Fixes to the ACL model
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parent
218d322c75
commit
b4d1a739be
3 changed files with 146 additions and 68 deletions
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@ -3,7 +3,11 @@ from os import path
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import asyncio
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import dlt
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import duckdb
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from fastapi_users import fastapi_users
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import cognee.modules.ingestion as ingestion
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from cognee.infrastructure.databases.relational.user_authentication.users import give_permission_document, \
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get_async_session_context, current_active_user, create_default_user
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from cognee.infrastructure.files.storage import LocalStorage
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from cognee.modules.ingestion import get_matched_datasets, save_data_to_file
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from cognee.shared.utils import send_telemetry
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@ -48,7 +52,7 @@ async def add(data: Union[BinaryIO, List[BinaryIO], str, List[str]], dataset_nam
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return []
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async def add_files(file_paths: List[str], dataset_name: str):
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async def add_files(file_paths: List[str], dataset_name: str, user_id: str = "default_user"):
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base_config = get_base_config()
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data_directory_path = base_config.data_root_directory
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@ -82,12 +86,17 @@ async def add_files(file_paths: List[str], dataset_name: str):
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)
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@dlt.resource(standalone = True, merge_key = "id")
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def data_resources(file_paths: str):
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def data_resources(file_paths: str, user_id: str = user_id):
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for file_path in file_paths:
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with open(file_path.replace("file://", ""), mode = "rb") as file:
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classified_data = ingestion.classify(file)
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data_id = ingestion.identify(classified_data)
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async with get_async_session_context() as session:
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if user_id is None:
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current_active_user = create_default_user()
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give_permission_document(current_active_user, data_id, "write", session= session)
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file_metadata = classified_data.get_metadata()
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@ -4,9 +4,13 @@ import logging
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import uuid
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from typing import Union
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from fastapi_users import fastapi_users
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from sqlalchemy.ext.asyncio import AsyncSession
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from cognee.infrastructure.databases.graph import get_graph_config
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from cognee.infrastructure.databases.relational.user_authentication.authentication_db import async_session_maker
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from cognee.infrastructure.databases.relational.user_authentication.users import has_permission_document, \
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get_user_permissions, get_async_session_context
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# from cognee.infrastructure.databases.relational.user_authentication.authentication_db import async_session_maker
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# from cognee.infrastructure.databases.relational.user_authentication.users import get_user_permissions, fastapi_users
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from cognee.modules.cognify.config import get_cognify_config
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@ -37,14 +41,6 @@ class PermissionDeniedException(Exception):
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super().__init__(self.message)
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async def cognify(datasets: Union[str, list[str]] = None, root_node_id: str = None, user_id:str="default_user"):
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# session: AsyncSession = async_session_maker()
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# user = await fastapi_users.get_user_manager.get(user_id)
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# user_permissions = await get_user_permissions(user, session)
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# hash_object = hashlib.sha256(user.encode())
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# hashed_user_id = hash_object.hexdigest()
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# required_permission = "write"
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# if required_permission not in user_permissions:
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# raise PermissionDeniedException("Not enough permissions")
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relational_config = get_relationaldb_config()
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db_engine = relational_config.database_engine
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@ -55,68 +51,78 @@ async def cognify(datasets: Union[str, list[str]] = None, root_node_id: str = No
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async def run_cognify_pipeline(dataset_name: str, files: list[dict]):
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async with update_status_lock:
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task_status = get_task_status([dataset_name])
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if dataset_name in task_status and task_status[dataset_name] == "DATASET_PROCESSING_STARTED":
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logger.info(f"Dataset {dataset_name} is being processed.")
