occlusion_sensitivity_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d5c5bf83",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "import json\n",
    "import sys\n",
    "from argparse import Namespace\n",
    "from pathlib import Path\n",
    "from time import time\n",
    "\n",
    "import numpy as np\n",
    "import resnet3d\n",
    "import torch\n",
    "import torchvision\n",
    "from IPython.display import HTML\n",
    "from resnet3d.main import generate_model, get_inference_utils, resume_model\n",
    "from resnet3d.model import generate_model, make_data_parallel\n",
    "from torch.backends import cudnn\n",
    "from torchvision.transforms import transforms\n",
    "from torchvision.transforms.transforms import Normalize, ToPILImage\n",
    "\n",
    "sys.path.append(\"/workspace/src/\")\n",
    "\n",
    "from utils.dataset_utils import load_jpg_ucf101\n",
    "from utils.sensitivity_analysis import OcclusionSensitivityMap3D as OSM\n",
    "from utils.visualization import visualize\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1eec3f08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading checkpoint /workspace/data/r3d_models/finetuning/ucf101/r3d50_K_fc/save_200.pth model\n",
      "dataset loading [0/3783]\n",
      "dataset loading [756/3783]\n",
      "dataset loading [1512/3783]\n",
      "dataset loading [2268/3783]\n",
      "dataset loading [3024/3783]\n",
      "dataset loading [3780/3783]\n"
     ]
    }
   ],
   "source": [
    "#%%\n",
    "opt_path = \"/workspace/data/r3d_models/finetuning/ucf101/r3d50_K_fc/opts.json\"\n",
    "with open(opt_path, \"r\") as f:\n",
    "    model_opt = json.load(f)\n",
    "model_opt = Namespace(**model_opt)\n",
    "\n",
    "model_opt.device = torch.device(\"cpu\" if model_opt.no_cuda else \"cuda\")\n",
    "if not model_opt.no_cuda:\n",
    "    cudnn.benchmark = True\n",
    "if model_opt.accimage:\n",
    "    torchvision.set_image_backend(\"accimage\")\n",
    "\n",
    "model_opt.ngpus_per_node = torch.cuda.device_count()\n",
    "\n",
    "model = generate_model(model_opt)\n",
    "model = resume_model(model_opt.resume_path, model_opt.arch, model)\n",
    "model = make_data_parallel(model, model_opt.distributed, model_opt.device)\n",
    "model.eval()\n",
    "\n",
    "model_opt.inference_batch_size = 1\n",
    "for attribute in dir(model_opt):\n",
    "    if \"path\" in str(attribute) and getattr(model_opt, str(attribute)) != None:\n",
    "        setattr(model_opt, str(attribute), Path(getattr(model_opt, str(attribute))))\n",
    "inference_loader, inference_class_names = get_inference_utils(model_opt)\n",
    "\n",
    "class_labels_map = {v.lower(): k for k, v in inference_class_names.items()}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1a17e6ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "inputs, targets = iter(inference_loader).__next__()\n",
    "video_size = inputs[[0]].shape\n",
    "transform = inference_loader.dataset.spatial_transform\n",
    "\n",
    "_transforms = transform.transforms\n",
    "idx = [type(i) for i in _transforms].index(resnet3d.spatial_transforms.Normalize)\n",
    "normalize = _transforms[idx]\n",
    "mean = torch.tensor(normalize.mean)\n",
    "std = torch.tensor(normalize.std)\n",
    "\n",
    "unnormalize = transforms.Compose(\n",
    "    [\n",
    "        Normalize((-mean / std).tolist(), (1 / std).tolist()),\n",
    "        ToPILImage(),\n",
    "    ]\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8b8f52e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "spatial_crop_size = 16\n",
    "spatial_stride = 8\n",
    "temporal_stride = 2\n",
    "\n",
    "aosa_single = OSM(\n",
    "    net=model,\n",
    "    video_size=video_size,\n",
    "    device=model_opt.device,\n",
    "    spatial_crop_size=spatial_crop_size,\n",
    "    spatial_stride=spatial_stride,\n",
    "    temporal_stride=temporal_stride,\n",
    "    transform=transform,\n",
    "    batchsize=400,\n",
    "    N_stack_mask=1,\n",
    ")\n",
    "\n",
    "aosa = OSM(\n",
    "    net=model,\n",
    "    video_size=video_size,\n",
    "    device=model_opt.device,\n",
    "    spatial_crop_size=spatial_crop_size,\n",
    "    spatial_stride=spatial_stride,\n",
    "    temporal_stride=temporal_stride,\n",
    "    transform=transform,\n",
    "    batchsize=400,\n",
    "    N_stack_mask=3,\n",
    ")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "77480c95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.7829227447509766\n",
      "1.7817668914794922\n",
      "heatmap size:  (16, 112, 112)\n"
     ]
    },
    {
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       "    if (!this.timer) this.timer = setInterval(function() {\n",
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       "AAAASUVORK5CYII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animec42fa1e8f634248b5b53b14da69f112 = new Animation(frames, img_id, slider_id, 200.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#%%\n",
    "l = 21\n",
    "g = 1  # > 0\n",
    "c = 1  # > 0\n",
    "n = 1\n",
    "\n",
    "video = load_jpg_ucf101(l, g, c, n, inference_class_names, transform).transpose(0, 1)\n",
    "target = l\n",
    "with torch.inference_mode():\n",
    "    pred = model(video.unsqueeze(0)).cpu().numpy().argmax()\n",
    "video_orgimg = []\n",
    "\n",
    "for i in range(video_size[2]):\n",
    "    img = video.squeeze().transpose(0, 1)[i]\n",
    "    video_orgimg.append(np.array(unnormalize(img)))\n",
    "video_orgimg = np.array(video_orgimg)\n",
    "\n",
    "start = time()\n",
    "aosa_single_map = aosa_single.run(video, target)\n",
    "print(time() - start)\n",
    "\n",
    "start = time()\n",
    "aosa_map = aosa.run(video, target)\n",
    "print(time() - start)\n",
    "\n",
    "print(\"heatmap size: \", aosa_single_map.shape)\n",
    "\n",
    "title = \"{} (pred: {})\".format(inference_class_names[l], inference_class_names[pred])\n",
    "\n",
    "s = visualize(\n",
    "    [aosa_single_map, aosa_map],\n",
    "    video_orgimg,\n",
    "    title=title,\n",
    ")\n",
    "\n",
    "HTML(s)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2c7d2f98",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}