From e0ab25ef5b7bda34a746ad1a5bdd9b61248d3038 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:11:14 +0530 Subject: [PATCH 01/20] Refactor to move routing logic to router than in team --- flo_ai/__init__.py | 1 - flo_ai/builders/yaml_builder.py | 16 ++- flo_ai/models/flo_planner.py | 4 +- flo_ai/models/flo_routed_team.py | 10 ++ flo_ai/models/flo_team.py | 196 +++------------------------- flo_ai/router/flo_linear.py | 76 +++++++++-- flo_ai/router/flo_router.py | 112 ++++++++++++---- flo_ai/router/flo_router_factory.py | 17 +++ flo_ai/router/flo_supervisor.py | 81 +++++++++--- 9 files changed, 272 insertions(+), 241 deletions(-) create mode 100644 flo_ai/models/flo_routed_team.py create mode 100644 flo_ai/router/flo_router_factory.py diff --git a/flo_ai/__init__.py b/flo_ai/__init__.py index 823c3cee..af3cb80b 100644 --- a/flo_ai/__init__.py +++ b/flo_ai/__init__.py @@ -1,7 +1,6 @@ from flo_ai.core import Flo from flo_ai.models.flo_agent import FloAgentBuilder from flo_ai.router.flo_supervisor import FloSupervisorBuilder -from flo_ai.router.flo_router import FloRouterBuilder from flo_ai.models.flo_team import FloTeamBuilder from flo_ai.state.flo_session import FloSession from flo_ai.retrievers.flo_retriever import FloRagBuilder diff --git a/flo_ai/builders/yaml_builder.py b/flo_ai/builders/yaml_builder.py index 14612b5b..3c74f875 100644 --- a/flo_ai/builders/yaml_builder.py +++ b/flo_ai/builders/yaml_builder.py @@ -5,7 +5,7 @@ from flo_ai.models.flo_executable import ExecutableFlo from flo_ai.models.flo_planner import FloPlannerBuilder from flo_ai.state.flo_session import FloSession -from flo_ai.router.flo_router import FloRouterBuilder +from flo_ai.router.flo_router_factory import FloRouterFactory from typing import Union def build_supervised_team( @@ -30,26 +30,28 @@ def parse_and_build_subteams( for agent in team.agents: flo_agent: FloAgent = create_agent(session, agent, tool_map) agents.append(flo_agent) - router = FloRouterBuilder(session, team, agents).build() flo_team = FloTeamBuilder( session=session, name=team.name, - router=router + members=agents ).build() + router = FloRouterFactory.create(session, team, flo_team) + flo_routed_team = router.build_routed_team() if team.planner is not None: - return FloPlannerBuilder(session, team.planner.name, flo_team).build() + return FloPlannerBuilder(session, team.planner.name, flo_routed_team).build() else: flo_teams = [] for subteam in team.subteams: flo_subteam = parse_and_build_subteams(session, subteam, tool_map) flo_teams.append(flo_subteam) - router = FloRouterBuilder(session, team, flo_teams).build() flo_team = FloTeamBuilder( session=session, name=team.name, - router=router + members=flo_teams ).build() - return flo_team + router = FloRouterFactory.create(session, team, flo_team) + flo_routed_team = router.build_routed_team() + return flo_routed_team def create_agent(session: FloSession, agent: AgentConfig, tool_map) -> FloAgent: tools = [tool_map[tool.name] for tool in agent.tools] diff --git a/flo_ai/models/flo_planner.py b/flo_ai/models/flo_planner.py index fba01236..f7acb418 100644 --- a/flo_ai/models/flo_planner.py +++ b/flo_ai/models/flo_planner.py @@ -5,7 +5,7 @@ from langchain_core.pydantic_v1 import BaseModel, Field from typing import Union from langgraph.graph.graph import CompiledGraph -from flo_ai.models.flo_team import FloTeam +from flo_ai.models.flo_routed_team import FloRoutedTeam from langgraph.graph import StateGraph from flo_ai.state.flo_session import FloSession from flo_ai.helpers.utils import randomize_name @@ -51,7 +51,7 @@ class FloPlannerBuilder: def __init__(self, session: FloSession, name: str, - team: FloTeam, + team: FloRoutedTeam, planner_prompt: Union[ChatPromptTemplate, None] = None, replanner_prompt: Union[ChatPromptTemplate, None] = None, llm: Union[BaseLanguageModel, None] = None) -> None: diff --git a/flo_ai/models/flo_routed_team.py b/flo_ai/models/flo_routed_team.py new file mode 100644 index 00000000..95994aaa --- /dev/null +++ b/flo_ai/models/flo_routed_team.py @@ -0,0 +1,10 @@ +from flo_ai.models.flo_executable import ExecutableFlo +from langgraph.graph.graph import CompiledGraph + +class FloRoutedTeam(ExecutableFlo): + + def __init__(self, name: str, graph: CompiledGraph) -> None: + super().__init__(name, graph) + + def draw(self, xray=True): + return self.graph.get_graph(xray=xray).draw_mermaid_png() \ No newline at end of file diff --git a/flo_ai/models/flo_team.py b/flo_ai/models/flo_team.py index 8c5fccce..4b8aaf16 100644 --- a/flo_ai/models/flo_team.py +++ b/flo_ai/models/flo_team.py @@ -1,190 +1,30 @@ -import functools -from langchain_core.messages import HumanMessage -from langgraph.graph.graph import CompiledGraph -from langgraph.graph import StateGraph, END, START -from langchain.agents import AgentExecutor - -from flo_ai.models.flo_executable import ExecutableFlo -from flo_ai.models.flo_agent import FloAgent -from flo_ai.router.flo_supervisor import FloSupervisor -from flo_ai.router.flo_linear import FloLinear -from flo_ai.constants.prompt_constants import FLO_FINISH -from flo_ai.state.flo_state import TeamFloAgentState +from flo_ai.models.flo_member import FloMember from flo_ai.state.flo_session import FloSession -from flo_ai.helpers.utils import randomize_name, agent_name_from_randomized_name -from flo_ai.router.flo_router import FloRouter -from typing import Union - -class FloAgentNode: - def __init__(self, - agent_node: functools.partial, - name: str) -> None: - self.agent_node = agent_node - self.name = name - -def teamflo_agent_node(state: TeamFloAgentState, agent: AgentExecutor, name: str): - result = agent.invoke(state) - return {"messages": [HumanMessage(content=result["output"], name=name)]} - -# The following functions interoperate between the top level graph state -# and the state of the research sub-graph -# this makes it so that the states of each graph don't get intermixed -def enter_chain(message: str, members: list[str]): - results = { - "messages": [HumanMessage(content=message)], - "team_members": ", ".join(members), - } - return results - -class FloTeam(ExecutableFlo): - def __init__(self, name: str, graph: CompiledGraph) -> None: - super().__init__(name, graph) +from flo_ai.helpers.utils import randomize_name - def draw(self, xray=True): - return self.graph.get_graph(xray=xray).draw_mermaid_png() -class FloTeamChain(): - def __init__(self, name: str, chain) -> None: - self.chain = chain +class FloTeam(): + def __init__(self, + session: FloSession, + name: str, + members: list[FloMember]) -> None: self.name = name + self.session = session + self.members = members class FloTeamBuilder: def __init__(self, session: FloSession, name: str, - router: FloRouter) -> None: + members: list[FloMember]) -> None: self.name = randomize_name(name) self.session = session - self.flo_agents = router.output.agents - self.router_type = router.kind - self.router: Union[FloSupervisor, FloLinear] = router.output - self.members = list(map(lambda x: x.name, self.flo_agents)) - - def build_node(self, flo_agent: FloAgent): - agent_func = functools.partial(teamflo_agent_node, agent=flo_agent.executor, name=flo_agent.name) - return FloAgentNode(agent_func, flo_agent.name) - - # TODO re-structure to remove routing logic into corresponding routers and keep the team logic clean - def build(self): - if self.router_type == 'linear': - if self.router.is_agent_supervisor(): - return self.build_linear_agents_graph() - else: - return self.build_linear_teams_graph() - elif self.router.is_agent_supervisor(): - return self.build_agent_supervisor_graph() - else: - return self.build_team_supervisor_graph() + self.members = members + self.member_names= list(map(lambda x: x.name, self.members)) - def router_fn(self, state: TeamFloAgentState): - next = state["next"] - conditional_map = {k: k for k in self.members} - conditional_map[FLO_FINISH] = END - self.session.append(node=next) - if self.session.is_looping(node=next): - return conditional_map[FLO_FINISH] - return conditional_map[next] - - - def build_agent_supervisor_graph(self) -> FloTeam: - flo_agent_nodes = [self.build_node(flo_agent) for flo_agent in self.flo_agents] - workflow = StateGraph(TeamFloAgentState) - for flo_agent_node in flo_agent_nodes: - workflow.add_node(flo_agent_node.name, flo_agent_node.agent_node) - workflow.add_node(self.router.name, self.router.executor) - for member in self.members: - workflow.add_edge(member, self.router.name) - - workflow.add_conditional_edges(self.router.name, self.router_fn) - - workflow.set_entry_point(self.router.name) - workflow_graph = workflow.compile() - return FloTeam(self.name, workflow_graph) - - def build_chain_for_teams(self, flo_team: FloTeam): - # TODO lets see if we can convert to members - return