diff --git a/altk/core/llm/providers/auto_from_env/auto_from_env.py b/altk/core/llm/providers/auto_from_env/auto_from_env.py index 8d622c5..a334639 100644 --- a/altk/core/llm/providers/auto_from_env/auto_from_env.py +++ b/altk/core/llm/providers/auto_from_env/auto_from_env.py @@ -12,7 +12,7 @@ class AutoFromEnvLLMClient(LLMClient): Default adapter for ALTK, will determine which provider to use based on environment variables. Expects the following environment variables to be set: - - ALTK_MODEL_NAME: optional, model name, assumes litellm if ALTK_PROVIDER_NAME not set + - ALTK_MODEL_NAME: optional, model name, assumes litellm if ALTK_LLM_PROVIDER not set - ALTK_LLM_PROVIDER: optional, the corresponding name in the LLMClient registry If both are not set, client is set to None """ @@ -32,15 +32,15 @@ def __init__(self) -> None: provider_type = get_llm(provider_name) init_sig = inspect.signature(provider_type) if "model_name" in init_sig.parameters: - # make sure provider needs provider in init + # check if model_name is required for provider if not self.model_name: raise EnvironmentError( "Missing model name which is required for this provider; please set the 'ALTK_MODEL_NAME' environment variable or instantiate an appropriate LLMClient." ) self._chosen_provider = provider_type(model_name=self.model_name) + self.model_name_in_generate = True else: self._chosen_provider = provider_type() - self.model_name_in_generate = True @classmethod def provider_class(cls) -> Type[Any]: diff --git a/altk/post_tool/silent_review/silent_review.py b/altk/post_tool/silent_review/silent_review.py index f84cfa6..3f62b27 100644 --- a/altk/post_tool/silent_review/silent_review.py +++ b/altk/post_tool/silent_review/silent_review.py @@ -17,6 +17,12 @@ class BaseSilentReviewComponent(PostToolReflectionComponent): def _get_review_args(self, data: SilentReviewRunInput) -> tuple: assert isinstance(data.messages, list) and len(data.messages) > 0 + if "data" in data.messages[0]: + return ( + data.messages[0]["data"]["content"], + data.tool_spec, + data.tool_response, + ) return (data.messages[0]["content"], data.tool_spec, data.tool_response) def _run(self, data: SilentReviewRunInput) -> SilentReviewRunOutput: # type: ignore diff --git a/examples/langgraph_agent_example.py b/examples/langgraph_agent_example.py index 504ddd1..50a71ac 100644 --- a/examples/langgraph_agent_example.py +++ b/examples/langgraph_agent_example.py @@ -8,10 +8,18 @@ """ import random +import warnings +import json -from langgraph.prebuilt import create_react_agent +from langchain_anthropic import ChatAnthropic +from langgraph.graph import StateGraph, START, END from langchain_core.tools import tool from typing_extensions import Annotated +from langgraph.prebuilt import ToolNode +from langchain_core.messages import BaseMessage, HumanMessage +from langchain_core.messages.base import messages_to_dict +import operator +from typing import TypedDict, List from langgraph.prebuilt import InjectedState from altk.post_tool.silent_review.silent_review import ( @@ -23,6 +31,7 @@ from dotenv import load_dotenv load_dotenv() +warnings.filterwarnings("ignore", category=UserWarning) retries = 0 @@ -36,32 +45,78 @@ def get_weather(city: str, state: Annotated[dict, InjectedState]) -> dict[str, s else: result = {"weather": f"It's sunny and {random.randint(50, 90)}F in {city}!"} + return result + + +class AgentState(TypedDict): + messages: Annotated[List[BaseMessage], operator.add] + next: str + + +def post_tool_hook(state: AgentState) -> AgentState: + # Creates a post-tool node that reviews for silent errors + global retries + tool_response = json.loads(state["messages"][-1].content) # Use SilentReview component to check if it's a silent error review_input = SilentReviewRunInput( - messages=state["messages"], tool_response=result + messages=messages_to_dict(state["messages"]), tool_response=tool_response ) reviewer = SilentReviewForJSONDataComponent() review_result = reviewer.process(data=review_input, phase=AgentPhase.RUNTIME) - if review_result.outcome == Outcome.NOT_ACCOMPLISHED: # Agent should retry tool call if silent error was detected print("(ALTK: Silent error detected, retry the get_weather tool!)") retries += 1 - return {"weather": "!!! Silent error detected, RETRY the get_weather tool !!!"