# Copyright (c) 2023 Baidu, Inc. All Rights Reserved.
#
# 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.
"""
opencompass evaluator evaluator
"""
import inspect
from typing import Any, Dict, List, Union
from qianfan.evaluation.evaluator import LocalEvaluator
from qianfan.utils import log_error
from qianfan.utils.pydantic import root_validator
try:
from opencompass.openicl.icl_evaluator import BaseEvaluator
class OpenCompassLocalEvaluator(LocalEvaluator):
class Config:
arbitrary_types_allowed = True
open_compass_evaluator: BaseEvaluator
@root_validator
@classmethod
def _check_open_compass_evaluator(
cls, values: Dict[str, Any]
) -> Dict[str, Any]:
open_compass_evaluator = values["open_compass_evaluator"]
signature = inspect.signature(open_compass_evaluator.score)
params = list(signature.parameters.keys())
params.sort()
if params != ["predictions", "references"]:
raise ValueError(
f"unsupported opencompass evaluator {type(open_compass_evaluator)}"
)
return values
def evaluate(
self, input: Union[str, List[Dict[str, Any]]], reference: str, output: str
) -> Dict[str, Any]:
return self.open_compass_evaluator.score([output], [reference]) # type: ignore
except ModuleNotFoundError:
[docs] class OpenCompassLocalEvaluator(LocalEvaluator): # type: ignore
def __init__(self, **kwargs: Any) -> None:
log_error(
"opencompass not found in your packages, OpenCompassLocalEvaluator not"
" available now. if you want to use it please execute 'pip install"
" opencompass'"
)
raise ModuleNotFoundError("opencompass not found")