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yolov8-quant

https://github.com/king-siong/yolov8-quant

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (3.3%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: king-siong
  • License: agpl-3.0
  • Language: Python
  • Default Branch: main
  • Size: 1.74 MB
Statistics
  • Stars: 1
  • Watchers: 1
  • Forks: 0
  • Open Issues: 7
  • Releases: 0
Created almost 2 years ago · Last pushed over 1 year ago
Metadata Files
Readme Contributing License Citation

README.md

YOLOv8 Quantization Demo

yolov8's official repository

my demo is based on v8.1.0.

  • [x] finish ptq and debug
  • [x] finish qat
  • [ ] add q/dq manually
  • [x] sensitivity analysis
  • [ ] skip some sensitive layers
  • [ ] quant details... (fuse? amax?)
  • [ ] some warnings/errors(may not affect the results) wait to fix (tracer, onnx export...)
  • [ ] export format onnx to engine for tensorrt to inference

Quick Start

shell python yolov8_flow.py --qat

yolov8 quant flow

load model -> prepare calibration dataset -> (ptq) -> (sensitivity analysis) -> (qat) -> export model.onnx

Owner

  • Name: King-Siong Si
  • Login: king-siong
  • Kind: user
  • Location: Shanghai, China
  • Company: Xi'an JiaoTong University

MS @ XJTU, with research interests in TCS.

Citation (CITATION.cff) 

cff-version: 1.2.0
preferred-citation:
  type: software
  message: If you use this software, please cite it as below.
  authors:
  - family-names: Jocher
    given-names: Glenn
    orcid: "https://orcid.org/0000-0001-5950-6979"
  - family-names: Chaurasia
    given-names: Ayush
    orcid: "https://orcid.org/0000-0002-7603-6750"
  - family-names: Qiu
    given-names: Jing
    orcid: "https://orcid.org/0000-0003-3783-7069"
  title: "YOLO by Ultralytics"
  version: 8.0.0
  # doi: 10.5281/zenodo.3908559  # TODO
  date-released: 2023-1-10
  license: AGPL-3.0
  url: "https://github.com/ultralytics/ultralytics"

GitHub Events

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Dependencies

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.github/workflows/codeql.yaml actions
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.github/workflows/docker.yaml actions
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.github/workflows/format.yml actions
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.github/workflows/greetings.yml actions
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.github/workflows/links.yml actions
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.github/workflows/publish.yml actions
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.github/workflows/stale.yml actions
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examples/YOLOv8-ONNXRuntime-Rust/Cargo.toml cargo
docker/Dockerfile docker
  • pytorch/pytorch 2.1.0-cuda12.1-cudnn8-runtime build
pyproject.toml pypi
  • hub-sdk >=0.0.2
  • matplotlib >=3.3.0
  • numpy >=1.22.2
  • opencv-python >=4.6.0
  • pandas >=1.1.4
  • pillow >=7.1.2
  • psutil *
  • py-cpuinfo *
  • pyyaml >=5.3.1
  • requests >=2.23.0
  • scipy >=1.4.1
  • seaborn >=0.11.0
  • thop >=0.1.1
  • torch >=1.8.0
  • torchvision >=0.9.0
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