技能 人工智能 Together AI性能调优指南

Together AI性能调优指南

v20260423
together-performance-tuning
本技能提供关于使用Together AI平台进行性能调优、推理和模型微调的综合指南。它支持与Together AI的OpenAI兼容API工作,涵盖模型部署、使用多种开源模型(如Llama, Mixtral)以及实现高效、低成本的批量推理最佳实践。
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Together AI Performance Tuning

Overview

Guidance for performance tuning with Together AI inference and fine-tuning API.

Instructions

Key Points

  • Together AI is OpenAI-compatible: base_url = 'https://api.together.xyz/v1'
  • Use the together Python SDK or any OpenAI client library
  • Supports 100+ open-source models (Llama, Mixtral, Qwen, FLUX)
  • Fine-tuning available for supported models
  • Batch inference at 50% cost reduction

Error Handling

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

Resources

Next Steps

See related Together AI skills for more patterns.

信息
Category 人工智能
Name together-performance-tuning
版本 v20260423
大小 1.46KB
更新时间 2026-04-28
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