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Feat/support multimodal embedding (#29115)
Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
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@@ -4,9 +4,10 @@ import time
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import click
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from celery import shared_task
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from core.rag.index_processor.constant.index_type import IndexType
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from core.rag.index_processor.constant.doc_type import DocType
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from core.rag.index_processor.constant.index_type import IndexStructureType
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from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
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from core.rag.models.document import ChildDocument, Document
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from core.rag.models.document import AttachmentDocument, ChildDocument, Document
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from extensions.ext_database import db
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from extensions.ext_redis import redis_client
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from libs.datetime_utils import naive_utc_now
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@@ -67,7 +68,7 @@ def enable_segment_to_index_task(segment_id: str):
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return
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index_processor = IndexProcessorFactory(dataset_document.doc_form).init_index_processor()
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if dataset_document.doc_form == IndexType.PARENT_CHILD_INDEX:
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if dataset_document.doc_form == IndexStructureType.PARENT_CHILD_INDEX:
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child_chunks = segment.get_child_chunks()
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if child_chunks:
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child_documents = []
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@@ -83,8 +84,24 @@ def enable_segment_to_index_task(segment_id: str):
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)
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child_documents.append(child_document)
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document.children = child_documents
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multimodel_documents = []
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if dataset.is_multimodal:
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for attachment in segment.attachments:
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multimodel_documents.append(
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AttachmentDocument(
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page_content=attachment["name"],
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metadata={
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"doc_id": attachment["id"],
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"doc_hash": "",
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"document_id": segment.document_id,
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"dataset_id": segment.dataset_id,
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"doc_type": DocType.IMAGE,
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},
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)
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)
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# save vector index
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index_processor.load(dataset, [document])
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index_processor.load(dataset, [document], multimodal_documents=multimodel_documents)
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end_at = time.perf_counter()
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logger.info(click.style(f"Segment enabled to index: {segment.id} latency: {end_at - start_at}", fg="green"))
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