镜像自地址
https://github.com/binary-husky/gpt_academic.git
已同步 2025-12-07 15:06:48 +00:00
up
这个提交包含在:
@@ -12,7 +12,7 @@ from typing import List, Dict, Optional
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from crazy_functions.crazy_utils import input_clipping
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from crazy_functions.crazy_utils import request_gpt_model_in_new_thread_with_ui_alive
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from crazy_functions.rag_fns.arxiv_fns.arxiv_splitter import ArxivSplitter, save_fragments_to_file
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from crazy_functions.rag_fns.arxiv_fns.arxiv_splitter import ArxivSplitter, save_fragments_to_file, process_arxiv_sync
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from crazy_functions.rag_fns.arxiv_fns.section_fragment import SectionFragment as Fragment
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from crazy_functions.rag_fns.llama_index_worker import LlamaIndexRagWorker
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from toolbox import CatchException, update_ui, get_log_folder, update_ui_lastest_msg
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@@ -51,6 +51,7 @@ class ArxivRagWorker:
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self.user_name = user_name
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self.llm_kwargs = llm_kwargs
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self.arxiv_id = self._normalize_arxiv_id(arxiv_id) if arxiv_id else None
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self.fragments = None
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# 初始化基础目录
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@@ -63,7 +64,6 @@ class ArxivRagWorker:
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self._processing_lock = ThreadLock()
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self._processed_fragments = set()
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self._processed_count = 0
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# 优化的线程池配置
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cpu_count = os.cpu_count() or 1
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self.thread_pool = ThreadPoolExecutor(
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@@ -268,27 +268,18 @@ class ArxivRagWorker:
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f"in {elapsed_time:.2f}s (rate: {processing_rate:.2f} fragments/s)"
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)
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async def process_paper(self, arxiv_id: str) -> bool:
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async def process_paper(self, fragments: List[Fragment]) -> bool:
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"""处理论文主函数"""
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try:
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arxiv_id = self._normalize_arxiv_id(arxiv_id)
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logger.info(f"Starting to process paper: {arxiv_id}")
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if self.paper_path.exists():
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logger.info(f"Paper {arxiv_id} already processed")
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logger.info(f"Paper {self.arxiv_id} already processed")
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return True
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task = self._create_processing_task(arxiv_id)
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task = self._create_processing_task(self.arxiv_id)
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try:
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async with self.semaphore:
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fragments = await self.arxiv_splitter.process(arxiv_id)
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if not fragments:
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raise ValueError(f"No fragments extracted from paper {arxiv_id}")
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logger.info(f"Extracted {len(fragments)} fragments from paper {arxiv_id}")
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await self._process_fragments(fragments)
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self._complete_task(task, fragments, self.paper_path)
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return True
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@@ -297,7 +288,7 @@ class ArxivRagWorker:
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raise
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except Exception as e:
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logger.error(f"Error processing paper {arxiv_id}: {str(e)}")
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logger.error(f"Error processing paper {self.arxiv_id}: {str(e)}")
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return False
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def _create_processing_task(self, arxiv_id: str) -> ProcessingTask:
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@@ -429,29 +420,28 @@ def Arxiv论文对话(txt: str, llm_kwargs: Dict, plugin_kwargs: Dict, chatbot:
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return
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user_name = chatbot.get_user()
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worker = ArxivRagWorker(user_name, llm_kwargs, arxiv_id=txt)
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arxiv_worker = ArxivRagWorker(user_name, llm_kwargs, arxiv_id=txt)
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# 处理新论文的情况
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if txt.lower().strip().startswith(('https://arxiv.org', 'arxiv.org', '0', '1', '2')) and not worker.loading:
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if txt.lower().strip().startswith(('https://arxiv.org', 'arxiv.org', '0', '1', '2')) and not arxiv_worker.loading:
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chatbot.append((txt, "正在处理论文,请稍等..."))
