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[CI] Add CI #22

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bcd3d88
add CI
LZHgrla Nov 29, 2023
31ecb15
update CI repo
LZHgrla Nov 29, 2023
ea47a43
update pre-commit-config
LZHgrla Nov 29, 2023
d1fb769
fix pre-commit
LZHgrla Nov 29, 2023
c995b9b
fix pre-commit
LZHgrla Nov 29, 2023
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23 changes: 23 additions & 0 deletions .github/workflows/lint.yml
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name: lint

on: [push, pull_request]

concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: true

jobs:
lint:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Set up Python 3.8
uses: actions/setup-python@v2
with:
python-version: 3.8
- name: Install pre-commit hook
run: |
pip install pre-commit
pre-commit install
- name: Linting
run: pre-commit run --all-files
51 changes: 51 additions & 0 deletions .pre-commit-config.yaml
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exclude: ^(tests/data/|requirements.txt)
repos:
- repo: https://gitee.com/openmmlab/mirrors-flake8
rev: 5.0.4
hooks:
- id: flake8
args: ["--max-line-length=119"]
- repo: https://gitee.com/openmmlab/mirrors-isort
rev: 5.11.5
hooks:
- id: isort
- repo: https://gitee.com/openmmlab/mirrors-yapf
rev: v0.32.0
hooks:
- id: yapf
- repo: https://gitee.com/openmmlab/mirrors-pre-commit-hooks
rev: v4.3.0
hooks:
- id: trailing-whitespace
- id: check-yaml
- id: end-of-file-fixer
- id: requirements-txt-fixer
- id: double-quote-string-fixer
- id: check-merge-conflict
- id: fix-encoding-pragma
args: ["--remove"]
- id: mixed-line-ending
args: ["--fix=lf"]
- repo: https://gitee.com/openmmlab/mirrors-codespell
rev: v2.2.1
hooks:
- id: codespell
- repo: https://gitee.com/openmmlab/mirrors-mdformat
rev: 0.7.9
hooks:
- id: mdformat
args: ["--number"]
additional_dependencies:
- mdformat-openmmlab
- mdformat_frontmatter
- linkify-it-py
- repo: https://gitee.com/openmmlab/mirrors-docformatter
rev: v1.3.1
hooks:
- id: docformatter
args: ["--in-place", "--wrap-descriptions", "119"]
- repo: https://gitee.com/openmmlab/mirrors-pyupgrade
rev: v3.0.0
hooks:
- id: pyupgrade
args: ["--py36-plus"]
49 changes: 23 additions & 26 deletions README.md
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@@ -1,4 +1,4 @@
# DynamicDet [[arXiv]](https://arxiv.org/abs/2304.05552)
# DynamicDet [\[arXiv\]](https://arxiv.org/abs/2304.05552)

This repo contains the official implementation of [**"DynamicDet: A Unified Dynamic Architecture for Object Detection"**](https://arxiv.org/abs/2304.05552).

Expand All @@ -12,23 +12,22 @@ This repo contains the official implementation of [**"DynamicDet: A Unified Dyna

MS COCO

| Model | Easy / Hard | Size | FLOPs | FPS | AP<sup>val</sup> | AP<sup>test</sup> |
| :----------------------------------------------------------- | :---------: | :--: | :----: | :--: | :--------------: | :---------------: |
| [**Dy-YOLOv7**](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/dy-yolov7.pt) | 90% / 10% | 640 | 112.4G | 110 | 51.4% | 52.1% |
| | 50% / 50% | 640 | 143.2G | 96 | 52.7% | 53.3% |
| | 10% / 90% | 640 | 174.0G | 85 | 53.3% | 53.8% |
| | 0% / 100% | 640 | 181.7G | 83 | 53.5% | 53.9% |
| | | | | | | |
| [**Dy-YOLOv7-X**](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/dy-yolov7x.pt) | 90% / 10% | 640 | 201.7G | 98 | 53.0% | 53.3% |
| | 50% / 50% | 640 | 248.9G | 78 | 54.2% | 54.4% |
| | 10% / 90% | 640 | 296.1G | 65 | 54.7% | 55.0% |
| | 0% / 100% | 640 | 307.9G | 64 | 54.8% | 55.0% |
| | | | | | | |
| [**Dy-YOLOv7-W6**](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/dy-yolov7-w6.pt) | 90% / 10% | 1280 | 384.2G | 74 | 54.9% | 55.2% |
| | 50% / 50% | 1280 | 480.8G | 58 | 55.9% | 56.1% |
| | 10% / 90% | 1280 | 577.4G | 48 | 56.4% | 56.7% |
| | 0% / 100% | 1280 | 601.6G | 46 | 56.5% | 56.8% |

