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{
"cells": [
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"4131.24s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
"Requirement already satisfied: torch in ./.venv/lib/python3.10/site-packages (2.4.1)\n",
"Requirement already satisfied: torchvision in ./.venv/lib/python3.10/site-packages (0.19.1)\n",
"Requirement already satisfied: torchaudio in ./.venv/lib/python3.10/site-packages (2.4.1)\n",
"Requirement already satisfied: filelock in ./.venv/lib/python3.10/site-packages (from torch) (3.16.1)\n",
"Requirement already satisfied: typing-extensions>=4.8.0 in ./.venv/lib/python3.10/site-packages (from torch) (4.12.2)\n",
"Requirement already satisfied: sympy in ./.venv/lib/python3.10/site-packages (from torch) (1.13.3)\n",
"Requirement already satisfied: networkx in ./.venv/lib/python3.10/site-packages (from torch) (3.3)\n",
"Requirement already satisfied: jinja2 in ./.venv/lib/python3.10/site-packages (from torch) (3.1.4)\n",
"Requirement already satisfied: fsspec in ./.venv/lib/python3.10/site-packages (from torch) (2024.9.0)\n",
"Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.105)\n",
"Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.105)\n",
"Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.105)\n",
"Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in ./.venv/lib/python3.10/site-packages (from torch) (9.1.0.70)\n",
"Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.3.1)\n",
"Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in ./.venv/lib/python3.10/site-packages (from torch) (11.0.2.54)\n",
"Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in ./.venv/lib/python3.10/site-packages (from torch) (10.3.2.106)\n",
"Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in ./.venv/lib/python3.10/site-packages (from torch) (11.4.5.107)\n",
"Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.0.106)\n",
"Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in ./.venv/lib/python3.10/site-packages (from torch) (2.20.5)\n",
"Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in ./.venv/lib/python3.10/site-packages (from torch) (12.1.105)\n",
"Requirement already satisfied: triton==3.0.0 in ./.venv/lib/python3.10/site-packages (from torch) (3.0.0)\n",
"Requirement already satisfied: nvidia-nvjitlink-cu12 in ./.venv/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch) (12.6.68)\n",
"Requirement already satisfied: numpy in ./.venv/lib/python3.10/site-packages (from torchvision) (2.1.1)\n",
"Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in ./.venv/lib/python3.10/site-packages (from torchvision) (10.4.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in ./.venv/lib/python3.10/site-packages (from jinja2->torch) (2.1.5)\n",
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in ./.venv/lib/python3.10/site-packages (from sympy->torch) (1.3.0)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install torch torchvision torchaudio"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"4137.26s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
"Requirement already satisfied: matplotlib in ./.venv/lib/python3.10/site-packages (3.9.2)\n",
"Requirement already satisfied: contourpy>=1.0.1 in ./.venv/lib/python3.10/site-packages (from matplotlib) (1.3.0)\n",
"Requirement already satisfied: cycler>=0.10 in ./.venv/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n",
"Requirement already satisfied: fonttools>=4.22.0 in ./.venv/lib/python3.10/site-packages (from matplotlib) (4.54.1)\n",
"Requirement already satisfied: kiwisolver>=1.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib) (1.4.7)\n",
"Requirement already satisfied: numpy>=1.23 in ./.venv/lib/python3.10/site-packages (from matplotlib) (2.1.1)\n",
"Requirement already satisfied: packaging>=20.0 in ./.venv/lib/python3.10/site-packages (from matplotlib) (24.1)\n",
"Requirement already satisfied: pillow>=8 in ./.venv/lib/python3.10/site-packages (from matplotlib) (10.4.0)\n",
"Requirement already satisfied: pyparsing>=2.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib) (3.1.4)\n",
"Requirement already satisfied: python-dateutil>=2.7 in ./.venv/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n",
"Requirement already satisfied: six>=1.5 in ./.venv/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"4143.25s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
"Requirement already satisfied: opencv-python in ./.venv/lib/python3.10/site-packages (4.10.0.84)\n",
"Requirement already satisfied: numpy>=1.21.2 in ./.venv/lib/python3.10/site-packages (from opencv-python) (2.1.1)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install opencv-python"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torchvision\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"from torchvision import transforms,models,datasets\n",
"from torch import optim\n",
"from torch.utils.data import DataLoader,Dataset\n",
"from glob import glob\n"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.is_available()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"device = 'cuda' if torch.cuda.is_available() else 'cpu'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 定义数据集"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 安装pycocotools"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"4173.72s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
