67 lines
1.9 KiB
Python
67 lines
1.9 KiB
Python
|
from opencompass.openicl.icl_prompt_template import PromptTemplate
|
||
|
|
from opencompass.openicl.icl_retriever import ZeroRetriever
|
||
|
|
from opencompass.openicl.icl_inferencer import PPLInferencer
|
||
|
|
from opencompass.openicl.icl_evaluator import AccEvaluator
|
||
|
|
from opencompass.datasets import OBQADataset
|
||
|
|
|
||
|
|
_input_columns = [
|
||
|
|
['question_stem', 'A', 'B', 'C', 'D'],
|
||
|
|
['question_stem', 'A', 'B', 'C', 'D', 'fact1'],
|
||
|
|
]
|
||
|
|
_template = [
|
||
|
|
{
|
||
|
|
ans: dict(
|
||
|
|
round=[
|
||
|
|
dict(
|
||
|
|
role="HUMAN",
|
||
|
|
prompt=
|
||
|
|
"Question: {question_stem}\nA. {A}\nB. {B}\nC. {C}\nD. {D}\nAnswer:"
|
||
|
|
),
|
||
|
|
dict(role="BOT", prompt=ans),
|
||
|
|
], )
|
||
|
|
for ans in ['A', 'B', 'C', 'D']
|
||
|
|
},
|
||
|
|
{
|
||
|
|
ans: dict(
|
||
|
|
round=[
|
||
|
|
dict(
|
||
|
|
role="HUMAN",
|
||
|
|
prompt=
|
||
|
|
"Given the fact: {fact1}\nQuestion: {question_stem}\nA. {A}\nB. {B}\nC. {C}\nD. {D}\nAnswer:"
|
||
|
|
),
|
||
|
|
dict(role="BOT", prompt=ans),
|
||
|
|
], )
|
||
|
|
for ans in ['A', 'B', 'C', 'D']
|
||
|
|
}
|
||
|
|
]
|
||
|
|
|
||
|
|
obqa_datasets = [
|
||
|
|
dict(
|
||
|
|
type=OBQADataset,
|
||
|
|
path='openbookqa',
|
||
|
|
split='test',
|
||
|
|
),
|
||
|
|
dict(
|
||
|
|
abbr='openbookqa_fact',
|
||
|
|
type=OBQADataset,
|
||
|
|
path='openbookqa',
|
||
|
|
name='additional',
|
||
|
|
split='test',
|
||
|
|
),
|
||
|
|
]
|
||
|
|
for _i in range(2):
|
||
|
|
obqa_reader_cfg = dict(
|
||
|
|
input_columns=_input_columns[_i], output_column="answerKey")
|
||
|
|
obqa_infer_cfg = dict(
|
||
|
|
prompt_template=dict(
|
||
|
|
type=PromptTemplate,
|
||
|
|
template=_template[_i]),
|
||
|
|
retriever=dict(type=ZeroRetriever),
|
||
|
|
inferencer=dict(type=PPLInferencer),
|
||
|
|
)
|
||
|
|
obqa_eval_cfg = dict(evaluator=dict(type=AccEvaluator), )
|
||
|
|
|
||
|
|
obqa_datasets[_i]["reader_cfg"] = obqa_reader_cfg
|
||
|
|
obqa_datasets[_i]["infer_cfg"] = obqa_infer_cfg
|
||
|
|
obqa_datasets[_i]["eval_cfg"] = obqa_eval_cfg
|