745 lines
30 KiB
Python
745 lines
30 KiB
Python
import asyncio
|
|
import os
|
|
import time
|
|
import traceback
|
|
from typing import Any
|
|
|
|
import httpx
|
|
|
|
from yuxi.knowledge.implementations.read_only_connectors import ReadOnlyConnectors
|
|
from yuxi.utils import logger
|
|
|
|
NOTION_API_BASE = "https://api.notion.com/v1"
|
|
NOTION_DEFAULT_VERSION = "2026-03-11"
|
|
NOTION_RETRY_STATUSES = {429, 500, 502, 503, 504}
|
|
NOTION_MAX_BLOCKS = 2000
|
|
NOTION_MAX_DEPTH = 8
|
|
NOTION_DEFAULT_MAX_HYDRATE_PAGES = 20
|
|
NOTION_PAGE_CACHE_TTL_SECONDS = 300
|
|
NOTION_PAGE_CACHE_MAX_SIZE = 64
|
|
|
|
|
|
class NotionAPIError(RuntimeError):
|
|
pass
|
|
|
|
|
|
class _NotionClient:
|
|
def __init__(self, token: str, notion_version: str) -> None:
|
|
self.token = token
|
|
self.notion_version = notion_version or NOTION_DEFAULT_VERSION
|
|
self._client: httpx.AsyncClient | None = None
|
|
|
|
async def __aenter__(self):
|
|
self._client = httpx.AsyncClient(timeout=45.0)
|
|
return self
|
|
|
|
async def __aexit__(self, exc_type, exc_val, exc_tb):
|
|
if self._client:
|
|
await self._client.aclose()
|
|
self._client = None
|
|
return False
|
|
|
|
async def request(
|
|
self,
|
|
method: str,
|
|
path: str,
|
|
*,
|
|
json: dict[str, Any] | None = None,
|
|
params: dict[str, Any] | None = None,
|
|
retries: int = 4,
|
|
) -> dict[str, Any]:
|
|
headers = {
|
|
"Authorization": f"Bearer {self.token}",
|
|
"Notion-Version": self.notion_version,
|
|
"Content-Type": "application/json",
|
|
"User-Agent": "yuxi-notion-kb/1.0",
|
|
}
|
|
url = f"{NOTION_API_BASE}{path}"
|
|
|
|
for attempt in range(retries + 1):
|
|
try:
|
|
response = await self._request(method, url, json=json, params=params, headers=headers)
|
|
|
|
if response.status_code in NOTION_RETRY_STATUSES and attempt < retries:
|
|
await asyncio.sleep(self._retry_delay(response, attempt))
|
|
continue
|
|
|
|
try:
|
|
response.raise_for_status()
|
|
except httpx.HTTPStatusError as exc:
|
|
body_preview = response.text[:1000] if response.text else ""
|
|
logger.error(f"Notion HTTP error: status={response.status_code}, path={path}, body={body_preview}")
|
|
raise NotionAPIError(str(exc)) from exc
|
|
return response.json()
|
|
|
|
except (httpx.HTTPError, NotionAPIError) as exc:
|
|
if isinstance(exc, NotionAPIError) or attempt >= retries:
|
|
raise
|
|
await asyncio.sleep(min(2**attempt, 8))
|
|
|
|
raise NotionAPIError(f"Notion request failed: {method} {path}")
|
|
|
|
async def _request(self, method: str, url: str, **kwargs) -> httpx.Response:
|
|
if self._client:
|
|
return await self._client.request(method, url, **kwargs)
|
|
async with httpx.AsyncClient(timeout=45.0) as client:
|
|
return await client.request(method, url, **kwargs)
|
|
|
|
@staticmethod
|
|
def _retry_delay(response: httpx.Response, attempt: int) -> float:
|
|
retry_after = response.headers.get("Retry-After")
|
|
if retry_after:
|
|
try:
|
|
return float(retry_after)
|
|
except ValueError:
|
|
pass
|
|
return float(min(2**attempt, 8))
|
|
|
|
async def paginate(
|
|
self,
|
|
method: str,
|
|
path: str,
|
|
*,
|
|
body: dict[str, Any] | None = None,
|
|
params: dict[str, Any] | None = None,
|