FloTeamChain(flo_team.name, ( - functools.partial(enter_chain, members=flo_team.graph.nodes) - | flo_team.graph - )) - - def get_last_message(self, state: TeamFloAgentState, second = None) -> str: - return state["messages"][-1].content - - - def join_graph(self, response: dict): - return {"messages": [response["messages"][-1]]} - - def build_team_supervisor_graph(self) -> FloTeam: - flo_team_entry_chains = [self.build_chain_for_teams(flo_agent) for flo_agent in self.flo_agents] - # Define the graph. - super_graph = StateGraph(TeamFloAgentState) - # First add the nodes, which will do the work - for flo_team_chain in flo_team_entry_chains: - super_graph.add_node(flo_team_chain.name, self.get_last_message | flo_team_chain.chain | self.join_graph) - super_graph.add_node(self.router.name, self.router.executor) - - for member in self.members: - super_graph.add_edge(member, self.router.name) - - super_graph.add_conditional_edges(self.router.name, self.router_fn) - - super_graph.set_entry_point(self.router.name) - super_graph = super_graph.compile() - return FloTeam(self.name, super_graph) - - def build_linear_agents_graph(self) -> FloTeam: - flo_agent_nodes = [self.build_node(flo_agent) for flo_agent in self.flo_agents] - workflow = StateGraph(TeamFloAgentState) - - for flo_agent_node in flo_agent_nodes: - agent_name = agent_name_from_randomized_name(flo_agent_node.name) - workflow.add_node(agent_name, flo_agent_node.agent_node) - - if self.router.config.edges is None: - start_node_name = agent_name_from_randomized_name(flo_agent_nodes[0].name) - end_node_name = agent_name_from_randomized_name(flo_agent_nodes[-1].name) - workflow.add_edge(START, start_node_name) - for i in range(len(flo_agent_nodes) - 1): - agent1_name = agent_name_from_randomized_name(flo_agent_nodes[i].name) - agent2_name = agent_name_from_randomized_name(flo_agent_nodes[i+1].name) - workflow.add_edge(agent1_name, agent2_name) - workflow.add_edge(end_node_name, END) - else: - config = self.router.config - workflow.add_edge(START, config.start_node) - for edge in config.edges: - workflow.add_edge(edge[0], edge[1]) - workflow.add_edge(config.end_node, END) - - workflow_graph = workflow.compile() - - return FloTeam(self.name, workflow_graph) - - def build_linear_teams_graph(self) -> FloTeam: - flo_team_entry_chains = [self.build_chain_for_teams(flo_agent) for flo_agent in self.flo_agents] - # Define the graph. - super_graph = StateGraph(TeamFloAgentState) - # First add the nodes, which will do the work - for flo_team_chain in flo_team_entry_chains: - agent_name = agent_name_from_randomized_name(flo_team_chain.name) - super_graph.add_node(agent_name, self.get_last_message | flo_team_chain.chain | self.join_graph) - - if self.router.config.edges is None: - start_node_name = agent_name_from_randomized_name(flo_team_entry_chains[0].name) - end_node_name = agent_name_from_randomized_name(flo_team_entry_chains[-1].name) - super_graph.add_edge(START, start_node_name) - for i in range(len(flo_team_entry_chains) - 1): - agent1_name = agent_name_from_randomized_name(flo_team_entry_chains[i].name) - agent2_name = agent_name_from_randomized_name(flo_team_entry_chains[i+1].name) - super_graph.add_edge(agent1_name, agent2_name) - super_graph.add_edge(end_node_name, END) - else: - config = self.router.config - super_graph.add_edge(START, config.start_node) - for edge in config.edges: - super_graph.add_edge(edge[0], edge[1]) - super_graph.add_edge(config.end_node, END) - - super_graph = super_graph.compile() - return FloTeam(self.name, super_graph) + def build(self): + return FloTeam( + name = self.name, + session=self.session, + members=self.members + ) \ No newline at end of file diff --git a/flo_ai/router/flo_linear.py b/flo_ai/router/flo_linear.py index 93ae0839..73979153 100644 --- a/flo_ai/router/flo_linear.py +++ b/flo_ai/router/flo_linear.py @@ -1,12 +1,72 @@ from flo_ai.yaml.flo_team_builder import RouterConfig from flo_ai.models.flo_member import FloMember +from flo_ai.router.flo_router import FloRouter +from langgraph.graph import StateGraph, END, START +from flo_ai.state.flo_state import TeamFloAgentState +from flo_ai.models.flo_routed_team import FloRoutedTeam +from flo_ai.models.flo_team import FloTeam +from flo_ai.state.flo_session import FloSession +from flo_ai.helpers.utils import agent_name_from_randomized_name -class FloLinear: - def __init__(self, agents: list[FloMember], config: RouterConfig): - self.agents = agents - self.name = config.name - self.config: RouterConfig = config - self.type = agents[0].type +class FloLinear(FloRouter): + + def __init__(self, session: FloSession, flo_team: FloTeam, config: RouterConfig): + super().