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Deploy GPT-OSS models with Amazon Bedrock Custom Model Import

Machine Learning Blog



This article explains how to deploy OpenAI's GPT-OSS models on Amazon Bedrock using Custom Model Import while maintaining full API compatibility.

  • Amazon Bedrock Custom Model Import now supports GPT-OSS models with 20B and 120B parameters
  • GPT-OSS models use mixture-of-experts architecture for efficient reasoning and tool use
  • Complete step-by-step deployment: download model, upload to S3, import via Bedrock, invoke with OpenAI API
  • Full OpenAI Chat Completions API compatibility enables minimal code changes for migration
  • Model import typically completes in 10-15 minutes for 20B parameter models
  • Requires ~40GB local disk space, AWS CLI, Hugging Face CLI, and US East 1 region access
  • Provides enterprise benefits: cost predictability, data privacy, fine-tuning capabilities, and model control

Organizations can now deploy open-weight GPT-OSS models on AWS infrastructure with enterprise-grade security and scaling, requiring only minimal application code modifications.



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