chopratejas--headroom
0ef5fcb1c5
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125 行
3.3 KiB
Python
125 行
3.3 KiB
Python
"""LangChain integration for Headroom.
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This package provides seamless integration with LangChain, including:
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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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- compress_tool_messages: LangGraph pre-model hook for ToolMessage compression
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- create_compress_tool_messages_node: LangGraph node factory
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Example:
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from langchain_openai import ChatOpenAI
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from headroom.integrations.langchain import HeadroomChatModel
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# Wrap any LangChain model
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llm = HeadroomChatModel(ChatOpenAI(model="gpt-4o"))
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# Use like normal - optimization happens automatically
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response = llm.invoke("Hello!")
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Install: pip install headroom[langchain]
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"""
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# Agent tool wrapping
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from .agents import (
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HeadroomToolWrapper,
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ToolCompressionMetrics,
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ToolMetricsCollector,
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get_tool_metrics,
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reset_tool_metrics,
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wrap_tools_with_headroom,
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)
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# Core chat model wrapper
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from .chat_model import (
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HeadroomCallbackHandler,
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HeadroomChatModel,
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HeadroomRunnable,
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OptimizationMetrics,
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langchain_available,
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optimize_messages,
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)
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# LangGraph integration
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from .langgraph import (
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CompressToolMessagesConfig,
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CompressToolMessagesResult,
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ToolMessageCompressionMetrics,
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compress_tool_messages,
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create_compress_tool_messages_node,
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)
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# LangSmith integration
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from .langsmith import (
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HeadroomLangSmithCallbackHandler,
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is_langsmith_available,
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is_langsmith_tracing_enabled,
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)
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# Memory integration
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from .memory import HeadroomChatMessageHistory
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# Provider auto-detection
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from .providers import (
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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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)
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# Retriever integration
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from .retriever import CompressionMetrics, HeadroomDocumentCompressor
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# Streaming metrics
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from .streaming import (
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StreamingMetrics,
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StreamingMetricsCallback,
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StreamingMetricsTracker,
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track_async_streaming_response,
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track_streaming_response,
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)
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__all__ = [
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# 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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# LangGraph
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"compress_tool_messages",
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"create_compress_tool_messages_node",
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"CompressToolMessagesConfig",
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"CompressToolMessagesResult",
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"ToolMessageCompressionMetrics",
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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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]
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