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return
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for file in files:
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file["id"] = str(uuid.uuid4())
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file["name"] = file["name"].replace(" ", "_")
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update_task_status(dataset_name, "DATASET_PROCESSING_STARTED")
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try:
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cognee_config = get_cognify_config()
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graph_config = get_graph_config()
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root_node_id = None
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async with get_async_session_context() as session:
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if graph_config.infer_graph_topology and graph_config.graph_topology_task:
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from cognee.modules.topology.topology import TopologyEngine
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topology_engine = TopologyEngine(infer=graph_config.infer_graph_topology)
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root_node_id = await topology_engine.add_graph_topology(files = files)
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elif graph_config.infer_graph_topology and not graph_config.infer_graph_topology:
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from cognee.modules.topology.topology import TopologyEngine
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topology_engine = TopologyEngine(infer=graph_config.infer_graph_topology)
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await topology_engine.add_graph_topology(graph_config.topology_file_path)
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elif not graph_config.graph_topology_task:
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root_node_id = "ROOT"
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out = await has_permission_document(user_id, file["id"], "write", session)
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tasks = [
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Task(process_documents, parent_node_id = root_node_id, task_config = { "batch_size": 10 }, user_id = hashed_user_id, user_permissions=user_permissions), # Classify documents and save them as a nodes in graph db, extract text chunks based on the document type
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Task(establish_graph_topology, topology_model = KnowledgeGraph), # Set the graph topology for the document chunk data
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Task(expand_knowledge_graph, graph_model = KnowledgeGraph), # Generate knowledge graphs from the document chunks and attach it to chunk nodes
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Task(filter_affected_chunks, collection_name = "chunks"), # Find all affected chunks, so we don't process unchanged chunks
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Task(
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save_data_chunks,
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collection_name = "chunks",
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), # Save the document chunks in vector db and as nodes in graph db (connected to the document node and between each other)
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run_tasks_parallel([
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Task(
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summarize_text_chunks,
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summarization_model = cognee_config.summarization_model,
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collection_name = "chunk_summaries",
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), # Summarize the document chunks
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Task(
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classify_text_chunks,
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classification_model = cognee_config.classification_model,
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),
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]),
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Task(remove_obsolete_chunks), # Remove the obsolete document chunks.
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]
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pipeline = run_tasks(tasks, [
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PdfDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"]) if file["extension"] == "pdf" else
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AudioDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"]) if file["extension"] == "audio" else
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ImageDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"]) if file["extension"] == "image" else
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TextDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"])
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for file in files
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])
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async with update_status_lock:
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task_status = get_task_status([dataset_name])
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async for result in pipeline:
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print(result)
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if dataset_name in task_status and task_status[dataset_name] == "DATASET_PROCESSING_STARTED":
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logger.info(f"Dataset {dataset_name} is being processed.")
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return
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update_task_status(dataset_name, "DATASET_PROCESSING_FINISHED")
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except Exception as error:
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update_task_status(dataset_name, "DATASET_PROCESSING_ERROR")
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raise error
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update_task_status(dataset_name, "DATASET_PROCESSING_STARTED")
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try:
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cognee_config = get_cognify_config()
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graph_config = get_graph_config()
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root_node_id = None
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if graph_config.infer_graph_topology and graph_config.graph_topology_task:
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from cognee.modules.topology.topology import TopologyEngine
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topology_engine = TopologyEngine(infer=graph_config.infer_graph_topology)
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root_node_id = await topology_engine.add_graph_topology(files = files)
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elif graph_config.infer_graph_topology and not graph_config.infer_graph_topology:
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from cognee.modules.topology.topology import TopologyEngine
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topology_engine = TopologyEngine(infer=graph_config.infer_graph_topology)
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await topology_engine.add_graph_topology(graph_config.topology_file_path)
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elif not graph_config.graph_topology_task:
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root_node_id = "ROOT"
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tasks = [
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Task(process_documents, parent_node_id = root_node_id, task_config = { "batch_size": 10 }, user_id = hashed_user_id, user_permissions=user_permissions), # Classify documents and save them as a nodes in graph db, extract text chunks based on the document type
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Task(establish_graph_topology, topology_model = KnowledgeGraph), # Set the graph topology for the document chunk data
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Task(expand_knowledge_graph, graph_model = KnowledgeGraph), # Generate knowledge graphs from the document chunks and attach it to chunk nodes
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Task(filter_affected_chunks, collection_name = "chunks"), # Find all affected chunks, so we don't process unchanged chunks
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Task(
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save_data_chunks,
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collection_name = "chunks",
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), # Save the document chunks in vector db and as nodes in graph db (connected to the document node and between each other)
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run_tasks_parallel([
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Task(
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summarize_text_chunks,
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summarization_model = cognee_config.summarization_model,
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collection_name = "chunk_summaries",
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), # Summarize the document chunks
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Task(
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classify_text_chunks,
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classification_model = cognee_config.classification_model,
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),
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]),
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Task(remove_obsolete_chunks), # Remove the obsolete document chunks.
