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@amaarora
Last active December 5, 2021 20:58
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imagenette2-320/logging_as_wandb_table.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"id": "a65fcabf",
"cell_type": "code",
"source": "import wandb \nimport torch \nimport torchvision\nimport torchvision.transforms as transforms\nimport os\nimport matplotlib.pyplot as plt\nfrom tqdm import tqdm",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "0118daf4",
"cell_type": "code",
"source": "tfms = transforms.Compose([\n transforms.Resize((256, 256)), \n transforms.ToTensor(),\n])",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "0598fda7",
"cell_type": "code",
"source": "def __getitem__(self, index: int):\n path, target = self.samples[index]\n sample = self.loader(path)\n if self.transform is not None:\n sample = self.transform(sample)\n if self.target_transform is not None:\n target = self.target_transform(target)\n return os.path.basename(path), sample, target\n\n# hack to return image paths, along side Image tensor and target tensor\ntorchvision.datasets.ImageFolder.__getitem__ = __getitem__",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "e0bbe7f8",
"cell_type": "code",
"source": "val_dset = torchvision.datasets.ImageFolder('/home/arora/imagenette2-320/val/', transform=tfms)\nval_dset[0]",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "('ILSVRC2012_val_00009111.JPEG',\n tensor([[[0.4941, 0.5137, 0.5255, ..., 0.3608, 0.3725, 0.3843],\n [0.4863, 0.5020, 0.5137, ..., 0.3529, 0.3608, 0.3647],\n [0.4824, 0.4941, 0.5059, ..., 0.3412, 0.3529, 0.3569],\n ...,\n [0.7176, 0.7137, 0.7176, ..., 0.3412, 0.3647, 0.3294],\n [0.7020, 0.7059, 0.7137, ..., 0.2902, 0.3333, 0.3059],\n [0.6902, 0.7020, 0.7098, ..., 0.2706, 0.2980, 0.3373]],\n \n [[0.5647, 0.5804, 0.5882, ..., 0.4039, 0.4157, 0.4275],\n [0.5569, 0.5725, 0.5804, ..., 0.3961, 0.4039, 0.4078],\n [0.5569, 0.5647, 0.5765, ..., 0.3843, 0.3961, 0.4000],\n ...,\n [0.7216, 0.7176, 0.7216, ..., 0.3765, 0.3843, 0.3412],\n [0.7059, 0.7098, 0.7176, ..., 0.3294, 0.3647, 0.3333],\n [0.6941, 0.7059, 0.7137, ..., 0.3137, 0.3373, 0.3765]],\n \n [[0.6196, 0.6353, 0.6353, ..., 0.4196, 0.4314, 0.4431],\n [0.6118, 0.6275, 0.6275, ..., 0.4118, 0.4196, 0.4235],\n [0.6118, 0.6196, 0.6314, ..., 0.3961, 0.4078, 0.4118],\n ...,\n [0.6902, 0.6863, 0.6902, ..., 0.1804, 0.1843, 0.1412],\n [0.6745, 0.6784, 0.6863, ..., 0.1333, 0.1569, 0.1294],\n [0.6627, 0.6745, 0.6824, ..., 0.1176, 0.1294, 0.1647]]]),\n 0)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"id": "a447b4a1",
"cell_type": "code",
"source": "val_dset.class_to_idx",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "{'n01440764': 0,\n 'n02102040': 1,\n 'n02979186': 2,\n 'n03000684': 3,\n 'n03028079': 4,\n 'n03394916': 5,\n 'n03417042': 6,\n 'n03425413': 7,\n 'n03445777': 8,\n 'n03888257': 9}"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"id": "93d86998",
"cell_type": "code",
"source": "val_dataloader = torch.utils.data.DataLoader(val_dset, batch_size=16, num_workers=4, shuffle=True)",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "ce24bb55",
"cell_type": "code",
"source": "batch = next(iter(val_dataloader))\nbatch[1].shape\n\n# sanity check\ngrid_img = torchvision.utils.make_grid(batch[1], nrow=4, padding=10)\nplt.imshow(grid_img.permute(1, 2, 0))",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": "<matplotlib.image.AxesImage at 0x7fe29f8429d0>"
},
"metadata": {}
},
{
"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
},
"id": "a2808e37",
"cell_type": "code",
"source": "table = wandb.Table(columns=['img_id', 'image', 'label'])",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "fc023bd1",
"cell_type": "code",
"source": "def add_table_rows(img_ids, input_tensors, labels, table):\n for img_id, orig_img, label in zip(img_ids, input_tensors, labels):\n table.add_data(img_id, wandb.Image(orig_img), label)",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "22d7a751",
"cell_type": "code",
"source": "for validation_batch in tqdm(val_dataloader, total=len(val_dataloader)):\n img_ids, input_tensors, targets = validation_batch\n add_table_rows(img_ids, input_tensors, targets, table)",
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": "100%|██████████| 246/246 [01:23<00:00, 2.94it/s]\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "bef9219b",
"cell_type": "code",
"source": "# run = wandb.init(project='model-bias')\n# run.log({\"ImageNette-320\": table})",
"execution_count": 11,
"outputs": []
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/85c2d12c70af7273ec50c938a1712887"
},
"gist": {
"id": "85c2d12c70af7273ec50c938a1712887",
"data": {
"description": "imagenette2-320/logging_as_wandb_table.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.10",
"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
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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