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https://github.com/EvolutionAPI/adk-python.git
synced 2025-07-14 01:41:25 -06:00
Refactor Eval Set Management into its own class.
PiperOrigin-RevId: 758378377
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303af440ee
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@ -63,6 +63,7 @@ from ..agents.llm_agent import Agent
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from ..agents.llm_agent import LlmAgent
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from ..agents.run_config import StreamingMode
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from ..artifacts import InMemoryArtifactService
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from ..evaluation.local_eval_sets_manager import LocalEvalSetsManager
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from ..events.event import Event
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from ..memory.in_memory_memory_service import InMemoryMemoryService
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from ..runners import Runner
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@ -252,6 +253,8 @@ def get_fast_api_app(
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artifact_service = InMemoryArtifactService()
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memory_service = InMemoryMemoryService()
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eval_sets_manager = LocalEvalSetsManager(agent_dir=agent_dir)
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# Build the Session service
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agent_engine_id = ""
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if session_db_url:
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@ -401,28 +404,13 @@ def get_fast_api_app(
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eval_set_id: str,
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):
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"""Creates an eval set, given the id."""
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pattern = r"^[a-zA-Z0-9_]+$"
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if not bool(re.fullmatch(pattern, eval_set_id)):
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try:
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eval_sets_manager.create_eval_set(app_name, eval_set_id)
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except ValueError as ve:
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raise HTTPException(
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status_code=400,
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detail=(
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f"Invalid eval set id. Eval set id should have the `{pattern}`"
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" format"
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),
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)
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# Define the file path
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new_eval_set_path = _get_eval_set_file_path(
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app_name, agent_dir, eval_set_id
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)
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logger.info("Creating eval set file `%s`", new_eval_set_path)
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if not os.path.exists(new_eval_set_path):
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# Write the JSON string to the file
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logger.info("Eval set file doesn't exist, we will create a new one.")
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with open(new_eval_set_path, "w") as f:
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empty_content = json.dumps([], indent=2)
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f.write(empty_content)
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detail=str(ve),
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) from ve
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@app.get(
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"/apps/{app_name}/eval_sets",
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@ -430,15 +418,7 @@ def get_fast_api_app(
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)
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def list_eval_sets(app_name: str) -> list[str]:
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"""Lists all eval sets for the given app."""
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eval_set_file_path = os.path.join(agent_dir, app_name)
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eval_sets = []
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for file in os.listdir(eval_set_file_path):
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if file.endswith(_EVAL_SET_FILE_EXTENSION):
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eval_sets.append(
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os.path.basename(file).removesuffix(_EVAL_SET_FILE_EXTENSION)
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)
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return sorted(eval_sets)
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return eval_sets_manager.list_eval_sets(app_name)
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@app.post(
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"/apps/{app_name}/eval_sets/{eval_set_id}/add_session",
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@ -447,33 +427,11 @@ def get_fast_api_app(
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async def add_session_to_eval_set(
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app_name: str, eval_set_id: str, req: AddSessionToEvalSetRequest
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):
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pattern = r"^[a-zA-Z0-9_]+$"
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if not bool(re.fullmatch(pattern, req.eval_id)):
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raise HTTPException(
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status_code=400,
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detail=f"Invalid eval id. Eval id should have the `{pattern}` format",
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)
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# Get the session
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session = session_service.get_session(
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app_name=app_name, user_id=req.user_id, session_id=req.session_id
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)
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assert session, "Session not found."
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# Load the eval set file data
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eval_set_file_path = _get_eval_set_file_path(
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app_name, agent_dir, eval_set_id
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)
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with open(eval_set_file_path, "r") as file:
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eval_set_data = json.load(file) # Load JSON into a list
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if [x for x in eval_set_data if x["name"] == req.eval_id]:
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raise HTTPException(
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status_code=400,
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detail=(
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f"Eval id `{req.eval_id}` already exists in `{eval_set_id}`"
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" eval set."
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),
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)
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# Convert the session data to evaluation format
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test_data = evals.convert_session_to_eval_format(session)
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@ -483,7 +441,7 @@ def get_fast_api_app(
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await _get_root_agent_async(app_name)
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)
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eval_set_data.append({
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eval_case = {
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"name": req.eval_id,
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"data": test_data,
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"initial_session": {
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@ -491,10 +449,11 @@ def get_fast_api_app(
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"app_name": app_name,
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"user_id": req.user_id,
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},
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})
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# Serialize the test data to JSON and write to the eval set file.
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with open(eval_set_file_path, "w") as f:
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f.write(json.dumps(eval_set_data, indent=2))
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}
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try:
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eval_sets_manager.add_eval_case(app_name, eval_set_id, eval_case)
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except ValueError as ve:
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raise HTTPException(status_code=400, detail=str(ve)) from ve
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@app.get(
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"/apps/{app_name}/eval_sets/{eval_set_id}/evals",
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@ -505,12 +464,7 @@ def get_fast_api_app(
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eval_set_id: str,
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) -> list[str]:
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"""Lists all evals in an eval set."""
