FlexMeasures / flexmeasures / 37464422189

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Record a forecaster's input qualifiers in its config, named "auto" (#2627)

* data/schemas/forecasting: let a config name the sensor being forecast as "auto"

A forecaster's config describes the sensors it reads, but had no way to describe the one it forecasts, which the forecast parameters name. Writing "auto" in place of a sensor ID names that sensor without tying the config to one target, and qualifying it says which of its sources to train on and how to clean its readings.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Signed-off-by: F.N. Claessen <claessen@seita.nl>

* data/models/forecasting: read the sensor being forecast as its config entry describes it

The model learns from that sensor, as its labels and as its own lags, so a config entry naming it says how to read it rather than handing it to the model a second time: such an entry is taken out of the regressor lists and describes the target instead. The config keeps naming "auto", because that is what the data source records; running resolves it against the sensor the forecast names.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Signed-off-by: F.N. Claessen <claessen@seita.nl>

* data/models/forecasting: move target qualifiers out of the run parameters into the config

The sensor being forecast could briefly be given source filters and cleaning bounds in the forecast parameters, which a forecaster does not record on its data source, so neither reached the data-generator attributes and a forecaster trained on cleaned data was attributed to the same source as one trained on raw data.

A payload that still carries them keeps working: they move to a config entry naming "auto", with a warning, and the parameters name the sensor alone.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Signed-off-by: F.N. Claessen <claessen@seita.nl>

* docs: say that a forecaster's config describes the sensor it forecasts too

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Signed-off-... (continued)

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