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ci.yaml
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# Ultralytics YOLO 🚀, AGPL-3.0 license
# YOLO Continuous Integration (CI) GitHub Actions tests
name: Ultralytics CI
on:
push:
branches: [main]
pull_request:
branches: [main]
schedule:
- cron: '0 0 * * *' # runs at 00:00 UTC every day
workflow_dispatch:
inputs:
hub:
description: 'Run HUB'
default: false
type: boolean
benchmarks:
description: 'Run Benchmarks'
default: false
type: boolean
tests:
description: 'Run Tests'
default: false
type: boolean
gpu:
description: 'Run GPU'
default: false
type: boolean
conda:
description: 'Run Conda'
default: false
type: boolean
jobs:
HUB:
if: github.repository == 'ultralytics/ultralytics' && (github.event_name == 'schedule' || github.event_name == 'push' || (github.event_name == 'workflow_dispatch' && github.event.inputs.hub == 'true'))
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python-version: ['3.11']
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
cache: 'pip' # caching pip dependencies
- name: Install requirements
shell: bash # for Windows compatibility
run: |
python -m pip install --upgrade pip wheel
pip install -e . --extra-index-url https://download.pytorch.org/whl/cpu
- name: Check environment
run: |
yolo checks
echo "RUNNER_OS is ${{ runner.os }}"
echo "GITHUB_EVENT_NAME is ${{ github.event_name }}"
echo "GITHUB_WORKFLOW is ${{ github.workflow }}"
echo "GITHUB_ACTOR is ${{ github.actor }}"
echo "GITHUB_REPOSITORY is ${{ github.repository }}"
echo "GITHUB_REPOSITORY_OWNER is ${{ github.repository_owner }}"
python --version
pip --version
pip list
- name: Test HUB training
shell: python
env:
API_KEY: ${{ secrets.ULTRALYTICS_HUB_API_KEY }}
MODEL_ID: ${{ secrets.ULTRALYTICS_HUB_MODEL_ID }}
run: |
import os
from ultralytics import YOLO, hub
api_key, model_id = os.environ['API_KEY'], os.environ['MODEL_ID']
hub.login(api_key)
hub.reset_model(model_id)
model = YOLO('https://hub.ultralytics.com/models/' + model_id)
model.train()
- name: Test HUB inference API
shell: python
env:
API_KEY: ${{ secrets.ULTRALYTICS_HUB_API_KEY }}
MODEL_ID: ${{ secrets.ULTRALYTICS_HUB_MODEL_ID }}
run: |
import os
import requests
import json
api_key, model_id = os.environ['API_KEY'], os.environ['MODEL_ID']
url = f"https://api.ultralytics.com/v1/predict/{model_id}"
headers = {"x-api-key": api_key}
data = {"size": 320, "confidence": 0.25, "iou": 0.45}
with open("ultralytics/assets/zidane.jpg", "rb") as f:
response = requests.post(url, headers=headers, data=data, files={"image": f})
assert response.status_code == 200, f'Status code {response.status_code}, Reason {response.reason}'
print(json.dumps(response.json(), indent=2))
Benchmarks:
if: github.event_name != 'workflow_dispatch' || github.event.inputs.benchmarks == 'true'
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python-version: ['3.10']
model: [yolov8n]
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
cache: 'pip' # caching pip dependencies
- name: Install requirements
shell: bash # for Windows compatibility
run: |
python -m pip install --upgrade pip wheel
pip install -e ".[export]" coverage --extra-index-url https://download.pytorch.org/whl/cpu
# Fix SavedModel issue "partially initialized module 'jax' has no attribute 'version' (most likely due to a circular import)" in https://github.com/google/jax/discussions/14036
# pip install -U 'jax!=0.4.15' 'jaxlib!=0.4.15'
# yolo settings tensorboard=False
yolo export format=tflite imgsz=32 || true
- name: Check environment
run: |
