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Backports the following commits to 7.x:

This moves model storage from handling the fully parsed JSON string to handling two separate types of documents.

1. ModelSizeInfo which contains model size information 
2. TrainedModelDefinitionChunk which contains a particular chunk of the compressed model definition string.

`model_size_info` is assumed to be handled first. This will generate the model_id and store the initial trained model config object. Then each chunk is assumed to be in correct order for concatenating the chunks to get a compressed definition.


Native side change: elastic/ml-cpp#1349
@benwtrent benwtrent added :ml Machine learning backport labels Jul 1, 2020
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Pinging @elastic/ml-core (:ml)

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run elasticsearch-ci/2

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run elasticsearch-ci/2

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@elasticmachine update branch

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@elasticmachine update branch

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jenkins retest this please

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@elasticmachine update branch

@benwtrent benwtrent merged commit c64e283 into elastic:7.x Jul 1, 2020
@benwtrent benwtrent deleted the backport/7.x/pr-58009 branch October 19, 2020 19:34
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