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yield from update_ui(chatbot=chatbot, history=history)
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arxiv_id = arxiv_worker.arxiv_id
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fragments, formatted_content, output_dir = process_arxiv_sync(arxiv_worker.arxiv_splitter, arxiv_worker.arxiv_id)
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chatbot.append(["论文下载成功,接下来将编码论文,预计等待两分钟,请耐心等待,论文内容如下:", formatted_content])
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try:
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# 创建新的事件循环
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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# 使用超时控制
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success = False
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try:
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# 设置超时时间为5分钟
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success = loop.run_until_complete(
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asyncio.wait_for(worker.process_paper(txt), timeout=300)
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asyncio.wait_for(arxiv_worker.process_paper(fragments), timeout=300)
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)
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if success:
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arxiv_id = worker._normalize_arxiv_id(txt)
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success = loop.run_until_complete(
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asyncio.wait_for(worker.wait_for_paper(arxiv_id), timeout=60)
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asyncio.wait_for(arxiv_worker.wait_for_paper(arxiv_id), timeout=60)
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)
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if success:
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chatbot[-1] = (txt, "论文处理完成,您现在可以开始提问。")
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@@ -515,7 +505,7 @@ def Arxiv论文对话(txt: str, llm_kwargs: Dict, plugin_kwargs: Dict, chatbot:
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yield from update_ui(chatbot=chatbot, history=history)
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# 生成提示词
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prompt = worker.retrieve_and_generate(query_clip)
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prompt = arxiv_worker.retrieve_and_generate(query_clip)
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if not prompt:
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chatbot[-1] = (user_query, "抱歉,处理您的问题时出现错误,请重试。")
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yield from update_ui(chatbot=chatbot, history=history)
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@@ -0,0 +1,387 @@
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from abc import ABC, abstractmethod
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from typing import Any, Dict, Optional, Type, TypeVar, Generic, Union
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from dataclasses import dataclass
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from enum import Enum, auto
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import logging
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from datetime import datetime
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from crazy_functions.rag_fns.arxiv_fns.section_fragment import SectionFragment
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# 设置日志
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logger = logging.getLogger(__name__)
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# 自定义异常类定义
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class FoldingError(Exception):
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"""折叠相关的自定义异常基类"""
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pass
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class FormattingError(FoldingError):
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"""格式化过程中的错误"""
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pass
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class MetadataError(FoldingError):
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"""元数据相关的错误"""
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pass
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class ValidationError(FoldingError):
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"""验证错误"""
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pass
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class FoldingStyle(Enum):
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"""折叠样式枚举"""
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SIMPLE = auto() # 简单折叠
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DETAILED = auto() # 详细折叠(带有额外信息)
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NESTED = auto() # 嵌套折叠
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@dataclass
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class FoldingOptions:
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"""折叠选项配置"""
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style: FoldingStyle = FoldingStyle.DETAILED
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code_language: Optional[str] = None # 代码块的语言
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show_timestamp: bool = False # 是否显示时间戳
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indent_level: int = 0 # 缩进级别
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custom_css: Optional[str] = None # 自定义CSS类
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T = TypeVar('T') # 用于泛型类型
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class BaseMetadata(ABC):
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"""元数据基类"""
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@abstractmethod
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def validate(self) -> bool:
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"""验证元数据的有效性"""
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pass
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def _validate_non_empty_str(self, value: Optional[str]) -> bool:
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"""验证字符串非空"""
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return bool(value and value.strip())
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@dataclass
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class FileMetadata(BaseMetadata):
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"""文件元数据"""
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rel_path: str
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size: float
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last_modified: Optional[datetime] = None
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mime_type: Optional[str] = None
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encoding: str = 'utf-8'
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def validate(self) -> bool:
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"""验证文件元数据的有效性"""
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try:
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if not self._validate_non_empty_str(self.rel_path):
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return False
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if self.size < 0:
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return False
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return True
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except Exception as e:
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logger.error(f"File metadata validation error: {str(e)}")
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return False
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class ContentFormatter(ABC, Generic[T]):
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"""内容格式化抽象基类
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支持泛型类型参数,可以指定具体的元数据类型。
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"""
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@abstractmethod
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def format(self,
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content: str,
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metadata: T,
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options: Optional[FoldingOptions] = None) -> str:
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"""格式化内容
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Args:
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content: 需要格式化的内容
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metadata: 类型化的元数据
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options: 折叠选项