|
limit: int | None = None,
|
|
) -> list[dict[str, Any]]:
|
|
results: list[dict[str, Any]] = []
|
|
cursor: str | None = None
|
|
method_upper = method.upper()
|
|
|
|
while True:
|
|
request_body = dict(body or {})
|
|
request_params = dict(params or {})
|
|
if cursor:
|
|
if method_upper == "GET":
|
|
request_params["start_cursor"] = cursor
|
|
else:
|
|
request_body["start_cursor"] = cursor
|
|
|
|
payload = await self.request(method_upper, path, json=request_body or None, params=request_params or None)
|
|
page_results = payload.get("results", []) if isinstance(payload, dict) else []
|
|
if isinstance(page_results, list):
|
|
results.extend(item for item in page_results if isinstance(item, dict))
|
|
|
|
if limit is not None and len(results) >= limit:
|
|
return results[:limit]
|
|
if not payload.get("has_more"):
|
|
return results
|
|
cursor = payload.get("next_cursor")
|
|
if not cursor:
|
|
return results
|
|
|
|
async def search_pages(self, query_text: str, limit: int) -> list[dict[str, Any]]:
|
|
return await self.paginate(
|
|
"POST",
|
|
"/search",
|
|
body={
|
|
"query": query_text,
|
|
"filter": {"property": "object", "value": "page"},
|
|
"sort": {"direction": "descending", "timestamp": "last_edited_time"},
|
|
"page_size": min(max(limit, 1), 100),
|
|
},
|
|
limit=limit,
|
|
)
|
|
|
|
async def query_data_source(self, data_source_id: str, limit: int) -> list[dict[str, Any]]:
|
|
return await self.paginate(
|
|
"POST",
|
|
f"/data_sources/{data_source_id}/query",
|
|
body={
|
|
"page_size": min(max(limit, 1), 100),
|
|
"result_type": "page",
|
|
"sorts": [{"timestamp": "last_edited_time", "direction": "descending"}],
|
|
},
|
|
limit=limit,
|
|
)
|
|
|
|
async def retrieve_page(self, page_id: str) -> dict[str, Any]:
|
|
return await self.request("GET", f"/pages/{page_id}")
|
|
|
|
async def retrieve_block_children(self, block_id: str, limit: int) -> list[dict[str, Any]]:
|
|
return await self.paginate(
|
|
"GET",
|
|
f"/blocks/{block_id}/children",
|
|
params={"page_size": min(max(limit, 1), 100)},
|
|
limit=limit,
|
|
)
|
|
|
|
|
|
class NotionKB(ReadOnlyConnectors):
|
|
"""连接 Notion Data Source 的只读知识库实现"""
|
|
|
|
kb_type = "notion"
|
|
name = "Notion"
|
|
description = "连接 Notion Data Source 的只读知识库,支持检索、打开页面和页内查找"
|
|
|
|
def __init__(self, work_dir: str, **kwargs):
|
|
del kwargs
|
|
super().__init__(work_dir)
|
|
self._page_markdown_cache: dict[tuple[str, str, str, str], tuple[float, str]] = {}
|
|
|
|
@classmethod
|
|
def get_create_params_config(cls) -> dict[str, Any]:
|
|
return {
|
|
"options": [
|
|
{
|
|
"key": "notion_token",
|
|
"label": "Notion Token",
|
|
"type": "password",
|
|
"required": False,
|
|
"placeholder": "留空则使用 NOTION_TOKEN / NOTION_API_KEY",
|
|
"description": "Notion integration token,需要 read content 权限",
|
|
},
|
|
{
|
|
"key": "notion_data_source_id",
|
|
"label": "Data Source ID",
|
|
"type": "text",
|
|
"required": True,
|
|
"placeholder": "请输入 Notion data_source_id",
|
|
},
|
|
{
|
|
"key": "notion_version",
|
|
"label": "Notion API Version",
|
|
"type": "text",
|
|
"required": False,
|
|
"default": NOTION_DEFAULT_VERSION,
|
|
"placeholder": NOTION_DEFAULT_VERSION,
|
|
},
|
