Examples

• Connection Examples
  • Connecting to a default Valkey instance, running locally.
    • By default Valkey return binary responses, to decode them use decode_responses=True
    • By default this library uses the RESP 2 protocol. To enable RESP3, set protocol=3.
  • Connecting to a valkey instance, specifying a host and port with credentials.
  • Connecting to a valkey instance with username and password credential provider
  • Connecting to a valkey instance with standard credential provider
  • Connecting to a valkey instance first with an initial credential set and then calling the credential provider
  • Connecting to a valkey instance with AWS Secrets Manager credential provider.
  • Connecting to a valkey instance with ElastiCache IAM credential provider.
  • Connecting to Valkey instances by specifying a URL scheme.
  • Connecting to Valkey instances by specifying a URL scheme and the RESP3 protocol.
  • Connecting to a Sentinel instance
• SSL Connection Examples
  • Connecting to a Valkey instance via SSL
  • Connecting to a Valkey instance via a URL string
  • Connecting to a Valkey instance using a ConnectionPool
  • Connecting to a Valkey instance via SSL, while specifying a minimum TLS version
  • Connecting to a Valkey instance via SSL, while specifying a self-signed SSL CA certificate
  • Connecting to a Valkey instance via SSL, and validate the OCSP status of the certificate
  • Connect to a Valkey instance via SSL, and validate OCSP-stapled certificates
• Asyncio Examples
  • Connecting and Disconnecting
  • Transactions (Multi/Exec)
  • Pub/Sub Mode
  • Sentinel Client
  • Connecting to Valkey instances by specifying a URL scheme.
• Indexing / querying JSON documents
  • Adding a JSON document to an index
  • Searching
    • Simple search
    • Filtering search results
    • Paginating and Ordering search Results
    • Counting the total number of Items
    • Projecting using JSON Path expressions
  • Aggregation
    • Count the total number of Items
• Basic set and get operations
  • Start off by connecting to the valkey server
• Vector Similarity
  • Index Creation
  • Adding Vectors to Valkey
  • Searching
    • KNN Queries
    • Range Queries
    • Hybrid Queries
  • Vector Creation and Storage Examples
    • OpenAI Embeddings
    • Search with OpenAI Embeddings
    • Cohere Embeddings
    • Search with Cohere Embeddings
• Pipeline examples
  • Checking that Valkey is running
  • Simple example
    • Creating a pipeline instance
    • Adding commands to the pipeline
    • Executing the pipeline
  • Chained call
  • Performance comparison
    • Without pipeline
    • With pipeline
• Timeseries
  • Health check
  • Simple example
    • Create a timeseries
    • Add samples to the timeseries
    • Get the last sample
    • Get samples between two timestamps
    • Delete samples between two timestamps
  • Multiple timeseries with labels
    • Add samples to multiple timeseries
    • Add samples with labels
    • Get the last sample matching specific label
  • Retention period
  • Specify duplicate policies
  • Using Valkey TSDB to keep track of a value
  • How to execute multi-key commands on Open Source Valkey Cluster
• OpenTelemetry Python API
  • Install OpenTelemetry
    • Configure OpenTelemetry with console exporter
    • Create a span using the tracer
    • Record attributes
    • Change the span kind
    • Exceptions are automatically recorded
    • Use nested blocks to create child spans