViVdKIJM2vpESaEvMFt5neNUjSOdxQUAVniQOJNI1kALsYI8QR9zx+PF57FgTxo65SHBfE67vSaw0jDNHccLRUhHtVoiIYK7dZFpMKMWYuaUGG9s5Jg9YWTxCfKxFYzRi3K8wlYH01EyMztcgV2YMFmvqxIsZwPYOcVcnXmCJdUXgpqggQbTfRVjtona+jHFzhIFGT84S2Js4UlxrlWBuCa3nCYIcJceY0KHiGNk0dC6HUHikkSyeigkbMXGY0JqLcVIyGmTcvDlm5UTAyvyDVNN1rt8cM9w2JM2QOJQIHWFKENEyQRxjzAwCIgXY2oZ0vHmTdPkI3ryOGv//ZyilmdM3YXQdPwV55Al0cR3VSAhbCcHw84jpAJFIfNqB6TqbL1xj4VgACy0IFgiyXaxrUE5zvm9JcExIfr+AG1ODU450MUaHGms9C4stxpM2EYam2Cc5khLJFls3BkjbwAwNOEOqGqQkzOOQ3uKswKPqoWWS0F07QVXktxT5Xi3u6sRLM6QxfA4fhYDG9b+Gyg9Qkca6MVpafDtFVSUiSsjWt5hLDd2Wx5sxTAo8FbgJceSYV46hCCgyzXhqaSYSHWoCHWBszs7ulLWlMyzOgSj3qUxFM4V2V5JNS6JA4oRiajTXX3wSEbU4euIxzHSCVwkej9IRQQxSKV5LRuKuTjyVwQYriHQBRU4w3UFWGSKMUfkraDedgZgURVGi5ls0Fhu4fAJxiyC7RqA93uc4CUFT8/K+pkyhnQTMLaYopRBCMZ7knD/3CkcXpqyKJoUdsbgcUpaeVruFUIZmcpT+zhWaaUCrPWH/5u9isqtE6VG6Cw/jZa07KcMQlKr/H3eI1yNx+6aHt+B3+4jNV/C7G7ioWXNLK4se7qBsjhhkCFcRZS/jGFIGErP6bvKswcFNkGqmPKsFhYAbpUcnLZyJabd7CBnTbM0zGGfce6LDD9wvWVsMCBsBg6HF+IThRNYEYr9Os2PQsmRvUKHsAVvXP8+Vl5/B2kNCQ033l0oRRMkd23ZXP/E6gNROoQBRAU2La4TIfIrqNRAWtJxgVYwxjobOKfdHOBGj2ymtMw2y/YKw5bEjy24fro1ikmMNeqEmjJocXz1Kf7JBq5lwIgpZ7iVIZ4nbAipQUQsR5Ez2PaNpRCBru6OXd5uc6EqUN0wHlxj2N5lfuQelNLekbfWbRDB+s0NoQXxE4c2M3W0K8usW2gIf99DjfVQkEOWQbCjQukGSesZ7e8SrIbLVIFIFVJ7SSi5cUahmQmYs8wttnJMEuol3kmooGVnJi7uOo/MlR49orFdM9nbR2hOYKU7EhHFMk5BHVYGUkrxUNFsl65c/x8KR0zPh0e9cSO7qxLugSTV/HGX74BxyOqW5mCGFRezcQCVA4FFeMDfv8KHH0qAxOMBuZ5j5Hl4sIka7CONYXlP0r/dBaZqdBmGga5aIDLhxecKVPYPfsjQVnDkd84EPNegtxAz2+iTtehVyWoyR3jMvQ3Jr2TyQNFpd2vNdwigGUW9Nwm2otVeJuzvxhGSND6JERigr1LwjODZFDJ7FD7fQkQMqRGEgFHgxQkctAqGx/Qlic0I1lgjtOXsp4JWRBx2hw4SDgyGn1urkKDRLa03EGcvVJ8dMM8s3LxZcX7e8410J3bbn5D2uFqULuoQNR5kJGkKSK0sjnGPt9CdQOqmpPKWpTV/eqok3PuTmfpNWI6WRRjSSJjJwqHgN1b2KY4godnGVQYoSzKimZoYBui2QPkNJiy9rns3GKCJZW4AoQokKiScONCb3tJeaVLJCBAaKDAFo1eCZrx9w/KTg/relmDLD2BSpGkRRRlUaHjvdRKRLtDqLKKXwFpTWM0zmW3Qcr6MW4dL3sbu3QdXfI1QjWqmm01qhGS+TBBYVbICZImWI7qyA3UXkm5Bt4M0molMidnIePFlyqXmah9/9lxlXOSPzNfK8z/XtFxhlY3xc4DIFoaNykBLR7S2zP+pjXA6ygxBjxsMBIpIEaLwUWFMRhccJo8YtawqlNaYs37qJF1LT7CywcOQEUZTiTEmVj5kMthkMt8FOiXWLSBqSsKRRddFiDpWcQCQOzD7CG1x7G7d1ifn4Ab7vPT/B0xd/g61ByoXxDvu7zxPqNoWZkmctjrw7Z/+rHj2JmU49w35Ft+eYTCRx6AhDjxMVUaAoqohhdYx33vuDNQ3UepRUWOdmQNfijm27uxMvJAQRZWmIY0mjPYfqLtCdP1JbVWhNPumTj/tk0z4Hw13INhDegIqBBYwpUT5FZFPC9hHCsEk7uYdnL3+VvckOOmwwyYdUpiQvSlaPhkwuCqbDAjWZUBYlUgdonVFVjihZQfoxzc4S00lJe/Ux0lYPZ10tu4sHa+qy41/HcFII8SvADwPb3vtHZsf+e+BHgBJ4Bfir3vv+7L1fpJZIscAveO8/OTv+CWr7IgX8n977v/Odru2BOO0xOtghy3J0ECEjjU6aSFUrrraTJu3F2W6j9zhbUWQjpAqwtsTaElNO2br2ED0RkVUj1vcusHFwnrIcErfm6DVaTKc5UZSzs56xcKbJzq6AyiC1ZFIqBvvQ7aQoKcimAWE+oNl9jLlT76/5WFIgcTVJwXmk0kjz+