← All questions
Inference & ServingMedium· Latency SLOs· Continuous Batching· Quantization· Real-time Systems

We are building a real-time coding assistant. What serv...

For a real-time coding assistant, the primary metrics for success are TTFT and per-token decode latency, rather than aggregate throughput. A recommended configuration involves using small batch sizes or continuous batching to meet tight Service Level Objectives (SLOs). Furthermore, it is essential to determine the quality floor of the model before deciding on the level of quantization aggressiveness to apply.

Code playground (Python)