Commit graph

7 commits

Author SHA1 Message Date
Lisa Cawley
02d851e50e
[DOCS] Drafts trained model deployment APIs (#75497) 2021-07-26 09:49:37 -07:00
Benjamin Trent
2279cafb4e
[ML] adding new _preview endpoint for data frame analytics (#69453)
This commit adds a new `_preview` endpoint for data frame analytics. 

This allows users to see the data on which their model will be trained. This is especially useful 
in the arrival of custom feature processors.

The API design is a similar to datafeed `_preview` and data frame analytics `_explain`.
2021-03-01 12:25:50 -05:00
Benjamin Trent
0af38bba9e
[ML] add new delete trained model aliases API (#69195)
In addition to creating and re-assigning model aliases, users should be able to delete existing and unused model aliases.
2021-02-18 13:12:07 -05:00
Benjamin Trent
26eef892df
[ML] adds new trained model alias API to simplify trained model updates and deployments (#68922)
A `model_alias` allows trained models to be referred by a user defined moniker. 

This not only improves the readability and simplicity of numerous API calls, but it allows for simpler deployment and upgrade procedures for trained models. 

Previously, if you referenced a model ID directly within an ingest pipeline, when you have a new model that performs better than an earlier referenced model, you have to update the pipeline itself. If this model was used in numerous pipelines, ALL those pipelines would have to be updated. 

When using a `model_alias` in an ingest pipeline, only that `model_alias` needs to be updated. Then, the underlying referenced model will change in place for all ingest pipelines automatically. 

An additional benefit is that the model referenced is not changed until it is fully loaded into cache, this way throughput is not hampered by changing models.
2021-02-18 09:41:50 -05:00
István Zoltán Szabó
d3ad9fe632
[DOCS] Improves inference processor linking and docs (#66119) 2021-01-05 09:42:06 +01:00
Benjamin Trent
1084aaf18a
[ML] renames */inference* apis to */trained_models* (#63097)
This commit renames all `inference` CRUD APIs to `trained_models`.

This aligns with internal terminology, documentation, and use-cases.
2020-10-01 12:13:49 -04:00
Lisa Cawley
42be287b57
[DOCS] Changes level offset in data frame analytics APIs (#59919) 2020-07-20 12:11:47 -07:00