qSxfhX4h9QiP4fxKeAXZyocfxf4ReA/FkI8RM3Yfhg4AnxaCHFm9pn/BfgYNcLgaSHE73nv72zxOwupY5K0yWh8gAoCUqVBaDikO8mahCYEM/eCgCSMQUpsWaLDsGYEpl2+9Pyv8/KzX+Ty3itEjQQRLpEm8+ByBnaD/Z2SViNmaU1R3DRMLjiCMKY33+XoqcdI0w7T0tJZWSBqLNJafCdCNWrKzYyf6a1DBSHeW2T4Op74V8PVeO//6LZ/PkWtTQA1ruY3vPcFcHlGnz9keV/03l8CEEL8xuzc75D4mukXN+epjGMwHCGEotGUM1OVmtcnRa2pPRP3AKHwztbnODDW8Nlv/GM2+9+g21iiFcb0BxohWzgHeZ7jHcRpSa+X0Ehg+fg8u/shj7zrnTzxA49z+sw7qKqKcDLEo0jbSwgV3GKQIGq708HWTdL5xZmTwp1b9kbU+L9GbTEHNVbmdlD47fiZb8fVvKrr2e24mvlei0vP/QtaSxI9X7I3LhjmJ0lbY0ouUZQDyjKkylKqMq4VWIUhc45RBUUlcc5SlRnX9p9GC4GcTmoG/UqP8d6Y81++QrHtWFpoc/TI/YyvVFzZ2+KRx4/ztkeXmV+b47x4ipeu/QH52NDfsqzc8yg6a3CwcZak4+ima/S3N2hHezTiLsP9I+AMSoZ3TNrr1ST7z6gFJP6f1/M9t8ftuJp7zsx7uXIJkxhMBcNtwbiCUF0iT1/EeosrE8bThP40ILOaUVEyKiymkninEFS0dMjayttYSk7RChYIZgrbg/k9OP9Vbqy/gh9VzCdH2V9f5+qNKSc+sk3jqOW6u8FofA20Z+dGwebLEW9fWkGJiksXnqGotlhd1gRun3sWDXne4cC/j7TxHlL5JuhOCiF+hrrT/cht8iev5fX0XXtA6YbAnyyYkLOz0+f5s31kdpk10SI+OQ9RifAK6wOmVjAqLNOyxFmHFpK13n083H0/Sd4kn26xv3+Fm1ymdBZrwI/ggXsf5uM/+BNYkzHaO8dLF9cpSsPW+g7OldhJhJuuMNg74ObljLizTGruJR42aZkBg/0JNyab9LoKfeyHCaMllhmD98ynj9+5bd9Frm/FbITyHwEf8t5Pb3vr94B/IoT4H6g71/uAr1JXu/uEEKdmCf9JvqVb9hoXchhdkpWecREiljRaTxHhIuQhhZkyNY79zDCYFhRVjqRkMV7k8aWfol0c4fLNz7HON8jVhEmVY01GOTXkI8vw8pDdL1YsdxZ4z3vex+Pv+2E++sP3s/Obf5+N53bpnxujjaEXHmcufB9m/hkeeeIBTnZTivEcp1Y/QJoGXLj4SSojSMPHaYQS8pfY2nsesvnvPfF3wNX8IhABn5rNzp7y3v973vuzMzW+l6hL0M97X8uNCiH+OjWISQG/4r0/+52ubb1je9gnmySMx4pwPsFox1ZQwRgKJIXzlNajlCIRMUvpQ7y9+Ve4uf4CX87/b3aLHbJhSTWZUI4MQalx+5psB7J9izeQFRk3b56jcxa6Rx7l3/35v8k//oP/kq29ywQuxtkXWGw+xP0r72R5XiJ8k6ilKF/pcPId9zEdTGjFQ1w5RMUrjDjJ5f7T6J07jx2+V1zNP3qVY4fn/y3gb73K8SepAU//ylFWkivbgrKa4lxJHk8xMsKJDHtIWweEcjjvaIZHeSj5MZ4+/894cfRp8umEql/h9iPkNEAOO7gsxBXgixxKhQ4FURwShCFhpLiy9SRi+kX+4kf/fT797P+MyUb0whiZfIkyO8a+22d3N6BRzTMc75PklpXTq7z9nkdpNkJyF4M/Rtjp86WnL9yxbXf1zLVygoPSgDD4IKRyDucVnojKVVRVRl5WVNWARLZ5eP77+efP/Rfs9a/hJyHSWFpWoaMYpVpYIgpniZqgmpbtvZzhVgRaIENN2gpZbgdsuHPsVJ6//AO/wLmtXyMQBqVLNp5VWCRpb4PJ9Smb1SaDr3sa8yN2FhxXh22c1qQ6Igg1J8+8VV3qvaPyFu80xgUUtsJagzVjijLDGijyKQrHB0/9W7xw5TcZDa/TMh0inRKmBZ0opBPFqKqBLhJUCZ1mhA23eeq5jJc2BVGckKTt2nG+GTJn5lDJFCM3eez0j/PN3X+EJMZsn+HSBctD7xdcufwyRdVHlimBWuD8xYhpd49me8yZ6B56kx7tk9M7tu2uTrx1FYPxCOs0VXVAZQuMEZTVGGtyhG/hjOMj9/0cxfgqTTXieHee2LZoqwVaUYNUCzqBpim6aJdgq5LSTjioSnqp5IHTgtWjC6wdWaznYNOQxfBeSlOys/MVjs7/FVJ7H/3BNbLiKv3dJfYve6q8wjpNxCrX119iWZyi12sTG8krz0F06iJx9RZV03bOMRr1cT7AO0dlZorXNkO4DFkajjffzenkXq5sfIr7wmOUvo/2ASpMCBNF5DXKewqXkY8txbhiklUUdDk+v8yxRUfQMbTbOYYKOxLI1OKNIRwYhntP8+gjP8uNwW8xak2ZpgH2IKabnKZMzqKGTSZbJdPWAW7rAuHgFNnBmNyfpzX/FnWpFyiE8Sjv8DgkGu33SVWLpXCZOTlPWXyIS2cvsxrOYXKJcTk+nmC6e0iRIqcd