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| {
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"VGG(\n",
" (features): Sequential(\n",
" (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU(inplace=True)\n",
" (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (3): ReLU(inplace=True)\n",
" (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (6): ReLU(inplace=True)\n",
" (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (8): ReLU(inplace=True)\n",
" (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (11): ReLU(inplace=True)\n",
" (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (13): ReLU(inplace=True)\n",
" (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (15): ReLU(inplace=True)\n",
" (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (18): ReLU(inplace=True)\n",
" (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (20): ReLU(inplace=True)\n",
" (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (22): ReLU(inplace=True)\n",
" (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (25): ReLU(inplace=True)\n",
" (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (27): ReLU(inplace=True)\n",
" (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (29): ReLU(inplace=True)\n",
" (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
" (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n",
" (classifier): Sequential(\n",
" (0): Linear(in_features=25088, out_features=4096, bias=True)\n",
" (1): ReLU(inplace=True)\n",
" (2): Dropout(p=0.5, inplace=False)\n",
" (3): Linear(in_features=4096, out_features=4096, bias=True)\n",
" (4): ReLU(inplace=True)\n",
" (5): Dropout(p=0.5, inplace=False)\n",
" (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
" )\n",
")\n",
"ok\n"
]
}
],
"source": [
"import torch\n",
"#import torchvision.models as models\n",
"from torchvision.models.vgg import vgg16\n",
"vgg = vgg16(pretrained=False)\n",
"vgg.load_state_dict(torch.load('vgg16.pth'))\n",
"print(vgg)\n",
"print('ok')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jovyan/.virtualenvs/basenv/lib/python3.5/site-packages/ipykernel_launcher.py:16: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" app.launch_new_instance()\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import argparse\n",
"import torch\n",
"import matplotlib.pyplot as plt # plt 用于显示图片\n",
"from PIL import Image\n",
"from torch.autograd import Variable\n",
"from torchvision.transforms import ToTensor, ToPILImage\n",
"from model import Generator\n",
"\n",
"UPSCALE_FACTOR=4\n",
"IMAGE_NAME ='BSD100_009.png'\n",
"MODEL_NAME = 'netG_epoch_4_100.pth'\n",
"model = Generator(UPSCALE_FACTOR).eval()\n",
"model.load_state_dict(torch.load('results/epochs/' + MODEL_NAME, map_location=lambda storage, loc: storage))\n",
"\n",
"image = Image.open(IMAGE_NAME)\n",
"image = Variable(ToTensor()(image), volatile=True).unsqueeze(0)\n",
"\n",
"out = model(image)\n",
"out_img = ToPILImage()(out[0].data.cpu())\n",
"plt.imshow(out_img)\n",
"plt.axis('off') # 不显示坐标轴\n",
"plt.show()\n",
"out_img.save('out_srf_' + str(UPSCALE_FACTOR) + '_' + IMAGE_NAME)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"import time\n",
"import re\n",
"import base64\n",
"from io import BytesIO\n",
"from PIL import Image\n",
"def image_to_base64(img):\n",
" global scale\n",
" buffered = BytesIO()\n",
" imgSize = img.size\n",
" if scale > 1:\n",
" resize_img = img.resize((int(imgSize[0]*scale), int(imgSize[1]*scale)))\n",
" else:\n",
" resize_img = img\n",
" resize_img.save(buffered, format=\"JPEG\")\n",
" img_str = base64.b64encode(buffered.getvalue())\n",
" return img_str.decode(\"utf-8\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import base64\n",
"from io import BytesIO\n",
"\n",
"# pip3 install pillow\n",
"from PIL import Image\n",
"\n",
"# 若img.save()报错 cannot write mode RGBA as JPEG\n",
"# 则img = Image.open(image_path).convert('RGB')\n",
"def image_to_base64(image_path):\n",
" img = Image.open(image_path)\n",
" output_buffer = BytesIO()\n",
" img.save(output_buffer, format='JPEG')\n",
" byte_data = output_buffer.getvalue()\n",
" base64_str = base64.b64encode(byte_data)\n",
" return base64_str"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"import base64\n",
"from io import BytesIO\n",
"\n",
"from PIL import Image\n",
"\n",
"\n",
"def base64_to_image(base64_str, image_path=None):\n",
" base64_data = re.sub('^data:image/.+;base64,', '', base64_str)\n",
" byte_data = base64.b64decode(base64_data)\n",
" image_data = BytesIO(byte_data)\n",
" img = Image.open(image_data)\n",
" if image_path:\n",
" img.save(image_path)\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "cannot use a string pattern on a bytes-like object",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-17-63d09351ee56>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mimg_str\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimage_to_base64\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m#print(img_str)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mout_img\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbase64_to_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_str\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout_img\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'off'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# 不显示坐标轴\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-15-e2ea5d129f93>\u001b[0m in \u001b[0;36mbase64_to_image\u001b[0;34m(base64_str, grayscale)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;31m# print(base64_str)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;32mglobal\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mbase64_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'^data:image/.+;base64,'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbase64_str\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0mbyte_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbase64\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mb64decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbase64_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mimage_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbyte_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/work/.localenv/lib/python3.5/re.py\u001b[0m in \u001b[0;36msub\u001b[0;34m(pattern, repl, string, count, flags)\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0ma\u001b[0m \u001b[0mcallable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mit\u001b[0m\u001b[0;31m'\u001b[0m\u001b[0ms\u001b[0m \u001b[0mpassed\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mmatch\u001b[0m \u001b[0mobject\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mmust\u001b[0m \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m a replacement string to be used.\"\"\"\n\u001b[0;32m--> 182\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_compile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpattern\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 183\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msubn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpattern\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrepl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: cannot use a string pattern on a bytes-like object"
]
}
],
"source": [
"import matplotlib.pyplot as plt # plt 用于显示图片\n",
"img = 'BSD100_009.png'\n",
"img_str = image_to_base64(img)\n",
"#print(img_str)\n",
"out_img = base64_to_image(img_str,False)\n",
"plt.imshow(out_img)\n",
"plt.axis('off') # 不显示坐标轴"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"5dd13c5024d57fa935c71de9?type=app\n",
"\n",
"# Initialise Client object\n",
"client = Client(api_key='33799e1c5d6fa05fdd7dec3aa7aad868445d1c737edcf9c37fa89cb3b39cb2d9',\n",
" project_id='5bf7c0491afd94074fb77d3c', user_ID='harvien',\n",
" project_type='app', source_file_path='picmigration.py', \n",
" silent=True)\n",
"\n",
"# Make run/train/predict command alias for further use\n",
"run = client.run\n",
"train = client.train\n",
"predict = client.predict\n",
"\n",
"# Make controller alias for further use\n",
"controller = client.controller"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|
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