feat: add directSend feature for low-latency token streaming#700
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michaelraskansky wants to merge 2 commits intoaws-samples:mainfrom
Open
feat: add directSend feature for low-latency token streaming#700michaelraskansky wants to merge 2 commits intoaws-samples:mainfrom
michaelraskansky wants to merge 2 commits intoaws-samples:mainfrom
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added 2 commits
November 19, 2025 14:01
This feature enables Lambda handlers to send tokens directly to clients via AppSync, bypassing the SNS/SQS path for improved latency. Changes: - Add directSend configuration option - Add AppSync direct send utility - Update websocket handler to support direct send - Update model interfaces (langchain, idefics) to support direct send feat: apply directSend to bedrock-agents interface Extend directSend feature to the new bedrock-agents interface to enable direct token streaming via AppSync for Bedrock Agent responses. docs: add directSend configuration documentation fix: correct import and boolean logic in websocket.py - Fix ChatbotAction import from genai_core.types instead of index - Fix DIRECT_SEND environment variable check to properly evaluate boolean value - Fix grammar in configuration prompt test: add unit tests for directSend feature - Test directSend routing logic for token vs non-token actions - Test environment variable configuration - Test AppSync mutation formatting
- Remove verbose request/response logging to reduce CloudWatch costs - Only log errors when status != 200 - Keep X-Ray tracing for observability
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Description
This PR introduces the
directSendfeature that enables Lambda handlers to send LLM tokens directly to clients via AppSync GraphQL mutations, bypassing the SNS/SQS messaging path for significantly reduced latency during streaming responses.Motivation
The default token delivery path (Lambda → SNS → SQS → WebSocket) introduces unnecessary latency for streaming LLM responses. By sending tokens directly via AppSync, we achieve:
Changes
Core Implementation
directSend?: booleantoSystemConfig(default:false)appsync.pymodule with SigV4-authenticated GraphQL mutationswebsocket.pyto routeLLM_NEW_TOKENactions based onDIRECT_SENDenv varFiles Changed (11)
cli/magic-config.ts- Configuration wizard supportlib/shared/types.ts- Type definitionlib/shared/layers/python-sdk/python/genai_core/utils/appsync.py- NEW: Direct send implementationlib/shared/layers/python-sdk/python/genai_core/utils/websocket.py- Routing logiclib/model-interfaces/{langchain,idefics,bedrock-agents}/index.ts- Interface updateslib/aws-genai-llm-chatbot-stack.ts- Pass GraphQL API to interfacestests/shared/test_*.py- Unit testsTesting
Backward Compatibility
directSend: false)Deployment Notes
When enabled, Lambda functions require:
APPSYNC_ENDPOINTenvironment variableDIRECT_SEND=trueenvironment variableappsync:GraphQL(query/mutation)Checklist