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revised data format
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mattersoflight committed May 24, 2023
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22 changes: 12 additions & 10 deletions micro_dl/data_organization.md
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config.yaml
yyyymmdd-hhmmss:
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# evaluation of select models
evaluation:
# configs for evaluation: checkpoint path, test data path, ground turth path, and choice of metrics.
evaluation_01.yaml
evaluation_02.yaml
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# test select models
test:
# config for prediction with test dataset.
test_<suffix>.yml # follow the lightning CLI/config.

# inference output on test dataset, may include copies of input and ground truth to facilitate visualization of model performance.
prediction_01.zarr
prediction_02.zarr
test_<suffix>.zarr # Not all test datasets need to have human curated ground truth.
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# configs for evaluation: checkpoint path, test data path that have ground turth included, and choice of metrics.
evaluation_<suffix>.yaml
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# evaluation metrics
metrics_01.csv
metrics_02.csv
evaluation_metrics_<suffix>.csv
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# (optional) tensorboard logs generated to visualize distribution of metrics or specific samples of input, prediction, ground truth.
evaluation_logs:
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