add traverse all dict interface
This commit is contained in:
yichuan520030910320
192
examples/email_data/email.py
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192
examples/email_data/email.py
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"""
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Mbox parser.
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Contains simple parser for mbox files.
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"""
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import logging
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from pathlib import Path
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from typing import Any, Dict, List, Optional
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from fsspec import AbstractFileSystem
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from llama_index.core.readers.base import BaseReader
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from llama_index.core.schema import Document
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logger = logging.getLogger(__name__)
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class MboxReader(BaseReader):
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"""
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Mbox parser.
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Extract messages from mailbox files.
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Returns string including date, subject, sender, receiver and
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content for each message.
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"""
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DEFAULT_MESSAGE_FORMAT: str = (
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"Date: {_date}\n"
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"From: {_from}\n"
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"To: {_to}\n"
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"Subject: {_subject}\n"
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"Content: {_content}"
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)
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def __init__(
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self,
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*args: Any,
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max_count: int = 0,
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message_format: str = DEFAULT_MESSAGE_FORMAT,
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**kwargs: Any,
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) -> None:
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"""Init params."""
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try:
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from bs4 import BeautifulSoup # noqa
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except ImportError:
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raise ImportError(
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"`beautifulsoup4` package not found: `pip install beautifulsoup4`"
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)
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super().__init__(*args, **kwargs)
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self.max_count = max_count
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self.message_format = message_format
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def load_data(
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self,
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file: Path,
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extra_info: Optional[Dict] = None,
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fs: Optional[AbstractFileSystem] = None,
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) -> List[Document]:
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"""Parse file into string."""
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# Import required libraries
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import mailbox
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from email.parser import BytesParser
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from email.policy import default
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from bs4 import BeautifulSoup
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if fs:
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logger.warning(
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"fs was specified but MboxReader doesn't support loading "
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"from fsspec filesystems. Will load from local filesystem instead."
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)
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i = 0
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results: List[str] = []
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# Load file using mailbox
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bytes_parser = BytesParser(policy=default).parse
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mbox = mailbox.mbox(file, factory=bytes_parser) # type: ignore
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# Iterate through all messages
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for _, _msg in enumerate(mbox):
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try:
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msg: mailbox.mboxMessage = _msg
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# Parse multipart messages
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if msg.is_multipart():
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for part in msg.walk():
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ctype = part.get_content_type()
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cdispo = str(part.get("Content-Disposition"))
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if "attachment" in cdispo:
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print(f"Attachment found: {part.get_filename()}")
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if ctype == "text/plain" and "attachment" not in cdispo:
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content = part.get_payload(decode=True) # decode
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break
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# Get plain message payload for non-multipart messages
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else:
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content = msg.get_payload(decode=True)
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# Parse message HTML content and remove unneeded whitespace
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soup = BeautifulSoup(content)
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stripped_content = " ".join(soup.get_text().split())
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# Format message to include date, sender, receiver and subject
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msg_string = self.message_format.format(
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_date=msg["date"],
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_from=msg["from"],
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_to=msg["to"],
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_subject=msg["subject"],
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_content=stripped_content,
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)
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# Add message string to results
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results.append(msg_string)
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except Exception as e:
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logger.warning(f"Failed to parse message:\n{_msg}\n with exception {e}")
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# Increment counter and return if max count is met
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i += 1
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if self.max_count > 0 and i >= self.max_count:
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break
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return [Document(text=result, metadata=extra_info or {}) for result in results]
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class EmlxMboxReader(MboxReader):
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"""
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EmlxMboxReader - Modified MboxReader that handles directories of .emlx files.
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Extends MboxReader to work with Apple Mail's .emlx format by:
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1. Reading .emlx files from a directory
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2. Converting them to mbox format in memory
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3. Using the parent MboxReader's parsing logic
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"""
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def load_data(
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self,
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directory: Path,
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extra_info: Optional[Dict] = None,
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fs: Optional[AbstractFileSystem] = None,
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) -> List[Document]:
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"""Parse .emlx files from directory into strings using MboxReader logic."""
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import tempfile
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import os
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if fs:
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logger.warning(
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"fs was specified but EmlxMboxReader doesn't support loading "
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"from fsspec filesystems. Will load from local filesystem instead."
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)
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# Find all .emlx files in the directory
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emlx_files = list(directory.glob("*.emlx"))
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logger.info(f"Found {len(emlx_files)} .emlx files in {directory}")
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if not emlx_files:
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logger.warning(f"No .emlx files found in {directory}")
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return []
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# Create a temporary mbox file
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with tempfile.NamedTemporaryFile(mode='w', suffix='.mbox', delete=False) as temp_mbox:
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temp_mbox_path = temp_mbox.name
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# Convert .emlx files to mbox format
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for emlx_file in emlx_files:
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try:
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# Read the .emlx file
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with open(emlx_file, 'r', encoding='utf-8', errors='ignore') as f:
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content = f.read()
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# .emlx format: first line is length, rest is email content
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lines = content.split('\n', 1)
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if len(lines) >= 2:
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email_content = lines[1] # Skip the length line
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# Write to mbox format (each message starts with "From " and ends with blank line)
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temp_mbox.write(f"From {emlx_file.name} {email_content}\n\n")
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except Exception as e:
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logger.warning(f"Failed to process {emlx_file}: {e}")
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continue
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# Close the temporary file so MboxReader can read it
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temp_mbox.close()
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try:
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# Use the parent MboxReader's logic to parse the mbox file
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return super().load_data(Path(temp_mbox_path), extra_info, fs)
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finally:
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# Clean up temporary file
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try:
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os.unlink(temp_mbox_path)
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except:
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pass
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