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Use rove for QC in the ingestor #42
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intarga
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Upon further consideration, I think matching obsinn's format like this makes sense. Since we are ingesting live data from weather stations, it's reasonable to expect a station will send observations fromall its params at once with the same timestamp, so we should optimise for this use case
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intarga
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Jan 17, 2025
in the future we probably want to have directories like qc_pipelines/periodic and qc_pipelines/consistency, but for now we don't handle that so we just load qc_pipelines/fresh directly
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Lun4m
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Jan 20, 2025
Manuel noted that some data in the migrations is older than 1850. This change is necessary to ensure we can ingest it
Lun4m
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Jan 23, 2025
jo-asplin-met-no
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Jan 29, 2025
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qc_data
implementationThis PR integrates rove to perform QC in the ingestor with the current limitations:
I considered verifying the QC output in the integration tests, but decided this was best left for when we implement an API that actually uses them (frost backend?) for now I manually queried the DB after running the integration tests to confirm
qc_usable
was as expected.I restructured the generic
Datum
andDataChunk
to match their obsinn equivalents. The original idea behind the different structure was that I thought they should be neutral towards different data sources that might structure messages differently, but I realised that the Obsinn structure of clustering by station and timestamp is what makes sense for any source of fresh data, so we should optimise for that.There is a smaller PR of associated fixes in ROVE that should be merged before this one