Initial public release

docs/17-max-prep/M9_MODULE_DATAFLOW_CHECKLIST.md

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+# M9 Module Dataflow Checklist
+
+Every module must declare its dataflow.
+
+## Dataset Manager
+
+Input:
+
+- file upload,
+- project id,
+- optional area id.
+
+Processing:
+
+- validate extension,
+- store raw file,
+- inspect metadata,
+- persist dataset record,
+- schedule optional processing job.
+
+Output:
+
+- dataset record,
+- status,
+- metadata.
+
+## Raster Lab
+
+Input:
+
+- raster dataset id,
+- optional area geometry.
+
+Processing:
+
+- read raster metadata,
+- compute bounds,
+- inspect bands,
+- clip if requested,
+- generate preview/tiles later.
+
+Output:
+
+- metadata,
+- preview descriptor,
+- derived dataset if clipped.
+
+## Vector Lab
+
+Input:
+
+- vector dataset id,
+- optional area geometry.
+
+Processing:
+
+- load features,
+- validate CRS,
+- compute feature count,
+- compute bounds,
+- clip if requested.
+
+Output:
+
+- vector metadata,
+- clipped layer,
+- operation report.
+
+## Detection Lab
+
+Input:
+
+- raster dataset id,
+- model id,
+- threshold,
+- classes.
+
+Processing:
+
+- tile raster,
+- run model adapter,
+- merge detections,
+- georeference outputs,
+- persist detection layer.
+
+Output:
+
+- detection dataset/layer,
+- analysis run,
+- metrics.
+
+## Segmentation Lab
+
+Input:
+
+- raster dataset id,
+- model id,
+- classes/prompts.
+
+Processing:
+
+- generate masks,
+- polygonize,
+- clean geometry,
+- compute areas,
+- persist layer.
+
+Output:
+
+- mask path,
+- polygon layer,
+- metrics.
+
+## QA/QC Lab
+
+Input:
+
+- reference vector layer,
+- predicted vector layer,
+- matching threshold.
+
+Processing:
+
+- spatial match,
+- IoU calculation,
+- precision/recall/F1,
+- false positive/negative features.
+
+Output:
+
+- QA metrics,
+- findings,
+- QA overlay layers.