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Returns:
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str: 格式化后的内容
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Raises:
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FormattingError: 格式化过程中的错误
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"""
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pass
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def _create_summary(self, metadata: T) -> str:
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"""创建折叠摘要,可被子类重写"""
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return str(metadata)
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def _format_content_block(self,
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content: str,
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options: Optional[FoldingOptions]) -> str:
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"""格式化内容块,处理代码块等特殊格式"""
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if not options:
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return content
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if options.code_language:
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return f"```{options.code_language}\n{content}\n```"
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return content
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def _add_indent(self, text: str, level: int) -> str:
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"""添加缩进"""
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if level <= 0:
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return text
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indent = " " * level
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return "\n".join(indent + line for line in text.splitlines())
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class FileContentFormatter(ContentFormatter[FileMetadata]):
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"""文件内容格式化器"""
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def format(self,
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content: str,
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metadata: FileMetadata,
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options: Optional[FoldingOptions] = None) -> str:
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"""格式化文件内容"""
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if not metadata.validate():
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raise MetadataError("Invalid file metadata")
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try:
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options = options or FoldingOptions()
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# 构建摘要信息
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summary_parts = [
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f"{metadata.rel_path} ({metadata.size:.2f}MB)",
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f"Type: {metadata.mime_type}" if metadata.mime_type else None,
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(f"Modified: {metadata.last_modified.strftime('%Y-%m-%d %H:%M:%S')}"
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if metadata.last_modified and options.show_timestamp else None)
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]
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summary = " | ".join(filter(None, summary_parts))
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# 构建HTML类
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css_class = f' class="{options.custom_css}"' if options.custom_css else ''
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# 格式化内容
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formatted_content = self._format_content_block(content, options)
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# 组装最终结果
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result = (
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f'<details{css_class}><summary>{summary}</summary>\n\n'
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f'{formatted_content}\n\n'
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f'</details>\n\n'
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)
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return self._add_indent(result, options.indent_level)
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except Exception as e:
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logger.error(f"Error formatting file content: {str(e)}")
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raise FormattingError(f"Failed to format file content: {str(e)}")
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class ContentFoldingManager:
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"""内容折叠管理器"""
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def __init__(self):
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"""初始化折叠管理器"""
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self._formatters: Dict[str, ContentFormatter] = {}
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self._register_default_formatters()
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def _register_default_formatters(self) -> None:
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"""注册默认的格式化器"""
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self.register_formatter('file', FileContentFormatter())
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def register_formatter(self, name: str, formatter: ContentFormatter) -> None:
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"""注册新的格式化器"""
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if not isinstance(formatter, ContentFormatter):
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raise TypeError("Formatter must implement ContentFormatter interface")
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self._formatters[name] = formatter
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def _guess_language(self, extension: str) -> Optional[str]:
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"""根据文件扩展名猜测编程语言"""
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extension = extension.lower().lstrip('.')
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language_map = {
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'py': 'python',
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'js': 'javascript',
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'java': 'java',
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'cpp': 'cpp',
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'cs': 'csharp',
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'html': 'html',
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'css': 'css',
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'md': 'markdown',
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'json': 'json',
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'xml': 'xml',
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'sql': 'sql',
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'sh': 'bash',
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'yaml': 'yaml',
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'yml': 'yaml',
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'txt': None # 纯文本不需要语言标识
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}
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return language_map.get(extension)
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def format_content(self,
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content: str,
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formatter_type: str,
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metadata: Union[FileMetadata],
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options: Optional[FoldingOptions] = None) -> str:
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"""格式化内容"""
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formatter = self._formatters.get(formatter_type)
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if not formatter:
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raise KeyError(f"No formatter registered for type: {formatter_type}")
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if not isinstance(metadata, FileMetadata):
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raise TypeError("Invalid metadata type")
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return formatter.format(content, metadata, options)
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@dataclass
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class PaperMetadata(BaseMetadata):
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"""论文元数据"""
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title: str
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authors: str