__init__(session=session, name=config.name, + flo_team=flo_team, executor=None, config=config) + + def build_agent_graph(self): + flo_agent_nodes = [self.build_node(flo_agent) for flo_agent in self.members] + workflow = StateGraph(TeamFloAgentState) + + for flo_agent_node in flo_agent_nodes: + agent_name = agent_name_from_randomized_name(flo_agent_node.name) + workflow.add_node(agent_name, flo_agent_node.agent_node) + + if self.config.edges is None: + start_node_name = agent_name_from_randomized_name(flo_agent_nodes[0].name) + end_node_name = agent_name_from_randomized_name(flo_agent_nodes[-1].name) + workflow.add_edge(START, start_node_name) + for i in range(len(flo_agent_nodes) - 1): + agent1_name = agent_name_from_randomized_name(flo_agent_nodes[i].name) + agent2_name = agent_name_from_randomized_name(flo_agent_nodes[i+1].name) + workflow.add_edge(agent1_name, agent2_name) + workflow.add_edge(end_node_name, END) + else: + config = self.config + workflow.add_edge(START, config.start_node) + for edge in config.edges: + workflow.add_edge(edge[0], edge[1]) + workflow.add_edge(config.end_node, END) + + workflow_graph = workflow.compile() + + return FloRoutedTeam(self.flo_team.name, workflow_graph) + + def build_team_graph(self): + flo_team_entry_chains = [self.build_chain_for_teams(flo_agent) for flo_agent in self.members] + # Define the graph. + super_graph = StateGraph(TeamFloAgentState) + # First add the nodes, which will do the work + for flo_team_chain in flo_team_entry_chains: + agent_name = agent_name_from_randomized_name(flo_team_chain.name) + super_graph.add_node(agent_name, self.get_last_message | flo_team_chain.chain | self.join_graph) + + if self.config.edges is None: + start_node_name = agent_name_from_randomized_name(flo_team_entry_chains[0].name) + end_node_name = agent_name_from_randomized_name(flo_team_entry_chains[-1].name) + super_graph.add_edge(START, start_node_name) + for i in range(len(flo_team_entry_chains) - 1): + agent1_name = agent_name_from_randomized_name(flo_team_entry_chains[i].name) + agent2_name = agent_name_from_randomized_name(flo_team_entry_chains[i+1].name) + super_graph.add_edge(agent1_name, agent2_name) + super_graph.add_edge(end_node_name, END) + else: + config = self.config + super_graph.add_edge(START, config.start_node) + for edge in config.edges: + super_graph.add_edge(edge[0], edge[1]) + super_graph.add_edge(config.end_node, END) + + super_graph = super_graph.compile() + return FloRoutedTeam(self.flo_team.name, super_graph) - def is_agent_supervisor(self): - return self.type == "agent" diff --git a/flo_ai/router/flo_router.py b/flo_ai/router/flo_router.py index 54a1453d..1583f2f3 100644 --- a/flo_ai/router/flo_router.py +++ b/flo_ai/router/flo_router.py @@ -1,34 +1,98 @@ -from typing import Union, List +import functools +from abc import ABC, abstractmethod from flo_ai.state.flo_session import FloSession -from flo_ai.router.flo_supervisor import FloSupervisorBuilder, FloSupervisor -from flo_ai.router.flo_linear import FloLinear -from flo_ai.yaml.flo_team_builder import TeamConfig from flo_ai.models.flo_member import FloMember +from flo_ai.models.flo_team import FloTeam +from flo_ai.yaml.flo_team_builder import RouterConfig +from flo_ai.models.flo_routed_team import FloRoutedTeam +from flo_ai.models.flo_agent import FloAgent +from flo_ai.state.flo_state import TeamFloAgentState +from langchain.agents import AgentExecutor +from langchain_core.messages import HumanMessage +from flo_ai.constants.prompt_constants import FLO_FINISH +from langgraph.graph import END -class FloRouter: - def __init__(self, kind, router): - self.kind: str = kind - self.output: Union[FloSupervisor, FloLinear] = router +def teamflo_agent_node(state: TeamFloAgentState, agent: AgentExecutor, name: str): + result = agent.invoke(state) + return {"messages": [HumanMessage(content=result["output"], name=name)]} +class FloAgentNode: + def __init__(self, + agent_node: functools.partial, + name: str) -> None: + self.name = name + self.agent_node = agent_node -class FloRouterBuilder: - def __init__(self, - session: FloSession, - team_config: TeamConfig, - agents: list[FloMember] - ) -> None: - self.session = session - self.team_config = team_config - self.agents = agents +class FloTeamChain(): + def __init__(self, name: str, chain) -> None: + self.chain = chain + self.name = name +# this makes it so that the states of each graph don't get intermixed +def enter_chain(message: str, members: list[str]): + results = { + "messages": [HumanMessage(content=message)], + "team_members": ", ".join(members), + } + return results + + +class FloRouter(ABC): + + def __init__(self, session: FloSession, name: str, flo_team: FloTeam, executor, config: RouterConfig = None): + self.router_name = name + self.session: FloSession = session + self.flo_team: FloTeam = flo_team + self.members = flo_team.members + self.member_names = [x.name for x in flo_team.members] + self.type = flo_team.members[0].type + self.executor = executor + self.config = config + + def is_agent_supervisor(self): + return self.type == "agent" - def build(self) -> FloRouter: - if self.team_config.router.kind == 'supervisor': - router = FloSupervisorBuilder(self.session, self.team_config.router, self.agents).build() - elif self.team_config.router.kind == 'linear': - router = FloLinear(self.agents, self.team_config.router) + def build_routed_team(self) -> FloRoutedTeam: + if self.is_agent_supervisor(): + return self.build_agent_graph() else: - raise Exception("Unknown router type") + return self.build_team_graph() + + @abstractmethod + def build_agent_graph(): + pass + + @abstractmethod + def build_team_graph(): + pass + + + def get_last_message(self, state: TeamFloAgentState, second = None) -> str: + return state["messages"][-1].content + + def join_graph(self, response: dict): + return {"messages": [response["messages"][-1]]} + + def build_node(self, flo_agent: FloAgent): + agent_func = functools.partial(teamflo_agent_node, agent=flo_agent.executor, name=flo_agent.name) + return FloAgentNode(agent_func, flo_agent.name) - return FloRouter(self.team_config.router.kind, router) + def router_fn(self, state: TeamFloAgentState): + next = state["next"] + conditional_map = {k: k for k in self.member_names} + conditional_map[FLO_FINISH] = END + self.session.append(node=next) + if self.session.is_looping(node=next): + return conditional_map[FLO_FINISH] + return conditional_map[next] + + + def build_chain_for_teams(self, flo_team: FloRoutedTeam): + # TODO lets see if we can convert to members + return FloTeamChain(flo_team.name, ( + functools.partial(enter_chain, members=flo_team.graph.nodes) + | flo_team.graph + )) + + \ No newline at end of file diff --git a/flo_ai/router/flo_router_factory.py b/flo_ai/router/flo_router_factory.py new file mode 100644 index 00000000..9fd1b125 --- /dev/null +++ b/flo_ai/router/flo_router_factory.py @@ -0,0 +1,17 @@ +from flo_ai.state.flo_session import FloSession +from flo_ai.router.flo_supervisor import FloSupervisorBuilder +from flo_ai.router.flo_linear import FloLinear +from flo_ai.yaml.flo_team_builder import TeamConfig +from flo_ai.models.flo_team import FloTeam +from flo_ai.router.flo_router import FloRouter + +class FloRouterFactory: + + @staticmethod + def create(session: FloSession, team_config: TeamConfig, flo_team: FloTeam) -> FloRouter: + if team_config.router.kind == 'supervisor': + return FloSupervisorBuilder(session, team_config.router.name, flo_team).build() + elif team_config.router.kind == 'linear': + return FloLinear(session, flo_team, team_config.router) + else: + raise Exception("Unknown router type") diff --git a/flo_ai/router/flo_supervisor.py b/flo_ai/router/flo_supervisor.py index cd1704c1..c1d68713 100644 --- a/flo_ai/router/flo_supervisor.py +++ b/flo_ai/router/flo_supervisor.py @@ -3,10 +3,14 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from typing import Union -from flo_ai.models.flo_member import FloMember from flo_ai.state.flo_session import FloSession from flo_ai.constants.prompt_constants import FLO_FINISH from flo_ai.helpers.utils import randomize_name +from flo_ai.router.flo_router import FloRouter +from flo_ai.models.flo_team import FloTeam +from flo_ai.models.flo_routed_team import FloRoutedTeam +from langgraph.graph import StateGraph +from flo_ai.state.flo_state import TeamFloAgentState # TODO, maybe add description about what team members can do @@ -19,43 +23,75 @@ ) class