# flake8: noqa # yapf: disable # Copyright 2023 The Google Research Authors. # # 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 dataclasses from typing import Dict, List, Optional, Union from absl import flags import opencompass.datasets.IFEval.instructions_registry as instructions_registry _INPUT_DATA = flags.DEFINE_string('input_data', None, 'path to input data', required=True) _INPUT_RESPONSE_DATA = flags.DEFINE_string('input_response_data', None, 'path to input response data', required=False) _OUTPUT_DIR = flags.DEFINE_string( 'output_dir', None, 'Output directory for inference and eval results.', required=True, ) @dataclasses.dataclass class InputExample: key: int instruction_id_list: List[str] prompt: str kwargs: List[Dict[str, Optional[Union[str, int]]]] @dataclasses.dataclass class OutputExample: instruction_id_list: List[str] prompt: str response: str follow_all_instructions: bool follow_instruction_list: List[bool] def test_instruction_following_strict( inp, response, ): """Tests response to see if instrutions are followed.""" instruction_list = inp.instruction_id_list is_following_list = [] for index, instruction_id in enumerate(instruction_list): instruction_cls = instructions_registry.INSTRUCTION_DICT[ instruction_id] instruction = instruction_cls(instruction_id) instruction.build_description(**inp.kwargs[index]) args = instruction.get_instruction_args() if args and 'prompt' in args: instruction.build_description(prompt=inp.prompt) if response.strip() and instruction.check_following(response): is_following_list.append(True) else: is_following_list.append(False) return OutputExample( instruction_id_list=inp.instruction_id_list, prompt=inp.prompt, response=response, follow_all_instructions=all(is_following_list), follow_instruction_list=is_following_list, ) def test_instruction_following_loose( inp, response, ): """Tests response for an upper bound for following instructions.""" r = response.split('\n') response_remove_first = '\n'.join(r[1:]).strip() response_remove_last = '\n'.join(r[:-1]).strip() response_remove_both = '\n'.join(r[1:-1]).strip() revised_response = response.replace('*', '') revised_response_remove_first = response_remove_first.replace('*', '') revised_response_remove_last = response_remove_last.replace('*', '') revised_response_remove_both = response_remove_both.replace('*', '') all_responses = [ response, revised_response, response_remove_first, response_remove_last, response_remove_both, revised_response_remove_first, revised_response_remove_last, revised_response_remove_both, ] instruction_list = inp.instruction_id_list is_following_list = [] for index, instruction_id in enumerate(instruction_list): instruction_cls = instructions_registry.INSTRUCTION_DICT[ instruction_id] instruction = instruction_cls(instruction_id) instruction.build_description(**inp.kwargs[index]) args = instruction.get_instruction_args() if args and 'prompt' in args: instruction.build_description(prompt=inp.prompt) is_following = False for r in all_responses: if r.strip() and instruction.check_following(r): is_following = True break is_following_list.append(is_following) return OutputExample( instruction_id_list=inp.instruction_id_list, prompt=inp.prompt, response=response, follow_all_instructions=all(is_following_list), follow_instruction_list=is_following_list, )