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chore: import upstream snapshot with attribution
2026-07-13 12:03:20 +08:00

125 行
3.3 KiB
Python

"""LangChain integration for Headroom.
This package provides seamless integration with LangChain, including:
- HeadroomChatModel: Drop-in wrapper for any LangChain chat model
- HeadroomChatMessageHistory: Automatic conversation compression
- HeadroomDocumentCompressor: Relevance-based document filtering
- HeadroomToolWrapper: Tool output compression for agents
- StreamingMetricsTracker: Token counting during streaming
- HeadroomLangSmithCallbackHandler: LangSmith trace enrichment
- compress_tool_messages: LangGraph pre-model hook for ToolMessage compression
- create_compress_tool_messages_node: LangGraph node factory
Example:
from langchain_openai import ChatOpenAI
from headroom.integrations.langchain import HeadroomChatModel
# Wrap any LangChain model
llm = HeadroomChatModel(ChatOpenAI(model="gpt-4o"))
# Use like normal - optimization happens automatically
response = llm.invoke("Hello!")
Install: pip install headroom[langchain]
"""
# Agent tool wrapping
from .agents import (
HeadroomToolWrapper,
ToolCompressionMetrics,
ToolMetricsCollector,
get_tool_metrics,
reset_tool_metrics,
wrap_tools_with_headroom,
)
# Core chat model wrapper
from .chat_model import (
HeadroomCallbackHandler,
HeadroomChatModel,
HeadroomRunnable,
OptimizationMetrics,
langchain_available,
optimize_messages,
)
# LangGraph integration
from .langgraph import (
CompressToolMessagesConfig,
CompressToolMessagesResult,
ToolMessageCompressionMetrics,
compress_tool_messages,
create_compress_tool_messages_node,
)
# LangSmith integration
from .langsmith import (
HeadroomLangSmithCallbackHandler,
is_langsmith_available,
is_langsmith_tracing_enabled,
)
# Memory integration
from .memory import HeadroomChatMessageHistory
# Provider auto-detection
from .providers import (
detect_provider,
get_headroom_provider,
get_model_name_from_langchain,
)
# Retriever integration
from .retriever import CompressionMetrics, HeadroomDocumentCompressor
# Streaming metrics
from .streaming import (
StreamingMetrics,
StreamingMetricsCallback,
StreamingMetricsTracker,
track_async_streaming_response,
track_streaming_response,
)
__all__ = [
# Core
"HeadroomChatModel",
"HeadroomCallbackHandler",
"HeadroomRunnable",
"OptimizationMetrics",
"optimize_messages",
"langchain_available",
# Provider Detection
"detect_provider",
"get_headroom_provider",
"get_model_name_from_langchain",
# Memory
"HeadroomChatMessageHistory",
# Retrievers
"HeadroomDocumentCompressor",
"CompressionMetrics",
# Agents
"HeadroomToolWrapper",
"ToolCompressionMetrics",
"ToolMetricsCollector",
"wrap_tools_with_headroom",
"get_tool_metrics",
"reset_tool_metrics",
# LangGraph
"compress_tool_messages",
"create_compress_tool_messages_node",
"CompressToolMessagesConfig",
"CompressToolMessagesResult",
"ToolMessageCompressionMetrics",
# LangSmith
"HeadroomLangSmithCallbackHandler",
"is_langsmith_available",
"is_langsmith_tracing_enabled",
# Streaming
"StreamingMetricsTracker",
"StreamingMetricsCallback",
"StreamingMetrics",
"track_streaming_response",
"track_async_streaming_response",
]