Commit Graph
54 Commits
Author SHA1 Message Date
Ankur SharmaandCopybara-Service 1355bd643b feat: Refactored AgentEvaluator and updated it to use LocalEvalService
With this change we ensure that all three eval entry points, web, cli and pytest use the common LocalEvalService.

Updates to web and cli happened in a previous change.

PiperOrigin-RevId: 786445632
2025-07-23 15:27:26 -07:00
Ankur SharmaandCopybara-Service d1f182e8e6 feat: Use LocalEvalService to run all evals in cli and web
We update both adk web run eval endpoint and adk eval cli to use the LocalService. The old method is marked as deprecated and will be removed in later PRs.

PiperOrigin-RevId: 785612708
2025-07-21 16:15:11 -07:00
Ankur SharmaandCopybara-Service 65cb6d6bf3 fix: Check that mean_score is a valid float value
In some cases, Vertex AI evaluation returns nan values for the metrics. That was not handled correctly.

PiperOrigin-RevId: 785514456
2025-07-21 11:36:55 -07:00
Ankur SharmaandCopybara-Service fc85348f91 fix: add utf-8 encoding to file based reads and writes of eval data
This will help manage encoding consistency between reads and writes.

PiperOrigin-RevId: 785503746
2025-07-21 11:09:45 -07:00
Ankur SharmaandCopybara-Service 36e45cdab3 feat: Enable FinalResponseMatchV2 metric as an experiment
PiperOrigin-RevId: 784346859
2025-07-17 15:59:47 -07:00
Ankur SharmaandCopybara-Service b17d8b6e36 fix: Raise NotFoundError in list_eval_sets function when app_name doesn't exist
PiperOrigin-RevId: 784216832
2025-07-17 09:53:26 -07:00
Alejandro Cruzado-RuizandCopybara-Service 94dc03761e fix: return empty list in place of raising FileNotFoundError when there are no eval sets
PiperOrigin-RevId: 783439932
2025-07-15 12:56:38 -07:00
Ankur SharmaandCopybara-Service c25911c912 feat: Implement in memory EvalSetsManager
This version of the EvalSetsManager is intended to support two main behaviors

1) The agent developer wants to bring in their own eval set file, which is usually the case with `adk eval` cli. Once their eval sets are uploaded into this version of the eval sets manager, the EvalSetManager could be handed over to the Eval system for running evals.

2) As a part of AgentEvaluator testing, we expect developers to supply Eval cases in json files. The in-memory version of the EvalSetsManager will help us run those test cases using LocalEvalService.

PiperOrigin-RevId: 783198788
2025-07-14 23:34:35 -07:00
Ankur SharmaandCopybara-Service bab3be2cf3 feat: Add support for persisting eval run results
If the EvalRunResultsManager is provided to LocalEvalService, then we want to persist the eval run results using it.

PiperOrigin-RevId: 782196848
2025-07-11 19:29:32 -07:00
Ankur SharmaandCopybara-Service 33eec34577 feat: Adding implementation of evaluate method in LocalEvalService
Also, delete agent_creator.py file. We added this file by mistake.

PiperOrigin-RevId: 782193593
2025-07-11 19:15:40 -07:00
Ankur SharmaandCopybara-Service 51be7a899c feat: Add implementation of BaseEvalService that runs evals locally
This change:
- Introduces the LocalEvalService Class.
- Implements only the "perform_inference" method. Evaluate method will be implemented in the next CL.
- Adds required test coverage.

PiperOrigin-RevId: 781781954
2025-07-10 19:25:24 -07:00
Joseph PagadoraandCopybara-Service 75699fbeca feat: Implement auto rater-based evaluator for responses
PiperOrigin-RevId: 780654576
2025-07-08 11:49:26 -07:00
Ankur SharmaandCopybara-Service 0bd05df471 feat: Add Safety evaluator metric
We add a new metric for evaluating safety of Agent's response to ADK Eval. We delegate the actual implementation to Vertex Gen AI Eval SDK, so using this metric will require GCP project.

As a part of this change, we created (refactored) a simple Facade for vertex gen ai eval sdk.

