fix (ai/telemetry): serialize UInt8Arrays as base64 for inner telemetry spans#6482
Merged
fix (ai/telemetry): serialize UInt8Arrays as base64 for inner telemetry spans#6482
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
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
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Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be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.
Background
generateObject,generateText,streamText, andstreamObjectcurrently callJSON.stringifyon the input messages. If the input messages contain an image, it is most likely normalized into aUint8Array.JSON.stringifydoes not the most obvious things to TypedArrays includingUint8Array.In practice, this results in bloating images by about 5-15x depending on the original image size. For Laminar, for example, a span with 3 avg sized images will not be able to be sent as it is larger than the (reasonably high) gRPC payload size for our traces endpoint.
From MDN docs:
Summary
Added a function that maps over messages in a
LanguageModelV1Promptand maps over content parts in each message, replacingUInt8Arrays with raw base64 strings instead.Call this function when calling
recordSpanfor the inner (doStream/doGenerate) span ingenerateObject,generateText,streamText, andstreamObject.Verification
Ran this small script against a local instance of Laminar and logged the Telemetry payloads (span attributes) on the backend to verify that they are indeed base64.
Related Issues
Fixes #6210
Continues #6377