imlextracter.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "from loss_functions.triplet_loss import TripletLoss\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class L2_norm(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(L2_norm, self).__init__()\n",
    "\n",
    "    def forward(self, x):\n",
    "        return F.normalize(x, p=2, dim=-1)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "data loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/sda/nikhil/pbb/iml/train/mid/04995-base_zl_20_03283_tx_268729_ty_595319__from_1S_134-135_-pine-middle.jpg\n",
      "/mnt/sda/nikhil/pbb/iml/valid/mid/23772-base_zl_20_tx_893080_ty_409455__from_3s_119_136-pine-middle.jpg\n"
     ]
    }
   ],
   "source": [
    "path = \"/mnt/sda/nikhil/pbb/iml/\"\n",
    "train_path = \"/mnt/sda/nikhil/pbb/iml/train/\"\n",
    "valid_path = \"/mnt/sda/nikhil/pbb/iml/valid/\"\n",
    "\n",
    "\n",
    "# Define the transformations and batch size\n",
    "item_tfms = Resize(224)\n",
    "batch_size = 64\n",
    "\n",
    "# Define the data block\n",
    "dblock = DataBlock(blocks=(ImageBlock, CategoryBlock),\n",
    "                   get_items=get_image_files,\n",
    "                   get_y=parent_label,\n",
    "                   splitter=GrandparentSplitter(train_name='train', valid_name='valid'))\n",
    "\n",
    "# Create the dataloaders for training and validation sets\n",
    "dls = dblock.dataloaders(path, item_tfms=item_tfms, bs=batch_size)\n",
    "print(dls.train_ds.items[0])\n",
    "print(dls.valid_ds.items[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
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    {
     "name": "stderr",
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     "text": [
      "/home/nikhil/anaconda3/envs/ptc/lib/python3.9/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)\n",
      "  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"
     ]
    }
   ],
   "source": [
    "learn = vision_learner(dls, resnet50, pretrained=True)\n",
    "\n",
    "# Modify the second layer of the ResNet-50 model\n",
    "layers = learn.model[1]\n",
    "learn.model[1] = nn.Sequential(layers[0], layers[1], layers[2], layers[3], nn.Linear(in_features=4096, out_features=128, bias=False), L2_norm()).to(device)\n",
    "\n",
    "# Set the model directory\n",
    "learn.model_dir = '/mnt/sda/nikhil/pbb/imlmodels/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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   "source": [
    "learn.loss_func = TripletLoss(device)\n",
    "learn.load('stage1_weights')"
   ]
  },
  {
   "attachments": {},
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   "metadata": {},
   "source": [
    "load data to get embeddings"
   ]
  },
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   "execution_count": 8,
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       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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     "text": [
      "Processing images: 100%|█████████▉| 2970/2976 [13:02<00:01,  3.06it/s]"
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    },
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       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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     "text": [
      "Processing images: 100%|█████████▉| 2971/2976 [13:02<00:01,  3.26it/s]"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
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       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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     "text": [
      "Processing images: 100%|█████████▉| 2972/2976 [13:02<00:01,  3.43it/s]"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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     "text": [
      "Processing images: 100%|█████████▉| 2973/2976 [13:02<00:00,  3.72it/s]"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
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       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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     "text": [
      "Processing images: 100%|█████████▉| 2974/2976 [13:03<00:00,  3.71it/s]"
     ]
    },
    {
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      "text/html": [
       "\n",
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       "    progress {\n",
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       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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     "output_type": "stream",
     "text": [
      "Processing images: 100%|█████████▉| 2975/2976 [13:03<00:00,  3.97it/s]"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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       "</style>\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing images: 100%|██████████| 2976/2976 [13:03<00:00,  3.80it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "from tqdm import tqdm\n",
    "path = \"/mnt/sda/nikhil/pbb/iml/\"\n",
    "\n",
    "def get_embeddings_and_labels(path):\n",
    "    images = glob.glob(path + '*/*')\n",
    "    embeddings = []\n",
    "    labels = []\n",
    "    for image in tqdm(images, desc=\"Processing images\"):\n",
    "        img = load_image(image)\n",
    "        pred = learn.predict(img)\n",
    "        embedding = pred[-1].detach().numpy()\n",
    "        embeddings.append(embedding)\n",
    "        labels.append(image.split('/')[-2])  # Assumes folder name is the label\n",
    "    return embeddings, labels\n",
    "\n",
    "\n",
    "\n",
    "train_path = \"/mnt/sda/nikhil/pbb/iml/train/\"\n",
    "valid_path = \"/mnt/sda/nikhil/pbb/iml/valid/\"\n",
    "test_path = \"/mnt/sda/nikhil/pbb/iml/test/\"\n",
    "\n",
    "x_train, y_train = get_embeddings_and_labels(train_path)\n",
    "x_train, y_train = np.asarray(x_train), np.asarray(y_train)\n",
    "np.save('imlstagetrain_embeddings.npy', x_train)\n",
    "np.save('imlstagetrain_labels.npy', y_train)\n",
    "\n",
    "x_valid, y_valid = get_embeddings_and_labels(valid_path)\n",
    "x_valid, y_valid = np.asarray(x_valid), np.asarray(y_valid)\n",
    "np.save('imlstagevalid_embeddings.npy', x_valid)\n",
    "np.save('imlstagevalid_labels.npy', y_valid)\n",
    "\n",
    "x_test, y_test = get_embeddings_and_labels(test_path)\n",
    "x_test, y_test = np.asarray(x_test), np.asarray(y_test)\n",
    "np.save('imlstagetest_embeddings.npy', x_test)\n",
    "np.save('imlstagetest_labels.npy', y_test)\n",
    "print(\"Done\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "gpt says this code will be faster than the one above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import glob\n",
    "# from tqdm import tqdm\n",
    "# import torch\n",
    "# import numpy as np\n",
    "# from fastai.vision.all import *\n",
    "# from pathlib import Path\n",
    "\n",
    "# device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "# path = \"/mnt/sda/nikhil/pbb/iml/\"\n",
    "\n",
    "# def get_embeddings_and_labels(path):\n",
    "#     images = glob.glob(path + '*/*')\n",
    "#     embeddings = []\n",
    "#     labels = []\n",
    "#     for image in tqdm(images, desc=\"Processing images\"):\n",
    "#         img = load_image(image).to(device)  # Move image to GPU\n",
    "#         pred = learn.predict(img)\n",
    "#         embedding = pred[-1].detach().cpu().numpy()  # Move embedding to CPU\n",
    "#         embeddings.append(embedding)\n",
    "#         labels.append(image.split('/')[-2])  # Assumes folder name is the label\n",
    "#     return embeddings, labels\n",
    "\n",
    "# # Load the Fastai learner model\n",
    "# learn = load_learner(path)\n",
    "\n",
    "# train_path = \"/mnt/sda/nikhil/pbb/iml/train/\"\n",
    "# valid_path = \"/mnt/sda/nikhil/pbb/iml/valid/\"\n",
    "# test_path = \"/mnt/sda/nikhil/pbb/iml/test/\"\n",
    "\n",
    "# x_train, y_train = get_embeddings_and_labels(train_path)\n",
    "# x_train, y_train = np.asarray(x_train), np.asarray(y_train)\n",
    "# np.save('imlstagetrain_embeddings.npy', x_train)\n",
    "# np.save('imlstagetrain_labels.npy', y_train)\n",
    "\n",
    "# x_valid, y_valid = get_embeddings_and_labels(valid_path)\n",
    "# x_valid, y_valid = np.asarray(x_valid), np.asarray(y_valid)\n",
    "# np.save('imlstagevalid_embeddings.npy', x_valid)\n",
    "# np.save('imlstagevalid_labels.npy', y_valid)\n",
    "\n",
    "# x_test, y_test = get_embeddings_and_labels(test_path)\n",
    "# x_test, y_test = np.asarray(x_test), np.asarray(y_test)\n",
    "# np.save('imlstagetest_embeddings.npy', x_test)\n",
    "# np.save('imlstagetest_labels.npy', y_test)\n",
    "\n",
    "# print(\"Done\")"
   ]
  }
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