{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Install MMDetection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "d9d74c68", "metadata": {}, "source": [ "#### simple" ] }, { "cell_type": "code", "execution_count": null, "id": "2c3e601a", "metadata": {}, "outputs": [], "source": [ "%pip install torch==2.1.0 torchvision==0.16.0 --index-url https://download.pytorch.org/whl/cu121\n", "%pip install openmim pycocotools faster-coco-eval\n", "%pip install mmcv==2.1.0 -f https://download.openmmlab.com/mmcv/dist/cu121/torch2.1/index.html\n", "!python3 -m mim install mmdet" ] }, { "cell_type": "markdown", "id": "b7009f6a", "metadata": {}, "source": [ "## Download COCO VAL" ] }, { "cell_type": "code", "execution_count": null, "id": "bc2a4389", "metadata": {}, "outputs": [], "source": [ "!wget -P COCO/DIR/ http://images.cocodataset.org/annotations/annotations_trainval2017.zip\n", "!wget -P COCO/DIR/ http://images.cocodataset.org/zips/val2017.zip" ] }, { "cell_type": "markdown", "id": "1b94cb3d", "metadata": {}, "source": [ "## Unzip COCO VAL" ] }, { "cell_type": "code", "execution_count": null, "id": "94d9a6c0", "metadata": {}, "outputs": [], "source": [ "!unzip -qq COCO/DIR/annotations_trainval2017.zip -d COCO/DIR/\n", "!unzip -qq COCO/DIR/val2017.zip -d COCO/DIR/" ] }, { "cell_type": "markdown", "id": "ee83ac7b", "metadata": {}, "source": [ "## Download model" ] }, { "cell_type": "code", "execution_count": 1, "id": "b6f6860f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "config_file='/home/mixaill76/.local/lib/python3.10/site-packages/mmdet/.mim/configs/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco.py'\n", "model_file='https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth'\n", "--2024-06-20 16:31:25-- https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth\n", "Resolving download.openmmlab.com (download.openmmlab.com)... 47.246.2.228, 47.246.2.226, 47.246.2.230, ...\n", "Connecting to download.openmmlab.com (download.openmmlab.com)|47.246.2.228|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 22757492 (22M) [application/octet-stream]\n", "Saving to: ‘model/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth.2’\n", "\n", "rtmdet-ins_tiny_8xb 100%[===================>] 21.70M 11.3MB/s in 1.9s \n", "\n", "2024-06-20 16:31:28 (11.3 MB/s) - ‘model/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth.2’ saved [22757492/22757492]\n", "\n", "total 66M\n", "drwxrwxrwx 2 mixaill76 mixaill76 4.0K Jun 20 16:31 .\n", "drwxr-xr-x 4 mixaill76 mixaill76 4.0K Jun 13 14:38 ..\n", "-rw-r--r-- 1 mixaill76 mixaill76 16K Jun 20 16:31 rtmdet-ins_tiny_8xb32-300e_coco.py\n", "-rw-r--r-- 1 mixaill76 mixaill76 22M Dec 19 2022 rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth\n", "-rw-r--r-- 1 mixaill76 mixaill76 22M Dec 19 2022 rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth.1\n", "-rw-r--r-- 1 mixaill76 mixaill76 22M Dec 19 2022 rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth.2\n" ] } ], "source": [ "import mmdet\n", "import mmengine\n", "import os.path as osp\n", "\n", "config_dir = osp.dirname(mmdet.__file__)\n", "sub_config = \"configs/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco.py\"\n", "config_file = osp.join(config_dir, \".mim\", sub_config)\n", "cfg = mmengine.Config.fromfile(config_file)\n", "\n", "model_file = \"https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth\"\n", "\n", "print(f\"{config_file=}\")\n", "print(f\"{model_file=}\")\n", "\n", "!mkdir -p -m 777 model\n", "\n", "cfg.dump(osp.join(\"model\", osp.basename(config_file)))\n", "!wget -P model/ {model_file}\n", "\n", "!ls -lah model" ] }, { "cell_type": "markdown", "id": "313f1978", "metadata": {}, "source": [ "## Validate" ] }, { "cell_type": "code", "execution_count": 2, "id": "eebcff84", "metadata": {}, "outputs": [], "source": [ "from mmdet.apis import inference_detector, init_detector\n", "from mmengine.registry import init_default_scope\n", "from mmdet.datasets import CocoDataset\n", "import tqdm\n", "import os.path as osp\n", "import os\n", "import torch\n", "\n", "# from coco_metric import CocoMetric\n", "from mmdet.evaluation import CocoMetric\n", "from mmdet.structures.mask import encode_mask_results\n", "import pathlib\n", "import copy\n", "import time\n", "from pycocotools.coco import COCO as pycocotools_COCO\n", "from pycocotools.cocoeval import COCOeval as pycocotools_COCOeval\n", "from faster_coco_eval import COCO as COCO_faster, COCOeval_faster\n", "import pandas as pd\n", "from IPython.display import display, Markdown" ] }, { "cell_type": "code", "execution_count": 3, "id": "c2f5fedd", "metadata": {}, "outputs": [], "source": [ "init_default_scope(\"mmdet\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "e1674a30", "metadata": {}, "outputs": [], "source": [ "import json\n", "\n", "with open(\"./COCO/DIR/annotations/instances_val2017.json\") as fd:\n", " instances_val2017 = json.load(fd)\n", " \n", "image_id_for_eval = [image['id'] for image in instances_val2017['images']]\n", "# image_id_for_eval = image_id_for_eval[:100] # Select first 100 images\n", "\n", "annotations = [ann for ann in instances_val2017['annotations'] if ann['image_id'] in image_id_for_eval]\n", "images = [image for image in instances_val2017['images'] if image['id'] in image_id_for_eval]\n", "\n", "instances_val2017['annotations'] = annotations\n", "instances_val2017['images'] = images\n", "\n", "with open(\"./COCO/DIR/annotations/instances_val2017_first_100.json\", \"w\") as fd:\n", " json.dump(instances_val2017, fd)" ] }, { "cell_type": "markdown", "id": "4bacd42d", "metadata": {}, "source": [ "## Init model" ] }, { "cell_type": "code", "execution_count": 5, "id": "1318e70c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loads checkpoint by local backend from path: ./model/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth\n" ] } ], "source": [ "model = init_detector(\n", " \"./model/rtmdet-ins_tiny_8xb32-300e_coco.py\",\n", " \"./model/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth\",\n", " device=(\"cuda\" if torch.cuda.is_available() else \"cpu\"),\n", ")" ] }, { "cell_type": "markdown", "id": "d7606215", "metadata": {}, "source": [ "## Init dataset" ] }, { "cell_type": "code", "execution_count": 6, "id": "1f7878d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading annotations into memory...\n", "Done (t=0.35s)\n", "creating index...\n", "index created!\n" ] }, { "data": { "text/plain": [ "5000" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipeline = [\n", " dict(type=\"LoadImageFromFile\"),\n", " dict(type=\"mmdet.LoadAnnotations\", with_bbox=True),\n", "]\n", "\n", "dataset = CocoDataset(\n", " data_root=\"./COCO/DIR/\",\n", " ann_file=\"annotations/instances_val2017_first_100.json\",\n", " data_prefix=dict(img=\"val2017/\"),\n", " pipeline=pipeline,\n", ")\n", "len(dataset)" ] }, { "cell_type": "code", "execution_count": 7, "id": "379869cc", "metadata": {}, "outputs": [], "source": [ "metric = CocoMetric(metric=[\"bbox\", \"segm\"])\n", "metric.dataset_meta = model.dataset_meta" ] }, { "cell_type": "code", "execution_count": 8, "id": "34328dac", "metadata": {}, "outputs": [], "source": [ "_coco_api = COCO_faster(dataset.ann_file)\n", "metric.cat_ids = _coco_api.get_cat_ids(cat_names=metric.dataset_meta[\"classes\"])" ] }, { "cell_type": "markdown", "id": "eb2f2270", "metadata": {}, "source": [ "## Process images" ] }, { "cell_type": "code", "execution_count": 9, "id": "0590adeb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 200/200 [00:00<00:00, 46410.00it/s]\n" ] } ], "source": [ "images_path = pathlib.Path(dataset.data_prefix[\"img\"])\n", "\n", "files = list(images_path.rglob(\"*.segm.json\"))\n", "files += list(images_path.rglob(\"*.bbox.json\"))\n", "\n", "for file in tqdm.tqdm(files):\n", " os.remove(file.as_posix())" ] }, { "cell_type": "code", "execution_count": 10, "id": "24d1832a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/5000 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
faster-coco-evalpycocotoolsProfit
Type
bbox4.52923.2755.139
segm6.14023.8973.892
\n", "" ], "text/plain": [ " faster-coco-eval pycocotools Profit\n", "Type \n", "bbox 4.529 23.275 5.139\n", "segm 6.140 23.897 3.892" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(result_table).T.round(3)\n", "df.index.name = \"Type\"\n", "df[\"Profit\"] = (df[\"pycocotools\"] / df[\"faster-coco-eval\"]).round(3)\n", "df" ] }, { "cell_type": "code", "execution_count": 21, "id": "0c76a1e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| Type | faster-coco-eval | pycocotools | Profit |\n", "|:-------|-------------------:|--------------:|---------:|\n", "| bbox | 4.529 | 23.275 | 5.139 |\n", "| segm | 6.14 | 23.897 | 3.892 |\n" ] } ], "source": [ "print(df.to_markdown())" ] }, { "cell_type": "code", "execution_count": 22, "id": "c819d20c", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "| Type | faster-coco-eval | pycocotools | Profit |\n", "|:-------|-------------------:|--------------:|---------:|\n", "| bbox | 4.529 | 23.275 | 5.139 |\n", "| segm | 6.14 | 23.897 | 3.892 |" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(df.to_markdown()))" ] }, { "cell_type": "code", "execution_count": 38, "id": "591f042a", "metadata": {}, "outputs": [], "source": [ "filtred_result_data = [ann for ann in result_data if ann.get(\"score\",0) > 0.3]\n", "cocoGt, cocoDt = load_faster_data(dataset.ann_file, filtred_result_data)" ] }, { "cell_type": "code", "execution_count": 39, "id": "75d62196", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Pre: %{y:.3f}
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