geowatch.mlops.aggregate_loader module

Logic for loading raw results from the MLops DAG root dir.

Used by ./aggregate.py

geowatch.mlops.aggregate_loader.build_tables(root_dpath, pipeline, io_workers, eval_nodes, cache_resolved_results)[source]
geowatch.mlops.aggregate_loader.load_result_worker(fpath, node_name, out_node_key, use_cache=True)[source]

Main driver for loading results

geowatch.mlops.aggregate_loader.new_process_context_parser(proc_item)[source]

Load parameters out of data saved by a ProcessContext object

geowatch.mlops.aggregate_loader.load_result_resolved(node_dpath)[source]

Recurse through the DAG filesytem structure and load resolved configurations from each step.

Parameters:

node_dpath (str | PathLike) – the path to the evaluation node directory. The specific type of evaluation node must have a known (currently hard-coded) condition in this function that knows how to parse it.

Returns:

Dict - flat_resolved - a flat dot-dictionary with resolved params

Todo

Some mechanism to let the user specify how to parse an evaluation node of a given type.

geowatch.mlops.aggregate_loader.out_node_matching_fpaths(out_node)[source]