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abstract: str
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catalogs: str
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arxiv_id: str = ""
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def validate(self) -> bool:
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"""验证论文元数据的有效性"""
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try:
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if not self._validate_non_empty_str(self.title):
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return False
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if not self._validate_non_empty_str(self.authors):
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return False
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if not self._validate_non_empty_str(self.abstract):
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return False
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if not self._validate_non_empty_str(self.catalogs):
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return False
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return True
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except Exception as e:
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logger.error(f"Paper metadata validation error: {str(e)}")
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return False
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class PaperContentFormatter(ContentFormatter[PaperMetadata]):
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"""论文内容格式化器"""
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def format(self,
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fragments: list[SectionFragment],
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metadata: PaperMetadata,
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options: Optional[FoldingOptions] = None) -> str:
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"""格式化论文内容
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Args:
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fragments: 论文片段列表
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metadata: 论文元数据
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options: 折叠选项
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Returns:
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str: 格式化后的论文内容
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"""
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if not metadata.validate():
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raise MetadataError("Invalid paper metadata")
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try:
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options = options or FoldingOptions()
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# 1. 生成标题部分(不折叠)
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result = [f"# {metadata.title}\n"]
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# 2. 生成作者信息(折叠)
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result.append(self._create_folded_section(
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"Authors",
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metadata.authors,
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options
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))
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# 3. 生成摘要(折叠)
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result.append(self._create_folded_section(
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"Abstract",
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metadata.abstract,
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options
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))
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# 4. 生成目录树(折叠)
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result.append(self._create_folded_section(
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"Table of Contents",
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f"```\n{metadata.catalogs}\n```",
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options
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))
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# 5. 按章节组织并生成内容
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sections = self._organize_sections(fragments)
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for section, section_fragments in sections.items():
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# 拼接该章节的所有内容
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section_content = "\n\n".join(
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fragment.content for fragment in section_fragments
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)
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result.append(self._create_folded_section(
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section,
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section_content,
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options
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))
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|
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# 6. 生成参考文献(折叠)
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# 收集所有非空的参考文献
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all_refs = "\n".join(filter(None,
|
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(fragment.bibliography for fragment in fragments)
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))
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if all_refs:
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result.append(self._create_folded_section(
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"Bibliography",
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f"```bibtex\n{all_refs}\n```",
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options
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))
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return "\n\n".join(result)
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|
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except Exception as e:
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logger.error(f"Error formatting paper content: {str(e)}")
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raise FormattingError(f"Failed to format paper content: {str(e)}")
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|
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def _create_folded_section(self,
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title: str,
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content: str,
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options: FoldingOptions) -> str:
|
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"""创建折叠区块
|
||||
|
||||
Args:
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title: 区块标题
|
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content: 区块内容
|
||||
options: 折叠选项
|
||||
|
||||
Returns:
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str: 格式化后的折叠区块
|
||||
"""
|
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css_class = f' class="{options.custom_css}"' if options.custom_css else ''
|
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|
||||
result = (
|
||||
f'<details{css_class}><summary>{title}</summary>\n\n'
|
||||
f'{content}\n\n'
|
||||
f'</details>'
|
||||
)
|
||||
|
||||
return self._add_indent(result, options.indent_level)
|
||||
|
||||
def _organize_sections(self,
|
||||
fragments: list[SectionFragment]
|
||||
) -> Dict[str, list[SectionFragment]]:
|
||||
"""将片段按章节分组
|
||||
|
||||
Args:
|
||||
fragments: 论文片段列表
|
||||
|
||||
Returns:
|
||||
Dict[str, list[SectionFragment]]: 按章节分组的片段字典
|
||||
"""
|
||||
sections: Dict[str, list[SectionFragment]] = {}
|
||||
|
||||
for fragment in fragments:
|
||||
section = fragment.current_section or "Uncategorized"
|
||||
if section not in sections:
|
||||
sections[section] = []
|
||||
sections[section].append(fragment)
|
||||
|
||||
return sections
|
||||
@@ -14,9 +14,10 @@ from crazy_functions.rag_fns.arxiv_fns.essay_structure import EssayStructurePars
|
||||
from crazy_functions.rag_fns.arxiv_fns.section_extractor import Section
|
||||
from crazy_functions.rag_fns.arxiv_fns.section_fragment import SectionFragment
|
||||
from crazy_functions.rag_fns.arxiv_fns.tex_utils import TexUtils
|
||||
from crazy_functions.doc_fns.content_folder import PaperContentFormatter, PaperMetadata
|
||||
|
||||
|
||||
def save_fragments_to_file(fragments: List[SectionFragment], output_dir: str = "fragment_outputs") -> Path:
|
||||
def save_fragments_to_file(fragments: List[SectionFragment], output_dir: Path ) -> Path:
|
||||
"""
|
||||
Save all fragments to a single structured markdown file.
|
||||
|
||||
@@ -733,7 +734,53 @@ class ArxivSplitter:
|
||||
return content.strip()
|
||||
|
||||
|
||||
async def test_arxiv_splitter():
|
||||
def process_arxiv_sync(splitter: ArxivSplitter, arxiv_id: str) -> tuple[List[SectionFragment], str, Path]:
|
||||
"""
|
||||
同步处理 ArXiv 文档并返回分割后的片段
|
||||
|
||||
Args:
|
||||
splitter: ArxivSplitter 实例
|
||||
arxiv_id: ArXiv 文档ID
|
||||
|
||||
Returns:
|
||||
list: 分割后的文档片段列表
|
||||
"""
|
||||
try:
|
||||
# 创建一个异步函数来执行异步操作
|
||||
async def _process():
|
||||
return await splitter.process(arxiv_id)
|
||||
|
||||
# 使用 asyncio.run() 运行异步函数
|
||||
fragments = asyncio.run(_process())
|
||||
|
||||
# 保存片段到文件
|
||||
output_dir = save_fragments_to_file(
|
||||
fragments,
|
||||
output_dir=splitter.root_dir / "arxiv_fragments"
|
||||
)
|
||||
print(f"Output saved to: {output_dir}")
|
||||
# 创建论文格式化器
|
||||
formatter = PaperContentFormatter()
|
||||
|
||||
# 准备元数据
|
||||
# 创建格式化选项
|
||||
|
||||
metadata = PaperMetadata(
|
||||
title=fragments[0].title,
|
||||
authors=fragments[0].authors,
|
||||
abstract=fragments[0].abstract,
|
||||
catalogs=fragments[0].catalogs,
|
||||
arxiv_id=fragments[0].arxiv_id
|
||||
)
|
||||
|
||||
# 格式化内容
|
||||
formatted_content = formatter.format(fragments, metadata)
|
||||
return fragments, formatted_content, output_dir
|
||||
|
||||
except Exception as e:
|
||||
print(f"✗ Processing failed for {arxiv_id}: {str(e)}")
|
||||
raise
|
||||
def test_arxiv_splitter():
|
||||
"""测试ArXiv分割器的功能"""
|
||||
|
||||
# 测试配置
|
||||
@@ -752,25 +799,21 @@ async def test_arxiv_splitter():
|
||||
|
||||
# 创建分割器实例
|
||||
splitter = ArxivSplitter(
|
||||
root_dir="test_cache"
|
||||
root_dir="private_upload/default_user"
|
||||
)
|
||||
|
||||
for case in test_cases:
|
||||
print(f"\nTesting paper: {case['arxiv_id']}")
|
||||
try:
|
||||
fragments = await splitter.process(case['arxiv_id'])
|
||||
|
||||
# fragments = await splitter.process(case['arxiv_id'])
|
||||
fragments, formatted_content, output_dir = process_arxiv_sync(splitter, case['arxiv_id'])
|
||||
# 保存fragments
|
||||
output_dir = save_fragments_to_file(fragments, output_dir="crazy_functions/rag_fns/arxiv_fns/gpt_log")
|
||||
print(f"Output saved to: {output_dir}")
|
||||
# # 内容检查
|
||||
# for fragment in fragments:
|
||||
# # 长度检查
|
||||
#
|
||||
# print((fragment.content))
|
||||
# print(len(fragment.content))
|
||||
for fragment in fragments:
|
||||
# 长度检查
|
||||
print((fragment.content))
|
||||
print(len(fragment.content))
|
||||
# 类型检查
|
||||
|
||||
print(output_dir)
|
||||
|
||||
except Exception as e:
|
||||
print(f"✗ Test failed for {case['arxiv_id']}: {str(e)}")
|
||||
|
||||
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