Building validation thresholds optimization #21
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| # Workflow name | |
| name: "Building validation thresholds optimization" | |
| on: | |
| # Run workflow on user request | |
| workflow_dispatch: | |
| inputs: | |
| sampling_name: | |
| description: | | |
| Sampling name : | |
| Nom du dataset sur lequel le modèle a été entraîné. | |
| Utilisé pour générer un chemin standard pour les entrées et sorties dans le | |
| dossier IA du store (projet-LHD/IA/LIDAR-PROD-OPTIMIZATION/$SAMPLING_NAME/$MODEL_ID) | |
| Eg. YYYYMMDD_MonBeauDataset | |
| required: true | |
| model_id: | |
| description: | | |
| Identifiant du modèle : | |
| Utilisé pour générer un chemin standard pour les entrées et sorties dans le | |
| dossier IA du store (projet-LHD/IA/LIDAR-PROD-OPTIMIZATION/$SAMPLING_NAME/$MODEL_ID) | |
| Exemple : YYYMMDD_MonBeauSampling_epochXXX_Myria3Dx.y.z | |
| required: true | |
| jobs: | |
| optimize-building-validation-thresholds: | |
| runs-on: self-hosted | |
| env: | |
| WORKDIR: /var/data/LIDAR-PROD-OPTIMIZATION/ | |
| IO_DIR: /var/data/LIDAR-PROD-OPTIMIZATION/${{ github.event.inputs.sampling_name }}/${{ github.event.inputs.model_id }}/ | |
| DATA: /var/data/LIDAR-PROD-OPTIMIZATION/20221018_lidar-prod-optimization-on-151-proto/Comparison/ | |
| THRESHOLDS_FILE: valset-opti-results/optimized_thresholds.yaml | |
| OUTPUT_CONFIG_FILE: LIDAR-PROD-${{ github.event.inputs.model_id }}.yaml | |
| nexus_server: docker-registry.ign.fr | |
| steps: | |
| - name: Log configuration | |
| run: | | |
| echo "Optimize building validation threshold for a given trained model" | |
| echo "Model ID ${{ github.event.inputs.model_id }}" | |
| echo "input/output dir: ${{env.IO_DIR}}" | |
| echo "data: ${{env.DATA}}" | |
| echo "validation input_las_dir: ${{env.IO_DIR}}/preds-valset/" | |
| echo "test input_las_dir: ${{env.IO_DIR}}/preds-testset/" | |
| echo "output thresholds file: ${{env.IO_DIR}}/${{env.THRESHOLDS_FILE}}" | |
| echo "output config file: ${{env.IO_DIR}}/${{env.OUTPUT_CONFIG_FILE}}" | |
| echo "evaluation metrics (on test dataset): ${{env.IO_DIR}}/preds-testset/evaluation.yaml" | |
| - name: Checkout branch | |
| uses: actions/checkout@v4 | |
| # get version number, to retrieve the docker image corresponding to the current version | |
| - name: Get version number | |
| run: | | |
| echo "VERSION=$(docker run lidar_prod python -m lidar_prod.version)" >> $GITHUB_ENV | |
| - name: pull docker image tagged with current version | |
| run: | | |
| docker pull ${{ env.nexus_server }}/lidar_hd/lidar_prod:${{ env.VERSION }} | |
| - name: Optimization and evaluation on validation dataset | |
| run: > | |
| docker run --network host | |
| -v ${{env.IO_DIR}}:/io_dir | |
| ${{ env.nexus_server }}/lidar_hd/lidar_prod:${{ env.VERSION }} | |
| python lidar_prod/run.py | |
| ++task=optimize_building | |
| building_validation.optimization.todo='prepare+optimize+evaluate+update' | |
| building_validation.optimization.paths.input_las_dir=/io_dir/preds-valset/ | |
| building_validation.optimization.paths.results_output_dir=/io_dir/valset-opti-results/ | |
| building_validation.optimization.paths.output_optimized_config=/io_dir/${{env.OUTPUT_CONFIG_FILE}} | |
| hydra.run.dir=/io_dir/valset-opti-results/ | |
| - name: Evaluation on test dataset | |
| run: > | |
| docker run --network=host | |
| -v ${{env.IO_DIR}}:/io_dir | |
| ${{ env.nexus_server }}/lidar_hd/lidar_prod:${{ env.VERSION }} | |
| python lidar_prod/run.py | |
| ++task=optimize_building | |
| building_validation.optimization.todo='prepare+evaluate+update' | |
| building_validation.optimization.paths.input_las_dir=/io_dir/preds-testset/ | |
| building_validation.optimization.paths.results_output_dir=/io_dir/testset-opti-results/ | |
| building_validation.optimization.paths.building_validation_thresholds=/io_dir/${{env.THRESHOLDS_FILE}} | |
| building_validation.optimization.paths.evaluation_results_yaml=/io_dir/preds-testset/evaluation.yaml | |
| hydra.run.dir=/io_dir/testset-opti-results/ | |
| - name: Log evaluation results on test dataset | |
| run: | | |
| echo "Evaluation results on the test dataset" | |
| echo "The most important metric to inspect is: p_auto (automation proportion)" | |
| echo "" | |
| cat ${{env.IO_DIR}}/preds-testset/evaluation.yaml |