8gycyYmqBK9jknYHXYSkQqBSSzJXksQOaSuCaAkftzAiRzcKKD2BjDi++A72e5fY2jb4qkEQVaTMUUwrCjsgbIe0VcrBNKF3JiPvH6cXvEWF+5VQdFQTWw4JhCMO5hjmQ8bn1li67xF6suQ3/+QSk/11PvCEQc6dIGzuk8YjFmODMh3wksQmKJpESYNQx4x2pvjzjrnuKjooCTcK3HxAcM+AuF0wMFdqoYowwilJOX2ZoHGGKFllPPksJ47D1nCXwikGxRWQmiBwRKJLfGJMGM6zdv8K47x/x7bd1YlPFCyrJmMjSFyAmTQpbsZ87V9c4dJcyTs++H6uvPBpJgfbTAfHaRw5yZlTa7zzXTFzdsqC2eGUeopmt2LsjrHDJxhPQs7+9ldQWxV7C8ewiz1WT/RYbSgW5nsEwTn6V0bk+QJCtzFYRvoy0dyHWb+RYfg863aHzdEl/LTLWN6kLA0b5w0vby+z9v4xg8kB+tGjvHTuzpPzuzrx0imSSUqZhQRVh4vX7ufa5QmV22MarvAnf/RF8mGflYc+xLXnP4v75lmqt3+UI2sf47HoSe53XyVVBUEMjbBPbHd58rkn2Hn5ArYMCIIO8/fGnH6/YfE+hZteodh+kf7Nd1K6NjZyGJ9RmhwfFgxGI5rzbXbsN9mxN4kzRVHmuKpknE0ZTa4zGUhaqzHPnn8B39+8Y9vu6sS7UtGZHGUljAjClCef/goXz71EPH8SG86RZ5cJpOXg/J9w/4Nvw+sm4cqDXD8IuVqOeGitxIQ1XM5rEHaTzRc+w9aOwakuy+JF3vuR46wWx9Ff9hSb+2xnnsv3rxE3VsEUlIOCtaCJsBk+GnPhmacRawXDPCKQnnw0RaocSY9kuaQK97i24wkGBc3XyO5dnfgwCHjk2D0EcYCh5EPvnOfK1S6myBEmY/me78Ncf4b78pucNn2+biTjIufGV3+LG93nKBrgEqhCsKFmr+oyf6ZFezfg8ot7vOvDA7TcYnK+CVcGqLziZrJEfrRkZWuMmW+xtdji6nDKPSInikEnGbmTxLJH1A7Z3Z0Se4WTJbbMMLsBQbpJiiTbfIuOahAeGUoyXbJrNpl01lg+pbl5/quML36e+UjwH5w+wg8//hcJl47zO7//z/niy1/hp35yn+5OwXAdwi64CNZNwiANWH245MQ7H+LZL7YIj7zItA/2FYMexgxv7jDprfHgN69wNJ4wPbrG6JGc/WMVfXHA0olnES9MyEaSdKmNCWJsoBBBSS76eBMigga9NCbJHaJ6i0L4jCvZHa0zFkM+/Zzja3+acXDlecrRNo+fOcrf+Ng7ebRSSG0JrOBHPvZxPji4RrLyGTaTq7zyXMJcUzIpNed3De2jE7q6RxDvs3aq4JvXK1qNXRYrT75veGE3I7wScmS+wSS2uDLnVNbDbEnMBxy74Tr6tKK6VhIcjxisb6F7GWHLIIoGIg8oTUU+srBdMa3eBI+Q/y9CSY0XYzYuH/C1L2hunnsa5Q1BusCyHxPuXqRUq8iyiSgmxIst4qP3k+/usj29zuDhCFYeIG3fw0M2ZffqlxjuDsCXVFnGVz4nEW9vMPdEm3K/Q/H8PumXY8bTCaUT6GyLYNxn7XqCvfDbjN9rCLpNglHBYGMLn1jCds5wq6IxaTN3b5/RpkftTxFDh7Fv0VKjpKcTxxzvnmKy8RlcVdBaXMOPdznjK6KtEQUaHzWo2gVq9wqqWzFSBdeGEvGgQ1YeO9qm2Vzh2IMf58ozv8fZL53H7Kb8pWMf4KHjS8iwQB/fZv+fDUgrwbAqifEESZPJJGe4s0HrakbnzCPYuGA42aGdNDBBgU8c5e4irVYTFXToBQVr8gUayw229t+iT7zwik58hHQt5YF3f4znv/4NRlvnWOikrKy2UHFItn6D8eA6vhkSrMYoE3PTHHDVOXoThwk8VdogL18hEk+RdErOn634wMIpjrXncddjbFawqS8xPMgocs3Eg/EFruqwW1UcFGOE8LSigK5qUE4H9Pc9asXix4YqH9NdWkQWHfz2OQ58j6rdYU/kd2zb94Srue29vwH8PWDRe78r6l2Rf0BNMp4CP+O9//rs3J8G/vPZR/+m9/7XvtO1jfWMqxxvYO/SnzLd26F95GF8GPO5q1/m+Fqb1OXkRZ/RwOBHkklL8NSkZGvOcc/ylHT8DFkjIdIBwo3xI8dClGLLbfpli1RFiOvbbJYlxcBT2BIlakxNv8rZsp4JMEwbvG2xS3OwRJhtY8cVrq0Q6TySCGcXaetFxvEu+4N9JiPJfvb6lgx+lT+Pq0EIcYyaGn/ttsO369U8Qa1X88RtejXvosYpPTPD1dxZwghwwnGjOKAqJI89schWvkg12sFk+3xuc8TbY8N9Qe25ulVWPJ0pnqkc+8ZyzAsaV2BlzqFbE3LvGY9g90Az8k3s6DoLztCNNwimQ65ODSZXZAiUhNJ59nFMkWQqJH34nXiWWFBz/Ny//eM44RG6Fp1WLiBpNGhIwdemv8x0OsbjaM+9DlecO+jVAPyP1Puuv3vbsTdUrwYUO9OAUVWwcO8cwWef52B/B2dyEBGfSx5k9Z6jXNJf5Q+rHczyEo2GJ4paNKYLVOE8LjwHccJkMubs/g2GqSAPMzaqLr3VU4Sx5qHBCnIacXy+wVq7SyOKkK0uc0mMiSN6p0/TPHUPn33y/6BEs3xvStJI0WEAUqBUSBiFVKM+jUSzttxCdAPa97X5zG9/5XtL/KuFEOJHgZve++e+DRH7uvVqbo9s6tk+b7FCMM0DEpfRaC+AavDoyYDv+/C/Tus9P8r+p/933t8DLSu2dzc5iErOdJ/g+x/8IY6bczRtH1Nq/vDin/K82WZ7NGGyt8MDb/sp4rDN3NIK983dSxgERKHHS83B5k3anR7WWkJ1FqUvIuIO1XDC3sYF5lePEJgGCIEzUBUlWX+dyjdQ3QdQoaLaeAM715kLzn9KXWbe8Lgd0NTudDBVRFWUaNHkBz/8cT7/xWe4cukKnbc/gTUTyumEB09/iGp4lfFkhOzNk0+eIdnNOPXsL3MkNUinyIaCH/EenR3jlSPHGS/0STqrxGqNtL2KCyKS6AsgO3j9CIsrI6xskGcGzadJogmPv+MIV66kPPD4hEa6y/rNo5Q2BSxSebQwdHvdmVI92NeJnfz2uIfadOvwaT8KfF0I8W7eAL2a2wFNa8eO+7g7TzBzo/fGEMYhSecIu8OSOb3Oo9t/jRc2l3j+UsnacodGu8OlQcjK3gU6xZCyaPLU1Zf45Pldfvb9j/LIaMz0+A8RH11FRS2iOKHRahLxDKl+Ch2uMq42SdJNsnyByr4IYowpDY0O3Hv/iLnmABk0aTYusT/8BDpQKKEoXUEQRodOGATqDUy89/4F4NYurhDiCvCu2ajm94C/PsNGPsFMr0YI8Ungv71NAO7j1BCR1wxjDHu72yghkKq2ElqY7/LN518gvq/DD0S/y+Zmh2+8bFBHzvLNfozfO4NtN1kut8jLNtX6FHtxk854h3zQQ1cTOiLHJl2CqHaotK7EuQN8MGFn/U9RwQLpwiKJDZFRwrhYptdp0mxO2N95gWz/FYQ6Tl7+BFUxRUgFVcFg5yZFPqjdlXVwi6jwPSX+1XA13vs7wTveUL2a+idbC/PX2FDLsROrfOAHn+ChtQZpeZOsfYIHHj3DpNpk0t6l2DS018/SGjrKTKL0AifUvSwvr5AWJbvZNnK8j0GDvUaczMzU5TM4dYTm3AnK6U36G3+EDo+hOw+Qbz/JVPSJ4lNEyYe5tn6ZON6k1/ljxqNVrF/Dm5yiyqi8RDiJsoeg2u8x8a+hV3P4/snbXr+hejXOWsbDA5xXZFlR68ZYjyNiZ3dAv+OZ734el17ievEEtr/GI6fO0986x/Rqj344JXCbhD6gsxSSre+yfZCx944GclLg1RcQ088SBRHjfAMhHe3eQ0yyCXsbEIhX6K5cJLc9Ru7tuMk5nPsSUWMBU7Y498IWLlWkTYkpslpuXala0us1kMJwl89ckZKDPGZzx3CwvkEQQdJdZe/qVbY7FWeDiIcaQ1RylXk/JY4WCPsvc2lbkt8Ysmb7pJWikzaIpw32J0O+0DmNmnrWyhtMhMAFTfq7FjueQDzH/uAqV156nkff9+N4PBPvyfKXiIuMTKxx89plHGM2bzxC4T6KHw8wU4kdrSOVRqtDowA1w4y/etzViXdecPHli/TEV7OMAAAYZUlEQVR3+kz2rnLy8Y/Q6i6x8eJT7BvLbx4IfqIUtOagLHbIJjucG8AfXmqxXwjeMR6yhqNXjTDjES+KiP47v58Ho68z3zvLZHiD8XjIwfqAbDhgZ3+TJIaFk/fhVcL+jacZTS7TO/FDbK2/wOrqIyysnuHS2d/mHY9GyP+3vTONseQ6z/Nzaq+6+9Z7z9I9M1yHywxDEZRsQ7IkJlSABIGSODCEID8Sw4ANZxHsbECcHwkCZHP8IwEcWQ4SyAGsmLQsyDEDWDIliuIiUhSHywxnenq6p9fbffdbt24tp05+1O3hiPHQyHCo6RH4Ahe4KNStOuet755Tder73le7wLPfXKe5U8LzXJych2ZkvlJRGGAYH1Ka9ocNmcTY+hhD7VOuF9m58F0uv9RG11JMu865YZnw+Zi5fMxoLOiGOjuxxZ50ULbgWQWNaEwuVYyUQa/awFp5mZFv0LraY383IApTttdGJLHEcvPYVkytuUPQ/j+88dIadqXCI942a6/tcu+pFnrq8NoLBbZWVjGtEn3/OJo+REQKpYNpmu9K3t6pPlC6pnF8+QRLx5eRUhH4faLREM+xMqtmGaOphESozIgFwVSakiQqM1OREoHCtiwMx8GwLCwvh+VYCE1hTQVIGTNdDUiTGBmPJ5Z/kv3ViKnyNJZl079gYoUPsX7RoFoucmI5T6wsDF1QtwzQbHQtEya19DR7EDMs3keu5vATXy2WEJpFkihKxUpmI0GMZYAhEtATQGXaMKmGORljExmjK4FQAk03UalCphIldJQyUErHsh10YjSvlJljqpQkVSQqzTxGhETTDXRhUGyAZWgIHZJIYhgmQujYuoWum5lLj6VjW2CaBoamYeh36Hp8MBrx+g9ewrJsUHJiS0GWVRbFmKZJkqakSYzQFJqmg2GhyQhdxQgUkRQYxsT0kIRUSjTNAE3H0FNSBJYhULqJYbnEKSiZeUKlqSRJEnQZoesmpmUhkChhEktFjA5KoqcJUomJQ06CENl2804lXilJo5JjZnYOqRStZpPdnSbtTg8pJa5tY5gaURwjE4mQY9BthILFhRnOnn2AJBX4/S6XLl9m0AsYjyPGcYptCfKeQqQaUmpIw2DazaP8PkHoI6UgkQpDE6AksRLEmk6SxJi2hdA0lOFQd230NEXpJsM4pnpkgUKtgY5ivzO8Yd8ONfGm5XDyrvvZ393hwttvsrXdJIklnpfHNAzGQUh3p8to5BPHyTVFvGqpxK/8o1/lC1/4PG+9dZ5nv/0CvdDGsduEgc/a5gZXN5uUSgUKxRK1SoW8a7F+ZR1nuE9l3CccJ8RSZQa+aAiVIpTA1sG0NdxGDdNMuNdU2G4ZBIxVhC1g8cgsenWKXmzw+1/5s187HGo7Il03lO2VKeZzlMtFDMMkikIGA59+3yeKo2s2cLbtsLS8xKc/8yn+xl//azz44GksK1PQCMOI7e1N1tc32NnaYXt3j0gmGIZO3itgOxZpmjDoDzHCEaK5zvb5t9m5skrQaaHihDgFOXHTFPk8abkGsaKuFKVcjpxtIGSMZTsIXeAnim6s8V+e+86dZ0ckNJ35uTls06TV3qfbGyLjhJRM8NmxLI4cP86nP/1JPvfkZzlz5iEq5eJEvEGQyogkjmivv807f/Tb2FrMyYW7+Etf+Hmccj07x4G3KEyc/4BUkUQRu9s7fP87z9G9usrmpXfY2VgjDEakmsko1dnoDtiIFPnAZ6Fss+hpVPIWiUwRKsXT7tB3riqVrF1Zy0rlxYRsz2F5eZlPfepTPPHEz3L2zIN4tsazv/ufWA3XCe+6C9ur0N26wtU3nmfcb7G9cgEbKNiSqL1Bb3uNo48+yfTdH2N3ew3HdSlPLWYOaSKbJE3Lojo9xceffJJSqYAQ0G3tc/ncOV5/+WW+++0XYWeIpqXIFNphgmPZ1DWd2I+Johih36Fef7pmKMvOY1o2x5eW+MxnfpYnP/cEDz14mmIxl92nxCFbF1/n67/5z1BRQLWs45ZrhN09xkGmRSCThDjSiEcheU/glnMkQlE481n+5AffYmrKYHp6meX8NJ5RolSbwSlMYeVreLVpxoMeuXIDzdDRTBshdPzhkMvvrPLK89/jh8+/zPbaCg0bTpTzxIMBUko0YfAvvv3CnWc5l/dy6u/9wi/xxOc+y9mzD1MuFa4NI6iU/c1LvPj0lwiaq4y6u3R9UMGYdnvEzIzH0JdIlTI/VyCNRih03Ok5gqhPK+izUKkiPJ2+qzESAcN2i1JgMe3MEPlDNCko1hvEoyF2sYw3dZRHPv8PM4EIwwQtM7AehxHb65tsnPshO6++wsYbbxB0O+gC/uV3Xr7ziH/gwQfV9158Ad3Q0bV3bZ+VUqRJzEtf/Q3e/NP/jUgkyBDd0Bn6klK1jG1ILNNk2BvSaXWwXROnVsebW2A43EJTKZYviWUfjjkMp/P44xhDCKLdPvpeSC0sUCgX0HSbQbuN1Fx++u/8Gpef+zqFgsPdn/458nP3oOkWKZmHq0xiOtu7XHnlVS49/13+7n/4zTuP+BPLJ9XTf/CHLC4t4jjZdKRkQuvqRTbOvcgrf/w0q5fXOTJfIe/oDHsDLC9P7I+Yms2TJDrdzoDd5hDT1bj7viOYE3OVOIywcy5KF3TNkIvOHoNEEjcjnI2EhipQL3p0AsVOc8hsI4elC6zKFHubuxT0hHvO3sXZn/si1WMPgdAz89wDy3syo92KW7y5u5ob5dUIIX6ZbO1dAt9QSv3qZPst06splAqcvOfYNTtoFCTjgO/93m/x/DPfJFKCpSMFHBOUpmG5LuMge8pM4hTTNJibn6Jay2OIAEsEyKEkVRZhlDD2BwhdYXkWRb/A5Te2sBUU8i7FeQ8/lKxvD/EjwXhzSCwl06HBVNki5zj0ti/wwu/+Wx79m1+kfOw0QjPftaQWAs34YMvC/4335NUIIT5JlsrxoFIqFEJMTbbfUr0aTRPXrWln9p6j1iZWrsLRhSJJooj9MWM0tERgmB7+YA/LgmAo6UYjGo0S8WiA8AyCXoCUinEs0U2HKEwYttrkSwXqus1PnVrEsi06/TFxLLFtB8eVxHLMvUtVhFBcWOvh4KFrFkmSp7O2yYtf/Y888vlfJD97D5ZlkwyvInQLLTd788TfIK/mF4F/M9GlQSl1YM5yi/VqrrUCOR6x/oM/5Z1nv0a/28HQdYbdPnbBo1wQJOOQUW9AGvv4sUHO89B0Sb/nk6AgMsm7FjtbfTY29pg/OkOrPcAzba5e7eCPARKqjQIzsyUsK7sfv2+pzP5uFxFFxDLl1NEq3VFCqkOuVuHVV1cZ9t9ADn6NxpFljj32VyDdw86VcBsP3DzxN8Ap4KeEEP8KGANfVEq9zC3Qq3kv4lGf3XPfZX/lNTbfeolgFJOMQyzTpFovgYCdnT4ygVQ3EU6eogHN3Q62Y5DPeWimjkwkLzx/kX6gOHasRqFcxLZ1gtGY2XKOi+tdKsUcg0CQbraxDIFpaiRJimmYuIUCeV3DyVvURMpoMKDZ7tO0JCid4I0uzvnnCDodGkePk59fpLDwMzfs180SbwBV4DHgL5AZtSzd5LF+BNfn1SweWWT/0tu89Y3fxot3UdtDhJRsd8B0XZycQ28YMo408sU8tqnRb/UY90Yo0yNvOximhuXajMMEo1hkccbBtm3CKKK5P+TCapv56QLTNY+8ZyJJuLzeZ246hwpS9lsjcp6JjCQxOvtvDphfKBIpk/1Om3vrZXK2wixq5AvHGWslmitbOI3jYHyAFL4bYAN4avJy+yUhRArUuQV6Ndfn1Zw587DaOPcivY1VolEPA5ORXQJ8VDTCKuVQaUqpWqFY9PAcRbWg0Wu7IBU7O12s+SqOpyPSkKmizXA0pjUY0dqXuDmHE8cbtHsBva0hszWbQtGlVnIpuA6WaxBIgWEIumNBqzVEGNDvjnFrDpWSR9VW5HMmo1GA3+vQ6w8JY0EzOcfMmVtfbvkHwCeBb00mTwvY5xbr1aQyYdDfp514dAcx1UoZGYzQdUEqNNqtPgsLdXQNOq0mu6MIyzIxVIolUjzbZNgfMRgG+P2IrbZPqx+yMF+hXjCJI0mnOyDGoNqocnWtSWqMGPgBSZxQ8HQWFqbY2++iC8XifA4lUgo5C8dWxJpCpZJeP8K0bFZXWvihjmGkYJZ45kv/+eaJv4FezZeBL0+sRiPgb0+i/5bq1YSDffrnXybo+5RLLrFU+IHEy3mUCjk020LTNPzegOZOn41eQjFnU3I0el0f2/Uw4xgnn8MrOzRsj0p1xInFMuevtNnpZx4eOU8wrcN6N8TQoZjXqdY8ao0ydqWBZZoEnR2iRMfVNRqeTpIktAcjsByqtSLB0McyDFxXx3I1wu4uq6/2bszrYX6AumumqP714zOstCSbfoRXKXFkNkcsExxLI1Em/mCEpgksA4IYSnmPQW9IexhRLZWIwxGmbaGj6PkSr5Rj9coOG62Qph/x6D0zHG3YxGHIVi8mHieUPXAtQalaQOQaDNpDtHGLStUlTiSmnmBYLuNRhO6YpLqOH6QEQ0kuZ7F9tc2gG3PsgWX++Ve+eectC0cSZH2G0eYVIqHj6oL+WGBZJn0/Zhj4rFztUCqXmM4LHF0SjoA0wbIsTEMRD2NiYWDnTYwg4eLKNi+v9jnSKHB0yiRvKAo2KMtBSyOujsastQRHpkvMehY5Z0SkBWz3QrqDEXNzBRLhsrPts9/qU6vlcIp5VtfauJrBxuURe6OEUtXDa9yh6R1RnHDh/A7ECXGoYzU0bFugC8UgSNhuDdjzEyp1jZ3OkLlqDkKJ0GwMPWWr2We/5TMIB8w1cnT9kJ1+jGtrHJ3KszjlIcYBe9s9hlHKTmuE51o8/uA8STAi2O+hFVyKnkZc8+gHmXXFeKwIpYY0XHa7MVUjpD+WvLbZw3Z0PM/A1WA4vkP1apRSWAULq1TGFhq6ZZAqnTgc4ZgJpxbq3L1kkgqTjS1Jx49QUUS1WsTQdQajiHaY4joOK5s9hGngOYKl2RplTVK0UkZKZ3VjzPLyPEO5x/R0mWGvRzQa47k2npnD8XTqGiT7Q4Sp02522etF9HsB1arF+nYP2yswt2ChaSm9YcQoCGhv7d2wb4eaeMc1mTlaJvZjjH6PxHQ4/84Gmg71SoFjS1P4/T5Xr+xjuAZJotjshKzs7/HxBxYwbYuT8y6GruiVHLb3B4zHMXNTZTwRsrreputLdMNie30L0zLQpMQyHYI0ojdS9La6SJnQ3msyM1tjd6dFKgRCE5TrJTQ9xtFMBr7PvQtlHEsRKBNDSEqlO9ScRbds9vb6hGGEP4hIVYul2RKb7YCuP2ZtbY2cZRLJGDmImZ8pkcvn+P6bG1za6FIvWhimTac34PKWj+PZlPKCJPSx60XsYURBhMxMF4mjiJ1OxGZzRNlRCNPEH4UMR33yhSKFWg2ZKsIgxMlZ5DyDN650SKXinmNljs56aLrAzFloYQxpgiFuvZHujwWmk2dusUKnOcZ2JH63g+VZVIXG2o6P6AV0RczcTIGCY2VpHvGYmYqHTGISZZMkEj9KEUKRxjGDVPLKpTa17SFH5mtUC3n6/pBGvcisFuA4Dq6lyNfKpKbB2so627sj+n6KoWXixXXPom4oXD1Pu58ZM1ZLDoaIMYREWjrjcUrpfVQkDjXxctyhICSDxMVTBpWZAmk6pjRdxjRNhq0edt7LPJqQ6DpUCi7FcpFuf0wURnQ6Q3KWRqNkMztdpNkJ6fUCdF1j9eo+oyimkrMwlGJ6Kkfsj3GKJYwoYelUjUZ+nme+eZ7+WCdfcnAdi87QxyBmcaHK8jGTbm/EoN3D1FMqRYdS3YVyjsbRe8ieH/9fHGriDaeMLD5MfXiRXKFNECoGfp52Z4Dfy4oAkjBiZbOPgWBhKo/n2ZiOTjgaYZkmoVR0eiHzjQKuZRGNukwXDVrDkP1hgmbqVGwHTINeL3ti9ZsCDIGvxjRqOebrDuc3O2y0eywvVqiVbXKOQ5Iqmht7bO8Oqdfz5FyHfgTd9S7zRyssnP4YNyoJONTE2/kKD//VX+aNr/07OrtN2s2YtZ04e/QfSu5bahCFCUXPolqrIHSd1a09xkHIOM4e7TXDYq7RwNYkmgo5e988QeAT7woClXk5DfyIpiZplCxiYbG3N+T8Zp+So/HJ01VcQ3KkYTKQOS5t9riwrqi6Op6ZefqlsaKm62x3fIrVGiEakXOU1KnfsG+HmniA4uJ92