diff --git a/.python-version b/.python-version index 24ee5b1..c8cfe39 100644 --- a/.python-version +++ b/.python-version @@ -1 +1 @@ -3.13 +3.10 diff --git a/README.md b/README.md index 9f68a12..6af6960 100644 --- a/README.md +++ b/README.md @@ -23,12 +23,18 @@ pip install llpsdk ```python import asyncio, os import llpsdk as llp +from my_agent import create_agent + +# called when starting a conversation with a test agent +def on_start(): + # create an instance of your agent + return create_agent() # Define a callback handler for processing messages -async def on_message(annotater, msg): +async def on_message(agent, annotater, msg): # Process the prompt with your agent. # Replace this with your own processing logic. - response = msg.prompt + response = await agent.ainvoke(msg.prompt) # You must return a response return msg.reply(response) @@ -41,6 +47,7 @@ async def main(): ) # Register your message handler + client.on_start(on_start) client.on_message(on_message) try: diff --git a/examples/.env b/examples/.env index 71cfb59..cae5e9d 100644 --- a/examples/.env +++ b/examples/.env @@ -1,2 +1,3 @@ -LLP_URL="ws://localhost:4000/agent/websocket" +LLP_URL="wss://llphq.com/agent/websocket" LLP_API_KEY= +OLLAMA_API_KEY= diff --git a/examples/langchain_agent.py b/examples/langchain_agent.py new file mode 100644 index 0000000..b40a9bd --- /dev/null +++ b/examples/langchain_agent.py @@ -0,0 +1,101 @@ +"""Agent example demonstrating basic LLP SDK usage with langchain.""" +import asyncio +import llpsdk as llp +from llpsdk.langchain import LLPAnnotationMiddleware +import os +from langchain.agents import create_agent +from langchain_core.tools import tool +from langchain_ollama import ChatOllama +from dotenv import load_dotenv + +@tool +def get_weather(city: str) -> str: + """Get the current weather for a city.""" + city_lower = city.lower() + weather_data = { + "new york": "Partly cloudy, 45°F, wind 12 mph NW", + "los angeles": "Sunny, 72°F, wind 5 mph SW", + "chicago": "Overcast, 30°F, wind 20 mph N, chance of snow", + "miami": "Humid and warm, 82°F, wind 8 mph SE", + "seattle": "Rainy, 48°F, wind 10 mph W", + "denver": "Clear skies, 38°F, wind 15 mph NE", + "san francisco": "Foggy, 58°F, wind 14 mph W", + "austin": "Sunny, 68°F, wind 7 mph S", + "boston": "Cold and windy, 35°F, wind 22 mph NW", + "london": "Drizzle, 50°F, wind 11 mph SW", + } + return weather_data.get(city_lower, f"No weather data available for {city}") + +async def main() -> None: + """Run a simple agent that connects, sends presence, and sends a message.""" + load_dotenv() + platform_url = os.getenv("LLP_URL") + api_key = os.getenv("LLP_API_KEY") + ollama_key = os.getenv("OLLAMA_API_KEY") + + if platform_url is None: + raise Exception("LLP_URL env var is not defined") + + if api_key is None: + raise Exception("LLP_API_KEY env var is not defined") + + if ollama_key is None: + raise Exception("OLLAMA_API_KEY env var is not defined") + + cfg = llp.Config(platform_url=platform_url) + cfg.platform_url = platform_url + client = llp.Client("simple-agent", api_key, cfg) + + # Set up handlers + def on_start(): + model = ChatOllama( + model="gpt-oss:120b", + base_url="https://ollama.com", + api_key=ollama_key, + ) + return create_agent( + model=model, + tools=[get_weather], + middleware=[LLPAnnotationMiddleware()], + system_prompt="You are a helpful meteorologist that gives succinct responses regarding the weather for various American cities." + ) + + async def on_message(agent, annotater: llp.Annotater, msg: llp.TextMessage) -> llp.TextMessage: + if agent is not None: + result = await agent.ainvoke( + { + "messages": [{"role": "user", "content": msg.prompt}], + "message": msg, + "annotater": annotater, + } + ) + reply = result["messages"][-1].content + return msg.reply(reply) + else: + return msg.reply("I'm a helpful meteorologist!") + + # Register handlers + client.on_start(on_start) + client.on_message(on_message) + + try: + # Connect and authenticate + print("Connecting to server...") + await client.connect() + print(f"Connected!! Session ID: {client.session_id}") + + # Keep running + print("Agent running. Press Ctrl+C to exit...") + await asyncio.Event().wait() + + except KeyboardInterrupt: + print("\nShutting down...") + except Exception as e: + print(f"Error: {e}") + finally: + await client.close() + print("Disconnected.") