Files
t6_mem0/embedchain/loaders/notion.py
2023-12-30 20:52:20 +05:30

120 lines
4.1 KiB
Python

import hashlib
import logging
import os
from typing import Any, Dict, List, Optional
import requests
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.loaders.base_loader import BaseLoader
from embedchain.utils import clean_string
class NotionDocument:
"""
A simple Document class to hold the text and additional information of a page.
"""
def __init__(self, text: str, extra_info: Dict[str, Any]):
self.text = text
self.extra_info = extra_info
class NotionPageLoader:
"""
Notion Page Loader.
Reads a set of Notion pages.
"""
BLOCK_CHILD_URL_TMPL = "https://api.notion.com/v1/blocks/{block_id}/children"
def __init__(self, integration_token: Optional[str] = None) -> None:
"""Initialize with Notion integration token."""
if integration_token is None:
integration_token = os.getenv("NOTION_INTEGRATION_TOKEN")
if integration_token is None:
raise ValueError(
"Must specify `integration_token` or set environment " "variable `NOTION_INTEGRATION_TOKEN`."
)
self.token = integration_token
self.headers = {
"Authorization": "Bearer " + self.token,
"Content-Type": "application/json",
"Notion-Version": "2022-06-28",
}
def _read_block(self, block_id: str, num_tabs: int = 0) -> str:
"""Read a block from Notion."""
done = False
result_lines_arr = []
cur_block_id = block_id
while not done:
block_url = self.BLOCK_CHILD_URL_TMPL.format(block_id=cur_block_id)
res = requests.get(block_url, headers=self.headers)
data = res.json()
for result in data["results"]:
result_type = result["type"]
result_obj = result[result_type]
cur_result_text_arr = []
if "rich_text" in result_obj:
for rich_text in result_obj["rich_text"]:
if "text" in rich_text:
text = rich_text["text"]["content"]
prefix = "\t" * num_tabs
cur_result_text_arr.append(prefix + text)
result_block_id = result["id"]
has_children = result["has_children"]
if has_children:
children_text = self._read_block(result_block_id, num_tabs=num_tabs + 1)
cur_result_text_arr.append(children_text)
cur_result_text = "\n".join(cur_result_text_arr)
result_lines_arr.append(cur_result_text)
if data["next_cursor"] is None:
done = True
else:
cur_block_id = data["next_cursor"]
result_lines = "\n".join(result_lines_arr)
return result_lines
def load_data(self, page_ids: List[str]) -> List[NotionDocument]:
"""Load data from the given list of page IDs."""
docs = []
for page_id in page_ids:
page_text = self._read_block(page_id)
docs.append(NotionDocument(text=page_text, extra_info={"page_id": page_id}))
return docs
@register_deserializable
class NotionLoader(BaseLoader):
def load_data(self, source):
"""Load data from a Notion URL."""
id = source[-32:]
formatted_id = f"{id[:8]}-{id[8:12]}-{id[12:16]}-{id[16:20]}-{id[20:]}"
logging.debug(f"Extracted notion page id as: {formatted_id}")
integration_token = os.getenv("NOTION_INTEGRATION_TOKEN")
reader = NotionPageLoader(integration_token=integration_token)
documents = reader.load_data(page_ids=[formatted_id])
raw_text = documents[0].text
text = clean_string(raw_text)
doc_id = hashlib.sha256((text + source).encode()).hexdigest()
return {
"doc_id": doc_id,
"data": [
{
"content": text,
"meta_data": {"url": f"notion-{formatted_id}"},
}
],
}