feat: Add sagemaker-rft subpackage for multi-turn RFT customer integr…#5603
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xiaoxshe wants to merge 1 commit intoaws:masterfrom
Open
feat: Add sagemaker-rft subpackage for multi-turn RFT customer integr…#5603xiaoxshe wants to merge 1 commit intoaws:masterfrom
xiaoxshe wants to merge 1 commit intoaws:masterfrom
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…ation Add new sagemaker-rft namespace subpackage providing SDK utilities for integrating customer agents with the multi-turn reinforcement fine-tuning (RFT) training platform. Components: - RolloutRequest/RolloutMetadata/InferenceParams: Pydantic contract models - RolloutFeedbackClient: Reports rollout completion and rewards to trainer - make_inference_headers/get_inference_headers: X-Metadata header utilities - set_rollout_context/clear_rollout_context: Thread-safe context management - @rft_handler: Decorator for AgentCore Runtime entrypoints - Strands adapter (wrap_model): Auto-injects headers into Strands models - LangChain adapter (create_http_clients): httpx clients with header injection Supports three integration patterns: 1. Strands + AgentCore (decorator-based, minimal changes) 2. Strands Standalone (context-based, manual reporting) 3. Custom Integration (direct header injection, any framework)
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…ation
Add new sagemaker-rft namespace subpackage providing SDK utilities for integrating customer agents with the multi-turn reinforcement fine-tuning (RFT) training platform.
Components:
Supports three integration patterns:
Issue #, if available:
Description of changes:
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