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/simple_agent.py b/examples/simple_agent.py index 9a1a1df..d2c7591 100644 --- a/examples/simple_agent.py +++ b/examples/simple_agent.py @@ -1,6 +1,7 @@ """Agent example demonstrating basic LLP SDK usage.""" import asyncio from datetime import timedelta +from typing import Any import llpsdk as llp import os from dotenv import load_dotenv @@ -23,7 +24,7 @@ async def main() -> None: client = llp.Client("simple-agent", api_key, cfg) # Set up handlers - async def on_message(annotater: llp.Annotater, msg: llp.TextMessage) -> llp.TextMessage: + async def on_message(_agent: Any, annotater: llp.Annotater, msg: llp.TextMessage) -> llp.TextMessage: tc = msg.tool_call("get_weather", '{"city":"Seattle"}', "rainy", timedelta(seconds=1)) await annotater.annotate_tool_call(tc) return msg.reply("this is my response") diff --git a/pyproject.toml b/pyproject.toml index 993626a..d45ea82 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ license = "MIT" authors = [ { name = "Large Language Platform Inc.", email = "founders@llphq.com" } ] -requires-python = ">=3.8" +requires-python = ">=3.8.1, <4.0" dependencies = [ "websockets>=12.0", ] @@ -25,6 +25,7 @@ classifiers = [ [project.optional-dependencies] examples = [ "dotenv>=0.9.9", + "langchain-ollama>=0.1.3" ] [build-system] @@ -38,7 +39,7 @@ python_functions = ["test_*"] asyncio_mode = "auto" [tool.mypy] -python_version = "3.9" +python_version = "3.10" strict = true warn_return_any = true warn_unused_configs = true @@ -63,6 +64,7 @@ core-metadata-version = "2.3" [dependency-groups] dev = [ "black>=24.8.0", + "langchain>=0.2.17", "mypy>=1.14.1", "pytest>=8.3.5", "pytest-asyncio>=0.24.0", diff --git a/src/llpsdk/client.py b/src/llpsdk/client.py index 81e90bd..e576c07 100644 --- a/src/llpsdk/client.py +++ b/src/llpsdk/client.py @@ -16,7 +16,7 @@ NotAuthenticatedError, PlatformError, ) -from .handler import HandlerRegistry, MessageHandler, PresenceHandler +from .handler import HandlerRegistry, MessageHandler, StartHandler from .message import ( AuthenticatedResponse, AuthenticateMessage, @@ -55,6 +55,7 @@ def __init__(self, name: str, api_key: str, config: Optional[Config] = None) -> self._status_lock = asyncio.Lock() self._presence = PresenceStatus.unavailable self._presence_lock = asyncio.Lock() + self._agents: Dict[str, Any] = dict() # Message handling self._handlers = HandlerRegistry() @@ -218,22 +219,24 @@ def presence(self) -> PresenceStatus: """Get the current presence status.""" return self._presence - # Event handlers (fluent API) + # Event handlers - def on_presence(self, handler: PresenceHandler) -> None: + def on_start(self, handler: StartHandler) -> None: """ - Set the presence event handler. + Set the start event handler. This is an initializer function for when + a test agent comes online. Args: - handler: Callable to handle presence updates + handler: Callable for initializing agents that come online. + + Raises: + LLPClientError: If client is already connected - Returns: - Self for fluent chaining """ if self._status >= ConnectionStatus.CONNECTING.value: - raise LLPClientError("on_presence can not be called once client is connected.") + raise LLPClientError("on_start can not be called once client is connected.") - self._handlers.set_presence(handler) + self._handlers.set_start(handler) def on_message(self, handler: MessageHandler) -> None: """ @@ -242,8 +245,8 @@ def on_message(self, handler: MessageHandler) -> None: Args: handler: Callable to handle incoming messages - Returns: - Self for fluent chaining + Raises: + LLPClientError: If client is already connected """ if self._status >= ConnectionStatus.CONNECTING.value: raise LLPClientError("on_message can not be called once client is connected.") @@ -397,12 +400,21 @@ async def _handle_message(self, msg_dict: Dict[str, Any]) -> None: if msg_type == "presence": update = PresenceMessage.decode(msg_dict) - await self._handlers.call_presence(update) + if update.status == PresenceStatus.available: + agent = self._handlers.call_start() + if agent is not None: + self._agents[update.sender] = agent + + if update.status == PresenceStatus.unavailable: + # TODO: invoke a "stop" handler for uninitializing + del self._agents[update.sender] + return if msg_type == "message": tm = TextMessage.decode(msg_dict) - reply = await self._handlers.call_message(self, tm) + agent = self._agents.get(tm.sender) + reply = await self._handlers.call_message(agent, self, tm) if reply is not None: await self._send_async_message(reply) return diff --git a/src/llpsdk/handler.py b/src/llpsdk/handler.py index bfb447f..2ba0987 100644 --- a/src/llpsdk/handler.py +++ b/src/llpsdk/handler.py @@ -1,11 +1,10 @@ """Event handler registry for the LLP