YOLOV5 PTQ,QAT量化源码
资源文件列表:

yolov5_quant/
yolov5_quant/.dockerignore 3.61KB
yolov5_quant/.gitattributes 75B
yolov5_quant/.github/
yolov5_quant/.github/CODE_OF_CONDUCT.md 5.11KB
yolov5_quant/.github/ISSUE_TEMPLATE/
yolov5_quant/.github/ISSUE_TEMPLATE/bug-report.yml 2.87KB
yolov5_quant/.github/ISSUE_TEMPLATE/config.yml 280B
yolov5_quant/.github/ISSUE_TEMPLATE/feature-request.yml 1.76KB
yolov5_quant/.github/ISSUE_TEMPLATE/question.yml 1.12KB
yolov5_quant/.github/PULL_REQUEST_TEMPLATE.md 693B
yolov5_quant/.github/README_cn.md 28.19KB
yolov5_quant/.github/SECURITY.md 359B
yolov5_quant/.github/dependabot.yml 441B
yolov5_quant/.github/workflows/
yolov5_quant/.github/workflows/ci-testing.yml 5.48KB
yolov5_quant/.github/workflows/codeql-analysis.yml 2KB
yolov5_quant/.github/workflows/docker.yml 1.44KB
yolov5_quant/.github/workflows/greetings.yml 5.02KB
yolov5_quant/.github/workflows/rebase.yml 639B
yolov5_quant/.github/workflows/stale.yml 1.97KB
yolov5_quant/.gitignore 3.89KB
yolov5_quant/.idea/
yolov5_quant/.idea/.gitignore 50B
yolov5_quant/.idea/inspectionProfiles/
yolov5_quant/.idea/inspectionProfiles/Project_Default.xml 2.92KB
yolov5_quant/.idea/inspectionProfiles/profiles_settings.xml 174B
yolov5_quant/.idea/misc.xml 199B
yolov5_quant/.idea/modules.xml 279B
yolov5_quant/.idea/workspace.xml 6.26KB
yolov5_quant/.idea/yolov5-6.2.iml 566B
yolov5_quant/.pre-commit-config.yaml 1.52KB
yolov5_quant/CONTRIBUTING.md 4.85KB
yolov5_quant/LICENSE 34.3KB
yolov5_quant/PTQ量化代码阅读/
yolov5_quant/PTQ量化代码阅读/calibrate_model.png 321.42KB
yolov5_quant/PTQ量化代码阅读/collect_stats.png 296.47KB
yolov5_quant/PTQ量化代码阅读/compute_amax.png 151.97KB
yolov5_quant/PTQ量化代码阅读/evaluate_accuracy.png 213.93KB
yolov5_quant/PTQ量化代码阅读/prepare_model.png 304.8KB
yolov5_quant/PTQ量化代码阅读/sensitive_analysis.png 370.49KB
yolov5_quant/PTQ量化调试截图/
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-28-06.png 105.08KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-28-54.png 37.41KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-31-14.png 147.63KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-33-13.png 51.24KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-33-55.png 83.76KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-34-55.png 106.71KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-36-12.png 61.97KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-36-59.png 97.65KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-38-27.png 75.21KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-38-54.png 59.91KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-43-30.png 44.46KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-49-05.png 119.97KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_10-50-28.png 121.31KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_12-18-27.png 107.67KB
yolov5_quant/PTQ量化调试截图/Snipaste_2024-01-17_12-31-06.png 128.4KB
yolov5_quant/PTQ量化调试截图/_DEFAULT_QUANT_MAP.png 116.77KB
yolov5_quant/PTQ量化调试截图/检测头.png 160.19KB
yolov5_quant/QAT量化代码阅读/
yolov5_quant/QAT量化代码阅读/select_layers_for_finetuning.png 324.54KB
yolov5_quant/QAT量化代码阅读/train.png 370.01KB
yolov5_quant/QAT量化调试截图/
yolov5_quant/QAT量化调试截图/Snipaste_2024-01-21_15-14-58.png 77.03KB
yolov5_quant/QAT量化调试截图/Snipaste_2024-01-21_15-21-55.png 92.31KB
yolov5_quant/QAT量化调试截图/Snipaste_2024-01-21_16-57-17.png 121.57KB
yolov5_quant/QAT量化调试截图/keep_idx.png 191KB
yolov5_quant/QAT量化调试截图/train_layers.png 95.71KB
