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Semantic cache for AI workloads backed by Valkey vector search. Embeddings-based similarity matching with OpenTelemetry and Prometheus instrumentation.

Project description

betterdb-semantic-cache

Semantic cache for AI workloads backed by Valkey vector search. Embeddings-based similarity matching with OpenTelemetry and Prometheus instrumentation.

Installation

pip install betterdb-semantic-cache
# With OpenAI embeddings:
pip install betterdb-semantic-cache[openai]
# All extras:
pip install betterdb-semantic-cache[all]

Quick start

import asyncio
import valkey.asyncio as valkey
from betterdb_semantic_cache import SemanticCache, SemanticCacheOptions
from betterdb_semantic_cache.embed.openai import create_openai_embed

async def main():
    client = valkey.Valkey(host="localhost", port=6399)
    cache = SemanticCache(SemanticCacheOptions(
        client=client,
        embed_fn=create_openai_embed(),
        default_threshold=0.12,
    ))
    await cache.initialize()

    result = await cache.check("What is the capital of France?")
    if not result.hit:
        await cache.store("What is the capital of France?", "Paris")

asyncio.run(main())

Telemetry

The published wheel includes anonymous product analytics powered by PostHog. When a baked API key is present in the package (injected at publish time), aggregate usage statistics (hit rate, cost saved) are collected on a per-instance basis — no prompt text, responses, or personally-identifiable information is ever sent.

To opt out, set the environment variable before starting your process:

export BETTERDB_TELEMETRY=false   # also accepts: 0, no, off

You can also disable it programmatically:

from betterdb_semantic_cache.types import AnalyticsOptions
cache = SemanticCache(SemanticCacheOptions(
    ...,
    analytics=AnalyticsOptions(disabled=True),
))

Project details


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