200 lines
174 KiB
Plaintext
200 lines
174 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 18,
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"id": "0e3b3e8d",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Current working directory: c:\\Users\\Qingz\\Desktop\\JSCC\\Deep-JSCC-PyTorch\n"
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]
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}
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],
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"source": [
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"\n",
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"import torch\n",
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"import torch.nn as nn\n",
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"from PIL import Image\n",
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"from torchvision import transforms\n",
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"import os\n",
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"import sys\n",
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"if os.path.basename(os.getcwd()) == 'visualization':\n",
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" os.chdir('../')\n",
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"if './' not in sys.path:\n",
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" sys.path.append('./')\n",
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"print(f'Current working directory: {os.getcwd()}')\n",
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"from model import DeepJSCC\n",
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"import matplotlib.pyplot as plt\n",
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"import matplotlib\n",
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"from utils import get_psnr, image_normalization"
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]
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},
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{
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"cell_type": "markdown",
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"id": "50a08908",
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"metadata": {},
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"source": [
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"### Eval para"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "22cf9839",
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"metadata": {},
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"outputs": [],
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"source": [
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"channel = 'AWGN'\n",
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"saved = './out/checkpoints/CIFAR10_8_19.0_0.17_AWGN_22h13m53s_on_Jun_07_2024/epoch_999.pkl'\n",
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"snr = 2000\n",
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"test_image_dir = 'demo/kodim23.png'\n",
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"# test_image_dir = 'demo/kodim08.png' if os.path.exists('demo/kodim08.png') else '../demo/kodim08.png'\n",
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"times = 10"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"id": "fc151bcc",
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"metadata": {},
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"outputs": [],
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"source": [
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"transform = transforms.Compose([transforms.ToTensor()])\n",
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"test_image = Image.open(test_image_dir)\n",
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"test_image.load()\n",
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"test_image = transform(test_image)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "400715cf",
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"metadata": {},
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"source": [
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"### Trans from nn.DataParallel to nn.Module"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"id": "a1816bf8",
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"metadata": {},
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"outputs": [],
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"source": [
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"# state_dict = torch.load(saved)\n",
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"state_dict = torch.load(saved, map_location=torch.device('cuda:0' if torch.cuda.is_available() else 'cpu'), weights_only=True)\n",
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"from collections import OrderedDict\n",
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"new_state_dict = OrderedDict()\n",
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"for k, v in state_dict.items():\n",
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" name = k.replace('module.','') # remove `module.`\n",
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" new_state_dict[name] = v\n",
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"# model.load_state_dict(torch.load(saved))\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "5f84f10c",
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"metadata": {},
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"source": [
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"### Load model from checkpoint"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"id": "1e728cd4",
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"metadata": {},
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"outputs": [],
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"source": [
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"\n",
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"\n",
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"file_name = os.path.basename(os.path.dirname(saved))\n",
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"c = file_name.split('_')[1]\n",
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"c = int(c)\n",
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"model = DeepJSCC(c=c, channel_type=channel, snr=snr)\n",
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"\n",
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"\n",
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"device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n",
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"model.load_state_dict(new_state_dict)\n",
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"model.change_channel(channel, snr)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "85c477d5",
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"metadata": {},
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"source": [
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"### Eval for times"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"id": "58070d1a",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"average psnr is 15.999156188964843 for 10 times on kodim23.png\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"psnr_all = 0.0\n",
|
|
"with torch.no_grad():\n",
|
|
"\n",
|
|
" for i in range(times):\n",
|
|
" demo_image = model(test_image)\n",
|
|
" demo_image = image_normalization('denormalization')(demo_image)\n",
|
|
" gt = image_normalization('denormalization')(test_image)\n",
|
|
" psnr_all += get_psnr(demo_image, gt)\n",
|
|
" demo_image = image_normalization('normalization')(demo_image)\n",
|
|
" if demo_image.dim() == 4:\n",
|
|
" demo_image = demo_image.squeeze(0)\n",
|
|
" demo_image = torch.cat([test_image, demo_image], dim=2)\n",
|
|
" demo_image = demo_image.numpy()\n",
|
|
"plt.imshow(demo_image.transpose(1, 2, 0))\n",
|
|
"plt.axis('off')\n",
|
|
"print(\"average psnr is {} for {} times on {}\".format( psnr_all.item() / times, times, os.path.basename(test_image_dir)))\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "torch118",
|
|
"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": "3.9.25"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|