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feat: enhance dataset file fetching with improved pagination and document loading support (#156)
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@@ -1,20 +1,8 @@
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import asyncio
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import uuid
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import json
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import uuid
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from pathlib import Path
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from langchain_community.document_loaders import (
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TextLoader,
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CSVLoader,
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JSONLoader,
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UnstructuredMarkdownLoader,
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UnstructuredHTMLLoader,
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UnstructuredFileLoader,
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PyPDFLoader,
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UnstructuredWordDocumentLoader,
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UnstructuredPowerPointLoader,
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UnstructuredExcelLoader,
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)
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from langchain_text_splitters import RecursiveCharacterTextSplitter
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from sqlalchemy import select
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from sqlalchemy.ext.asyncio import AsyncSession
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@@ -30,6 +18,7 @@ from app.db.models.model_config import get_model_by_id
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from app.db.session import logger
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from app.module.shared.util.model_chat import _extract_json_substring
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from app.module.system.service.common_service import get_chat_client, chat
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from app.common.document_loaders import load_documents
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class GenerationService:
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@@ -250,8 +239,7 @@ class GenerationService:
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保留每个 Document 的 metadata,方便后续追加例如文件ID、chunk序号等信息。
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"""
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loader = self._build_loader(file_path)
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docs = loader.load()
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docs = load_documents(file_path)
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splitter = RecursiveCharacterTextSplitter(
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chunk_size=chunk_size,
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@@ -262,67 +250,6 @@ class GenerationService:
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split_docs = splitter.split_documents(docs)
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return split_docs
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@staticmethod
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def _build_loader(file_path: str):
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"""根据文件扩展名选择合适的 LangChain 文本加载器,尽量覆盖常见泛文本格式。
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优先按格式选择专门的 Loader,找不到匹配时退回到 TextLoader。
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"""
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path = Path(file_path)
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suffix = path.suffix.lower()
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path_str = str(path)
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# 1. 纯文本类
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if suffix in {".txt", "", ".log"}: # "" 兼容无扩展名
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return TextLoader(path_str, encoding="utf-8")
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# 2. Markdown
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if suffix in {".md", ".markdown"}:
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# UnstructuredMarkdownLoader 会保留更多结构信息
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return UnstructuredMarkdownLoader(path_str)
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# 3. HTML / HTM
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if suffix in {".html", ".htm"}:
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return UnstructuredHTMLLoader(path_str)
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# 4. JSON
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if suffix == ".json":
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# 使用 JSONLoader 将 JSON 中的内容展开成文档
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# 这里使用默认 jq_schema,后续需要更精细地提取可以在此调整
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return JSONLoader(file_path=path_str, jq_schema=".")
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# 5. CSV / TSV
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if suffix in {".csv", ".tsv"}:
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# CSVLoader 默认将每一行作为一条 Document
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return CSVLoader(file_path=path_str)
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# 6. YAML
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if suffix in {".yaml", ".yml"}:
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# 暂时按纯文本加载
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return TextLoader(path_str, encoding="utf-8")
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# 7. PDF
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if suffix == ".pdf":
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return PyPDFLoader(path_str)
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# 8. Word 文档
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if suffix in {".docx", ".doc"}:
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# UnstructuredWordDocumentLoader 支持 .docx/.doc 文本抽取
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return UnstructuredWordDocumentLoader(path_str)
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# 9. PowerPoint
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if suffix in {".ppt", ".pptx"}:
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return UnstructuredPowerPointLoader(path_str)
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# 10. Excel
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if suffix in {".xls", ".xlsx"}:
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return UnstructuredExcelLoader(path_str)
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# 11. 兜底:使用 UnstructuredFileLoader 或 TextLoader 作为纯文本
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try:
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return UnstructuredFileLoader(path_str)
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except Exception:
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return TextLoader(path_str, encoding="utf-8")
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@staticmethod
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def _build_qa_prompt(chunk: str, synthesis_cfg: dict) -> str:
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