59
api/tasks/annotation/add_annotation_to_index_task.py
Normal file
59
api/tasks/annotation/add_annotation_to_index_task.py
Normal file
@@ -0,0 +1,59 @@
|
||||
import logging
|
||||
import time
|
||||
|
||||
import click
|
||||
from celery import shared_task
|
||||
from langchain.schema import Document
|
||||
|
||||
from core.index.index import IndexBuilder
|
||||
|
||||
from models.dataset import Dataset
|
||||
from services.dataset_service import DatasetCollectionBindingService
|
||||
|
||||
|
||||
@shared_task(queue='dataset')
|
||||
def add_annotation_to_index_task(annotation_id: str, question: str, tenant_id: str, app_id: str,
|
||||
collection_binding_id: str):
|
||||
"""
|
||||
Add annotation to index.
|
||||
:param annotation_id: annotation id
|
||||
:param question: question
|
||||
:param tenant_id: tenant id
|
||||
:param app_id: app id
|
||||
:param collection_binding_id: embedding binding id
|
||||
|
||||
Usage: clean_dataset_task.delay(dataset_id, tenant_id, indexing_technique, index_struct)
|
||||
"""
|
||||
logging.info(click.style('Start build index for annotation: {}'.format(annotation_id), fg='green'))
|
||||
start_at = time.perf_counter()
|
||||
|
||||
try:
|
||||
dataset_collection_binding = DatasetCollectionBindingService.get_dataset_collection_binding_by_id_and_type(
|
||||
collection_binding_id,
|
||||
'annotation'
|
||||
)
|
||||
dataset = Dataset(
|
||||
id=app_id,
|
||||
tenant_id=tenant_id,
|
||||
indexing_technique='high_quality',
|
||||
collection_binding_id=dataset_collection_binding.id
|
||||
)
|
||||
|
||||
document = Document(
|
||||
page_content=question,
|
||||
metadata={
|
||||
"annotation_id": annotation_id,
|
||||
"app_id": app_id,
|
||||
"doc_id": annotation_id
|
||||
}
|
||||
)
|
||||
index = IndexBuilder.get_index(dataset, 'high_quality')
|
||||
if index:
|
||||
index.add_texts([document])
|
||||
end_at = time.perf_counter()
|
||||
logging.info(
|
||||
click.style(
|
||||
'Build index successful for annotation: {} latency: {}'.format(annotation_id, end_at - start_at),
|
||||
fg='green'))
|
||||
except Exception:
|
||||
logging.exception("Build index for annotation failed")
|
Reference in New Issue
Block a user