"Requirement already satisfied: pycocotools in ./.venv/lib/python3.10/site-packages (2.0.8)\n",
"Requirement already satisfied: matplotlib>=2.1.0 in ./.venv/lib/python3.10/site-packages (from pycocotools) (3.9.2)\n",
"Requirement already satisfied: numpy in ./.venv/lib/python3.10/site-packages (from pycocotools) (2.1.1)\n",
"Requirement already satisfied: contourpy>=1.0.1 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (1.3.0)\n",
"Requirement already satisfied: cycler>=0.10 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (0.12.1)\n",
"Requirement already satisfied: fonttools>=4.22.0 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (4.54.1)\n",
"Requirement already satisfied: kiwisolver>=1.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (1.4.7)\n",
"Requirement already satisfied: packaging>=20.0 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (24.1)\n",
"Requirement already satisfied: pillow>=8 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (10.4.0)\n",
"Requirement already satisfied: pyparsing>=2.3.1 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (3.1.4)\n",
"Requirement already satisfied: python-dateutil>=2.7 in ./.venv/lib/python3.10/site-packages (from matplotlib>=2.1.0->pycocotools) (2.9.0.post0)\n",
"Requirement already satisfied: six>=1.5 in ./.venv/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib>=2.1.0->pycocotools) (1.16.0)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install pycocotools"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"from pycocotools.coco import COCO"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 测试dataset/instances_default.json"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading annotations into memory...\n",
"Done (t=0.02s)\n",
"creating index...\n",
"index created!\n"
]
}
],
"source": [
"cocoJson = COCO(\"./dataset/instances_default.json\")"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
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" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_30.JPG',\n",
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" 2: {'id': 2,\n",
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" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_2.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 14: {'id': 14,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_3.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
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" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_4.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 16: {'id': 16,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_5.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 17: {'id': 17,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_6.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 18: {'id': 18,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_7.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 19: {'id': 19,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_8.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 20: {'id': 20,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_9.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 21: {'id': 21,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_20.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 22: {'id': 22,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_21.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 23: {'id': 23,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_22.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 24: {'id': 24,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_23.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 25: {'id': 25,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_24.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 26: {'id': 26,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_25.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 27: {'id': 27,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_26.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 28: {'id': 28,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_27.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 29: {'id': 29,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_28.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 30: {'id': 30,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_L_29.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 31: {'id': 31,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_10.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 32: {'id': 32,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_11.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 33: {'id': 33,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_12.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 34: {'id': 34,\n",
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" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_S_R_13.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
