Together AI performance tuning for inference, fine-tuning, and model deployment. Use when working with Together AI's OpenAI-compatible API. Trigger: "together performance tuning".
Guidance for performance tuning with Together AI inference and fine-tuning API.
base_url = 'https://api.together.xyz/v1'together Python SDK or any OpenAI client library| Error | Cause | Solution |
|---|---|---|
401 Unauthorized | Invalid API key | Check at api.together.xyz |
Model not found |
| Wrong model ID |
Use client.models.list() |
429 Rate limit | Too many requests | Implement backoff |
500 Server error | Model overloaded | Retry with backoff |
See related Together AI skills for more patterns.