StateUpdateComponent: - def __init__(self, name: str, session: FloSession) -> None: - self.name = name - self.inner_session = session - - def __call__(self, input): - self.inner_session.append(self.name) - return input + def __init__(self, name: str, session: FloSession) -> None: + self.name = name + self.inner_session = session + def __call__(self, input): + self.inner_session.append(self.name) + return input -class FloSupervisor: +class FloSupervisor(FloRouter): + def __init__(self, + session: FloSession, executor: LLMChain, - agents: list[FloMember], + flo_team: FloTeam, name: str) -> None: - self.executor = executor - self.agents = agents - self.name = name - self.type = agents[0].type + super().__init__( + session = session, + name = name, + flo_team = flo_team, + executor = executor + ) + + def build_agent_graph(self): + flo_agent_nodes = [self.build_node(flo_agent) for flo_agent in self.members] + workflow = StateGraph(TeamFloAgentState) + for flo_agent_node in flo_agent_nodes: + workflow.add_node(flo_agent_node.name, flo_agent_node.agent_node) + workflow.add_node(self.router_name, self.executor) + for member in self.member_names: + workflow.add_edge(member, self.router_name) + workflow.add_conditional_edges(self.router_name, self.router_fn) + workflow.set_entry_point(self.router_name) + workflow_graph = workflow.compile() + return FloRoutedTeam(self.flo_team.name, workflow_graph) + + def build_team_graph(self): + flo_team_entry_chains = [self.build_chain_for_teams(flo_agent) for flo_agent in self.members] + # Define the graph. + super_graph = StateGraph(TeamFloAgentState) + # First add the nodes, which will do the work + for flo_team_chain in flo_team_entry_chains: + super_graph.add_node(flo_team_chain.name, self.get_last_message | flo_team_chain.chain | self.join_graph) + super_graph.add_node(self.router_name, self.executor) + + for member in self.member_names: + super_graph.add_edge(member, self.router_name) + + super_graph.add_conditional_edges(self.router_name, self.router_fn) - def is_agent_supervisor(self): - return self.type == "agent" + super_graph.set_entry_point(self.router_name) + super_graph = super_graph.compile() + return FloRoutedTeam(self.flo_team.name, super_graph) class FloSupervisorBuilder: def __init__(self, session: FloSession, name: str, - reportees: list[FloMember], + flo_team: FloTeam, supervisor_prompt: Union[ChatPromptTemplate, None] = None, llm: Union[BaseLanguageModel, None] = None) -> None: # TODO add validation for reporteess self.name = randomize_name(name) self.session = session self.llm = llm if llm is not None else session.llm - self.agents = reportees - self.members = [agent.name for agent in reportees] + self.flo_team = flo_team + self.agents = flo_team.members + self.members = [agent.name for agent in flo_team.members] self.options = self.members + [FLO_FINISH] - member_type = "workers" if reportees[0].type == "agent" else "team members" + member_type = "workers" if flo_team.members[0].type == "agent" else "team members" self.supervisor_prompt = ChatPromptTemplate.from_messages( [ ("system", supervisor_system_message), @@ -94,4 +130,7 @@ def build(self): | StateUpdateComponent(self.name, self.session) ) - return FloSupervisor(chain, self.agents, self.name) \ No newline at end of file + return FloSupervisor(executor = chain, + flo_team=self.flo_team, + name=self.name, + session=self.session) \ No newline at end of file From d50d281938337100aed08b7106b4d57f36c14dc3 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:19:07 +0530 Subject: [PATCH 02/20] Randomize linear router and ignore png --- .gitignore | 3 ++- flo_ai/router/flo_linear.py | 5 ++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/.gitignore b/.gitignore index 633b7e66..3ae125bc 100644 --- a/.gitignore +++ b/.gitignore @@ -10,4 +10,5 @@ dataset .deepeval-cache.json bin .DS_Store -*.sql \ No newline at end of file +*.sql +*.png \ No newline at end of file diff --git a/flo_ai/router/flo_linear.py b/flo_ai/router/flo_linear.py index 73979153..13937197 100644 --- a/flo_ai/router/flo_linear.py +++ b/flo_ai/router/flo_linear.py @@ -1,17 +1,16 @@ from flo_ai.yaml.flo_team_builder import RouterConfig -from flo_ai.models.flo_member import FloMember from flo_ai.router.flo_router import FloRouter from langgraph.graph import StateGraph, END, START from flo_ai.state.flo_state import TeamFloAgentState from flo_ai.models.flo_routed_team import FloRoutedTeam from flo_ai.models.flo_team import FloTeam from flo_ai.state.flo_session import FloSession -from flo_ai.helpers.utils import agent_name_from_randomized_name +from flo_ai.helpers.utils import agent_name_from_randomized_name, randomize_name class FloLinear(FloRouter): def __init__(self, session: FloSession, flo_team: FloTeam, config: RouterConfig): - super().