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[ML] Add data frame task state object and field (#40169)
* [ML] Add data frame task state object and field * A new state item is added so that the overall task state can be accoutned for * A new FAILED state and reason have been added as well so that failures can be shown to the user for optional correction * Addressing PR comments * adjusting after master merge * addressing pr comment * Adjusting auditor usage with failure state * Refactor, renamed state items to task_state and indexer_state * Adding todo and removing redundant auditor call * Address HLRC changes and PR comment * adjusting hlrc IT test
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@ -35,5 +35,6 @@ The returned +{response}+ contains the requested {dataframe-transform} statistic
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include-tagged::{doc-tests-file}[{api}-response]
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--------------------------------------------------
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<1> The response contains a list of `DataFrameTransformStateAndStats` objects
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<2> The running state of the transform e.g `started`
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<3> The transform progress statistics recording the number of documents indexed etc
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<2> The running state of the transform task e.g `started`
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<3> The running state of the transform indexer e.g `started`, `indexing`, etc.
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<4> The transform progress statistics recording the number of documents indexed etc
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