|
]
|
|
}
|
|
|
|
@classmethod
|
|
def validate_additional_params(cls, additional_params: dict | None) -> dict:
|
|
params = dict(additional_params or {})
|
|
token = str(params.get("notion_token") or "").strip()
|
|
data_source_id = str(params.get("notion_data_source_id") or "").strip()
|
|
notion_version = str(params.get("notion_version") or NOTION_DEFAULT_VERSION).strip() or NOTION_DEFAULT_VERSION
|
|
|
|
if not data_source_id:
|
|
raise ValueError("Notion 参数缺失: notion_data_source_id")
|
|
if not token and not (os.getenv("NOTION_TOKEN") or os.getenv("NOTION_API_KEY")):
|
|
raise ValueError("Notion 参数缺失: notion_token 或环境变量 NOTION_TOKEN/NOTION_API_KEY")
|
|
|
|
return {
|
|
"notion_token": token,
|
|
"notion_data_source_id": data_source_id,
|
|
"notion_version": notion_version,
|
|
}
|
|
|
|
async def aquery(self, query_text: str, kb_id: str, agent_call: bool = False, **kwargs) -> list[dict]:
|
|
del agent_call
|
|
try:
|
|
token, data_source_id, notion_version = self._get_connection_config(kb_id)
|
|
query_params = self._get_query_params(kb_id)
|
|
merged = {**query_params, **kwargs}
|
|
final_top_k = min(max(int(merged.get("final_top_k", 10)), 1), 50)
|
|
max_scan_pages = min(max(int(merged.get("max_scan_pages", 100)), 10), 1000)
|
|
max_hydrate_pages = min(
|
|
max(int(merged.get("max_hydrate_pages", NOTION_DEFAULT_MAX_HYDRATE_PAGES)), final_top_k),
|
|
100,
|
|
)
|
|
snippet_window_lines = min(max(int(merged.get("snippet_window_lines", 12)), 3), 40)
|
|
search_mode = str(merged.get("search_mode", "hybrid")).lower()
|
|
if search_mode not in {"notion_search", "data_source_scan", "hybrid"}:
|
|
search_mode = "hybrid"
|
|
|
|
async with _NotionClient(token, notion_version) as client:
|
|
candidate_pages = await self._search_candidate_pages(
|
|
client,
|
|
query_text,
|
|
data_source_id,
|
|
search_mode=search_mode,
|
|
final_top_k=final_top_k,
|
|
max_scan_pages=max_scan_pages,
|
|
)
|
|
candidate_pages = self._rank_candidate_pages(candidate_pages, query_text)[:max_hydrate_pages]
|
|
result_tasks = [
|
|
self._build_search_result(
|
|
client,
|
|
page,
|
|
query_text,
|
|
rank=rank,
|
|
source=source,
|
|
snippet_window_lines=snippet_window_lines,
|
|
)
|
|
for rank, (page, source) in enumerate(candidate_pages, start=1)
|
|
if page.get("id")
|
|
]
|
|
results = [result for result in await asyncio.gather(*result_tasks) if result]
|
|
|
|
return sorted(results, key=lambda item: item.get("score", 0.0), reverse=True)[:final_top_k]
|
|
except (NotionAPIError, httpx.HTTPError, ValueError) as exc:
|
|
logger.error(f"Notion query failed for kb_id={kb_id}: {exc}, {traceback.format_exc()}")
|
|
return []
|
|
|
|
async def _search_candidate_pages(
|
|
self,
|
|
client: _NotionClient,
|
|
query_text: str,
|
|
data_source_id: str,
|
|
*,
|
|
search_mode: str,
|
|
final_top_k: int,
|
|
max_scan_pages: int,
|
|
) -> list[tuple[dict[str, Any], str]]:
|
|
candidates: list[tuple[dict[str, Any], str]] = []
|
|
seen: set[str] = set()
|
|
|
|
if search_mode in {"notion_search", "hybrid"}:
|
|
search_limit = min(max(final_top_k * 5, 20), 100)
|
|
for page in await client.search_pages(query_text, search_limit):
|
|
