Dependencies

Connect to Weaviate

Expired Google Cloud Token

The Google Cloud's OAuth 2.0 access tokens only have a one hour lifetime. This means you have to replace the expired token with a valid one and it to Weaviate by re-instantiating the client.

Option 1: With Google Cloud CLI

Then you could run the below cell periodically.

Option 2: With google-auth

See the links to google-auth in Python and Node.js libraries.

Then run the below periodically:

Option 3: Google MakerSuite

At the time of writing (November 2023), MakerSuite is not available in all regions. See this page for the latest information.

You can obtain an API key by logging in to your MakerSuite account and creating an API key. This is the key to pass on to Weaviate. This key does not have an expiry date.

You should store your key as an env variable

palm_key = os.environ["PALM_API_KEY"] # Replace with your PALM key

client = connect_to_weaviate(palm_key)

Create a collection

Collection stores your data and vector embeddings.

Import the Data

Query Weaviate: Similarity Search (Text objects)

Similarity search options for text objects in Weaviate:

1. nearText

2. nearObject

3. nearVector

nearText Example

Find a JeopardyQuestion about "animals in movies". Limit it to only 4 responses.

Now, also request the distance for each returned item.

nearObject Example

Search through the JeopardyQuestion class to find the top 4 objects closest to id a1dd67f9-bfa7-45e1-b45e-26eb8c52e9a6. (The id was taken from the query above)

nearVector Example

Search through the JeopardyQuestion class to find the top 2 objects closest to the query vector [-0.0125526935, -0.021168863, ... ]