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160 lines
4.5 KiB
Python
160 lines
4.5 KiB
Python
"""Headroom integrations with popular LLM frameworks.
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Available integrations:
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LangChain (pip install headroom[langchain]):
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- HeadroomChatModel: Drop-in wrapper for any LangChain chat model
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- HeadroomChatMessageHistory: Automatic conversation compression
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- HeadroomDocumentCompressor: Relevance-based document filtering
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- HeadroomToolWrapper: Tool output compression for agents
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- StreamingMetricsTracker: Token counting during streaming
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- HeadroomLangSmithCallbackHandler: LangSmith trace enrichment
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Agno (pip install agno):
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- HeadroomAgnoModel: Drop-in wrapper for any Agno model
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- HeadroomPreHook/HeadroomPostHook: Agent-level hooks for tracking
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- create_headroom_hooks: Convenience function to create hook pairs
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MCP (Model Context Protocol):
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- HeadroomMCPCompressor: Compress MCP tool results
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- compress_tool_result: Simple function for tool compression
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Example:
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# LangChain integration
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from headroom.integrations import HeadroomChatModel
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# or explicitly:
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from headroom.integrations.langchain import HeadroomChatModel
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# Agno integration
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from headroom.integrations.agno import HeadroomAgnoModel
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# or explicitly:
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from headroom.integrations.agno import HeadroomAgnoModel
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# MCP integration
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from headroom.integrations import compress_tool_result
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# or explicitly:
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from headroom.integrations.mcp import compress_tool_result
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"""
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# Re-export from langchain subpackage for backwards compatibility
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from .langchain import (
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# Retrievers
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CompressionMetrics,
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# Core
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HeadroomCallbackHandler,
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# Memory
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HeadroomChatMessageHistory,
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HeadroomChatModel,
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HeadroomDocumentCompressor,
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# LangSmith
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HeadroomLangSmithCallbackHandler,
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HeadroomRunnable,
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# Agents
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HeadroomToolWrapper,
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OptimizationMetrics,
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# Streaming
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StreamingMetrics,
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StreamingMetricsCallback,
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StreamingMetricsTracker,
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ToolCompressionMetrics,
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ToolMetricsCollector,
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# Provider Detection
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detect_provider,
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get_headroom_provider,
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get_model_name_from_langchain,
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get_tool_metrics,
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is_langsmith_available,
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is_langsmith_tracing_enabled,
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langchain_available,
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optimize_messages,
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reset_tool_metrics,
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track_async_streaming_response,
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track_streaming_response,
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wrap_tools_with_headroom,
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)
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# Re-export from mcp subpackage for backwards compatibility
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from .mcp import (
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DEFAULT_MCP_PROFILES,
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HeadroomMCPClientWrapper,
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HeadroomMCPCompressor,
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MCPCompressionResult,
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MCPToolProfile,
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compress_tool_result,
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compress_tool_result_with_metrics,
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create_headroom_mcp_proxy,
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)
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# Re-export from agno subpackage (optional dependency)
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try:
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from .agno import (
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HeadroomAgnoModel,
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HeadroomPostHook,
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HeadroomPreHook,
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agno_available,
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create_headroom_hooks,
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get_model_name_from_agno,
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)
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from .agno import OptimizationMetrics as AgnoOptimizationMetrics
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from .agno import get_headroom_provider as get_agno_provider
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from .agno import optimize_messages as optimize_agno_messages
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_AGNO_AVAILABLE = True
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except ImportError:
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_AGNO_AVAILABLE = False
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__all__ = [
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# LangChain Core
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"HeadroomChatModel",
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"HeadroomCallbackHandler",
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"HeadroomRunnable",
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"OptimizationMetrics",
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"optimize_messages",
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"langchain_available",
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# Provider Detection
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"detect_provider",
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"get_headroom_provider",
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"get_model_name_from_langchain",
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# Memory
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"HeadroomChatMessageHistory",
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# Retrievers
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"HeadroomDocumentCompressor",
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"CompressionMetrics",
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# Agents
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"HeadroomToolWrapper",
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"ToolCompressionMetrics",
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"ToolMetricsCollector",
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"wrap_tools_with_headroom",
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"get_tool_metrics",
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"reset_tool_metrics",
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# LangSmith
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"HeadroomLangSmithCallbackHandler",
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"is_langsmith_available",
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"is_langsmith_tracing_enabled",
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# Streaming
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"StreamingMetricsTracker",
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"StreamingMetricsCallback",
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"StreamingMetrics",
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"track_streaming_response",
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"track_async_streaming_response",
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# MCP
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"HeadroomMCPCompressor",
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"HeadroomMCPClientWrapper",
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"MCPCompressionResult",
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"MCPToolProfile",
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"compress_tool_result",
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"compress_tool_result_with_metrics",
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"create_headroom_mcp_proxy",
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"DEFAULT_MCP_PROFILES",
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# Agno
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"HeadroomAgnoModel",
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"HeadroomPreHook",
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"HeadroomPostHook",
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"agno_available",
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"create_headroom_hooks",
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"get_agno_provider",
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"get_model_name_from_agno",
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"AgnoOptimizationMetrics",
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"optimize_agno_messages",
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]
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