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chore(llmobs): [MLOB-1944] generalize helper for extracting token metrics #12223

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merged 7 commits into from
Feb 5, 2025

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@Kyle-Verhoog Kyle-Verhoog commented Feb 4, 2025

[applying https://github.com//pull/12026 to 3.x-staging]

This PR generalizes the helper method used to extract token metrics from an APM span to be attached to an LLMObs span. Before, Anthropic, Bedrock, and Open AI had specific methods on each of their integration classes to accomplish this. Now, there is one get_llmobs_metrics_tags utils function adapted from the google-specific get_llmobs_metrics_tags_google function that gets reused across these integrations as well as Vertex AI and Gemini. The Langchain integration was excluded from this change since its logic for extracting token metrics varies significantly compared to the other integrations.

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github-actions bot commented Feb 4, 2025

CODEOWNERS have been resolved as:

ddtrace/llmobs/_integrations/anthropic.py                               @DataDog/ml-observability
ddtrace/llmobs/_integrations/bedrock.py                                 @DataDog/ml-observability
ddtrace/llmobs/_integrations/gemini.py                                  @DataDog/ml-observability
ddtrace/llmobs/_integrations/openai.py                                  @DataDog/ml-observability
ddtrace/llmobs/_integrations/utils.py                                   @DataDog/ml-observability
ddtrace/llmobs/_integrations/vertexai.py                                @DataDog/ml-observability

@Kyle-Verhoog Kyle-Verhoog added the changelog/no-changelog A changelog entry is not required for this PR. label Feb 4, 2025
@Kyle-Verhoog Kyle-Verhoog marked this pull request as ready for review February 4, 2025 20:11
@Kyle-Verhoog Kyle-Verhoog requested a review from a team as a code owner February 4, 2025 20:11
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Datadog Report

Branch report: generalize-metric-helpers
Commit report: 778d184
Test service: dd-trace-py

✅ 0 Failed, 130 Passed, 1184 Skipped, 3m 25.86s Total duration (24m 51.93s time saved)

@Kyle-Verhoog Kyle-Verhoog enabled auto-merge (squash) February 4, 2025 20:17
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Benchmarks

Benchmark execution time: 2025-02-04 20:45:55

Comparing candidate commit 778d184 in PR branch generalize-metric-helpers with baseline commit 17c60dd in branch 3.x-staging.

Found 0 performance improvements and 0 performance regressions! Performance is the same for 394 metrics, 2 unstable metrics.

@Kyle-Verhoog Kyle-Verhoog disabled auto-merge February 4, 2025 21:51
@ncybul ncybul merged commit b17990b into 3.x-staging Feb 5, 2025
329 of 331 checks passed
@ncybul ncybul deleted the generalize-metric-helpers branch February 5, 2025 14:53
ZStriker19 pushed a commit that referenced this pull request Feb 6, 2025
…rics (#12223)

[applying #12026 to
3.x-staging]

This PR generalizes the helper method used to extract token metrics from
an APM span to be attached to an LLMObs span. Before, Anthropic,
Bedrock, and Open AI had specific methods on each of their integration
classes to accomplish this. Now, there is one get_llmobs_metrics_tags
utils function adapted from the google-specific
get_llmobs_metrics_tags_google function that gets reused across these
integrations as well as Vertex AI and Gemini. The Langchain integration
was excluded from this change since its logic for extracting token
metrics varies significantly compared to the other integrations.

## Checklist
- [x] PR author has checked that all the criteria below are met
- The PR description includes an overview of the change
- The PR description articulates the motivation for the change
- The change includes tests OR the PR description describes a testing
strategy
- The PR description notes risks associated with the change, if any
- Newly-added code is easy to change
- The change follows the [library release note
guidelines](https://ddtrace.readthedocs.io/en/stable/releasenotes.html)
- The change includes or references documentation updates if necessary
- Backport labels are set (if
[applicable](https://ddtrace.readthedocs.io/en/latest/contributing.html#backporting))

## Reviewer Checklist
- [x] Reviewer has checked that all the criteria below are met 
- Title is accurate
- All changes are related to the pull request's stated goal
- Avoids breaking
[API](https://ddtrace.readthedocs.io/en/stable/versioning.html#interfaces)
changes
- Testing strategy adequately addresses listed risks
- Newly-added code is easy to change
- Release note makes sense to a user of the library
- If necessary, author has acknowledged and discussed the performance
implications of this PR as reported in the benchmarks PR comment
- Backport labels are set in a manner that is consistent with the
[release branch maintenance
policy](https://ddtrace.readthedocs.io/en/latest/contributing.html#backporting)

---------

Co-authored-by: Nicole Cybul <[email protected]>
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