PiperOrigin-RevId: 778580406
2025-07-02 11:30:31 -07:00
Ankur SharmaandCopybara-Service 62c4a85917 chore: Update ResponseEvaluator to use newer version of Eval SDK
Also,
- removed functionality that was marked deprecated from the ResponseEvaluator class.
- Added unit test cases

PiperOrigin-RevId: 778568884
2025-07-02 11:00:27 -07:00
Ankur SharmaandCopybara-Service b0d88bf172 feat: BaseEvalService declaration and surrounding data models
Also, adds a metric registry.

PiperOrigin-RevId: 778186012
2025-07-01 14:13:48 -07:00
Ankur SharmaandCopybara-Service 04de3e197d fix: Adding detailed information on each metric evaluation
Additionally, few other small changes.
*   Updated a test fixture to support the latest eval data schema. Somehow I missed doing that previously.
*   Updated the `evaluation_generator.py` to use `run_async`, instead of `run`.
*   Also, raise an informed error when dependencies required eval are not installed.
*   Also, changed the behavior of AgentEvaluator.evaluate method to run all the evals, instead of failing at the first eval metric failure.

PiperOrigin-RevId: 775919127
2025-06-25 18:32:02 -07:00
Joseph PagadoraandCopybara-Service 9597a446fd feat: Add rouge_score library to ADK eval dependencies, and implement RougeEvaluator that is computes ROUGE-1 for "response_match_score" metric
PiperOrigin-RevId: 774949712
2025-06-23 15:31:03 -07:00
Joseph PagadoraandCopybara-Service fa025d7559 feat: Add a new option eval_storage_uri in adk web & adk eval to specify GCS bucket to store eval data
PiperOrigin-RevId: 774947795
2025-06-23 15:24:57 -07:00
Google Team MemberandCopybara-Service 0a5cf45a75 feat: Implement GcsEvalSetResultsManager to handle storage of eval sets on GCS, and refactor eval set results manager
Eval results will be stored as json files under `gs://{bucket_name}/{app_name}/evals/eval_history/`

PiperOrigin-RevId: 770499242
2025-06-11 23:41:54 -07:00
Google Team MemberandCopybara-Service 1551bd4f4d feat: Re-factor some eval sets manager logic, and implement GcsEvalSetsManager to handle storage of eval sets on GCS
Eval sets will be stored as json files under `gs://{bucket_name}/{app_name}/evals/eval_sets/`

PiperOrigin-RevId: 770487129
2025-06-11 23:02:53 -07:00
Jason DaiandCopybara-Service 4942f19f3f chore: Remove duplicated model_config attribute in EvalMetric class
PiperOrigin-RevId: 768214087
2025-06-06 14:13:02 -07:00
Google Team MemberandCopybara-Service 068df04bce fix: import deprecated from typing_extensions
Fixes https://github.com/google/adk-python/issues/1125

and add it to pyproject.toml. This was added to typing_extensions in 4.5.0. I followed versioning guidance from https://typing-extensions.readthedocs.io/en/latest/index.html#versioning-and-backwards-compatibility.

PiperOrigin-RevId: 767317467
2025-06-04 15:51:43 -07:00
Ankur SharmaandCopybara-Service a7575e078a feat: Added implementation for get_eval_case, update_eval_case and delete_eval_case for the local eval sets manager.
PiperOrigin-RevId: 766383391
2025-06-03 16:54:37 -07:00
Garrett BischofandCopybara-Service 62d7bf58bb docs: change eval_dataset to eval_dataset_file_path_or_dir
Copybara import of the project:

--
6596c477c7138df79d77e67181fd5979fd1a72e3 by Garrett Bischof <bischofgarrett@gmail.com>:

docs: change eval_dataset to eval_dataset_file_path_or_dir
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/397 from gwbischof:eval_dataset e8a0d0911c21ac76dab83e8520aaebc38d24adf5
PiperOrigin-RevId: 765638775
2025-05-31 13:06:57 -07:00
Ankur SharmaandCopybara-Service 447798d573 Accounting for "references" to be absent in eval files in older format.
PiperOrigin-RevId: 764454937
2025-05-28 16:04:18 -07:00