204 lines
445 KiB
Plaintext
204 lines
445 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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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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"os.chdir('../')\n",
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"sys.path.append('./')\n",
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"os.getcwd()\n",
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"from utils import get_psnr, image_normalization\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 tensorboard.backend.event_processing import event_accumulator, event_multiplexer\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### For SNR"
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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": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"log_dir = './out/eval/'\n",
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"ea = event_multiplexer.EventMultiplexer().AddRunsFromDirectory(log_dir)"
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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": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_snr(dataset_name, ratio, ea, channel, alpha = 1):\n",
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" \n",
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" ratio_float = \"{:.2f}\".format(eval(ratio))\n",
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" log_dir = './out/eval/'\n",
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" tag = 'psnr'\n",
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" ea = event_multiplexer.EventMultiplexer().AddRunsFromDirectory(log_dir)\n",
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" ea.Reload()\n",
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" markers = ['o', 's', 'D', '|', '*', '1']\n",
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" index = 0\n",
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" plt.figure(figsize=(7.5,6))\n",
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" for run in sorted(ea.Runs().keys(), key=lambda x: float(x.split('_')[2])):\n",
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" if (dataset_name or dataset_name.upper() in run.split('_')) and (ratio_float in run.split('_')) and (channel in run.split('_') or channel.upper() in run.split('_')):\n",
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" snr = int(float((run.split('_')[2])))\n",
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" sc = ea.Scalars(run, tag)\n",
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" df = pd.Series(data=[s.value for s in sc], index=[s.step for s in sc])\n",
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" smooth = df.ewm(alpha = alpha).mean()\n",
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"\n",
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" plt.plot([s for s in smooth.index], [s for s in smooth.values], label=r'Deep JSCC(${\\text{SNR}_{\\text{train}}}$)'+'={}dB'.format(snr),linewidth=1.8,\n",
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" marker = markers[index], markerfacecolor = 'None', markersize = 10 if markers[index]=='|' else 6, markeredgewidth = 2.1, markevery = 4)\n",
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" \n",
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" # plt.plot([s for s in smooth.index][::15], [s for s in smooth.values][::15], linestyle = 'None',\n",
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" # marker = markers[index], color = line[0].get_color(), markerfacecolor = 'None', markersize=8, markeredgewidth = 1.5)\n",
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" index += 1\n",
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" \n",
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" \n",
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" \n",
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" plt.legend(prop={'size': 13})\n",
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" \n",
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"\n",
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" plt.xlabel(r'$\\text{SNR}_\\text{test} (dB)$',fontsize = 14) \n",
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" plt.ylabel('PSNR (dB)',fontsize = 14)\n",
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" plt.title('PSNR in {}, ratio = {}, on {} channel type'.format(dataset_name.upper(), ratio, channel),fontsize = 14)\n",
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" # plt.title('Test Accuracy in ' + dataset_name.upper())\n",
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" plt.xlim(-1, 26)\n",
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" plt.xticks(fontsize = 14)\n",
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" plt.yticks(fontsize = 14)\n",
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" plt.grid()\n",
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" plt.show()"
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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": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 12'\n",
|
|
"channel = 'AWGN'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 6'\n",
|
|
"channel = 'AWGN'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 6'\n",
|
|
"channel = 'Rayleigh'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel, alpha = 0.3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 3'\n",
|
|
"channel = 'Rayleigh'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel, alpha = 0.3)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "gpu_torch",
|
|
"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": "3.10.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|