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# 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,
)
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