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Home » Your configuration journey, step by step » Configure your indexes » Create a Weaviate index » OpenAI

OpenAI

972 views 0 December 22, 2022 Updated on December 23, 2022

1. OpenAI vectorizer

OpenAI vectorizer uses the OpenAI API to create Embeddings (vectors) from data. Vectorizing from large language models is CPU intensive, often requires GPUs, and can be very ineffective without proper optimisations. This is the purpose of this module, which calls OpenAI servers with their Embeddings API.

 

Create a docker compose file from Weaviate wizzard : select the Text transformers vectorizer, with a specific transformer model among the list. Then start the docker container.

Image wpsolr-weaviate-configurator-text2vec-openai-docker.png of OpenAI

  • (1) Select the “Text” vectorizer type
  • (2) Select the “OpenAI” vectorizer
  • (3) Leave it. The API key will be set later, in WPSOLR’s settings.

Download and execute the docker-compose file generated by the wizard (docker-compose up -d):
Image wpsolr-weaviate-configurator-text2vec-openai-docker-file.png of OpenAI

Image wpsolr-weaviate-docker-autoschema-enabled-false-1.png of OpenAI

 

Let’s setup our model on OpenAI dashboard:

(Please check the OpenAI Embedding models pricing first)

a) Login: https://openai.com/api/ (signup first if necessary)

Image wpsolr-weaviate-openai-login.png of OpenAI

b) Select the API Keys menu

Image wpsolr-weaviate-openai-api-key-menu.png of OpenAI

 

Image wpsolr-weaviate-openai-api-key-copy.png of OpenAI

  • (2) Copy your OpenAI API key for later during your WPSOLR index configuration

 

Now, let’s create our index in WPSOLR:

Image wpsolr-weaviate-openai-index-create.png of OpenAI

  • (1) Select the text2vec-openai vectorizer module
  • (2) Copy your OpenAI API access token described earlier
  • (3) Set a name for you index, visible in WPSOLR admin
  • (4) Set a name for your Weaviate class (index)
  • (5) Set the url of your Weaviate docker container
  • (6) Set “text” or “code”
  • (7) Set the model “ada”, “babbage”, “curies” “davinci”. OpenAI replaced all embeddings model v1 with a unique v2 “ada” model (10x cheaper)
  • (8) Set the version “001′, “002”. OpenAI’s new “002” version is recommended and 10x cheaper
  • (5) Create the index. Done!

 

Connect to the Weaviate GraphQL console at https://console.semi.technology/console with url https://localhost:8080, to check our new index (class):

Image wpsolr-weaviate-openai-console.png of OpenAI

2 Select your data

Image wpsolr-weaviate-new-index-text2vec-transormers-select.png of OpenAI

  • (1) (2) (3) select the index you just created
  • (4) Choose a filter: “Near Text” to perform a vector search (search on concepts), or “Where” to perform a keywords search (classic search that works with words)
  • (5) Set a similarity for your “Near Text” search. The closer to “1”, the more precise is the vector search.

 

3 Index your data

Image wpsolr-weaviate-indexed.png of OpenAI

 

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