if not self._page_belongs_to_data_source(page, data_source_id):
|
|
continue
|
|
page_id = str(page.get("id") or "")
|
|
if page_id and page_id not in seen:
|
|
seen.add(page_id)
|
|
candidates.append((page, "notion_search"))
|
|
|
|
if search_mode in {"data_source_scan", "hybrid"} and len(candidates) < final_top_k:
|
|
for page in await client.query_data_source(data_source_id, max_scan_pages):
|
|
page_id = str(page.get("id") or "")
|
|
if page_id and page_id not in seen:
|
|
seen.add(page_id)
|
|
candidates.append((page, "data_source_scan"))
|
|
|
|
return candidates
|
|
|
|
@classmethod
|
|
def _rank_candidate_pages(
|
|
cls,
|
|
candidate_pages: list[tuple[dict[str, Any], str]],
|
|
query_text: str,
|
|
) -> list[tuple[dict[str, Any], str]]:
|
|
terms = cls._query_terms(query_text)
|
|
|
|
def score_candidate(candidate: tuple[dict[str, Any], str]) -> float:
|
|
page, source = candidate
|
|
title = cls._extract_page_title(page).lower()
|
|
properties = "\n".join(cls._extract_property_texts(page).values()).lower()
|
|
score = 2.0 if source == "notion_search" else 0.0
|
|
score += sum(5.0 for term in terms if term in title)
|
|
score += sum(2.0 for term in terms if term in properties)
|
|
return score
|
|
|
|
return sorted(candidate_pages, key=score_candidate, reverse=True)
|
|
|
|
async def _build_search_result(
|
|
self,
|
|
client: _NotionClient,
|
|
page: dict[str, Any],
|
|
query_text: str,
|
|
*,
|
|
rank: int,
|
|
source: str,
|
|
snippet_window_lines: int,
|
|
) -> dict[str, Any] | None:
|
|
page_id = str(page.get("id") or "")
|
|
if not page_id:
|
|
return None
|
|
|
|
markdown = await self._page_to_markdown(client, page_id, page)
|
|
score, snippet, match_source, line_start, line_end = self._score_page(
|
|
query_text,
|
|
markdown["title"],
|
|
markdown["properties"],
|
|
markdown["content"],
|
|
snippet_window_lines=snippet_window_lines,
|
|
)
|
|
if score <= 0 and source != "notion_search":
|
|
return None
|
|
if score <= 0:
|
|
score = 0.1
|
|
snippet = self._preview(markdown["content"], snippet_window_lines)
|
|
match_source = "notion_search"
|
|
line_start = 1
|
|
line_end = min(len(markdown["content"].splitlines()), snippet_window_lines)
|
|
|
|
return {
|
|
"content": snippet,
|
|
"score": score + 1.0 / (rank + 1000),
|
|
"metadata": {
|
|
"source": markdown["title"],
|
|
"file_id": page_id,
|
|
"chunk_id": f"{page_id}:{line_start}",
|
|
"chunk_index": rank,
|
|
"notion_url": page.get("url"),
|
|
"created_time": page.get("created_time"),
|
|
"last_edited_time": page.get("last_edited_time"),
|
|
"line_start": line_start,
|
|
"line_end": line_end,
|
|
"match_source": match_source,
|
|
},
|
|
}
|
|
|
|
async def open_file_content(self, kb_id: str, file_id: str, offset: int = 0, limit: int = 800) -> dict:
|
|
content = await self._read_page_markdown(kb_id, file_id)
|
|
return self._build_open_file_window(content, offset=offset, limit=limit)
|
|
|
|
async def find_file_content(
|
|
self,
|
|
kb_id: str,
|
|
file_id: str,
|
|
patterns: list[str],
|
|
*,
|
|
use_regex: bool = False,
|
|
case_sensitive: bool = False,
|
|
max_windows: int = 5,
|
|
window_size: int = 80,
|
|
) -> dict:
|
|
content = await self._read_page_markdown(kb_id, file_id)
