nl2sql_library/nl2sql/datasets/__init__.py (10 lines of code) (raw):
# Copyright 2024 Google LLC
#
# 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.
"""
Implements utilities around Datasets and Databases
"""
from functools import lru_cache
from nl2sql.datasets.base import Dataset
from nl2sql.datasets.standard import Spider
@lru_cache
def fetch_dataset(dataset_id: str, **kwargs) -> Dataset:
"""
Utility function to load standard datasets
This function provides a convenient way to load standard datasets
into memory. It currently supports the Spider dataset, but more
datasets will be added in the future.
Args:
dataset_id: The ID of the dataset to fetch.
**kwargs: Additional keyword arguments to pass to the dataset
constructor.
Returns:
Dataset: A Dataset object representing the requested dataset.
"""
if dataset_id == "spider.train":
return Spider().dataset(split="train", **kwargs)
if dataset_id == "spider.test":
return Spider().dataset(split="test", **kwargs)
raise AttributeError(f"No known dataset found for {dataset_id}")