AstraPy is a Pythonic SDK for DataStax Astra
Project description
AstraPy
AstraPy is a Pythonic SDK for DataStax Astra and Stargate
Resources
Getting Started
Install AstraPy
pip install astrapy
Setup your Astra client
Create a .env file with the appropriate values, or use the 'astra' cli to do the same.
ASTRA_DB_KEYSPACE="<keyspace>"
ASTRA_DB_APPLICATION_TOKEN="<AstraCS:...>"
ASTRA_DB_REGION="<region>"
ASTRA_DB_ID=<db_id>
Load the variables in and then create the client. This collections client can make non-vector and vector calls, depending on the call configuration.
import os
import sys
from astrapy.db import AstraDB, AstraDBCollection
from astrapy.ops import AstraDBOps
# First, we work with devops
api_key = os.getenv("ASTRA_DB_APPLICATION_TOKEN")
astra_ops = AstraDBOps(api_key)
# Define a database to create
database_definition = {
"name": "vector_test",
"tier": "serverless",
"cloudProvider": "GCP",
"keyspace": os.getenv("ASTRA_DB_KEYSPACE", "default_keyspace"),
"region": os.getenv("ASTRA_DB_REGION", None),
"capacityUnits": 1,
"user": "example",
"password": api_key,
"dbType": "vector",
}
# Create the database
create_result = astra_ops.create_database(database_definition=database_definition)
# Grab the new information from the database
database_id = create_result["id"]
database_region = astra_ops.get_database()[0]["info"]["region"]
database_base_url = "apps.astra.datastax.com"
# Build the endpoint URL:
api_endpoint = f"https://{database_id}-{database_region}.{database_base_url}"
# Initialize our vector db
astra_db = AstraDB(api_key=api_key, api_endpoint=api_endpoint)
# Possible Operations
astra_db.create_collection(collection_name="collection_test_delete", size=5)
astra_db.delete_collection(collection_name="collection_test_delete")
astra_db.create_collection(collection_name="collection_test", size=5)
# Collections
astra_db_collection = AstraDBCollection(
collection_name="collection_test", astra_db=astra_db
)
# Or...
astra_db_collection = AstraDBCollection(
collection_name="collection_test", api_key=api_key, api_endpoint=api_endpoint
)
astra_db_collection.insert_one(
{
"_id": "5",
"name": "Coded Cleats Copy",
"description": "ChatGPT integrated sneakers that talk to you",
"$vector": [0.25, 0.25, 0.25, 0.25, 0.25],
}
)
astra_db_collection.find_one({"name": "potato"})
astra_db_collection.find_one({"name": "Coded Cleats Copy"})
More Information
Check out the notebook which has examples for finding and inserting information into the database, including vector commands.
Take a look at the vector tests and the collection tests for specific endpoint examples.
Using the Ops Client
You can use the Ops client to work with the Astra DevOps API. Check the devops tests
For Developers
Testing
Ensure you provide all required environment variables:
export ASTRA_DB_ID="..."
export ASTRA_DB_REGION="..."
export ASTRA_DB_APPLICATION_TOKEN="..."
export ASTRA_DB_KEYSPACE="..."
export ASTRA_CLIENT_ID="..."
export ASTRA_CLIENT_SECRET="..."
then you can run:
PYTHONPATH=. pytest
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