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" 982: {'id': 982,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_L_39.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 983: {'id': 983,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_0.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 984: {'id': 984,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_1.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 985: {'id': 985,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_2.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 986: {'id': 986,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_3.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 987: {'id': 987,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_4.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 988: {'id': 988,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_5.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 989: {'id': 989,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_6.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 990: {'id': 990,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_7.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 991: {'id': 991,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_8.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 992: {'id': 992,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_F_R_9.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 993: {'id': 993,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_20.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 994: {'id': 994,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_21.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 995: {'id': 995,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_22.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 996: {'id': 996,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_23.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 997: {'id': 997,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_24.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 998: {'id': 998,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_25.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 999: {'id': 999,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_26.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" 1000: {'id': 1000,\n",
" 'width': 3264,\n",
" 'height': 2448,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/026/026_S_L_27.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0},\n",
" ...}"
]
},
"execution_count": 165,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imgs = cocoJson.imgs\n",
"imgs\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'id': 1,\n",
" 'width': 2448,\n",
" 'height': 3264,\n",
" 'file_name': 'Birjand University Mobile Palmprint Database (BMPD)/001/001_F_L_30.JPG',\n",
" 'license': 0,\n",
" 'flickr_url': '',\n",
" 'coco_url': '',\n",
" 'date_captured': 0}"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imgs[1]"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_items"
]
},
"execution_count": 157,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(imgs)"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769, 770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795, 796, 797, 798, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808, 809, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010, 1011, 1012, 1013, 1014, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1023, 1024, 1025, 1026, 1027, 1028, 1029, 1030, 1031, 1032, 1033, 1034, 1035, 1036, 1037, 1038, 1039, 1040, 1041, 1042, 1043, 1044, 1045, 1046, 1047, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1056, 1057, 1058, 1059, 1060, 1061, 1062, 1063, 1064, 1065, 1066, 1067, 1068, 1069, 1070, 1071, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1080, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1089, 1090, 1091, 1092, 1093, 1094, 1095, 1096, 1097, 1098, 1099, 1100, 1101, 1102, 1103, 1104, 1105, 1106, 1107, 1108, 1109, 1110, 1111, 1112, 1113, 1114, 1115, 1116, 1117, 1118, 1119, 1120, 1121, 1122, 1123, 1124, 1125, 1126, 1127, 1128, 1129, 1130, 1131, 1132, 1133, 1134, 1135, 1136, 1137, 1138, 1139, 1140, 1141, 1142, 1143, 1144, 1145, 1146, 1147, 1148, 1149, 1150, 1151, 1152, 1153, 1154, 1155, 1156, 1157, 1158, 1159, 1160, 1161, 1162, 1163, 1164, 1165, 1166, 1167, 1168, 1169, 1170, 1171, 1172, 1173, 1174, 1175, 1176, 1177, 1178, 1179, 1180, 1181, 1182, 1183, 1184, 1185, 1186, 1187, 1188, 1189, 1190, 1191, 1192, 1193, 1194, 1195, 1196, 1197, 1198, 1199, 1200, 1201, 1202, 1203, 1204, 1205, 1206, 1207, 1208, 1209, 1210, 1211, 1212, 1213, 1214, 1215, 1216, 1217, 1218, 1219, 1220, 1221, 1222, 1223, 1224, 1225, 1226, 1227, 1228, 1229, 1230, 1231, 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1240, 1241, 1242, 1243, 1244, 1245, 1246, 1247, 1248, 1249, 1250, 1251, 1252, 1253, 1254, 1255, 1256, 1257, 1258, 1259, 1260, 1261, 1262, 1263, 1264, 1265, 1266, 1267, 1268, 1269, 1270, 1271, 1272, 1273, 1274, 1275, 1276, 1277, 1278, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1286, 1287, 1288, 1289, 1290, 1291, 1292, 1293, 1294, 1295, 1296, 1297, 1298, 1299, 1300, 1301, 1302, 1303, 1304, 1305, 1306, 1307, 1308, 1309, 1310, 1311, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1320, 1321, 1322, 1323, 1324, 1325, 1326, 1327, 1328, 1329, 1330, 1331, 1332, 1333, 1334, 1335, 1336, 1337, 1338, 1339, 1340, 1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352, 