|
|
return self._build_find_file_windows(
|
|
content,
|
|
patterns=patterns,
|
|
use_regex=use_regex,
|
|
case_sensitive=case_sensitive,
|
|
max_windows=max_windows,
|
|
window_size=window_size,
|
|
)
|
|
|
|
async def _read_page_markdown(self, kb_id: str, page_id: str) -> str:
|
|
token, data_source_id, notion_version = self._get_connection_config(kb_id)
|
|
cache_key = (kb_id, page_id, data_source_id, notion_version)
|
|
cached = self._get_cached_page_markdown(cache_key)
|
|
if cached is not None:
|
|
return cached
|
|
|
|
async with _NotionClient(token, notion_version) as client:
|
|
page = await client.retrieve_page(page_id)
|
|
if not self._page_belongs_to_data_source(page, data_source_id):
|
|
raise ValueError(f"Notion 页面 {page_id} 不属于当前 Data Source")
|
|
markdown = await self._page_to_markdown(client, page_id, page)
|
|
|
|
content = markdown["content"]
|
|
self._set_cached_page_markdown(cache_key, content)
|
|
return content
|
|
|
|
def _get_cached_page_markdown(self, cache_key: tuple[str, str, str, str]) -> str | None:
|
|
cached = self._page_markdown_cache.get(cache_key)
|
|
if not cached:
|
|
return None
|
|
cached_at, content = cached
|
|
if time.monotonic() - cached_at > NOTION_PAGE_CACHE_TTL_SECONDS:
|
|
self._page_markdown_cache.pop(cache_key, None)
|
|
return None
|
|
return content
|
|
|
|
def _set_cached_page_markdown(self, cache_key: tuple[str, str, str, str], content: str) -> None:
|
|
if len(self._page_markdown_cache) >= NOTION_PAGE_CACHE_MAX_SIZE:
|
|
oldest_key = min(self._page_markdown_cache, key=lambda key: self._page_markdown_cache[key][0])
|
|
self._page_markdown_cache.pop(oldest_key, None)
|
|
self._page_markdown_cache[cache_key] = (time.monotonic(), content)
|
|
|
|
def _get_connection_config(self, kb_id: str) -> tuple[str, str, str]:
|
|
metadata = self.databases_meta.get(kb_id, {}).get("metadata", {}) or {}
|
|
token = str(
|
|
metadata.get("notion_token") or os.getenv("NOTION_TOKEN") or os.getenv("NOTION_API_KEY") or ""
|
|
).strip()
|
|
data_source_id = str(metadata.get("notion_data_source_id") or "").strip()
|
|
notion_version = str(metadata.get("notion_version") or NOTION_DEFAULT_VERSION).strip() or NOTION_DEFAULT_VERSION
|
|
if not token or not data_source_id:
|
|
raise ValueError(f"Notion config incomplete for kb_id={kb_id}")
|
|
return token, data_source_id, notion_version
|
|
|
|
async def _page_to_markdown(
|
|
self,
|
|
client: _NotionClient,
|
|
page_id: str,
|
|
page: dict[str, Any] | None = None,
|
|
) -> dict[str, Any]:
|
|
page = page or await client.retrieve_page(page_id)
|
|
title = self._extract_page_title(page)
|
|
properties = self._extract_property_texts(page)
|
|
lines = [f"# {title}", ""]
|
|
for name, value in properties.items():
|
|
if value and name != title:
|
|
lines.append(f"- {name}: {value}")
|
|
if len(lines) > 2:
|
|
lines.append("")
|
|
|
|
block_state = {"count": 0, "truncated": False}
|
|
lines.extend(await self._blocks_to_markdown(client, page_id, depth=0, state=block_state))
|
|
if block_state["truncated"]:
|
|
lines.append("")
|
|
lines.append("[内容过长,已截断]")
|
|
|
|
return {"title": title, "properties": properties, "content": "\n".join(lines).strip()}
