This PR expands the form inputs for the input map / output map fields for ML processors, to be a list of maps, instead of a single map. This is so multiple predict/inference calls can happen within a single processor's execution. At a high level, this means changing the form, schema, and components to maintain an arr of maps instead of a single one.
Additionally, In the advanced transform modals, users can now select which predict/inference call they want to test out and see test transformation results of.
More specific details:
add new mapArray config field type
add new MapArrayField which takes in a Formik's arr field and maintains an arr of individual MapFields
update the transform modals to maintain a specific map/prediction to test with. Adds in a selector for users to choose which map/prediction they want
minor refactoring updates to the conversion fns for handling the new mapArray field type, used in the ML processor's inputMap/outputMap fields
Testing
confirmed arrays of input_maps and output_maps work as expected in the simulate pipeline calls within the transform modals, as well as the actual ingest calls and checking the indexed data
confirmed edge cases (some empty/mismatching arr sizes) for both input and output transforms work as expected
Demo video, showing configuration of multiple prediction/inference mappings configured in the input and output maps, validation of mismatching, and transformation testing within the input transform modal and output transform modals:
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Description
This PR expands the form inputs for the input map / output map fields for ML processors, to be a list of maps, instead of a single map. This is so multiple predict/inference calls can happen within a single processor's execution. At a high level, this means changing the form, schema, and components to maintain an arr of maps instead of a single one.
Additionally, In the advanced transform modals, users can now select which predict/inference call they want to test out and see test transformation results of.
More specific details:
mapArrayconfig field typeMapArrayFieldwhich takes in aFormik's arr field and maintains an arr of individualMapFieldsmapArrayfield type, used in the ML processor'sinputMap/outputMapfieldsTesting
Demo video, showing configuration of multiple prediction/inference mappings configured in the input and output maps, validation of mismatching, and transformation testing within the input transform modal and output transform modals:
screen-capture (12).webm
Issues Resolved
Makes progress on #23
Check List
--signoffBy submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license. For more information on following Developer Certificate of Origin and signing off your commits, please check here.