Kd/nvXdHN3R65hVwamKQkUmpYqLpplcXN9nPBzQ6vigmVi2iebpoAuKOZdjUw4iitlqtthr+zS7ITu9kOOzRQp5m3GU0B0GXN4d4uQcSgWL5YUCjmtztZcSjGOCCLbaPuWSRxzGNGo5KhWPq7sDVK5Bdfkkml2kvnCMBz/2ONWpaexc8Yb9OvTEG7bL6cc+QS3nE7cX6W+usN0v0NzqYoiAOAhZOlZjsN/BKDmYlsn+IGTsJ+ieSb83pKcFiCSlnHdxgWEgKbopBSNFxBG6ytzKTFPR3BuiqRxK07jSGpI3JUXXwnYcHru/yvRUhZ6oUp45Ts5O+ZkTp1g4cZpxGHD85En0SRaxEtqd6wOFyEwLC5Uy5ZLJWBbRBhYnP/GX8RYeobu3S9jfI7j6Is0L57l6aZ1+b0S57tJ1xkgBS0fqIHT2OiO2tttUGyUq5RxBlGCYOp1egG5ozNdLVFNYmlWs7PTZ6YV4pqKYd/E8j6njJ3j8E48ys3w/jfljuOUakOVqpkI7MGwgRaBShSL9YFV/txtZ0wV2oU7U2yA3NUs82sIrVcjVpkhTSXTyHkpHznHs8S7n/uirDFst8gWbUBokUlCoucjOGMN1aXbG2PkilUaNmWmP5UWJbijSWGHmCzRbfWYWGlCa5dTpRzAMmDt2F9PH78ZyPYSmZe+BJy/gUxRpmlmEKJXZECkyi4wP26riQ4M68DxBkJt9gNHeW4i0hJmvo8QkxNCxSrPMnZ3B39vGevYZZqs21VM/TfX4/WyuvMPKmz9g9v5TPHZyGdPLY+aqVKZnidubtC6+yGBvG6N+F91QcOLIMvMnjmE5Dm55BqHrWR6P0kiUjkghi/SUgxwfpQSpUiihOAjyrBTnxhF/qJeFHz5zRj373LcnvVBEgx3SaIRbXgTdOiiEBRRCZaU3/v4G0ahNZeFuhG6RSkngD7PqD9OYEMVkGFDIcEwSjTG9YjYmTzLVlFCkk/FDTZI2UKDUQZJrls2mUKC0LJ9mglSlkEK71ePs6fvuvGVhyP7MWYKQwsxPI4TIOo9CaFlns9gRoOnkpo6QYxGFygJOCKxcPnMiS1IU4l0nGxSYNoZpIyf7isnVVKl2kLd2bfxWQqGEzIYRpWVty0L7WptIFaNRzEsvfJ///qXfuWG/Dj3xQEa8ICNFqWtRnkWhmrgBiesms0ma38T6LRsqJr+dEKSu+Wln0X1w7Q4qyLP9skFaTSI7uxDpu+eYVG4rFKSSME545/xlfu9//E/+5I+fYdC/QyVuBSoT69TSa3xnnKfv/vUPLoKS2VSnUlKprhGufuRiZMe8FsnqgOkMqXi3PDKbNrmWjndwHDE5ghIKlQJCEccpa1c2+MP/9TTfePop9naaoNT7VdQfbuKDYIxMk4mHHqDEj/q+K0AcRPTE7k1BqhLU5E6D9GDHyVfU5DcZgUIJlEoPdpmQmp2La0PZ9WM8WTgoSNOE7Z0mX3vq63ztq0+xtbGBSrP3uBoC7X1uaw715CqE2AN8sgyGHzfqt+i8R5VSjfduPNTEAwghvv9n3RXc6ef98129P8KHgo+Iv024E4j/rZ/E8x76Mf4nFXdCxP9E4iPibxMOLfFCiL8ohLgghLgkhPjHt/jYi0KIbwkh3hJCvCmE+JXJ9l8XQmwKIV6bfJ687jf/ZNKWC0KIJz5wI65/tD4sH7KM4hVgiSwF/IfAvbfw+LPAmcn3AvAOcC/w62TVLe/d/95JG2wyzc0VQP8gbTisEf8ok5oppVQEHNRM3RIopbbVROVbKTUA3ub9JXev1XYppVbJ5B0ffZ/9/1wcVuJvSov4ZjAprHsYOFBf/iUhxOtCiC9fJ1B6y9tzWIn/sUAIkQd+H/j7Sqk+mez6MvAQsA38+w/r3IeV+PerpbolEEKYZKR/RSn1FIBSalcpJZVSKfBfeXc4ufXtud0T6Q0mPwO4TDaRHUyu993C4wuygunfeO+ke933f0A2rkNWMH395HqZDzi5Hsr1eKVUcjM1U/8f+DjwBeCcEOK1ybZ/CvwtIcRDZKvzV4BfmLTnhrVdN4uPlgxuEw7rGP8Tj4+Iv034iPjbhI+Iv034iPjbhI+Iv034iPjbhP8LCYACIh1A+kAAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 129
},
"id": "0y2CaJfPQnsQ",
"outputId": "16502b9d-04e0-4cf4-e979-85208ff5e977"
},
"source": [
"print(images.shape)\n",
"image = rearrange(images, 'b h w c -> h (b w) c') # 在w维度合并\n",
"print(image.shape)\n",
"plt.imshow(image)\n",
"plt.show()"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n",
"(300, 2400, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
},
"id": "TPk_UUNvQnsQ",
"outputId": "5fac3b0b-a15a-479c-81e3-376835238a91"
