[7.x] [ML] inference performance optimizations and refactor (#57674) #57753
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This is a major refactor of the underlying inference logic. The main refactor is now we are separating the model configuration and the inference interfaces. This has the following benefits: - we can store extra things with the model that are not necessary for inference (i.e. treenode split information gain) - we can optimize inference separate from model serialization and storage. - The user is oblivious to the optimizations (other than seeing the benefits). A major part of this commit is removing all inference related methods from the trained model configurations (ensemble, tree, etc.) and moving them to a new class. This new class satisfies a new interface that is ONLY for inference. The optimizations applied currently are: - feature maps are flattened once - feature extraction only happens once at the highest level (improves inference + feature importance through put) - Only storing what we need for inference + feature importance on heap
Collaborator
|
Pinging @elastic/ml-core (:ml) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Backports the following commits to 7.x: