mirror of
https://github.com/Tencent/WeKnora.git
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207 lines
6.9 KiB
Python
207 lines
6.9 KiB
Python
import logging
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from dataclasses import dataclass, field
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from typing import Dict, Any, Optional, Type
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from .base_parser import BaseParser, ParseResult
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from .docx_parser import DocxParser
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from .doc_parser import DocParser
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from .pdf_parser import PDFParser
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from .markdown_parser import MarkdownParser
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from .text_parser import TextParser
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from .image_parser import ImageParser
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from .web_parser import WebParser
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from .config import ChunkingConfig
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import traceback
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logger = logging.getLogger(__name__)
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@dataclass
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class Chunk:
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"""
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Represents a single text chunk with associated metadata.
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Basic unit for document processing and embedding.
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"""
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content: str # Text content of the chunk
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metadata: Dict[str, Any] = None # Associated metadata (source, page number, etc.)
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class Parser:
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"""
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Document parser facade that integrates all specialized parsers.
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Provides a unified interface for parsing various document types.
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"""
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def __init__(self):
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logger.info("Initializing document parser")
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# Initialize all parser types
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self.parsers: Dict[str, Type[BaseParser]] = {
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"docx": DocxParser,
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"doc": DocParser,
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"pdf": PDFParser,
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"md": MarkdownParser,
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"txt": TextParser,
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"jpg": ImageParser,
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"jpeg": ImageParser,
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"png": ImageParser,
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"gif": ImageParser,
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"bmp": ImageParser,
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"tiff": ImageParser,
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"webp": ImageParser,
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"markdown": MarkdownParser,
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}
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logger.info(
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"Parser initialized with %d parsers: %s",
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len(self.parsers),
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", ".join(self.parsers.keys()),
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)
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def get_parser(self, file_type: str) -> Optional[Type[BaseParser]]:
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"""
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Get parser class for the specified file type.
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Args:
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file_type: The file extension or type identifier
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Returns:
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Parser class for the file type, or None if unsupported
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"""
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file_type = file_type.lower()
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parser = self.parsers.get(file_type)
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if parser:
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logger.info(f"Found parser for file type: {file_type}")
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else:
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logger.warning(f"No parser found for file type: {file_type}")
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return parser
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def parse_file(
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self,
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file_name: str,
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file_type: str,
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content: bytes,
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config: ChunkingConfig,
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) -> Optional[ParseResult]:
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"""
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Parse file content using appropriate parser based on file type.
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Args:
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file_name: Name of the file being parsed
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file_type: Type/extension of the file
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content: Raw file content as bytes
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config: Configuration for chunking process
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Returns:
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ParseResult containing chunks and metadata, or None if parsing failed
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"""
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logger.info(f"Parsing file: {file_name} with type: {file_type}")
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logger.info(
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f"Chunking config: size={config.chunk_size}, overlap={config.chunk_overlap}, "
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f"multimodal={config.enable_multimodal}"
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)
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parser_instance = None
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try:
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# Get appropriate parser for file type
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cls = self.get_parser(file_type)
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if cls is None:
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logger.error(f"Unsupported file type: {file_type}")
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return None
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# Parse file content
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logger.info(f"Creating parser instance for {file_type} file")
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parser_instance = cls(
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file_name=file_name,
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file_type=file_type,
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chunk_size=config.chunk_size,
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chunk_overlap=config.chunk_overlap,
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separators=config.separators,
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enable_multimodal=config.enable_multimodal,
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max_image_size=1920, # Limit image size to 1920px
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max_concurrent_tasks=5, # Limit concurrent tasks to 5
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chunking_config=config, # Pass the entire chunking config
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)
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logger.info(f"Starting to parse file content, size: {len(content)} bytes")
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result = parser_instance.parse(content)
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if result:
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logger.info(
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f"Successfully parsed file {file_name}, generated {len(result.chunks)} chunks"
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)
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if result.chunks and len(result.chunks) > 0:
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logger.info(
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f"First chunk content length: {len(result.chunks[0].content)}"
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)
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else:
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logger.warning(f"Parser returned empty chunks for file: {file_name}")
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else:
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logger.warning(f"Parser returned None result for file: {file_name}")
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# Return parse results
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return result
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except Exception as e:
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logger.error(f"Error parsing file {file_name}: {str(e)}")
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logger.info(f"Detailed traceback: {traceback.format_exc()}")
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return None
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def parse_url(
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self, url: str, title: str, config: ChunkingConfig
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) -> Optional[ParseResult]:
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"""
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Parse content from a URL using the WebParser.
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Args:
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url: URL to parse
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title: Title of the webpage (for metadata)
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config: Configuration for chunking process
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Returns:
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ParseResult containing chunks and metadata, or None if parsing failed
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"""
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logger.info(f"Parsing URL: {url}, title: {title}")
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logger.info(
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f"Chunking config: size={config.chunk_size}, overlap={config.chunk_overlap}, "
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f"multimodal={config.enable_multimodal}"
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)
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parser_instance = None
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try:
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# Create web parser instance
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logger.info("Creating WebParser instance")
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parser_instance = WebParser(
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title=title,
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chunk_size=config.chunk_size,
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chunk_overlap=config.chunk_overlap,
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separators=config.separators,
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enable_multimodal=config.enable_multimodal,
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max_image_size=1920, # Limit image size
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max_concurrent_tasks=5, # Limit concurrent tasks
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chunking_config=config,
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)
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logger.info(f"Starting to parse URL content")
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result = parser_instance.parse(url)
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if result:
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logger.info(
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f"Successfully parsed URL, generated {len(result.chunks)} chunks"
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)
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logger.info(
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f"First chunk content length: {len(result.chunks[0].content) if result.chunks else 0}"
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)
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else:
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logger.warning(f"Parser returned empty result for URL: {url}")
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# Return parse results
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return result
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except Exception as e:
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logger.error(f"Error parsing URL {url}: {str(e)}")
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logger.info(f"Detailed traceback: {traceback.format_exc()}")
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return None
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