yolov5_quant/README.md 28.92KB
yolov5_quant/__pycache__/
yolov5_quant/__pycache__/py_quant_utils.cpython-38.pyc 4.71KB
yolov5_quant/__pycache__/quant_flow_ptq_int8.cpython-38.pyc 8.92KB
yolov5_quant/__pycache__/val.cpython-38.pyc 13.43KB
yolov5_quant/classify/
yolov5_quant/classify/predict.py 3.94KB
yolov5_quant/classify/train.py 15.4KB
yolov5_quant/classify/val.py 6.78KB
yolov5_quant/coco128/
yolov5_quant/coco128/images/
yolov5_quant/coco128/images/train2017/
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yolov5_quant/coco128/labels/
yolov5_quant/coco128/labels/train2017/
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资源介绍:
YOLOV5 PTQ,QAT量化源码
English | [ç®ä½ä¸æ](.github/README_cn.md)
## YOLOv5 ð is a family of object detection architectures and models pretrained on the COCO dataset, and represents Ultralytics open-source research into future vision AI methods, incorporating lessons learned and best practices evolved over thousands of hours of research and development.
Documentation
See the [YOLOv5 Docs](https://docs.ultralytics.com) for full documentation on training, testing and deployment.
## Quick Start Examples
Install
Clone repo and install [requirements.txt](https://github.com/ultralytics/yolov5/blob/master/requirements.txt) in a [**Python>=3.7.0**](https://www.python.org/) environment, including [**PyTorch>=1.7**](https://pytorch.org/get-started/locally/). ```bash git clone https://github.com/ultralytics/yolov5 # clone cd yolov5 pip install -r requirements.txt # install ```Inference
YOLOv5 [PyTorch Hub](https://github.com/ultralytics/yolov5/issues/36) inference. [Models](https://github.com/ultralytics/yolov5/tree/master/models) download automatically from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases). ```python import torch # Model model = torch.hub.load('ultralytics/yolov5', 'yolov5s') # or yolov5n - yolov5x6, custom # Images img = 'https://ultralytics.com/images/zidane.jpg' # or file, Path, PIL, OpenCV, numpy, list # Inference results = model(img) # Results results.print() # or .show(), .save(), .crop(), .pandas(), etc. ```Inference with detect.py
`detect.py` runs inference on a variety of sources, downloading [models](https://github.com/ultralytics/yolov5/tree/master/models) automatically from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases) and saving results to `runs/detect`. ```bash python detect.py --source 0 # webcam img.jpg # image vid.mp4 # video path/ # directory 'path/*.jpg' # glob 'https://youtu.be/Zgi9g1ksQHc' # YouTube 'rtsp://example.com/media.mp4' # RTSP, RTMP, HTTP stream ```Training
The commands below reproduce YOLOv5 [COCO](https://github.com/ultralytics/yolov5/blob/master/data/scripts/get_coco.sh) results. [Models](https://github.com/ultralytics/yolov5/tree/master/models) and [datasets](https://github.com/ultralytics/yolov5/tree/master/data) download automatically from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases). Training times for YOLOv5n/s/m/l/x are 1/2/4/6/8 days on a V100 GPU ([Multi-GPU](https://github.com/ultralytics/yolov5/issues/475) times faster). Use the largest `--batch-size` possible, or pass `--batch-size -1` for YOLOv5 [AutoBatch](https://github.com/ultralytics/yolov5/pull/5092). Batch sizes shown for V100-16GB. ```bash python train.py --data coco.yaml --cfg yolov5n.yaml --weights '' --batch-size 128 yolov5s 64 yolov5m 40 yolov5l 24 yolov5x 16 ```