|
|
|
|
async def _blocks_to_markdown(
|
|
self,
|
|
client: _NotionClient,
|
|
block_id: str,
|
|
*,
|
|
depth: int,
|
|
state: dict[str, Any],
|
|
) -> list[str]:
|
|
if depth > NOTION_MAX_DEPTH or state["count"] >= NOTION_MAX_BLOCKS:
|
|
state["truncated"] = True
|
|
return []
|
|
|
|
remaining = NOTION_MAX_BLOCKS - state["count"]
|
|
blocks = await client.retrieve_block_children(block_id, remaining)
|
|
lines: list[str] = []
|
|
for block in blocks:
|
|
if state["count"] >= NOTION_MAX_BLOCKS:
|
|
state["truncated"] = True
|
|
break
|
|
state["count"] += 1
|
|
lines.extend(self._block_to_lines(block, depth))
|
|
if block.get("has_children"):
|
|
lines.extend(await self._blocks_to_markdown(client, block["id"], depth=depth + 1, state=state))
|
|
return lines
|
|
|
|
def _block_to_lines(self, block: dict[str, Any], depth: int) -> list[str]:
|
|
block_type = str(block.get("type") or "")
|
|
value = block.get(block_type) if isinstance(block.get(block_type), dict) else {}
|
|
text = self._rich_text_plain_text(value.get("rich_text") or [])
|
|
indent = " " * depth
|
|
|
|
if block_type == "paragraph":
|
|
return [f"{indent}{text}".rstrip()] if text else []
|
|
if block_type in {"heading_1", "heading_2", "heading_3"}:
|
|
level = {"heading_1": "#", "heading_2": "##", "heading_3": "###"}[block_type]
|
|
return [f"{level} {text}".rstrip()] if text else []
|
|
if block_type == "bulleted_list_item":
|
|
return [f"{indent}- {text}".rstrip()] if text else []
|
|
if block_type == "numbered_list_item":
|
|
return [f"{indent}1. {text}".rstrip()] if text else []
|
|
if block_type == "to_do":
|
|
marker = "x" if value.get("checked") else " "
|
|
return [f"{indent}- [{marker}] {text}".rstrip()] if text else []
|
|
if block_type in {"toggle", "quote", "callout"}:
|
|
return [f"{indent}> {text}".rstrip()] if text else []
|
|
if block_type == "code":
|
|
language = value.get("language") or ""
|
|
return [f"```{language}", text, "```"] if text else []
|
|
if block_type == "child_page":
|
|
title = value.get("title") or "Untitled"
|
|
return [f"{indent}## {title}"]
|
|
if block_type == "table_row":
|
|
cells = [self._rich_text_plain_text(cell) for cell in value.get("cells") or []]
|
|
return [" | ".join(cells)] if cells else []
|
|
if block_type in {"bookmark", "embed", "image", "file", "pdf", "video"}:
|
|
url = self._file_or_url(value)
|
|
caption = self._rich_text_plain_text(value.get("caption") or [])
|
|
label = caption or url
|
|
return [f"{indent}[{block_type}] {label}".rstrip()] if label else []
|
|
if text:
|
|
return [f"{indent}{text}".rstrip()]
|
|
return [f"{indent}[unsupported block: {block_type}]"] if block_type else []
|
|
|
|
@staticmethod
|
|
def _file_or_url(value: dict[str, Any]) -> str:
|
|
if value.get("url"):
|
|
return str(value["url"])
|
|
for key in ("external", "file"):
|
|
nested = value.get(key)
|
|
if isinstance(nested, dict) and nested.get("url"):
|
|
return str(nested["url"])
|
|
return ""
|
|
|
|
@classmethod
|
|
def _extract_page_title(cls, page: dict[str, Any]) -> str:
|
|
for prop in (page.get("properties") or {}).values():
|
|
if isinstance(prop, dict) and prop.get("type") == "title":
|
|
