Backend Performance Engineer
BerriAI
Performance Engineer
LiteLLM is an open-source LLM Gateway with 28K+ stars on GitHub and trusted by companies like NASA, Rocket Money, Samsara, Lemonade, and Adobe. We're rapidly expanding and seeking a performance engineer to help scale the platform to handle 5K RPS (Requests per second). We're based in San Francisco.
LiteLLM provides an open source Python SDK and Python FastAPI Server that allows calling 100+ LLM APIs (Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic) in the OpenAI format
We just hit $2.5M ARR and have raised a $1.6M seed round from Y Combinator, Gravity Fund and Pioneer Fund. You can find more information on our website, Github and Technical Documentation.
About the Role
We're hiring a Python performance engineer to own maximizing throughput, minimizing latency and ensuring our platform is reliable in production.
Roadmap for Performance Engineer:
- By end of this year our RPS and latency overhead should be at parity with industry benchmarks. Cover stream + non-stream for /chat/completions, /completions, /embeddings, /realtime, /audio/transcriptions
- Reduce e2e overhead latency for cache misses. Currently at 100ms-500ms - ensure we meet industry standards.
- Reduce e2e overhead latency for cache hits - ensure we meet industry benchmarks.
- Ensure overhead latency scales well when other components are added to the platform - e.g Redis, Redis Cluster, DB, Non-Admin Virtual Keys
- Ensure overhead latency scales well with payload size - 1MB prompt with streaming should be sub 100ms
- Address customer specific and pipeline specific latency issues.
- e.g. Enterprise customers reporting high overhead - this person should be able to debug these issues, get on support calls and help address any environment specific settings.
- Address paying customer memory leaks
- Enterprise clients have ongoing memory leaks that need resolution
- Longer term - should add coverage over new endpoints - /realtime, /audio/transcriptions/, /audio/speech
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