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pass pydantic model tocognify

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Rita Aleksziev 2024-12-13 16:09:18 +01:00
parent 92ecd8a024
commit 1c9fe01f64
1 changed files with 20 additions and 14 deletions
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34
cognee/api/v1/cognify/cognify_v2.py
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@ -2,20 +2,26 @@ import asyncio
import logging
from typing import Union
from cognee.shared.utils import send_telemetry
from pydantic import BaseModel
from cognee.modules.cognify.config import get_cognify_config
from cognee.shared.data_models import KnowledgeGraph
from cognee.modules.data.models import Dataset, Data
from cognee.modules.data.methods.get_dataset_data import get_dataset_data
from cognee.modules.data.methods import get_datasets, get_datasets_by_name
from cognee.modules.pipelines.tasks.Task import Task
from cognee.modules.data.methods.get_dataset_data import get_dataset_data
from cognee.modules.data.models import Data, Dataset
from cognee.modules.pipelines import run_tasks
from cognee.modules.users.models import User
from cognee.modules.users.methods import get_default_user
from cognee.modules.pipelines.models import PipelineRunStatus
from cognee.modules.pipelines.operations.get_pipeline_status import get_pipeline_status
from cognee.modules.pipelines.operations.log_pipeline_status import log_pipeline_status
from cognee.tasks.documents import classify_documents, check_permissions_on_documents, extract_chunks_from_documents
from cognee.modules.pipelines.operations.get_pipeline_status import \
get_pipeline_status
from cognee.modules.pipelines.operations.log_pipeline_status import \
log_pipeline_status
from cognee.modules.pipelines.tasks.Task import Task
from cognee.modules.users.methods import get_default_user
from cognee.modules.users.models import User
from cognee.shared.data_models import KnowledgeGraph
from cognee.shared.utils import send_telemetry
from cognee.tasks.documents import (check_permissions_on_documents,
classify_documents,
extract_chunks_from_documents)
from cognee.tasks.graph import extract_graph_from_data
from cognee.tasks.storage import add_data_points
from cognee.tasks.storage.index_graph_edges import index_graph_edges
@ -25,7 +31,7 @@ logger = logging.getLogger("cognify.v2")
update_status_lock = asyncio.Lock()
async def cognify(datasets: Union[str, list[str]] = None, user: User = None):
async def cognify(datasets: Union[str, list[str]] = None, user: User = None, graph_model: BaseModel = KnowledgeGraph):
if user is None:
user = await get_default_user()
@ -48,12 +54,12 @@ async def cognify(datasets: Union[str, list[str]] = None, user: User = None):
dataset_name = generate_dataset_name(dataset.name)
if dataset_name in existing_datasets_map:
awaitables.append(run_cognify_pipeline(dataset, user))
awaitables.append(run_cognify_pipeline(dataset, user, graph_model))
return await asyncio.gather(*awaitables)
async def run_cognify_pipeline(dataset: Dataset, user: User):
async def run_cognify_pipeline(dataset: Dataset, user: User, graph_model: BaseModel = KnowledgeGraph):
data_documents: list[Data] = await get_dataset_data(dataset_id = dataset.id)
document_ids_str = [str(document.id) for document in data_documents]
@ -81,7 +87,7 @@ async def run_cognify_pipeline(dataset: Dataset, user: User):
Task(classify_documents),
Task(check_permissions_on_documents, user = user, permissions = ["write"]),
Task(extract_chunks_from_documents), # Extract text chunks based on the document type.
Task(extract_graph_from_data, graph_model = KnowledgeGraph, task_config = { "batch_size": 10 }), # Generate knowledge graphs from the document chunks.
Task(extract_graph_from_data, graph_model = graph_model, task_config = { "batch_size": 10 }), # Generate knowledge graphs from the document chunks.
Task(
summarize_text,
summarization_model = cognee_config.summarization_model,