1353, 1354, 1355, 1356, 1357, 1358, 1359, 1360, 1361, 1362, 1363, 1364, 1365, 1366, 1367, 1368, 1369, 1370, 1371, 1372, 1373, 1374, 1375, 1376, 1377, 1378, 1379, 1380, 1381, 1382, 1383, 1384, 1385, 1386, 1387, 1388, 1389, 1390, 1391, 1392, 1393, 1394, 1395, 1396, 1397, 1398, 1399, 1400, 1401, 1402, 1403, 1404, 1405, 1406, 1407, 1408, 1409, 1410, 1411, 1412, 1413, 1414, 1415, 1416, 1417, 1418, 1419, 1420, 1421, 1422, 1423, 1424, 1425, 1426, 1427, 1428, 1429, 1430, 1431, 1432, 1433, 1434, 1435, 1436, 1437, 1438, 1439, 1440, 1441, 1442, 1443, 1444, 1445, 1446, 1447, 1448, 1449, 1450, 1451, 1452, 1453, 1454, 1455, 1456, 1457, 1458, 1459, 1460, 1461, 1462, 1463, 1464, 1465, 1466, 1467, 1468, 1469, 1470, 1471, 1472, 1473, 1474, 1475, 1476, 1477, 1478, 1479, 1480, 1481, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1504, 1505, 1506, 1507, 1508, 1509, 1510, 1511, 1512, 1513, 1514, 1515, 1516, 1517, 1518, 1519, 1520, 1521, 1522, 1523, 1524, 1525, 1526, 1527, 1528, 1529, 1530, 1531, 1532, 1533, 1534, 1535, 1536, 1537, 1538, 1539, 1540, 1541, 1542, 1543, 1544, 1545, 1546, 1547, 1548, 1549, 1550, 1551, 1552, 1553, 1554, 1555, 1556, 1557, 1558, 1559, 1560, 1561, 1562, 1563, 1564, 1565, 1566, 1567, 1568, 1569, 1570, 1571, 1572, 1573, 1574, 1575, 1576, 1577, 1578, 1579, 1580, 1581, 1582, 1583, 1584, 1585, 1586, 1587, 1588, 1589, 1590, 1591, 1592, 1593, 1594, 1595, 1596, 1597, 1598, 1599, 1600, 1601, 1602, 1603, 1604, 1605, 1606, 1607, 1608, 1609, 1610, 1611, 1612])"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images_ids = imgs.keys()\n",
"images_ids"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [],
"source": [
"anns = cocoJson.anns"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1,\n",
" 2,\n",
" 3,\n",
" 4,\n",
" 5,\n",
" 6,\n",
" 7,\n",
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" 996,\n",
" 997,\n",
" 998,\n",
" 999,\n",
" 1000,\n",
" ...]"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ann_image_ids = [ ann['image_id'] for id,ann in anns.items()]\n",
"ann_image_ids"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_ann_list = [item for item in images_ids if item not in ann_image_ids]\n",
"no_ann_list"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"import re"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [],
"source": [
"pattern = r'^.*/(\\d+)[^/]+_(R|L)_\\d+.*$'\n"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"file_name_sample = \"Birjand University Mobile Palmprint Database (BMPD)/001/001_F_R_0.JPG\"\n",
"file_name_sample"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('001', 'R')"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"match = re.search(pattern=pattern,string=file_name_sample)\n",
"match.groups()"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [],
"source": [
"def find_cls(image_name)->str:\n",
" match = re.search(pattern=pattern,string=image_name)\n",
" id,h = match.groups()\n",
" return id + h"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"001L\n",
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]
}
],
"source": [
"# 找出所有分类\n",
" \n",
"for id,ann in anns.items():\n",
" img_id = int(ann[\"image_id\"])\n",
" try:\n",
" img = imgs[img_id]\n",
" except Exception as e:\n",
" print(\"无法找到\",img_id)\n",
" raise e\n",
" target = find_cls(image_name=img[\"file_name\"])\n",
" print(target)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# 定义数据集\n",
"class PalmPrints(Dataset):\n",
" def __init__(self,json:str):\n",
" self.images = COCO(json).imgs\n",
" def __getitem__(self, index) -> Any:\n",
" return super().__getitem__(index)\n",
" def __len__(self):\n",
" return len(self.images)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 定义获取数据函数"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"resnet_model = models.resnet18().to(device=device)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ResNet(\n",
" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
" (layer1): Sequential(\n",
" (0): BasicBlock(\n",
" (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" (1): BasicBlock(\n",
" (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (layer2): Sequential(\n",
" (0): BasicBlock(\n",
" (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): BasicBlock(\n",
" (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (layer3): Sequential(\n",
" (0): BasicBlock(\n",
" (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): BasicBlock(\n",
" (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (layer4): Sequential(\n",
" (0): BasicBlock(\n",
" (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): BasicBlock(\n",
" (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
" (fc): Linear(in_features=512, out_features=1000, bias=True)\n",
")"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"resnet_model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 定义获取模型函数"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_model():\n",
" pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 定义训练批次"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def train_batch():\n",
" pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 定义准确度函数"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 训练"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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