} + return { + "next": "agent", + "messages": [ + HumanMessage( + content="!!! Silent error detected, RETRY the get_weather tool !!!" + ) + ], + } else: - return result + return {"next": "final_message"} -agent = create_react_agent( - model="anthropic:claude-sonnet-4-20250514", - tools=[get_weather], - prompt="You are a helpful assistant", -) +def final_message_node(state): + return state -# Runs the agent -result = agent.invoke( - {"messages": [{"role": "user", "content": "what is the weather in sf"}]} + +tools = [get_weather] +llm = ChatAnthropic(model="claude-sonnet-4-20250514") +llm_with_tools = llm.bind_tools(tools, tool_choice="get_weather") + + +def call_model(state: AgentState): + messages = state["messages"] + response = llm_with_tools.invoke(messages) + return {"messages": [response]} + + +# creates agent with pre-tool node that conditionally goes to tool node +builder = StateGraph(AgentState) +builder.add_node("agent", call_model) +builder.add_node("call_tool", ToolNode(tools)) +builder.add_node("post_tool_hook", post_tool_hook) +builder.add_node("final_message", final_message_node) +builder.add_edge(START, "agent") +builder.add_conditional_edges( + "agent", + lambda state: "call_tool" if state["messages"][-1].tool_calls else "final_message", + {"call_tool": "call_tool", "final_message": "final_message"}, +) +builder.add_edge("call_tool", "post_tool_hook") +builder.add_conditional_edges( + "post_tool_hook", + lambda state: state["next"], + {"agent": "agent", "final_message": "final_message"}, ) +builder.add_edge("final_message", END) +agent = builder.compile() + +# Runs the agent, try running this multiple times to see the ALTK detect the silent error +result = agent.invoke({"messages": [HumanMessage(content="what is the weather in sf")]}) print(result["messages"][-1].content) if retries > 0: print(f"(get_weather was retried: {retries} times)") diff --git a/examples/langgraph_agent_example_streamlit.py b/examples/langgraph_agent_example_streamlit.py index 88722d6..b8e3a87 100644 --- a/examples/langgraph_agent_example_streamlit.py +++ b/examples/langgraph_agent_example_streamlit.py @@ -9,10 +9,18 @@ """ import random +import warnings +import json -from langgraph.prebuilt import create_react_agent +from langchain_anthropic import ChatAnthropic +from langgraph.graph import StateGraph, START, END from langchain_core.tools import tool from typing_extensions import Annotated +from langgraph.prebuilt import ToolNode +from langchain_core.messages import BaseMessage, HumanMessage +from langchain_core.messages.base import messages_to_dict +import operator +from typing import TypedDict, List from langgraph.prebuilt import InjectedState import streamlit as st @@ -24,6 +32,7 @@ from dotenv import load_dotenv +warnings.filterwarnings("ignore", category=UserWarning) load_dotenv() tool_silent_error_raised = False silent_error_raised = False @@ -42,36 +51,83 @@ def get_weather(city: str, state: Annotated[dict, InjectedState]) -> dict[str, s else: result = {"weather": f"It's sunny and {random.randint(50, 90)}F in {city}!"} + return result + + +class AgentState(TypedDict): + messages: Annotated[List[BaseMessage], operator.add] + next: str + + +def post_tool_hook(state: AgentState) -> AgentState: + # Creates a post-tool node that reviews for silent errors if use_silent_review: + global retries + tool_response = json.loads(state["messages"][-1].content) # Use SilentReview component to check if it's a silent error review_input = SilentReviewRunInput( - messages=state["messages"], tool_response=result + messages=messages_to_dict(state["messages"]), tool_response=tool_response ) reviewer = SilentReviewForJSONDataComponent() review_result = reviewer.process(data=review_input, phase=AgentPhase.RUNTIME) - if review_result.outcome == Outcome.NOT_ACCOMPLISHED: # Agent should retry tool call if silent error was detected - print("Silent error detected, retry the get_weather tool!") + print("(ALTK: Silent error detected, retry the get_weather tool!)") + retries += 1 global silent_error_raised silent_error_raised = True - retries += 1 return { - "weather": "!!! Silent error detected, RETRY the get_weather tool !!!" + "next": "agent", + "messages": [ + HumanMessage( + content="!!! Silent error detected, RETRY the get_weather tool !!!" + ) + ], } else: - return result + return {"next": "final_message"} else: - return result + return {"next": "final_message"} + +def final_message_node(state): + return state -agent = create_react_agent( - model="anthropic:claude-sonnet-4-20250514", - tools=[get_weather], - prompt="You are a helpful weather assistant.", + +tools = [get_weather] +llm = ChatAnthropic(model="claude-sonnet-4-20250514") +llm_with_tools = llm.bind_tools(tools, tool_choice="get_weather") + + +def call_model(state: AgentState): + messages = state["messages"] + response = llm_with_tools.invoke(messages) + return {"messages": [response]} + + +# creates agent with pre-tool node that conditionally goes to tool node +builder = StateGraph(AgentState) +builder.add_node("agent", call_model) +builder.add_node("call_tool", ToolNode(tools)) +builder.add_node("post_tool_hook", post_tool_hook) +builder.add_node("final_message", final_message_node) +builder.add_edge(START, "agent") +builder.add_conditional_edges( + "agent", + lambda state: "call_tool" if state["messages"][-1].tool_calls else "final_message", + {"call_tool": "call_tool", "final_message": "final_message"}, +) +builder.add_edge("call_tool", "post_tool_hook") +builder.add_conditional_edges( + "post_tool_hook", + lambda state: state["next"], + {"agent": "agent", "final_message": "final_message"}, ) +builder.add_edge("final_message", END) +agent = builder.compile() + -st.title("ALTK Chatbot example with Silent Review") +st.title("ALTK Chatbot example with Silent Error Review") st.markdown( "This demo demonstrates using the ALTK to check for silent errors on an agent. The weather service will randomly silently fail. \ \n- With Silent Error Review, the silent error is detected and then the agent is suggested to retry. \ @@ -89,10 +145,10 @@ def get_weather(city: str, state: Annotated[dict, InjectedState]) -> dict[str, s with st.chat_message("user"): st.markdown(prompt) - st.session_state.messages.append({"role": "user", "content": prompt}) + st.session_state.messages.append(HumanMessage(content=prompt)) with st.chat_message("assistant"): - inputs = {"messages": [("user", prompt)]} + inputs = {"messages": [HumanMessage(content=prompt)]} result = agent.invoke(inputs) if tool_silent_error_raised: diff --git a/examples/langgraph_agent_sparc_example.py b/examples/langgraph_agent_sparc_example.py index 7e3675d..19f862a 100644 --- a/examples/langgraph_agent_sparc_example.py +++ b/examples/langgraph_agent_sparc_example.py @@ -163,9 +163,10 @@ def call_model(state: AgentState): builder.add_edge(START, "agent") builder.add_conditional_edges( "agent", - lambda state: "tool_pre_hook" - if state["messages"][-1].tool_calls - else "final_message", + lambda state: ( + "tool_pre_hook" if state["messages"][-1].tool_calls else "final_message" + ), + {"tool_pre_hook": "tool_pre_hook", "final_message": "final_message"}, ) builder.add_conditional_edges( "tool_pre_hook", diff --git a/examples/langgraph_agent_sparc_example_streamlit.py b/examples/langgraph_agent_sparc_example_streamlit.py index 2018179..ba2a607 100644 --- a/examples/langgraph_agent_sparc_example_streamlit.py +++ b/examples/langgraph_agent_sparc_example_streamlit.py @@ -182,9 +182,9 @@ def call_model(state: AgentState): builder.add_edge(START, "agent") builder.add_conditional_edges( "agent", - lambda state: "tool_pre_hook" - if state["messages"][-1].tool_calls - else "final_message", + lambda state: ( + "tool_pre_hook" if state["messages"][-1].tool_calls else "final_message" + ), ) builder.add_conditional_edges( "tool_pre_hook", diff --git a/pyproject.toml b/pyproject.toml index d663130..b35af3a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -33,6 +33,7 @@ dependencies = [ "langchain-text-splitters>=1.0.0", "nltk>=3.9.1", "scipy>=1.15.3", + "onnxruntime==1.23.2 ; python_version == '3.10'", # last version that supports python3.10 ] description = "The Agent Lifecycle Toolkit (ALTK) is a library of components to help agent builders improve their agent with minimal integration effort and setup." diff --git a/tests/post_tool/silent_review_json_data_test.py b/tests/post_tool/silent_review_json_data_test.py index aca3a42..e7c0835 100644 --- a/tests/post_tool/silent_review_json_data_test.py +++ b/tests/post_tool/silent_review_json_data_test.py @@ -26,7 +26,7 @@ def build_test_input() -> SilentReviewRunInput: }, tool_response={ "name": "get_weather", - "result": {"city": "NYC", "temperature": "75F", "condition": "Sunny"}, + "result": {"city": "NYC"}, }, ) @@ -50,7 +50,7 @@ def test_silent_review_json(): result = middleware.process(data=data, phase=AgentPhase.RUNTIME) - # the user query is suppposed to mention a city and it doesn't. The fact that we get a response back + # the user query is suppposed to mention a temperature and it doesn't. The fact that we get a response back # could indicate the presence of a silent error which is why the outcome is 0 assert result.outcome.value == 0.0 @@ -62,6 +62,6 @@ async def test_silent_review_json_async(): middleware = SilentReviewForJSONDataComponent(config=config) result = await middleware.aprocess(data=data, phase=AgentPhase.RUNTIME) - # the user query is suppposed to mention a city and it doesn't. The fact that we get a response back + # the user query is suppposed to mention a temperature and it doesn't. The fact that we get a response back # could indicate the presence of a silent error which is why the outcome is 0 assert result.outcome.value == 0.0 diff --git a/tests/pre_llm/routing/follow_up_detection/test_follow_up.py b/tests/pre_llm/routing/follow_up_detection/test_follow_up.py index 9d05118..94280ec 100644 --- a/tests/pre_llm/routing/follow_up_detection/test_follow_up.py +++ b/tests/pre_llm/routing/follow_up_detection/test_follow_up.py @@ -66,8 +66,9 @@ def test_follow_up_detected_by_callback(caplog, llm_client): AIMessage(content="For which year?"), ], user_query="2021", - detect_follow_up=lambda messages, user_query: user_query.isdigit() - and user_query == "2021", + detect_follow_up=lambda messages, user_query: ( + user_query.isdigit() and user_query == "2021" + ), ), phase=AgentPhase.RUNTIME, ) diff --git a/tests/pre_tool/toolguard/test_toolguard_specs.py b/tests/pre_tool/toolguard/test_toolguard_specs.py index 5630ed3..f844a6d 100644 --- 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