技能 人工智能 Together AI大模型开发调试包

Together AI大模型开发调试包

v20260423
together-debug-bundle
本调试包为使用Together AI的OpenAI兼容API提供了全面的开发指南。它涵盖了LLM生命周期的关键环节,包括模型推理、精调和部署,支持主流开源模型。同时,它详细列出了常见的API错误代码及解决方案,帮助开发者高效解决问题,顺利完成AI项目开发。
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Together AI Debug Bundle

Overview

Guidance for debug bundle 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-debug-bundle
版本 v20260423
大小 1.43KB
更新时间 2026-04-28
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