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from typing import Any, Dict, List, Union
from datasets import DatasetDict
from .artifact import fetch_artifact
from .dataset_utils import get_dataset_artifact
from .logging_utils import get_logger
from .metric_utils import _compute
from .operator import StreamSource
logger = get_logger()
def load(source: Union[StreamSource, str]) -> DatasetDict:
assert isinstance(
source, (StreamSource, str)
), "source must be a StreamSource or a string"
if isinstance(source, str):
source, _ = fetch_artifact(source)
return source().to_dataset()
def load_dataset(dataset_query: str) -> DatasetDict:
dataset_query = dataset_query.replace("sys_prompt", "instruction")
dataset_stream = get_dataset_artifact(dataset_query)
return dataset_stream().to_dataset()
def evaluate(predictions, data) -> List[Dict[str, Any]]:
return _compute(predictions=predictions, references=data)
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