KAG/kag/builder/component/reader/dataset_reader.py

98 lines
3.1 KiB
Python

# -*- coding: utf-8 -*-
# Copyright 2023 OpenSPG 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.
import json
import os
from typing import List, Type
from kag.builder.model.chunk import Chunk
from kag.interface.builder import SourceReaderABC
from knext.common.base.runnable import Input, Output
class HotpotqaCorpusReader(SourceReaderABC):
@property
def input_types(self) -> Type[Input]:
"""The type of input this Runnable object accepts specified as a type annotation."""
return str
@property
def output_types(self) -> Type[Output]:
"""The type of output this Runnable object produces specified as a type annotation."""
return Chunk
def invoke(self, input: str, **kwargs) -> List[Output]:
if os.path.exists(str(input)):
with open(input, "r") as f:
corpus = json.load(f)
else:
corpus = json.loads(input)
chunks = []
for item_key, item_value in corpus.items():
chunk = Chunk(
id=item_key,
name=item_key,
content="\n".join(item_value),
)
chunks.append(chunk)
return chunks
class MusiqueCorpusReader(SourceReaderABC):
@property
def input_types(self) -> Type[Input]:
"""The type of input this Runnable object accepts specified as a type annotation."""
return str
@property
def output_types(self) -> Type[Output]:
"""The type of output this Runnable object produces specified as a type annotation."""
return Chunk
def get_basename(self, file_name: str):
base, ext = os.path.splitext(os.path.basename(file_name))
return base
def invoke(self, input: str, **kwargs) -> List[Output]:
id_column = kwargs.get("id_column", "title")
name_column = kwargs.get("name_column", "title")
content_column = kwargs.get("content_column", "text")
if os.path.exists(str(input)):
with open(input, "r") as f:
corpusList = json.load(f)
else:
corpusList = input
chunks = []
for item in corpusList:
chunk = Chunk(
id=item[id_column],
name=item[name_column],
content=item[content_column],
)
chunks.append(chunk)
return chunks
class TwowikiCorpusReader(MusiqueCorpusReader):
@property
def input_types(self) -> Type[Input]:
"""The type of input this Runnable object accepts specified as a type annotation."""
return str
@property
def output_types(self) -> Type[Output]:
"""The type of output this Runnable object produces specified as a type annotation."""
return Chunk