Files
rag-solution/services/rag/langchain/prefect/01_yadisk_analyze.py

86 lines
2.6 KiB
Python

"""Prefect flow for analyzing Yandex Disk files and storing file paths."""
from __future__ import annotations
import json
import os
from pathlib import Path
from typing import List
from dotenv import load_dotenv
from prefect.logging import get_run_logger
from prefect import flow, task
load_dotenv()
PREFECT_API_URL = os.getenv("PREFECT_API_URL")
YADISK_TOKEN = os.getenv("YADISK_TOKEN")
YADISK_ROOT_PATH = "Общая"
OUTPUT_JSON_PATH = (
Path(__file__).resolve().parent.parent / "../../../yadisk_files.json"
).resolve()
if PREFECT_API_URL:
os.environ["PREFECT_API_URL"] = PREFECT_API_URL
@task(name="iterate_yadisk_folder_and_store_file_paths")
def iterate_yadisk_folder_and_store_file_paths() -> List[str]:
"""Iterate Yandex Disk recursively from `Общая` and save file paths to JSON."""
if not YADISK_TOKEN:
raise ValueError("YADISK_TOKEN is required to analyze Yandex Disk")
try:
import yadisk
except ImportError as error:
raise RuntimeError(
"yadisk package is required for this task. Install dependencies in venv first."
) from error
yandex_disk = yadisk.YaDisk(token=YADISK_TOKEN)
file_paths: List[str] = []
logger = get_run_logger()
def walk_folder(folder_path: str) -> None:
for item in yandex_disk.listdir(folder_path):
item_type = getattr(item, "type", None)
item_path = getattr(item, "path", None)
if item_path is None and isinstance(item, dict):
item_type = item.get("type")
item_path = item.get("path")
if not item_path:
continue
if item_type == "dir":
walk_folder(item_path)
elif item_type == "file":
logger.info(f"Added {len(file_paths)} file into the list")
file_paths.append(item_path)
walk_folder(YADISK_ROOT_PATH)
OUTPUT_JSON_PATH.parent.mkdir(parents=True, exist_ok=True)
with open(OUTPUT_JSON_PATH, "w", encoding="utf-8") as output_file:
json.dump(file_paths, output_file, ensure_ascii=False, indent=2)
return file_paths
@flow(name="analyze_yadisk_file_urls")
def analyze_yadisk_file_urls() -> List[str]:
"""Run Yandex Disk analysis task and return collected file paths."""
return iterate_yadisk_folder_and_store_file_paths()
def serve_analyze_yadisk_file_urls() -> None:
"""Serve the flow as a deployment for remote Prefect execution."""
analyze_yadisk_file_urls.serve(name="analyze-yadisk-file-urls")
if __name__ == "__main__":
serve_analyze_yadisk_file_urls()