Reorganize DVC pipeline and parameters #2
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produdez
commented
Feb 14, 2023
produdez
commented
- RCNN moved in as sub-module
- Organize data, weights, outputs, notebooks
- Define pipeline with stages
- Define parameter including: params, hyper-params, data, and DVC stages
- Also added some plots, getting training loss from Tensorboard callback in MaskRCNN
- Update code for Tensorflow2
- !Evaluation pipeline added - !Fix dag stages dependency errors (noted in `dvc.notes.md`) - !trained on small sample data (quick development purposes) - added utils to support benchmarking and file output and format pipelines - Add custom config class `scripts/config.py` to enable creating MaskRCNN config from dictionary - verify_gpu.py now runs as `main` also - Refactor some codes
- Update reading parameter using dvc.api instead of file arguments - Update params file and dvc.yaml accordingly - Rename model.config.yaml to model.hyper.yaml - Use shared variable for better config in yaml files - Remove unused utils
…ing meaningful loss
produdez
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