| Model | Easy / Hard | Size | FLOPs | FPS | AP<sup>val</sup> | AP<sup>test</sup> |
| :----------------------------------------------------------------------------------------------- | :---------: | :--: | :----: | :-: | :--------------: | :---------------: |
| [**Dy-YOLOv7**](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/dy-yolov7.pt) | 90% / 10% | 640 | 112.4G | 110 | 51.4% | 52.1% |
| | 50% / 50% | 640 | 143.2G | 96 | 52.7% | 53.3% |
| | 10% / 90% | 640 | 174.0G | 85 | 53.3% | 53.8% |
| | 0% / 100% | 640 | 181.7G | 83 | 53.5% | 53.9% |
| | | | | | | |
| [**Dy-YOLOv7-X**](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/dy-yolov7x.pt) | 90% / 10% | 640 | 201.7G | 98 | 53.0% | 53.3% |
| | 50% / 50% | 640 | 248.9G | 78 | 54.2% | 54.4% |
| | 10% / 90% | 640 | 296.1G | 65 | 54.7% | 55.0% |
| | 0% / 100% | 640 | 307.9G | 64 | 54.8% | 55.0% |
| | | | | | | |
| [**Dy-YOLOv7-W6**](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/dy-yolov7-w6.pt) | 90% / 10% | 1280 | 384.2G | 74 | 54.9% | 55.2% |
| | 50% / 50% | 1280 | 480.8G | 58 | 55.9% | 56.1% |
| | 10% / 90% | 1280 | 577.4G | 48 | 56.4% | 56.7% |
| | 0% / 100% | 1280 | 601.6G | 46 | 56.5% | 56.8% |

<details>
<summary> Table Notes </summary>
Expand All @@ -39,7 +38,6 @@ MS COCO

</details>


## Quick Start

### Installation
Expand All @@ -50,7 +48,6 @@ conda install pytorch=1.11 cudatoolkit=11.3 torchvision -c pytorch
pip install -r requirements.txt
```


### Data preparation

Download MS COCO dataset images ([train](http://images.cocodataset.org/zips/train2017.zip), [val](http://images.cocodataset.org/zips/val2017.zip), [test](http://images.cocodataset.org/zips/test2017.zip)) and [labels](https://github.com/VDIGPKU/DynamicDet/releases/download/v0.1/coco2017labels-segments.zip).
Expand Down Expand Up @@ -95,21 +92,21 @@ python train_step2.py --workers 4 --device 0 --batch-size 1 --epochs 2 --img 640

### Getting the dynamic thresholds for variable-speed inference

```bash
```bash
python get_dynamic_thres.py --device 0 --batch-size 1 --img-size 640 --cfg cfg/dy-yolov7-step2.yaml --weight weights/dy-yolov7.pt --data data/coco.yaml --task val
```
```

### Testing

```bash
```bash
python test.py --img-size 640 --batch-size 1 --conf 0.001 --iou 0.65 --device 0 --cfg cfg/dy-yolov7-step2.yaml --weight weights/dy-yolov7.pt --data data/coco.yaml --dy-thres <DY_THRESHOLD>
```
```

### Inference

```bash
```bash
python detect.py --cfg cfg/dy-yolov7-step2.yaml --weight weights/dy-yolov7.pt --num-classes 80 --source <IMAGE/VIDEO> --device 0 --dy-thres <DY_THRESHOLD>
```
```

## Citation

Expand Down
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