370 lines
11 KiB
Python
370 lines
11 KiB
Python
# -*- coding: utf-8 -*-
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"""Indicizzazione semantica (RAG) su file testo dei repository Gitea."""
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from __future__ import annotations
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import logging
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import os
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import re
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import zlib
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from typing import Optional
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from ..db import get_conn
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from . import embeddings, gitea, qdrant_store
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from .text_chunk import CHUNK_OVERLAP, CHUNK_SIZE, chunk_text as _chunk_text
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LOGGER = logging.getLogger("loogle_mcp.gitea_indexer")
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SKIP_PATH_PARTS = (
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"node_modules/",
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"vendor/",
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".git/",
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"dist/",
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"build/",
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"__pycache__/",
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".venv/",
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"venv/",
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".tox/",
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"coverage/",
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)
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PRIORITY_PREFIXES = ("docs/", "ha/", "doc/", "README")
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def _enabled() -> bool:
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flag = os.environ.get("GITEA_INDEX_ENABLED", "yes").strip().lower()
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return flag not in ("0", "false", "no", "off")
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def _max_files_per_repo() -> int:
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return int(os.environ.get("GITEA_INDEX_MAX_FILES_PER_REPO", "150"))
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def _max_file_bytes() -> int:
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return int(os.environ.get("GITEA_INDEX_MAX_FILE_BYTES", "120000"))
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def _repos_for_user(username: str) -> list[str]:
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env_key = f"GITEA_INDEX_REPOS_{username.upper()}"
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raw = os.environ.get(env_key, "").strip()
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if raw:
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repos: list[str] = []
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for item in raw.split(","):
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item = item.strip()
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if not item:
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continue
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owner, name = gitea.parse_repo(item)
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repos.append(f"{owner}/{name}")
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return repos
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repos: list[str] = []
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page = 1
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while page <= 5:
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data = gitea.list_repos(username=username, page=page, limit=50)
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batch = [r["full_name"] for r in data.get("repos") or [] if r.get("full_name")]
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if not batch:
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break
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repos.extend(batch)
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if len(batch) < 50:
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break
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page += 1
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return repos
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def _should_index_path(path: str) -> bool:
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lowered = path.lower()
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if any(part in lowered for part in SKIP_PATH_PARTS):
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return False
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ext = os.path.splitext(path)[1].lower()
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return bool(ext and ext in gitea.TEXT_EXTENSIONS)
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def _path_priority(path: str) -> tuple[int, str]:
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lowered = path.lower()
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for idx, prefix in enumerate(PRIORITY_PREFIXES):
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if lowered.startswith(prefix.lower()) or os.path.basename(lowered).startswith(prefix.lower()):
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return (idx, path)
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return (len(PRIORITY_PREFIXES), path)
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def list_repo_text_files(repo: str, username: str) -> list[dict]:
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owner, name = gitea.parse_repo(repo)
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tree = gitea._request(
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"GET",
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f"/repos/{owner}/{name}/git/trees/HEAD",
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username=username,
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params={"recursive": "1"},
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)
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max_files = _max_files_per_repo()
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max_bytes = _max_file_bytes()
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files: list[dict] = []
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for node in tree.get("tree") or []:
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if node.get("type") != "blob":
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continue
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path = node.get("path") or ""
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if not _should_index_path(path):
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continue
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size = int(node.get("size") or 0)
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if size > max_bytes:
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continue
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files.append({"path": path, "sha": node.get("sha"), "size": size})
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files.sort(key=lambda item: _path_priority(item["path"]))
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return files[:max_files]
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def _repo_owner(repo: str) -> str:
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owner, _ = gitea.parse_repo(repo)
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return owner.lower()
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def _repo_visibility(private: bool, owner: str) -> str:
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if private:
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return "personal"
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if owner in gitea.MCP_USERS:
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return "family"
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return "family"
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def _collection_for_repo(private: bool, owner: str) -> str:
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visibility = _repo_visibility(private, owner)
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if visibility == "personal":
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return qdrant_store.gitea_collection(owner)
