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@amaarora
Last active January 13, 2021 06:16
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aman_arora/git/pytorch-image-models/notebooks/TTP-benchmark.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import os \nimport timm\nimport torch\nimport torch.nn as nn\nimport numpy as np\nimport torchvision\nfrom torchvision import transforms\nfrom pathlib import Path\nfrom PIL import Image\nfrom timm.data import Dataset\nimport pytorch_lightning as pl\nfrom sklearn.metrics import accuracy_score\nfrom matplotlib import pyplot as plt\nimport torch.utils.data as data\nimport re",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "timm.__version__",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "'0.3.4'"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "IMG_EXTENSIONS = ['.png', '.jpg', '.jpeg']",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def natural_key(string_):\n \"\"\"See http://www.codinghorror.com/blog/archives/001018.html\"\"\"\n return [int(s) if s.isdigit() else s for s in re.split(r'(\\d+)', string_.lower())]",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# from timm==0.1.6; timm.data\ndef find_images_and_targets(folder, types=IMG_EXTENSIONS, class_to_idx=None, leaf_name_only=True, sort=True):\n if class_to_idx is None:\n class_to_idx = dict()\n build_class_idx = True\n else:\n build_class_idx = False\n labels = []\n filenames = []\n for root, subdirs, files in os.walk(folder, topdown=False):\n rel_path = os.path.relpath(root, folder) if (root != folder) else ''\n label = os.path.basename(rel_path) if leaf_name_only else rel_path.replace(os.path.sep, '_')\n if build_class_idx and not subdirs:\n class_to_idx[label] = None\n for f in files:\n base, ext = os.path.splitext(f)\n if ext.lower() in types:\n filenames.append(os.path.join(root, f))\n labels.append(label)\n if build_class_idx:\n classes = sorted(class_to_idx.keys(), key=natural_key)\n for idx, c in enumerate(classes):\n class_to_idx[c] = idx\n images_and_targets = zip(filenames, [class_to_idx[l] for l in labels])\n if sort:\n images_and_targets = sorted(images_and_targets, key=lambda k: natural_key(k[0]))\n if build_class_idx:\n return images_and_targets, classes, class_to_idx\n else:\n return images_and_targets",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# from timm==0.1.6; timm.data\nclass Dataset(data.Dataset):\n\n def __init__(\n self,\n root,\n load_bytes=False,\n transform=None):\n\n imgs, _, _ = find_images_and_targets(root)\n if len(imgs) == 0:\n raise(RuntimeError(\"Found 0 images in subfolders of: \" + root + \"\\n\"\n \"Supported image extensions are: \" + \",\".join(IMG_EXTENSIONS)))\n self.root = root\n self.imgs = imgs\n self.load_bytes = load_bytes\n self.transform = transform\n\n def __getitem__(self, index):\n path, target = self.imgs[index]\n img = open(path, 'rb').read() if self.load_bytes else Image.open(path).convert('RGB')\n if self.transform is not None:\n img = self.transform(img)\n if target is None:\n target = torch.zeros(1).long()\n return img, target\n\n def __len__(self):\n return len(self.imgs)\n\n def filenames(self, indices=[], basename=False):\n if indices:\n if basename:\n return [os.path.basename(self.imgs[i][0]) for i in indices]\n else:\n return [self.imgs[i][0] for i in indices]\n else:\n if basename:\n return [os.path.basename(x[0]) for x in self.imgs]\n else:\n return [x[0] for x in self.imgs]",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ROOT = './imagenetv2-matched-frequency-format-val'",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Download and extract the dataset (note it's not actually a gz like the file says)\nif not os.path.exists(ROOT):\n !curl -s https://s3-us-west-2.amazonaws.com/imagenetv2public/imagenetv2-matched-frequency.tar.gz | tar x",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# total number of folders\nlen(list(Path(ROOT).glob('*')))",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 9,
"data": {
"text/plain": "1000"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "img_files = list(Path(ROOT).rglob('*.jpeg'))\nlen(img_files), img_files[:5]",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "(10000,\n [PosixPath('imagenetv2-matched-frequency-format-val/963/272315b51dc9371b84af975ce69d8806dc87eb35.jpeg'),\n PosixPath('imagenetv2-matched-frequency-format-val/963/b9068db745390658976bde9f408ceecff9045622.jpeg'),\n PosixPath('imagenetv2-matched-frequency-format-val/963/ffdbfbe13bfd84cfc6f7c77895e0a681f3479fed.jpeg'),\n PosixPath('imagenetv2-matched-frequency-format-val/963/f1f97cfc4bfe48747efbda31d52c54d6b6dba161.jpeg'),\n PosixPath('imagenetv2-matched-frequency-format-val/963/7b3e55e7dea8883fabd71a9d3c1429bb4d8a9a52.jpeg')])"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# test transforms\ntfms = transforms.Compose([\n transforms.Resize((224, 224)),\n transforms.ToTensor(),\n transforms.Normalize(\n mean=(0.485, 0.488, 0.406),\n std=(0.229, 0.224, 0.225))\n])",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# dataset\ndataset = Dataset(ROOT, transform=tfms)\nimg_t, cls = dataset[10]\nimg_t.shape, cls",
