106
api/tasks/annotation/enable_annotation_reply_task.py
Normal file
106
api/tasks/annotation/enable_annotation_reply_task.py
Normal file
@@ -0,0 +1,106 @@
|
||||
import datetime
|
||||
import logging
|
||||
import time
|
||||
|
||||
import click
|
||||
from celery import shared_task
|
||||
from langchain.schema import Document
|
||||
from werkzeug.exceptions import NotFound
|
||||
|
||||
from core.index.index import IndexBuilder
|
||||
from extensions.ext_database import db
|
||||
from extensions.ext_redis import redis_client
|
||||
from models.dataset import Dataset
|
||||
from models.model import MessageAnnotation, App, AppAnnotationSetting
|
||||
from services.dataset_service import DatasetCollectionBindingService
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||||
|
||||
|
||||
@shared_task(queue='dataset')
|
||||
def enable_annotation_reply_task(job_id: str, app_id: str, user_id: str, tenant_id: str, score_threshold: float,
|
||||
embedding_provider_name: str, embedding_model_name: str):
|
||||
"""
|
||||
Async enable annotation reply task
|
||||
"""
|
||||
logging.info(click.style('Start add app annotation to index: {}'.format(app_id), fg='green'))
|
||||
start_at = time.perf_counter()
|
||||
# get app info
|
||||
app = db.session.query(App).filter(
|
||||
App.id == app_id,
|
||||
App.tenant_id == tenant_id,
|
||||
App.status == 'normal'
|
||||
).first()
|
||||
|
||||
if not app:
|
||||
raise NotFound("App not found")
|
||||
|
||||
annotations = db.session.query(MessageAnnotation).filter(MessageAnnotation.app_id == app_id).all()
|
||||
enable_app_annotation_key = 'enable_app_annotation_{}'.format(str(app_id))
|
||||
enable_app_annotation_job_key = 'enable_app_annotation_job_{}'.format(str(job_id))
|
||||
|
||||
try:
|
||||
documents = []
|
||||
dataset_collection_binding = DatasetCollectionBindingService.get_dataset_collection_binding(
|
||||
embedding_provider_name,
|
||||
embedding_model_name,
|
||||
'annotation'
|
||||
)
|
||||
annotation_setting = db.session.query(AppAnnotationSetting).filter(
|
||||
AppAnnotationSetting.app_id == app_id).first()
|
||||
if annotation_setting:
|
||||
annotation_setting.score_threshold = score_threshold
|
||||
annotation_setting.collection_binding_id = dataset_collection_binding.id
|
||||
annotation_setting.updated_user_id = user_id
|
||||
annotation_setting.updated_at = datetime.datetime.utcnow()
|
||||
db.session.add(annotation_setting)
|
||||
else:
|
||||
new_app_annotation_setting = AppAnnotationSetting(
|
||||
app_id=app_id,
|
||||
score_threshold=score_threshold,
|
||||
collection_binding_id=dataset_collection_binding.id,
|
||||
created_user_id=user_id,
|
||||
updated_user_id=user_id
|
||||
)
|
||||
db.session.add(new_app_annotation_setting)
|
||||
|
||||
dataset = Dataset(
|
||||
id=app_id,
|
||||
tenant_id=tenant_id,
|
||||
indexing_technique='high_quality',
|
||||
embedding_model_provider=embedding_provider_name,
|
||||
embedding_model=embedding_model_name,
|
||||
collection_binding_id=dataset_collection_binding.id
|
||||
)
|
||||
if annotations:
|
||||
for annotation in annotations:
|
||||
document = Document(
|
||||
page_content=annotation.question,
|
||||
metadata={
|
||||
"annotation_id": annotation.id,
|
||||
"app_id": app_id,
|
||||
"doc_id": annotation.id
|
||||
}
|
||||
)
|
||||
documents.append(document)
|
||||
index = IndexBuilder.get_index(dataset, 'high_quality')
|
||||
if index:
|
||||
try:
|
||||
index.delete_by_metadata_field('app_id', app_id)
|
||||
except Exception as e:
|
||||
logging.info(
|
||||
click.style('Delete annotation index error: {}'.format(str(e)),
|
||||
fg='red'))
|
||||
index.add_texts(documents)
|
||||
db.session.commit()
|
||||
redis_client.setex(enable_app_annotation_job_key, 600, 'completed')
|
||||
end_at = time.perf_counter()
|
||||
logging.info(
|
||||
click.style('App annotations added to index: {} latency: {}'.format(app_id, end_at - start_at),
|
||||
fg='green'))
|
||||
except Exception as e:
|
||||
logging.exception("Annotation batch created index failed:{}".format(str(e)))
|
||||
redis_client.setex(enable_app_annotation_job_key, 600, 'error')
|
||||
enable_app_annotation_error_key = 'enable_app_annotation_error_{}'.format(str(job_id))
|
||||
redis_client.setex(enable_app_annotation_error_key, 600, str(e))
|
||||
db.session.rollback()
|
||||
finally:
|
||||
redis_client.delete(enable_app_annotation_key)
|
Reference in New Issue
Block a user