title = cls._rich_text_plain_text(prop.get("title") or [])
|
|
if title:
|
|
return title
|
|
return "Untitled"
|
|
|
|
@classmethod
|
|
def _extract_property_texts(cls, page: dict[str, Any]) -> dict[str, str]:
|
|
properties: dict[str, str] = {}
|
|
for name, prop in (page.get("properties") or {}).items():
|
|
if not isinstance(prop, dict):
|
|
continue
|
|
text = cls._property_to_text(prop)
|
|
if text:
|
|
properties[str(name)] = text
|
|
return properties
|
|
|
|
@classmethod
|
|
def _property_to_text(cls, prop: dict[str, Any]) -> str:
|
|
prop_type = prop.get("type")
|
|
if prop_type in {"title", "rich_text"}:
|
|
return cls._rich_text_plain_text(prop.get(prop_type) or [])
|
|
if prop_type == "select":
|
|
value = prop.get("select") or {}
|
|
return str(value.get("name") or "")
|
|
if prop_type == "multi_select":
|
|
return ", ".join(str(item.get("name") or "") for item in prop.get("multi_select") or [] if item.get("name"))
|
|
if prop_type == "status":
|
|
value = prop.get("status") or {}
|
|
return str(value.get("name") or "")
|
|
if prop_type == "date":
|
|
value = prop.get("date") or {}
|
|
return " - ".join(str(value.get(key) or "") for key in ("start", "end") if value.get(key))
|
|
if prop_type in {"url", "email", "phone_number", "number", "checkbox", "created_time", "last_edited_time"}:
|
|
value = prop.get(prop_type)
|
|
return "" if value is None else str(value)
|
|
if prop_type == "people":
|
|
return ", ".join(str(item.get("name") or item.get("id") or "") for item in prop.get("people") or [])
|
|
if prop_type == "files":
|
|
return ", ".join(str(item.get("name") or "") for item in prop.get("files") or [] if item.get("name"))
|
|
if prop_type == "formula":
|
|
formula = prop.get("formula") or {}
|
|
return cls._property_to_text(
|
|
{"type": formula.get("type"), formula.get("type"): formula.get(formula.get("type"))}
|
|
)
|
|
return ""
|
|
|
|
@staticmethod
|
|
def _rich_text_plain_text(items: list[dict[str, Any]]) -> str:
|
|
return "".join(str(item.get("plain_text") or item.get("text", {}).get("content") or "") for item in items)
|
|
|
|
@classmethod
|
|
def _page_belongs_to_data_source(
|
|
cls,
|
|
page: dict[str, Any],
|
|
data_source_id: str,
|
|
*,
|
|
allow_unknown_parent: bool = False,
|
|
) -> bool:
|
|
parent = page.get("parent") or {}
|
|
normalized_data_source_id = cls._normalize_notion_id(data_source_id)
|
|
data_source_parent_ids = [parent.get("data_source_id")]
|
|
parent_type = parent.get("type")
|
|
if parent_type == "data_source_id":
|
|
data_source_parent_ids.append(parent.get(parent_type))
|
|
|
|
known_data_source_ids = [candidate_id for candidate_id in data_source_parent_ids if candidate_id]
|
|
if known_data_source_ids:
|
|
return any(
|
|
cls._normalize_notion_id(str(candidate_id)) == normalized_data_source_id
|
|
for candidate_id in known_data_source_ids
|
|
)
|
|
|
|
database_id = parent.get("database_id") or (parent.get(parent_type) if parent_type == "database_id" else None)
|
|
if database_id and cls._normalize_notion_id(str(database_id)) == normalized_data_source_id:
|
|
return True
|
|
return allow_unknown_parent
|
|
|
|
@staticmethod
|
|
def _normalize_notion_id(value: str) -> str:
|
|
