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@JasonBenn
Created October 24, 2017 07:02
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{
"cells": [
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import glob\n",
"from torch.autograd import Variable\n",
"import numpy as np\n",
"import torchvision\n",
"from torchvision import datasets, models\n",
"from torchvision import transforms as t\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"import os\n",
"\n",
"plt.ion() # interactive mode"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"DATA_PATH = \"/home/jbenn/data/hymenoptera/\"\n",
"PHASES = ['train', 'val']\n",
"MEAN_TRANSFORM = np.array([0.485, 0.456, 0.406])\n",
"STD_TRANSFORM = np.array([0.229, 0.224, 0.225])\n",
"BATCH_SIZE = 4\n",
"\n",
"transforms = { \n",
" 'train': t.Compose([\n",
" t.RandomSizedCrop(224),\n",
" t.RandomHorizontalFlip(),\n",
" t.ToTensor(),\n",
"# t.Normalize(MEAN_TRANSFORM, STD_TRANSFORM)\n",
" ]),\n",
" 'val': t.Compose([\n",
" t.Scale(256),\n",
" t.CenterCrop(224),\n",
" t.ToTensor(),\n",
"# t.Normalize(MEAN_TRANSFORM, STD_TRANSFORM)\n",
" ])\n",
"}\n",
" \n",
"image_folders = { \n",
" phase: datasets.ImageFolder(DATA_PATH + phase, transforms[phase]) \n",
" for phase in PHASES \n",
"}\n",
"\n",
"class_names = image_folders['val'].classes\n",
"\n",
"dataloaders = { phase: torch.utils.data.DataLoader(\n",
" dataset=image_folders[phase],\n",
" batch_size=BATCH_SIZE,\n",
" shuffle=True,\n",
" num_workers=4\n",
" ) for phase in PHASES }\n"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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8CgxTsJdXZBOG12MKXvEKwrRWBapMqYdWMNlgq6BVpmDjKiEIxkylzpQzogZE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\n8GXKBmSaO4cUxWcfIZs4DD1q8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Qk5YX1EyiLy+eaje8hGEaVAR0X0GbQgZcfNrmW361Cx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\n/Xhp3BuF+3E/7sdL494o3I/7cT9eGv8v0e4IlZsJgSQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe580bf3908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def imshow(inp):\n",
"# inp = inp.numpy().transpose((1, 2, 0))\n",
"# mean = np.array([0.485, 0.456, 0.406])\n",
"# std = np.array([0.229, 0.224, 0.225])\n",
"# inp = std * inp + mean\n",
" plt.imshow((inp * 255).numpy().transpose(1, 2, 0).astype(\"uint8\"))\n",
"# print(inp * 255)\n",
"# if title is not None:\n",
"# plt.title(title)\n",
"# plt.pause(0.001) # pause a bit so that plots are updated\n",
"\n",
"# inputs, classes = next(iter(dataloaders['train']))\n",
"# grid = torchvision.utils.make_grid(inputs)\n",
"# ValueError: Floating point image RGB values must be in the 0..1 range.\n",
"# imshow(grid, title=[class_names[x] for x in classes])\n",
"imshow(inputs[0])"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"dataset_sizes = { phase: len(image_folders[phase]) for phase in PHASES }\n",
"\n",
"def train(model, criterion, optimizer, num_epochs):\n",
" losses = {}\n",
" loss_history = { 'train': [], 'val': [] }\n",
"\n",
" for epoch in range(num_epochs):\n",
" for phase in PHASES:\n",
" losses[phase] = 0\n",
" if phase == 'train':\n",
" model.train()\n",
" elif phase == 'val':\n",
" model.eval()\n",
" \n",
" for inputs, classes in dataloaders[phase]:\n",
" inputs = Variable(inputs.cuda(1))\n",
" classes = Variable(classes.cuda(1))\n",
" \n",
" optimizer.zero_grad()\n",
" outputs = model(inputs)\n",
" predictions, prediction_indexes = torch.max(outputs.data, 1)\n",
"\n",
" loss = criterion(outputs, classes)\n",
"\n",
" losses[phase] += loss.data[0] / dataset_sizes[phase]\n",
" loss_history[phase].append(loss.data[0])\n",
"\n",
" if phase == 'train':\n",
" params_before = model.parameters()\n",
" loss.backward()\n",
"# from IPython import embed; embed()\n",
" params_after = model.parameters()\n",
" optimizer.step()\n",
" \n",
" print(\"epoch {}\\t train: {:.4f}\\t val: {:.4f}\".format(epoch, losses['train'], losses['val']))\n",
"\n",
" torch.save(model.state_dict(), \"last_weights\")\n",
" return loss_history\n"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch 0\t train: 0.2027\t val: 0.2204\n",
"epoch 1\t train: 0.2023\t val: 0.2204\n",
"epoch 2\t train: 0.2023\t val: 0.2204\n",
"epoch 3\t train: 0.2023\t val: 0.2204\n",
"epoch 4\t train: 0.2023\t val: 0.2204\n"
]
}
],
"source": [
"CONV_STRIDE = 3\n",
"\n",
"class VGGish(nn.Module):\n",
" def __init__(self):\n",
" super().__init__()\n",
" self.layer1 = nn.Sequential(\n",
" nn.Conv2d(3, 64, CONV_STRIDE, padding=1),\n",
" nn.BatchNorm2d(64),\n",
" nn.ReLU(),\n",
" nn.Conv2d(64, 64, CONV_STRIDE, padding=1),\n",
" nn.ReLU()\n",
" )\n",
" self.layer2 = nn.Sequential(\n",
" nn.MaxPool2d(2),\n",
" nn.Conv2d(64, 128, CONV_STRIDE, padding=1),\n",
" nn.BatchNorm2d(128),\n",
" nn.ReLU(),\n",
" nn.Conv2d(128, 128, CONV_STRIDE, padding=1),\n",
" nn.BatchNorm2d(128),\n",
" nn.ReLU()\n",
" )\n",
" self.layer3 = nn.Sequential(\n",
" nn.MaxPool2d(2),\n",
" nn.Conv2d(128, 256, CONV_STRIDE, padding=1),\n",
" nn.BatchNorm2d(256),\n",
" nn.ReLU(),\n",
" nn.Conv2d(256, 256, CONV_STRIDE, padding=1),\n",
" nn.BatchNorm2d(256),\n",
" nn.ReLU()\n",
" )\n",
" self.fc = nn.Linear(in_features=256*56*56, out_features=2)\n",
" self.softmax = nn.Softmax()\n",
" \n",
" def forward(self, inp):\n",
" out = self.layer1(inp)\n",
" out = self.layer2(out)\n",
" out = self.layer3(out)\n",
" out = out.view(out.size(0), -1)\n",
" out = self.fc(out)\n",
" return self.softmax(out)\n",
"\n",
"model = VGGish().cuda(1)\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.SGD(model.parameters(), lr=.01, momentum=0.9)\n",
"loss_history = train(model, criterion, optimizer, num_epochs=5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# visualizer\n",
"# enumerate val\n",
"# wrap vals in var, cudafy\n",
"# get predictions\n",
"# plt.subplot\n",
"# imshow\n",
"plt.plot(loss_history['train'])\n",
"plt.plot(loss_history['val'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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