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]
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pipeline = run_tasks(tasks, [
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PdfDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"]) if file["extension"] == "pdf" else
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AudioDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"]) if file["extension"] == "audio" else
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ImageDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"]) if file["extension"] == "image" else
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TextDocument(title=f"{file['name']}.{file['extension']}", file_path=file["file_path"])
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for file in files
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])
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async for result in pipeline:
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print(result)
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update_task_status(dataset_name, "DATASET_PROCESSING_FINISHED")
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except Exception as error:
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update_task_status(dataset_name, "DATASET_PROCESSING_ERROR")
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raise error
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existing_datasets = db_engine.get_datasets()
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@ -12,9 +12,10 @@ from fastapi_users.authentication import (
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from fastapi_users.exceptions import UserAlreadyExists
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from fastapi_users.db import SQLAlchemyUserDatabase
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from fastapi import Depends, HTTPException, status
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from sqlalchemy.ext.asyncio import AsyncSession
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from sqlalchemy.orm import Session
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from cognee.infrastructure.databases.relational.user_authentication.authentication_db import User, get_user_db, \
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get_async_session
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get_async_session, ACL
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from fastapi.security import OAuth2PasswordRequestForm
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from fastapi_users.authentication import JWTStrategy
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from cognee.infrastructure.databases.relational.user_authentication.schemas import UserRead, UserCreate
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@ -86,13 +87,13 @@ get_async_session_context = asynccontextmanager(get_async_session)
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get_user_db_context = asynccontextmanager(get_user_db)
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get_user_manager_context = asynccontextmanager(get_user_manager)
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async def create_user_method(email: str, password: str, is_superuser: bool = False):
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async def create_user_method(email: str, password: str, is_superuser: bool = False, is_active: bool = True):
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try:
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async with get_async_session_context() as session:
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async with get_user_db_context(session) as user_db:
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async with get_user_manager_context(user_db) as user_manager:
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user = await user_manager.create(
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UserCreate(email=email, password=password, is_superuser=is_superuser)
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UserCreate(email=email, password=password, is_superuser=is_superuser, is_active=is_active)
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)
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print(f"User created: {user.email}")
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except UserAlreadyExists:
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@ -175,3 +176,65 @@ async def user_check_token(token: str) -> bool:
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except:
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return False
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async def has_permission_document(user: User, document_id: str, permission: str, session: AsyncSession) -> bool:
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# Check if the user has the specified permission for the document
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acl_entry = await session.execute(
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"""
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SELECT 1 FROM acls
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WHERE user_id = :user_id AND document_id = :document_id AND permission = :permission
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""",
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{'user_id': str(user.id), 'document_id': str(document_id), 'permission': permission}
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)
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if acl_entry.scalar_one_or_none():
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return True
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# Check if any of the user's groups have the specified permission for the document
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group_acl_entry = await session.execute(
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"""
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SELECT 1 FROM acls
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JOIN user_group ON acls.group_id = user_group.group_id
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WHERE user_group.user_id = :user_id AND acls.document_id = :document_id AND acls.permission = :permission
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""",
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{'user_id': str(user.id), 'document_id': str(document_id), 'permission': permission}
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)
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if group_acl_entry.scalar_one_or_none():
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return True
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return False
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async def create_default_user():
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async with get_async_session_context() as session:
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default_user_email = "default_user@example.com"
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default_user_password = "default_password"
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user = await create_user_method(
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email=default_user_email,
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password=await hash_password(default_user_password),
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is_superuser=True,
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is_active=True)
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session.add(user)
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out = await session.commit()
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await session.refresh(user)
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return out.id
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async def give_permission_document(user: Optional[User], document_id: str, permission: str,
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session: AsyncSession):
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acl_entry = ACL(
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document_id=document_id,
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user_id=user.id,
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permission=permission
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)
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session.add(acl_entry)
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await session.commit()
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if user.is_superuser:
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permission = 'all_permissions' # Example permission, change as needed
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acl_entry = ACL(
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document_id=document_id,
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user_id=user.id,
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permission=permission
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)
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session.add(acl_entry)
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await session.commit()
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