client.""" -import asyncio -from typing import Awaitable, Callable, Optional, Union +from typing import Awaitable, Callable, Optional, Any from typing import Protocol, runtime_checkable -from .message import PresenceMessage, TextMessage +from .message import TextMessage from .tool_call import ToolCall @@ -17,10 +16,8 @@ async def annotate_tool_call(self, tool_call: ToolCall) -> None: ... # Handler type signatures (supports both sync and async) -PresenceHandler = Union[ - Callable[[PresenceMessage], None], Callable[[PresenceMessage], Awaitable[None]] -] -MessageHandler = Callable[["Annotater", TextMessage], Awaitable[TextMessage]] +MessageHandler = Callable[[Any | None, "Annotater", TextMessage], Awaitable[TextMessage]] +StartHandler = Callable[[], Any] class HandlerRegistry: @@ -28,30 +25,33 @@ class HandlerRegistry: def __init__(self) -> None: """Initialize the handler registry.""" - self._on_presence: Optional[PresenceHandler] = None self._on_message: Optional[MessageHandler] = None + self._on_start: Optional[StartHandler] = None - def set_presence(self, handler: PresenceHandler) -> None: - """Set the presence event handler.""" - self._on_presence = handler + def set_start(self, handler: StartHandler) -> None: + """Set the start event handler.""" + self._on_start = handler def set_message(self, handler: MessageHandler) -> None: """Set the message event handler.""" self._on_message = handler - async def call_presence(self, update: PresenceMessage) -> None: - """Call the presence handler if set.""" - if self._on_presence is not None: - if asyncio.iscoroutinefunction(self._on_presence): - await self._on_presence(update) - else: - self._on_presence(update) + def call_start(self) -> Any | None: + """ + Call the start handler if set. + + Returns: If set, returns initial state (e.g. langchain agent instance). + """ + if self._on_start is not None: + return self._on_start() + else: + return None async def call_message( - self, annotater: Annotater, message: TextMessage + self, agent: Any | None, annotater: Annotater, message: TextMessage ) -> Optional[TextMessage]: """Call the message handler if set, passing annotater for tool call telemetry.""" if self._on_message is not None: - result = await self._on_message(annotater, message) + result = await self._on_message(agent, annotater, message) return result return None diff --git a/src/llpsdk/langchain/__init__.py b/src/llpsdk/langchain/__init__.py new file mode 100644 index 0000000..8de022c --- /dev/null +++ b/src/llpsdk/langchain/__init__.py @@ -0,0 +1,7 @@ +from .middleware import LLPState, LLPAnnotationMiddleware + +__all__ = [ + "LLPState", + "LLPAnnotationMiddleware", +] +__version__ = "0.1.0" diff --git a/src/llpsdk/langchain/middleware.py b/src/llpsdk/langchain/middleware.py new file mode 100644 index 0000000..af324a6 --- /dev/null +++ b/src/llpsdk/langchain/middleware.py @@ -0,0 +1,51 @@ +from llpsdk import TextMessage +from llpsdk.handler import Annotater +from langchain.agents.middleware import AgentState, AgentMiddleware +from langchain.messages import ToolMessage +from langchain.tools.tool_node import ToolCallRequest +from langgraph.types import Command +from typing_extensions import Required +from typing import Awaitable, Callable, Any +from datetime import timedelta +import json +import time + + +class LLPState(AgentState): + message: Required[TextMessage] + annotater: Required[Annotater] + + +class LLPAnnotationMiddleware(AgentMiddleware[LLPState]): + state_schema = LLPState + + async def awrap_tool_call( + self, + request: ToolCallRequest, + handler: Callable[[ToolCallRequest], Awaitable[ToolMessage | Command[Any]]], + ) -> ToolMessage | Command[Any]: + start = time.perf_counter() + try: + result = await handler(request) + duration = time.perf_counter() - start + tool_call = request.tool_call + msg = request.state["message"] + annotater = request.state["annotater"] + content = result.content if isinstance(result, ToolMessage) else "" + annotation = msg.tool_call( + tool_call["name"], + json.dumps(tool_call["args"]), + content, + timedelta(seconds=duration), + ) + await annotater.annotate_tool_call(annotation) + return result + except Exception as e: + tool_call = request.tool_call + msg = request.state["message"] + annotater = request.state["annotater"] + duration = time.perf_counter() - start + msg.tool_call_exception( + tool_call["name"], json.dumps(tool_call["args"]), e, timedelta(seconds=duration) + ) + raise e diff --git a/tests/test_handler.py b/tests/test_handler.py index 988408d..58ffcfa 100644 --- a/tests/test_handler.py +++ b/tests/test_handler.py @@ -22,52 +22,29 @@ async def test_async_message_handler(): registry = HandlerRegistry() calls = [] - async def async_handler(ann: Annotater, msg: TextMessage) -> TextMessage: + async def async_handler(agent: None, ann: Annotater, msg: TextMessage) -> TextMessage: calls.append(("async", msg.prompt)) return msg.reply("test") registry.set_message(async_handler) msg = TextMessage("alice", "World") msg.sender = "bob" - await registry.call_message(_annotater, msg) + await registry.call_message(None, _annotater, msg) assert len(calls) == 1 assert calls[0] == ("async", "World") - -@pytest.mark.asyncio -async def test_sync_presence_handler(): - """Test that sync presence handlers are called correctly.""" - registry = HandlerRegistry() - calls = [] - - def handler(update: PresenceMessage) -> None: - calls.append((update.sender, update.status)) - - registry.set_presence(handler) - update = PresenceMessage(sender="alice", status=PresenceStatus.available) - await registry.call_presence(update) - - assert len(calls) == 1 - assert calls[0] == ("alice", PresenceStatus.available) - - -@pytest.mark.asyncio -async def test_async_presence_handler(): - """Test that async presence handlers are called correctly.""" +def test_start_handler(): registry = HandlerRegistry() - calls = [] - - async def handler(update: PresenceMessage) -> None: - calls.append((update.sender, update.status)) - registry.set_presence(handler) - update = PresenceMessage(sender="bob", status=PresenceStatus.unavailable) - await registry.call_presence(update) + def start_handler(): + return "foo" - assert len(calls) == 1 - assert calls[0] == ("bob", PresenceStatus.unavailable) + registry.set_start(start_handler) + result = registry.call_start() + assert result is not None + assert result == "foo" @pytest.mark.asyncio async def test_no_handler_set(): @@ -75,8 +52,8 @@ async def test_no_handler_set(): registry = HandlerRegistry() # Should not raise - await registry.call_message(_annotater, TextMessage("alice", "test")) - await registry.call_presence(PresenceMessage(sender="alice", status=PresenceStatus.available)) + await registry.call_message(None, _annotater, TextMessage("alice", "test")) + registry.call_start() @pytest.mark.asyncio @@ -85,22 +62,22 @@ async def test_handler_replacement(): registry = HandlerRegistry() calls = [] - async def handler1(ann: Annotater, msg: TextMessage) -> TextMessage: + async def handler1(agent: None, ann: Annotater, msg: TextMessage) -> TextMessage: calls.append("handler1") return msg.reply("test") - async def handler2(ann: Annotater, msg: TextMessage) -> TextMessage: + async def handler2(agent: None, ann: Annotater, msg: TextMessage) -> TextMessage: calls.append("handler2") return msg.reply("test") registry.set_message(handler1) msg1 = TextMessage("alice", "test1") msg1.sender = "bob" - await registry.call_message(_annotater, msg1) + await registry.call_message(None, _annotater, msg1) registry.set_message(handler2) msg2 = TextMessage("alice", "test2") msg2.sender = "bob" - await registry.call_message(_annotater, msg2) + await registry.call_message(None, _annotater, msg2) assert calls == ["handler1", "handler2"] diff --git a/tests/test_tool_call.py b/tests/test_tool_call.py index e5bbfc4..b651fe9 100644 --- a/tests/test_tool_call.py +++ b/tests/test_tool_call.py @@ -138,14 +138,14 @@ async def annotate_tool_call(self, tool_call: ToolCall) -> None: annotater = FakeAnnotater() - async def handler(ann: Annotater, msg: TextMessage) -> TextMessage: + async def handler(agent: None, ann: Annotater, msg: TextMessage) -> TextMessage: received_annotater.append(ann) return msg.reply("ok") registry.set_message(handler) msg = TextMessage("alice", "hello") msg.sender = "bob" - await registry.call_message(annotater, msg) + await registry.call_message(None, annotater, msg) assert len(received_annotater) == 1 assert received_annotater[0] is annotater @@ -163,7 +163,7 @@ async def annotate_tool_call(self, tool_call: ToolCall) -> None: annotater = FakeAnnotater() - async def handler(ann: Annotater, msg: TextMessage) -> TextMessage: + async def handler(agent: None, ann: Annotater, msg: TextMessage) -> TextMessage: tc = msg.tool_call("lookup", "{}", "result", timedelta(milliseconds=50)) await ann.annotate_tool_call(tc) return msg.reply("done") @@ -172,7 +172,7 @@ async def handler(ann: Annotater, msg: TextMessage) -> TextMessage: msg = TextMessage("alice", "hello") msg._id = "msg-99" msg.sender = "bob" - await 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