Repository navigation
feat(tracking): add ecologits carbon/energy metrics to LLM tracking - #343
Open
todkarsant wants to merge 1 commit into
Open
todkarsant wants to merge 1 commit into
todkarsant wants to merge 1 commit into
Conversation
Integrate ecologits as an optional dependency to track energy consumption (kWh) and GHG emissions (kgCO2eq) alongside existing token/cost metrics. - Add energy_kwh and gwp_kgco2eq fields to LLMTracker - Extract .impacts from API responses via _extract_ecologits_impacts() - Lazy-initialize ecologits before first API call - Update all tracker call sites (TrackAPIPricingMixin + old-style models) - Add ecologits as optional dependency in pyproject.toml - Add 5 unit tests for accumulation, defaults, nesting, extraction, repr Closes ServiceNow#199
todkarsant
force-pushed
the
feat/ecologits-carbon-metrics
branch
from
November 6, 2026 18:51
fdec3c8 to
7e30d47
Compare
This branch has not been deployed
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Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be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.
Summary
Integrates ecologits as an optional dependency to track energy consumption (kWh) and GHG emissions (kgCO2eq) alongside existing token/cost metrics.
Closes #199
Changes
src/agentlab/llm/tracking.py— Added optional ecologits import (follows existinglangchain_communitypattern),_ensure_ecologits_init()lazy initializer,_extract_ecologits_impacts()extractor, and extendedLLMTrackerwithenergy_kwh/gwp_kgco2eqfieldssrc/agentlab/llm/chat_api.py— Updated all 3 old-style model tracker call sites to extract and pass ecologits impactspyproject.toml— Addedecologitsoptional dependency grouptests/llm/test_tracking.py— 5 new tests: accumulation, defaults, nesting, extraction fallback, reprDesign decisions
EcoLogits.init()is called once before the first API call, not at import timeLLMTracker.__call__()new params have defaults, so existing callers work unchangedTest results