__init__(session=session, name=config.name, + super().__init__(session=session, name=randomize_name(config.name), flo_team=flo_team, executor=None, config=config) def build_agent_graph(self): From 24aa594a25b3d250b3bbecccd26413f316d65a39 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:28:09 +0530 Subject: [PATCH 03/20] /Users/vizsatiz/Documents/hub/flo/.venv/bin/python /Users/vizsatiz/Documents/hub/flo/examples/linear_router_team.py --- examples/email_reply_agent.ipynb | 56 ++++++++++++++++++++------------ 1 file changed, 36 insertions(+), 20 deletions(-) diff --git a/examples/email_reply_agent.ipynb b/examples/email_reply_agent.ipynb index 28c7c6cf..d8501a41 100644 --- a/examples/email_reply_agent.ipynb +++ b/examples/email_reply_agent.ipynb @@ -124,7 +124,9 @@ "output_type": "stream", "text": [ "/Users/vizsatiz/Documents/hub/flo/.venv/lib/python3.11/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from tqdm.autonotebook import tqdm, trange\n" + " from tqdm.autonotebook import tqdm, trange\n", + "/Users/vizsatiz/Documents/hub/flo/.venv/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", + " warnings.warn(\n" ] } ], @@ -160,7 +162,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -200,7 +202,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -227,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -268,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -308,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -338,14 +340,28 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n", + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "{'SupportSupervisor-0XuY9': {'next': 'TransactionFetcher-7pEar'}}\n", + "{'SupportSupervisor-6y1Aw': {'next': 'TransactionFetcher-Rchvv'}}\n", "----\n", "\n", "\n", @@ -358,45 +374,45 @@ "\n", "Hi Vishnu,\n", "\n", - "Thank you for reaching out.\n", + "Thank you for reaching out regarding the failed transaction.\n", "\n", - "The transaction with ID 12123123432, which occurred on 23/07/2024 IST, failed due to insufficient balance in the account.\n", + "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", "\n", - "If you have any further questions or need additional assistance, please feel free to ask.\n", + "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", "Best regards, \n", "Tom\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", - "{'TransactionFetcher-7pEar': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out.\\n\\nThe transaction with ID 12123123432, which occurred on 23/07/2024 IST, failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need additional assistance, please feel free to ask.\\n\\nBest regards, \\nTom', name='TransactionFetcher-7pEar')]}}\n", + "{'TransactionFetcher-Rchvv': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-Rchvv')]}}\n", "----\n", - "{'SupportSupervisor-0XuY9': {'next': 'EmailSender-YJNuR'}}\n", + "{'SupportSupervisor-6y1Aw': {'next': 'EmailSender-N1MZP'}}\n", "----\n", "\n", "\n", "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", "\u001b[32;1m\u001b[1;3m\n", - "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out.\\n\\nThe transaction with ID 12123123432, which occurred on 23/07/2024 IST, failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need additional assistance, please feel free to ask.\\n\\nBest regards,\\nTom'}`\n", + "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", "\n", "\n", "\u001b[0mSubject: Re: Failed Transaction Inquiry\n", "\n", "Hi Vishnu,\n", "\n", - "Thank you for reaching out.\n", + "Thank you for reaching out regarding the failed transaction.\n", "\n", - "The transaction with ID 12123123432, which occurred on 23/07/2024 IST, failed due to insufficient balance in the account.\n", + "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", "\n", - "If you have any further questions or need additional assistance, please feel free to ask.