return value.replace("-", "").lower()
|
|
|
|
@classmethod
|
|
def _score_page(
|
|
cls,
|
|
query_text: str,
|
|
title: str,
|
|
properties: dict[str, str],
|
|
content: str,
|
|
*,
|
|
snippet_window_lines: int,
|
|
) -> tuple[float, str, str, int, int]:
|
|
terms = cls._query_terms(query_text)
|
|
title_lower = title.lower()
|
|
property_text = "\n".join(properties.values())
|
|
property_lower = property_text.lower()
|
|
lines = content.splitlines()
|
|
score = 0.0
|
|
match_source = "content"
|
|
|
|
if any(term in title_lower for term in terms):
|
|
score += 5.0
|
|
match_source = "title"
|
|
if any(term in property_lower for term in terms):
|
|
score += 3.0
|
|
if match_source == "content":
|
|
match_source = "properties"
|
|
|
|
matched_indexes = []
|
|
for index, line in enumerate(lines):
|
|
lower_line = line.lower()
|
|
matches = sum(1 for term in terms if term in lower_line)
|
|
if matches:
|
|
matched_indexes.append(index)
|
|
score += float(matches)
|
|
|
|
if not matched_indexes:
|
|
return score, "", match_source, 1, 0
|
|
|
|
first_match = matched_indexes[0]
|
|
half_window = snippet_window_lines // 2
|
|
start = max(first_match - half_window, 0)
|
|
end = min(start + snippet_window_lines, len(lines))
|
|
start = max(end - snippet_window_lines, 0)
|
|
snippet = "\n".join(lines[start:end])
|
|
return score, snippet, match_source, start + 1, end
|
|
|
|
@staticmethod
|
|
def _query_terms(query_text: str) -> list[str]:
|
|
full_query = query_text.strip().lower()
|
|
terms = [full_query] if full_query else []
|
|
terms.extend(part.lower() for part in full_query.split() if part)
|
|
return list(dict.fromkeys(terms))
|
|
|
|
@staticmethod
|
|
def _preview(content: str, line_count: int) -> str:
|
|
return "\n".join(content.splitlines()[:line_count])
|
|
|
|
def get_query_params_config(self, kb_id: str, **kwargs) -> dict:
|
|
del kb_id, kwargs
|
|
return {
|
|
"type": "notion",
|
|
"options": [
|
|
{
|
|
"key": "search_mode",
|
|
"label": "检索模式",
|
|
"type": "select",
|
|
"default": "hybrid",
|
|
"options": [
|
|
{
|
|
"value": "hybrid",
|
|
"label": "混合检索",
|
|
"description": "先 Notion 搜索,不足时扫描 Data Source",
|
|
},
|
|
{"value": "notion_search", "label": "Notion 搜索", "description": "使用 Notion search API"},
|
|
{
|
|
"value": "data_source_scan",
|
|
"label": "Data Source 扫描",
|
|
"description": "扫描 Data Source 并本地匹配",
|
|
},
|
|
],
|
|
"description": "选择 Notion 检索方式",
|
|
},
|
|
{
|
|
"key": "final_top_k",
|
|
"label": "最终返回数量",
|
|
"type": "number",
|
|
"default": 10,
|
|
"min": 1,
|
|
"max": 50,
|
|
"description": "返回给前端和智能体的页面数量",
|
|
},
|
|
{
|
|
"key": "max_scan_pages",
|
|
"label": "最大扫描页面数",
|
|
"type": "number",
|
|
"default": 100,
|
|
"min": 10,
|
|
"max": 1000,
|
|
"description": "Data Source 扫描模式最多读取的页面数量",
|
|
},
|
|
{
|
|
"key": "max_hydrate_pages",
|
|
"label": "最大读取全文页数",
|
|
"type": "number",
|
|
"default": NOTION_DEFAULT_MAX_HYDRATE_PAGES,
|
|
"min": 1,
|
|
"max": 100,
|
|
"description": "候选排序后最多读取 block 全文的页面数量",
|
|
},
|
|
{
|
|
"key": "snippet_window_lines",
|
|
"label": "片段窗口行数",
|
|
"type": "number",
|
|
"default": 12,
|
|
"min": 3,
|
|
"max": 40,
|
|
"description": "搜索结果片段包含的上下文行数",
|
|
},
|
|
],
|
|
}
|