yolo checks
echo "RUNNER_OS is ${{ runner.os }}"
echo "GITHUB_EVENT_NAME is ${{ github.event_name }}"
echo "GITHUB_WORKFLOW is ${{ github.workflow }}"
echo "GITHUB_ACTOR is ${{ github.actor }}"
echo "GITHUB_REPOSITORY is ${{ github.repository }}"
echo "GITHUB_REPOSITORY_OWNER is ${{ github.repository_owner }}"
python --version
pip --version
pip list
# - name: Benchmark DetectionModel
# shell: bash
# run: coverage run -a --source=ultralytics -m ultralytics.cfg.__init__ benchmark model='path with spaces/${{ matrix.model }}.pt' imgsz=160 verbose=0.318
- name: Benchmark SegmentationModel
shell: bash
run: coverage run -a --source=ultralytics -m ultralytics.cfg.__init__ benchmark model='path with spaces/${{ matrix.model }}-seg.pt' imgsz=160 verbose=0.286
- name: Benchmark ClassificationModel
shell: bash
run: coverage run -a --source=ultralytics -m ultralytics.cfg.__init__ benchmark model='path with spaces/${{ matrix.model }}-cls.pt' imgsz=160 verbose=0.166
- name: Benchmark PoseModel
shell: bash
run: coverage run -a --source=ultralytics -m ultralytics.cfg.__init__ benchmark model='path with spaces/${{ matrix.model }}-pose.pt' imgsz=160 verbose=0.185
- name: Merge Coverage Reports
run: |
coverage xml -o coverage-benchmarks.xml
- name: Upload Coverage Reports to CodeCov
if: github.repository == 'ultralytics/ultralytics'
uses: codecov/codecov-action@v3
with:
flags: Benchmarks
env:
CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
- name: Benchmark Summary
run: |
cat benchmarks.log
echo "$(cat benchmarks.log)" >> $GITHUB_STEP_SUMMARY
Tests:
if: github.event_name != 'workflow_dispatch' || github.event.inputs.tests == 'true'
timeout-minutes: 60
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python-version: ['3.11']
torch: [latest]
include:
- os: ubuntu-latest
python-version: '3.8' # torch 1.8.0 requires python >=3.6, <=3.8
torch: '1.8.0' # min torch version CI https://pypi.org/project/torchvision/
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
cache: 'pip' # caching pip dependencies
- name: Install requirements
shell: bash # for Windows compatibility
run: | # CoreML must be installed before export due to protobuf error from AutoInstall
python -m pip install --upgrade pip wheel
if [ "${{ matrix.torch }}" == "1.8.0" ]; then
pip install -e . torch==1.8.0 torchvision==0.9.0 pytest-cov "coremltools>=7.0" --extra-index-url https://download.pytorch.org/whl/cpu
else
pip install -e . pytest-cov "coremltools>=7.0" --extra-index-url https://download.pytorch.org/whl/cpu
fi
- name: Check environment
run: |
yolo checks
echo "RUNNER_OS is ${{ runner.os }}"
echo "GITHUB_EVENT_NAME is ${{ github.event_name }}"
echo "GITHUB_WORKFLOW is ${{ github.workflow }}"
echo "GITHUB_ACTOR is ${{ github.actor }}"
echo "GITHUB_REPOSITORY is ${{ github.repository }}"
echo "GITHUB_REPOSITORY_OWNER is ${{ github.repository_owner }}"
python --version
pip --version
pip list
- name: Pytest tests
shell: bash # for Windows compatibility
run: pytest --cov=ultralytics/ --cov-report xml tests/
- name: Upload Coverage Reports to CodeCov
if: github.repository == 'ultralytics/ultralytics' # && matrix.os == 'ubuntu-latest' && matrix.python-version == '3.11'
uses: codecov/codecov-action@v3
with:
flags: Tests
env:
CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
GPU:
if: github.repository == 'ultralytics/ultralytics' && (github.event_name != 'workflow_dispatch' || github.event.inputs.gpu == 'true')
timeout-minutes: 60
runs-on: gpu-latest
steps:
- uses: actions/checkout@v4
- name: Install requirements
run: pip install -e .