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return qdrant_store.GITEA_SHARED_COLLECTION
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def _file_doc_id(repo: str, path: str) -> int:
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return zlib.adler32(f"{repo}:{path}".encode("utf-8")) & 0x7FFFFFFF
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def _file_title(repo: str, path: str) -> str:
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return f"{repo}/{path}"
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def index_file(
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repo: str,
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path: str,
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*,
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username: str,
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private: bool,
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force: bool = False,
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) -> dict:
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owner = _repo_owner(repo)
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conn = get_conn()
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row = conn.execute(
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"SELECT sha, chunk_count FROM indexed_gitea_files WHERE repo=? AND path=?",
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(repo, path),
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).fetchone()
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file_data = gitea.get_file(repo, path, username=username)
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sha = file_data.get("sha") or ""
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if row and row["sha"] == sha and not force:
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return {"repo": repo, "path": path, "skipped": True, "sha": sha}
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text = (file_data.get("content") or "").strip()
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if not text:
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return {"repo": repo, "path": path, "chunks": 0, "sha": sha}
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header = f"# {_file_title(repo, path)}\n\nSource: gitea:{repo}:{path}\n\n"
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chunks = _chunk_text(header + text)
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if not chunks:
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return {"repo": repo, "path": path, "chunks": 0, "sha": sha}
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visibility = _repo_visibility(private, owner)
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collection = _collection_for_repo(private, owner)
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doc_id = _file_doc_id(repo, path)
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qdrant_store.delete_by_doc(collection, doc_id)
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vectors = embeddings.embed_texts(chunks)
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ids = []
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payloads = []
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for i, chunk in enumerate(chunks):
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point_id = f"gitea-{repo}-{path}-chunk-{i}"
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ids.append(point_id)
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payloads.append(
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{
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"source": "gitea",
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"doc_id": doc_id,
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"repo": repo,
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"path": path,
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"chunk_index": i,
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"title": _file_title(repo, path),
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"text": chunk,
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"owner": owner,
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"visibility": visibility,
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"sha": sha,
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}
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)
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qdrant_store.upsert_chunks(collection, ids, vectors, payloads)
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stored = qdrant_store.count_by_doc(collection, doc_id)
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if stored < len(chunks):
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raise RuntimeError(
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f"Qdrant upsert incompleto per {repo}/{path}: attesi {len(chunks)} chunk, trovati {stored}"
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)
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conn.execute(
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"INSERT INTO indexed_gitea_files(repo,path,sha,owner,visibility,chunk_count,indexed_at)"
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" VALUES (?,?,?,?,?,?,datetime('now'))"
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" ON CONFLICT(repo,path) DO UPDATE SET"
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" sha=excluded.sha, owner=excluded.owner, visibility=excluded.visibility,"
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" chunk_count=excluded.chunk_count, indexed_at=datetime('now')",
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(repo, path, sha, owner, visibility, len(chunks)),
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)
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conn.commit()
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return {
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"repo": repo,
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"path": path,
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"sha": sha,
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"chunks": len(chunks),
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"collection": collection,
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"visibility": visibility,
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}
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def index_repo(
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repo: str,
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*,
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username: Optional[str] = None,
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private: Optional[bool] = None,
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force: bool = False,
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max_files: Optional[int] = None,
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) -> dict:
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gitea_user = username or _repo_owner(repo)
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if not gitea.is_configured(gitea_user):
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raise RuntimeError(f"Gitea non configurato per {gitea_user}")
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if private is None:
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owner, name = gitea.parse_repo(repo)
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meta = gitea._request("GET", f"/repos/{owner}/{name}", username=gitea_user)
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private = bool(meta.get("private"))
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files = list_repo_text_files(repo, gitea_user)
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if max_files is not None:
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files = files[: max(1, max_files)]
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indexed = 0
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skipped = 0
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errors = 0
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chunks = 0
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for item in files:
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try:
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result = index_file(
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repo,
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item["path"],
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username=gitea_user,