},
"source": [
"print(images.shape)\n",
"image = rearrange(images, '(b1 b2) h w c -> b1 b2 h w c ', b1=2) # 先分成2组,每组3张是自动计算得到\n",
"print(image.shape)\n",
"image = rearrange(image, 'b1 b2 h w c -> b1 h (b2 w) c ') # 每组先合并\n",
"print(image.shape)\n",
"image = rearrange(image, 'b1 h w c -> (b1 h) w c ') # 合并每组\n",
"print(image.shape)\n",
"\n",
"plt.imshow(image)\n",
"plt.show()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n",
"(2, 3, 300, 400, 3)\n",
"(2, 300, 1200, 3)\n",
"(600, 1200, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4jk2I_z_QnsR"
},
"source": [
"或者一次性完成"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 236
},
"id": "nPMXT_wAQnsR",
"outputId": "61600477-ab51-4833-da72-f008a089e94c"
},
"source": [
"print(images.shape)\n",
"image = rearrange(images, '(b1 b2) h w c -> (b1 h) (b2 w) c', b1=2) # b1=2时,b2=3,在h维度合3张图并产生2组,然后在w维度上合并2组,\n",
"plt.imshow(image)\n",
"plt.show()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wsu3tkTbQnsR"
},
"source": [
"# Reduce"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bwuZwQZxQnsR"
},
"source": [
"from einops import reduce"
],
"execution_count": 11,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "_fUwYXX5QnsR"
},
"source": [
"## average over channel"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 398
},
"id": "p0ZfxvLOQnsR",
"outputId": "9a939115-0183-45f1-c0cb-71101673e565"
},
"source": [
"print(images.shape)\n",
"image = reduce(images, 'b h w c -> b h w', reduction='mean') # 在c维度上求均值\n",
"print(image.shape)\n",
"image = rearrange(image, 'b h w -> h (b w)') # 在w维度合并\n",
"print(image.shape)\n",
"\n",
"plt.imshow(image)\n",
"plt.show()\n",
"\n",
"plt.imshow(images[0].mean(-1))\n",
"plt.show()"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n",
"(6, 300, 400)\n",
"(300, 2400)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "g0biwNZTQnsS"
},
"source": [
"> 注:[为什么plt单通道不是灰度图](https://zhuanlan.zhihu.com/p/342763406)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tMMj7C_SQnsS"
},
"source": [
"reduce操作包含了rearrange操作,比如下面使用reduce实现了在c维度上求均值外,还实现了rearrange排列的功能,所以只需一句pattern"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"id": "YifcBRg8QnsS",
"outputId": "8627c85c-819d-4332-e8ca-5dac50674105"
},
"source": [
"print(images.shape)\n",
"image = reduce(images, '(b1 b2) h w c -> (b2 h) (b1 w)', reduction='mean', b1=2) # b1=2时,b2=3,在h维度合3张图并产生2组,然后在w维度上合并2组,\n",
"plt.imshow(image, cmap='gray')\n",
"plt.show()"
],
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(6, 300, 400, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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