Refactor Eval Set Management into its own class.

PiperOrigin-RevId: 758378377
This commit is contained in:
Ankur Sharma 2025-05-13 14:31:53 -07:00 committed by Copybara-Service
parent 303af440ee
commit cf06cc507a
3 changed files with 162 additions and 62 deletions

View File

@ -63,6 +63,7 @@ from ..agents.llm_agent import Agent
from ..agents.llm_agent import LlmAgent from ..agents.llm_agent import LlmAgent
from ..agents.run_config import StreamingMode from ..agents.run_config import StreamingMode
from ..artifacts import InMemoryArtifactService from ..artifacts import InMemoryArtifactService
from ..evaluation.local_eval_sets_manager import LocalEvalSetsManager
from ..events.event import Event from ..events.event import Event
from ..memory.in_memory_memory_service import InMemoryMemoryService from ..memory.in_memory_memory_service import InMemoryMemoryService
from ..runners import Runner from ..runners import Runner
@ -252,6 +253,8 @@ def get_fast_api_app(
artifact_service = InMemoryArtifactService() artifact_service = InMemoryArtifactService()
memory_service = InMemoryMemoryService() memory_service = InMemoryMemoryService()
eval_sets_manager = LocalEvalSetsManager(agent_dir=agent_dir)
# Build the Session service # Build the Session service
agent_engine_id = "" agent_engine_id = ""
if session_db_url: if session_db_url:
@ -401,28 +404,13 @@ def get_fast_api_app(
eval_set_id: str, eval_set_id: str,
): ):
"""Creates an eval set, given the id.""" """Creates an eval set, given the id."""
pattern = r"^[a-zA-Z0-9_]+$" try:
if not bool(re.fullmatch(pattern, eval_set_id)): eval_sets_manager.create_eval_set(app_name, eval_set_id)
except ValueError as ve:
raise HTTPException( raise HTTPException(
status_code=400, status_code=400,
detail=( detail=str(ve),
f"Invalid eval set id. Eval set id should have the `{pattern}`" ) from ve
" format"
),
)
# Define the file path
new_eval_set_path = _get_eval_set_file_path(
app_name, agent_dir, eval_set_id
)
logger.info("Creating eval set file `%s`", new_eval_set_path)
if not os.path.exists(new_eval_set_path):
# Write the JSON string to the file
logger.info("Eval set file doesn't exist, we will create a new one.")
with open(new_eval_set_path, "w") as f:
empty_content = json.dumps([], indent=2)
f.write(empty_content)
@app.get( @app.get(
"/apps/{app_name}/eval_sets", "/apps/{app_name}/eval_sets",
@ -430,15 +418,7 @@ def get_fast_api_app(
) )
def list_eval_sets(app_name: str) -> list[str]: def list_eval_sets(app_name: str) -> list[str]:
"""Lists all eval sets for the given app.""" """Lists all eval sets for the given app."""
eval_set_file_path = os.path.join(agent_dir, app_name) return eval_sets_manager.list_eval_sets(app_name)
eval_sets = []
for file in os.listdir(eval_set_file_path):
if file.endswith(_EVAL_SET_FILE_EXTENSION):
eval_sets.append(
os.path.basename(file).removesuffix(_EVAL_SET_FILE_EXTENSION)
)
return sorted(eval_sets)
@app.post( @app.post(
"/apps/{app_name}/eval_sets/{eval_set_id}/add_session", "/apps/{app_name}/eval_sets/{eval_set_id}/add_session",
@ -447,33 +427,11 @@ def get_fast_api_app(
async def add_session_to_eval_set( async def add_session_to_eval_set(
app_name: str, eval_set_id: str, req: AddSessionToEvalSetRequest app_name: str, eval_set_id: str, req: AddSessionToEvalSetRequest
): ):
pattern = r"^[a-zA-Z0-9_]+$"
if not bool(re.fullmatch(pattern, req.eval_id)):
raise HTTPException(
status_code=400,
detail=f"Invalid eval id. Eval id should have the `{pattern}` format",
)
# Get the session # Get the session
session = session_service.get_session( session = session_service.get_session(
app_name=app_name, user_id=req.user_id, session_id=req.session_id app_name=app_name, user_id=req.user_id, session_id=req.session_id
) )
assert session, "Session not found." assert session, "Session not found."
# Load the eval set file data
eval_set_file_path = _get_eval_set_file_path(
app_name, agent_dir, eval_set_id
)
with open(eval_set_file_path, "r") as file:
eval_set_data = json.load(file) # Load JSON into a list
if [x for x in eval_set_data if x["name"] == req.eval_id]:
raise HTTPException(
status_code=400,
detail=(
f"Eval id `{req.eval_id}` already exists in `{eval_set_id}`"
" eval set."
),
)
# Convert the session data to evaluation format # Convert the session data to evaluation format
test_data = evals.convert_session_to_eval_format(session) test_data = evals.convert_session_to_eval_format(session)
@ -483,7 +441,7 @@ def get_fast_api_app(
await _get_root_agent_async(app_name) await _get_root_agent_async(app_name)
) )
eval_set_data.append({ eval_case = {
"name": req.eval_id, "name": req.eval_id,
"data": test_data, "data": test_data,
"initial_session": { "initial_session": {
@ -491,10 +449,11 @@ def get_fast_api_app(
"app_name": app_name, "app_name": app_name,
"user_id": req.user_id, "user_id": req.user_id,
}, },
}) }
# Serialize the test data to JSON and write to the eval set file. try:
with open(eval_set_file_path, "w") as f: eval_sets_manager.add_eval_case(app_name, eval_set_id, eval_case)
f.write(json.dumps(eval_set_data, indent=2)) except ValueError as ve:
raise HTTPException(status_code=400, detail=str(ve)) from ve
@app.get( @app.get(
"/apps/{app_name}/eval_sets/{eval_set_id}/evals", "/apps/{app_name}/eval_sets/{eval_set_id}/evals",
@ -505,12 +464,7 @@ def get_fast_api_app(
eval_set_id: str, eval_set_id: str,
) -> list[str]: ) -> list[str]:
"""Lists all evals in an eval set.""" """Lists all evals in an eval set."""
# Load the eval set file data eval_set_data = eval_sets_manager.get_eval_set(app_name, eval_set_id)
eval_set_file_path = _get_eval_set_file_path(
app_name, agent_dir, eval_set_id
)
with open(eval_set_file_path, "r") as file:
eval_set_data = json.load(file) # Load JSON into a list
return sorted([x["name"] for x in eval_set_data]) return sorted([x["name"] for x in eval_set_data])