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private=bool(private),
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force=force,
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)
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if result.get("skipped"):
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skipped += 1
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else:
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indexed += 1
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chunks += int(result.get("chunks") or 0)
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except Exception as exc:
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LOGGER.warning("Index gitea %s/%s failed: %s", repo, item.get("path"), exc)
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errors += 1
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return {
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"repo": repo,
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"files_seen": len(files),
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"files_indexed": indexed,
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"files_skipped": skipped,
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"errors": errors,
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"chunks": chunks,
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"private": bool(private),
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}
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def index_all(max_files_per_repo: Optional[int] = None) -> dict:
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if not _enabled():
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return {"enabled": False, "indexed_files": 0}
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total_indexed = 0
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total_skipped = 0
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total_errors = 0
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total_chunks = 0
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repos_done: list[str] = []
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users = gitea.list_configured_users() or []
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for username in users:
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try:
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repos = _repos_for_user(username)
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except Exception as exc:
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LOGGER.error("Lista repo Gitea fallita per %s: %s", username, exc)
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continue
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for repo in repos:
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try:
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result = index_repo(
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repo,
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username=username,
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force=False,
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max_files=max_files_per_repo,
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)
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repos_done.append(repo)
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total_indexed += int(result.get("files_indexed") or 0)
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total_skipped += int(result.get("files_skipped") or 0)
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total_errors += int(result.get("errors") or 0)
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total_chunks += int(result.get("chunks") or 0)
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except Exception as exc:
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LOGGER.warning("Index repo %s failed (%s): %s", repo, username, exc)
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total_errors += 1
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return {
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"enabled": True,
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"repos": repos_done,
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"files_indexed": total_indexed,
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"files_skipped": total_skipped,
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"errors": total_errors,
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"chunks": total_chunks,
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"users": users,
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}
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def gitea_collections_for_user(username: str, is_admin: bool = False) -> list[str]:
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cols = [qdrant_store.GITEA_SHARED_COLLECTION, qdrant_store.gitea_collection(username)]
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if is_admin:
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for user in gitea.MCP_USERS:
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cols.append(qdrant_store.gitea_collection(user))
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return list(dict.fromkeys(cols))
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def search_gitea_knowledge(username: str, query: str, limit: int = 8, is_admin: bool = False) -> list:
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vectors = embeddings.embed_texts([query])
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collections = gitea_collections_for_user(username, is_admin=is_admin)
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hits = qdrant_store.search(collections, vectors[0], limit=limit)
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for hit in hits:
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hit["source"] = hit.get("source") or "gitea"
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return hits
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def list_indexed_files(limit: int = 30, repo: Optional[str] = None) -> list:
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conn = get_conn()
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if repo:
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rows = conn.execute(
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"SELECT * FROM indexed_gitea_files WHERE repo=? ORDER BY indexed_at DESC LIMIT ?",
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(repo, limit),
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).fetchall()
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else:
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rows = conn.execute(
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"SELECT * FROM indexed_gitea_files ORDER BY indexed_at DESC LIMIT ?",
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(limit,),
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).fetchall()
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return [dict(r) for r in rows]
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def index_stats() -> dict:
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conn = get_conn()
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row = conn.execute(
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"SELECT COUNT(*), COALESCE(SUM(chunk_count), 0) FROM indexed_gitea_files"
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).fetchone()
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files_count = int(row[0] if row else 0)
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chunks_meta = int(row[1] if row else 0)
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collections = {qdrant_store.GITEA_SHARED_COLLECTION}
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for user in gitea.MCP_USERS:
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collections.add(qdrant_store.gitea_collection(user))
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qdrant_points = sum(qdrant_store.collection_point_count(c) for c in collections)
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return {
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"files_indexed": files_count,
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"chunks_in_metadata": chunks_meta,
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"qdrant_points": qdrant_points,
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"collections": {c: qdrant_store.collection_point_count(c) for c in sorted(collections)},
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}
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