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 12,
"data": {
"text/plain": "(torch.Size([3, 224, 224]), 1)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "val_dataloader = torch.utils.data.DataLoader(dataset, batch_size=16, num_workers=16, shuffle=True)\nnext(iter(val_dataloader))[0].shape",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 13,
"data": {
"text/plain": "torch.Size([16, 3, 224, 224])"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def imshow(inp, title=None):\n \"\"\"Imshow for Tensor.\"\"\"\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 inp = np.clip(inp, 0, 1)\n plt.imshow(inp)\n if title is not None:\n plt.title(title)\n plt.pause(0.001) # pause a bit so that plots are updated\n \ninputs, classes = next(iter(val_dataloader))\nout = torchvision.utils.make_grid(inputs, nrow=4)\nimshow(out, title=[x.item() for x in classes])",
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "class Model(pl.LightningModule):\n def __init__(self, backbone, n_class, pretrained_path=None, num_train_steps=None):\n super().__init__()\n self.num_train_steps = num_train_steps\n self.backbone = timm.create_model(model_name=backbone,\n pretrained=True)\n \n def forward(self, x):\n return self.backbone(x)\n \n def step(self, batch):\n x, y = batch\n y_hat = self(x)\n loss = nn.CrossEntropyLoss()(y_hat, y) \n return loss, y, y_hat \n \n def get_acc(self, outputs):\n y = torch.cat([x['y'] for x in outputs])\n y_hat = torch.cat([x['y_hat'] for x in outputs])\n pred = y_hat.argmax(1)\n acc = accuracy_score(y.cpu().numpy(), pred.cpu().numpy()) \n return acc\n \n def test_step(self, batch, batch_idx):\n loss, y, y_hat = self.step(batch)\n self.log('val_loss', loss)\n return {'loss': loss, 'y': y.detach(), 'y_hat': y_hat.detach()}\n \n def test_epoch_end(self, outputs):\n avg_loss = torch.stack([x['loss'] for x in outputs]).mean()\n acc = self.get_acc(outputs)\n print(f\"Accuracy: {acc}\")",
"execution_count": 15,
"outputs": []
},
{
"metadata": {
"trusted": true,
"scrolled": true
},
"cell_type": "code",
"source": "model = Model('resnet50', 1000)\nmodel.backbone.fc",
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 16,
"data": {
"text/plain": "Linear(in_features=2048, out_features=1000, bias=True)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "trainer = pl.Trainer(\n gpus=1, \n max_epochs=1, \n num_sanity_val_steps=1)",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "GPU available: True, used: True\nTPU available: False, using: 0 TPU cores\nLOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1,2,3]\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "trainer.test(model, val_dataloader)",
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"text": "/home/aman_arora/.local/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:45: UserWarning: Your test_dataloader has `shuffle=True`, it is best practice to turn this off for validation and test dataloaders.\n warnings.warn(*args, **kwargs)\n",
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"text/plain": "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Testing', layout=Layout(flex='2'), max=…",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "810711c0946b4afab4d6ee7475a5f115"
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "Accuracy: 0.6468\n--------------------------------------------------------------------------------\nDATALOADER:0 TEST RESULTS\n{'val_loss': tensor(1.7738, device='cuda:0')}\n--------------------------------------------------------------------------------\n\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 18,
"data": {
"text/plain": "[{'val_loss': 1.7737845182418823}]"
},
"metadata": {}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.5",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"gist": {
"id": "2e628d641d309dee1f72b362ac113dad",
"data": {
"description": "aman_arora/git/pytorch-image-models/notebooks/TTP-benchmark.ipynb",
"public": true
}
},
"_draft": {
"nbviewer_url": "https://gist.github.com/2e628d641d309dee1f72b362ac113dad"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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