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150 changes: 150 additions & 0 deletions pinecone_rag/preprocessor/phabricator_preprocessort.py
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"""
Phabricator PR-like preprocessor for Pinecone RAG.

Reads markdown files under data/phabricator/** and builds one Document per file.
Expected markdown header:
- # D<number> <title> [Open|Closed]
- > Username: <author>
- > Created at: <date text>
- > Url: https://reviews.llvm.org/D<number>
"""

import logging
import re
from datetime import datetime
from pathlib import Path
from typing import Any, Dict, List, Optional

from langchain_core.documents import Document

logger = logging.getLogger(__name__)

_HEADER_RE = re.compile(
r"^#\s*D(?P<number>\d+)\s+(?P<title>.+?)\s+\[(?P<state>[^\]]+)\]\s*$"
)
_USERNAME_RE = re.compile(r"^>\s*Username:\s*(.+?)\s*$", re.MULTILINE)
_CREATED_AT_RE = re.compile(r"^>\s*Created at:\s*(.+?)\s*$", re.MULTILINE)
_URL_RE = re.compile(r"^>\s*Url:\s*(https?://\S+)\s*$", re.MULTILINE)
_COMMENT_RE = re.compile(r"^##\s*Comment\s+\d+", re.MULTILINE)
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_CLOSED_STATES = {"closed", "abandoned", "merged"}


def _is_valid_content(text: str, min_length: int) -> bool:
return bool(text and len(text.strip()) >= min_length)


def _parse_created_at_to_timestamp(value: str) -> float:
if not value:
return 0.0

patterns = [
"%b %d %Y, %I:%M %p", # Jan 18 2023, 5:56 PM
"%b %d %Y, %H:%M", # Jan 18 2023, 17:56
]
for pattern in patterns:
try:
return datetime.strptime(value, pattern).timestamp()
except Exception:
continue
return 0.0


def _extract_metadata(md_text: str, file_path: Path) -> Dict[str, Any]:
lines = md_text.splitlines()
first_line = lines[0].strip() if lines else ""

header_match = _HEADER_RE.match(first_line)
if header_match:
number = int(header_match.group("number"))
title = header_match.group("title").strip()
state = header_match.group("state").strip()
else:
number = -1
title = file_path.stem
state = ""

user_match = _USERNAME_RE.search(md_text)
url_match = _URL_RE.search(md_text)

author = user_match.group(1).strip() if user_match else ""
url = url_match.group(1).strip() if url_match else ""

if not url and number > 0:
url = f"https://reviews.llvm.org/D{number}"

# Collect all "Created at:" timestamps from PR header + all comments/reviews.
# The first match is the PR's own creation time; the maximum is the last activity.
all_timestamps = [
_parse_created_at_to_timestamp(raw.strip())
for raw in _CREATED_AT_RE.findall(md_text)
]
valid_timestamps = [ts for ts in all_timestamps if ts > 0.0]

created_at = valid_timestamps[0] if valid_timestamps else 0.0
last_activity = max(valid_timestamps) if valid_timestamps else 0.0
updated_at = last_activity
closed_at = last_activity if state.lower() in _CLOSED_STATES else 0.0

return {
"type": "pr-phabricator",
"number": number,
"title": title,
"url": url,
"author": author,
"state": state.lower(),
"state_reason": "",
"created_at": created_at,
"updated_at": updated_at,
"closed_at": closed_at,
}


def _load_pr_document(md_path: Path, min_content_length: int) -> Optional[Document]:
try:
content = md_path.read_text(encoding="utf-8", errors="replace").strip()
except OSError as exc:
logger.debug("Skip %s: %s", md_path.name, exc)
return None

if not _is_valid_content(content, min_content_length):
logger.debug("Skip %s: content too short", md_path.name)
return None

metadata = _extract_metadata(content, md_path)
return Document(page_content=content, metadata=metadata)


class PhabricatorPrPreprocessor:
"""Load Phabricator markdown files from data/phabricator and produce Documents."""

def __init__(
self,
data_dir: str = "data/github/Clang/phabricator",
min_content_length: int = 10,
):
self.data_dir = Path(data_dir)
self.min_content_length = min_content_length

def load_documents(self, limit: Optional[int] = None) -> List[Document]:
"""Load Phabricator markdown files from data/github/Clang/phabricator/**/*.md."""
if not self.data_dir.exists():
logger.warning("Phabricator data dir does not exist: %s", self.data_dir)
return []

md_paths = sorted(self.data_dir.rglob("*.md"))
if limit is not None:
md_paths = md_paths[:limit]

documents: List[Document] = []
for md_path in md_paths:
doc = _load_pr_document(md_path, self.min_content_length)
if doc is not None:
documents.append(doc)

logger.info(
"Loaded %d Phabricator PR documents from %s",
len(documents),
self.data_dir,
)
return documents