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# Load the eval set file data
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eval_set_file_path = _get_eval_set_file_path(
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app_name, agent_dir, eval_set_id
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)
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with open(eval_set_file_path, "r") as file:
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eval_set_data = json.load(file) # Load JSON into a list
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eval_set_data = eval_sets_manager.get_eval_set(app_name, eval_set_id)
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return sorted([x["name"] for x in eval_set_data])
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40
src/google/adk/evaluation/eval_sets_manager.py
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40
src/google/adk/evaluation/eval_sets_manager.py
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@ -0,0 +1,40 @@
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# Copyright 2025 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from abc import ABC, abstractmethod
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from typing import Any
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class EvalSetsManager(ABC):
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"""An interface to manage an Eval Sets."""
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@abstractmethod
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def get_eval_set(self, app_name: str, eval_set_id: str) -> Any:
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"""Returns an EvalSet identified by an app_name and eval_set_id."""
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raise NotImplementedError()
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@abstractmethod
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def create_eval_set(self, app_name: str, eval_set_id: str):
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"""Creates an empty EvalSet given the app_name and eval_set_id."""
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raise NotImplementedError()
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@abstractmethod
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def list_eval_sets(self, app_name: str) -> list[str]:
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"""Returns a list of EvalSets that belong to the given app_name."""
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raise NotImplementedError()
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@abstractmethod
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def add_eval_case(self, app_name: str, eval_set_id: str, eval_case: Any):
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"""Adds the given EvalCase to an existing EvalSet identified by app_name and eval_set_id."""
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raise NotImplementedError()
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106
src/google/adk/evaluation/local_eval_sets_manager.py
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106
src/google/adk/evaluation/local_eval_sets_manager.py
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@ -0,0 +1,106 @@
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# Copyright 2025 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import json
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import logging
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import os
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import re
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from typing import Any
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from typing_extensions import override
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from .eval_sets_manager import EvalSetsManager
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logger = logging.getLogger(__name__)
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_EVAL_SET_FILE_EXTENSION = ".evalset.json"
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class LocalEvalSetsManager(EvalSetsManager):
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"""An EvalSets manager that stores eval sets locally on disk."""
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def __init__(self, agent_dir: str):
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self._agent_dir = agent_dir
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@override
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def get_eval_set(self, app_name: str, eval_set_id: str) -> Any:
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"""Returns an EvalSet identified by an app_name and eval_set_id."""
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# Load the eval set file data
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eval_set_file_path = self._get_eval_set_file_path(app_name, eval_set_id)
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with open(eval_set_file_path, "r") as file:
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return json.load(file) # Load JSON into a list
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@override
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def create_eval_set(self, app_name: str, eval_set_id: str):
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"""Creates an empty EvalSet given the app_name and eval_set_id."""
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self._validate_id(id_name="Eval Set Id", id_value=eval_set_id)
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# Define the file path
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new_eval_set_path = self._get_eval_set_file_path(app_name, eval_set_id)
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logger.info("Creating eval set file `%s`", new_eval_set_path)
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if not os.path.exists(new_eval_set_path):
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# Write the JSON string to the file
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logger.info("Eval set file doesn't exist, we will create a new one.")
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with open(new_eval_set_path, "w") as f:
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empty_content = json.dumps([], indent=2)
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f.write(empty_content)
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@override
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def list_eval_sets(self, app_name: str) -> list[str]:
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"""Returns a list of EvalSets that belong to the given app_name."""
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eval_set_file_path = os.path.join(self._agent_dir, app_name)
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eval_sets = []
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for file in os.listdir(eval_set_file_path):
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if file.endswith(_EVAL_SET_FILE_EXTENSION):
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eval_sets.append(
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os.path.basename(file).removesuffix(_EVAL_SET_FILE_EXTENSION)
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)
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return sorted(eval_sets)
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@override
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def add_eval_case(self, app_name: str, eval_set_id: str, eval_case: Any):
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"""Adds the given EvalCase to an existing EvalSet identified by app_name and eval_set_id."""
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eval_case_id = eval_case["name"]
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self._validate_id(id_name="Eval Case Id", id_value=eval_case_id)
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# Load the eval set file data
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eval_set_file_path = self._get_eval_set_file_path(app_name, eval_set_id)
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with open(eval_set_file_path, "r") as file:
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eval_set_data = json.load(file) # Load JSON into a list
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if [x for x in eval_set_data if x["name"] == eval_case_id]:
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raise ValueError(
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f"Eval id `{eval_case_id}` already exists in `{eval_set_id}`"
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" eval set.",
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)
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eval_set_data.append(eval_case)
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# Serialize the test data to JSON and write to the eval set file.
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with open(eval_set_file_path, "w") as f:
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f.write(json.dumps(eval_set_data, indent=2))
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def _get_eval_set_file_path(self, app_name: str, eval_set_id: str) -> str:
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return os.path.join(
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self._agent_dir,
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app_name,
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eval_set_id + _EVAL_SET_FILE_EXTENSION,
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)
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def _validate_id(self, id_name: str, id_value: str):
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pattern = r"^[a-zA-Z0-9_]+$"
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if not bool(re.fullmatch(pattern, id_value)):
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raise ValueError(
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f"Invalid {id_name}. {id_name} should have the `{pattern}` format",
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)
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