bea9bb0242
Signed-off-by: letonghan <letong.han@intel.com> Signed-off-by: chensuyue <suyue.chen@intel.com>
1.3 KiB
1.3 KiB
Dataprep Microservice
The Dataprep Microservice aims to preprocess the data from various sources (either structured or unstructured data) to text data, and convert the text data to embedding vectors then store them in the database.
Install Requirements
apt-get update
apt-get install libreoffice
Use LVM (Large Vision Model) for Summarizing Image Data
Occasionally unstructured data will contain image data, to convert the image data to the text data, LVM can be used to summarize the image. To leverage LVM, please refer to this readme to start the LVM microservice first and then set the below environment variable, before starting any dataprep microservice.
export SUMMARIZE_IMAGE_VIA_LVM=1
Dataprep Microservice with Redis
For details, please refer to this langchain readme or llama index readme
Dataprep Microservice with Milvus
For details, please refer to this readme
Dataprep Microservice with Qdrant
For details, please refer to this readme
Dataprep Microservice with Pinecone
For details, please refer to this readme
Dataprep Microservice with PGVector
For details, please refer to this readme