- name: Check environment
run: |
yolo checks
echo "RUNNER_OS is ${{ runner.os }}"
echo "GITHUB_EVENT_NAME is ${{ github.event_name }}"
echo "GITHUB_WORKFLOW is ${{ github.workflow }}"
echo "GITHUB_ACTOR is ${{ github.actor }}"
echo "GITHUB_REPOSITORY is ${{ github.repository }}"
echo "GITHUB_REPOSITORY_OWNER is ${{ github.repository_owner }}"
python --version
pip --version
pip list
- name: Pytest tests
run: pytest --cov=ultralytics/ --cov-report xml tests/test_cuda.py
- name: Upload Coverage Reports to CodeCov
uses: codecov/codecov-action@v3
with:
flags: GPU
env:
CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
Conda:
if: github.repository == 'ultralytics/ultralytics' && (github.event_name == 'schedule-disabled' || github.event.inputs.conda == 'true')
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python-version: ['3.11']
defaults:
run:
shell: bash -el {0}
steps:
- uses: conda-incubator/setup-miniconda@v2
with:
python-version: ${{ matrix.python-version }}
mamba-version: "*"
channels: conda-forge,defaults
channel-priority: true
activate-environment: anaconda-client-env
- name: Install Libmamba
run: |
conda config --set solver libmamba
- name: Install Ultralytics package from conda-forge
run: |
conda install -c pytorch -c conda-forge pytorch torchvision ultralytics
- name: Install pip packages
run: |
pip install pytest 'coremltools>=7.0' # 'openvino-dev>=2023.0'
- name: Check environment
run: |
echo "RUNNER_OS is ${{ runner.os }}"
echo "GITHUB_EVENT_NAME is ${{ github.event_name }}"
echo "GITHUB_WORKFLOW is ${{ github.workflow }}"
echo "GITHUB_ACTOR is ${{ github.actor }}"
echo "GITHUB_REPOSITORY is ${{ github.repository }}"
echo "GITHUB_REPOSITORY_OWNER is ${{ github.repository_owner }}"
python --version
conda list
- name: Test CLI
run: |
yolo predict model=yolov8n.pt imgsz=320
yolo train model=yolov8n.pt data=coco8.yaml epochs=1 imgsz=32
yolo val model=yolov8n.pt data=coco8.yaml imgsz=32
yolo export model=yolov8n.pt format=torchscript imgsz=160
- name: Test Python
run: |
python -c "
from ultralytics import YOLO
model = YOLO('yolov8n.pt')
results = model.train(data='coco8.yaml', epochs=3, imgsz=160)
results = model.val(imgsz=160)
results = model.predict(imgsz=160)
results = model.export(format='onnx', imgsz=160)
"
- name: PyTest
run: |
git clone https://github.com/ultralytics/ultralytics
pytest ultralytics/tests/test_cli.py # full tests fail due to openvino export failure
Summary:
runs-on: ubuntu-latest
needs: [HUB, Benchmarks, Tests, GPU, Conda] # Add job names that you want to check for failure
if: always() # This ensures the job runs even if previous jobs fail
steps:
- name: Check for failure and notify
if: (needs.HUB.result == 'failure' || needs.Benchmarks.result == 'failure' || needs.Tests.result == 'failure' || needs.GPU.result == 'failure' || needs.Conda.result == 'failure') && github.repository == 'ultralytics/ultralytics' && (github.event_name == 'schedule' || github.event_name == 'push')
uses: slackapi/slack-github-action@v1.24.0
with:
payload: |
{"text": "<!channel> GitHub Actions error for ${{ github.workflow }} ❌\n\n\n*Repository:* https://github.com/${{ github.repository }}\n*Action:* https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}\n*Author:* ${{ github.actor }}\n*Event:* ${{ github.event_name }}\n"}
env:
SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL_YOLO }}