View File

@ -0,0 +1,40 @@
# Copyright 2025 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from abc import ABC, abstractmethod
from typing import Any
class EvalSetsManager(ABC):
"""An interface to manage an Eval Sets."""
@abstractmethod
def get_eval_set(self, app_name: str, eval_set_id: str) -> Any:
"""Returns an EvalSet identified by an app_name and eval_set_id."""
raise NotImplementedError()
@abstractmethod
def create_eval_set(self, app_name: str, eval_set_id: str):
"""Creates an empty EvalSet given the app_name and eval_set_id."""
raise NotImplementedError()
@abstractmethod
def list_eval_sets(self, app_name: str) -> list[str]:
"""Returns a list of EvalSets that belong to the given app_name."""
raise NotImplementedError()
@abstractmethod
def add_eval_case(self, app_name: str, eval_set_id: str, eval_case: Any):
"""Adds the given EvalCase to an existing EvalSet identified by app_name and eval_set_id."""
raise NotImplementedError()

View File

@ -0,0 +1,106 @@
# Copyright 2025 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import json
import logging
import os
import re
from typing import Any
from typing_extensions import override
from .eval_sets_manager import EvalSetsManager
logger = logging.getLogger(__name__)
_EVAL_SET_FILE_EXTENSION = ".evalset.json"
class LocalEvalSetsManager(EvalSetsManager):
"""An EvalSets manager that stores eval sets locally on disk."""
def __init__(self, agent_dir: str):
self._agent_dir = agent_dir
@override
def get_eval_set(self, app_name: str, eval_set_id: str) -> Any:
"""Returns an EvalSet identified by an app_name and eval_set_id."""
# Load the eval set file data
eval_set_file_path = self._get_eval_set_file_path(app_name, eval_set_id)
with open(eval_set_file_path, "r") as file:
return json.load(file) # Load JSON into a list
@override
def create_eval_set(self, app_name: str, eval_set_id: str):
"""Creates an empty EvalSet given the app_name and eval_set_id."""
self._validate_id(id_name="Eval Set Id", id_value=eval_set_id)
# Define the file path
new_eval_set_path = self._get_eval_set_file_path(app_name, eval_set_id)
logger.info("Creating eval set file `%s`", new_eval_set_path)
if not os.path.exists(new_eval_set_path):
# Write the JSON string to the file
logger.info("Eval set file doesn't exist, we will create a new one.")
with open(new_eval_set_path, "w") as f:
empty_content = json.dumps([], indent=2)
f.write(empty_content)
@override
def list_eval_sets(self, app_name: str) -> list[str]:
"""Returns a list of EvalSets that belong to the given app_name."""
eval_set_file_path = os.path.join(self._agent_dir, app_name)
eval_sets = []
for file in os.listdir(eval_set_file_path):
if file.endswith(_EVAL_SET_FILE_EXTENSION):
eval_sets.append(
os.path.basename(file).removesuffix(_EVAL_SET_FILE_EXTENSION)
)
return sorted(eval_sets)
@override
def add_eval_case(self, app_name: str, eval_set_id: str, eval_case: Any):
"""Adds the given EvalCase to an existing EvalSet identified by app_name and eval_set_id."""
eval_case_id = eval_case["name"]
self._validate_id(id_name="Eval Case Id", id_value=eval_case_id)
# Load the eval set file data
eval_set_file_path = self._get_eval_set_file_path(app_name, eval_set_id)
with open(eval_set_file_path, "r") as file:
eval_set_data = json.load(file) # Load JSON into a list
if [x for x in eval_set_data if x["name"] == eval_case_id]:
raise ValueError(
f"Eval id `{eval_case_id}` already exists in `{eval_set_id}`"
" eval set.",
)
eval_set_data.append(eval_case)
# Serialize the test data to JSON and write to the eval set file.
with open(eval_set_file_path, "w") as f:
f.write(json.dumps(eval_set_data, indent=2))
def _get_eval_set_file_path(self, app_name: str, eval_set_id: str) -> str:
return os.path.join(
self._agent_dir,
app_name,
eval_set_id + _EVAL_SET_FILE_EXTENSION,
)
def _validate_id(self, id_name: str, id_value: str):
pattern = r"^[a-zA-Z0-9_]+$"
if not bool(re.fullmatch(pattern, id_value)):
raise ValueError(
f"Invalid {id_name}. {id_name} should have the `{pattern}` format",
)