\n", + "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", "Best regards,\n", "Tom\n", - "\u001b[36;1m\u001b[1;3mEmail sent successfully\u001b[0m\u001b[32;1m\u001b[1;3mI have sent the email to Vishnu with the details regarding the failed transaction. If there are any further questions or additional assistance needed, Vishnu can reach out again.\u001b[0m\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully\u001b[0m\u001b[32;1m\u001b[1;3mI have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", - "{'EmailSender-YJNuR': {'messages': [HumanMessage(content='I have sent the email to Vishnu with the details regarding the failed transaction. If there are any further questions or additional assistance needed, Vishnu can reach out again.', name='EmailSender-YJNuR')]}}\n", + "{'EmailSender-N1MZP': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-N1MZP')]}}\n", "----\n", - "{'SupportSupervisor-0XuY9': {'next': 'FINISH'}}\n", + "{'SupportSupervisor-6y1Aw': {'next': 'FINISH'}}\n", "----\n" ] } From deecb3da64e2646805aa63c3916884f7ac2b4026 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:36:02 +0530 Subject: [PATCH 04/20] Created a workflow to test builds --- .github/workflows/build-project.yml | 31 +++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) create mode 100644 .github/workflows/build-project.yml diff --git a/.github/workflows/build-project.yml b/.github/workflows/build-project.yml new file mode 100644 index 00000000..e14452bb --- /dev/null +++ b/.github/workflows/build-project.yml @@ -0,0 +1,31 @@ +name: CI Build Flo-AI + +on: + pull_request: + branches: + - develop + workflow_dispatch: # Allows manual triggering from the GitHub Actions UI + +jobs: + build: + runs-on: ubuntu-latest + + steps: + - name: Checkout code + uses: actions/checkout@v3 + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.11' + + - name: Install Poetry + run: | + curl -sSL https://install.python-poetry.org | python3 - + echo "::add-path::$(python3 -m site --user-base)/bin" + + - name: Install dependencies + run: poetry install + + - name: Run tests + run: poetry build From f93dbb14528b2406afa3a619e452f2add3a79242 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:38:15 +0530 Subject: [PATCH 05/20] Fix workflow --- .github/workflows/build-project.yml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/.github/workflows/build-project.yml b/.github/workflows/build-project.yml index e14452bb..a5072c3c 100644 --- a/.github/workflows/build-project.yml +++ b/.github/workflows/build-project.yml @@ -21,11 +21,10 @@ jobs: - name: Install Poetry run: | - curl -sSL https://install.python-poetry.org | python3 - - echo "::add-path::$(python3 -m site --user-base)/bin" + curl -sSL https://install.python-poetry.org | python3 - name: Install dependencies run: poetry install - - name: Run tests + - name: Run build run: poetry build From 9d73fbb852626f619c0d50e8bc1c4b244945ed17 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:41:58 +0530 Subject: [PATCH 06/20] Fix poetry lock issue --- .github/workflows/build-project.yml | 3 + poetry.lock | 1805 ++++++++++++++------------- 2 files changed, 934 insertions(+), 874 deletions(-) diff --git a/.github/workflows/build-project.yml b/.github/workflows/build-project.yml index a5072c3c..605f5e84 100644 --- a/.github/workflows/build-project.yml +++ b/.github/workflows/build-project.yml @@ -23,6 +23,9 @@ jobs: run: | curl -sSL https://install.python-poetry.org | python3 + - name: Poetry lock + run: poetry lock + - name: Install dependencies run: poetry install diff --git a/poetry.lock b/poetry.lock index a0773783..ec0272ec 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2,98 +2,113 @@ [[package]] name = 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(>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] [metadata] lock-version = "2.0" python-versions = ">=3.10, <3.13" -content-hash = "433e3cf305f3dd7a93431d986d5f55846d6fd0e89189c6be168fdf48349845aa" +content-hash = "9f00e7cf4f05adbe379fe2a310b72f64de6133237e7303372bbe1273f43519ef" From d2ed43f1c96d79f61969b138c16dd47d85cf6f05 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 16:17:35 +0530 Subject: [PATCH 07/20] Adding example for linear routing team --- examples/linear_router_example.ipynb | 304 +++++++++++++++++++++++++++ examples/linear_router_team.py | 52 +++-- 2 files changed, 338 insertions(+), 18 deletions(-) create mode 100644 examples/linear_router_example.ipynb diff --git a/examples/linear_router_example.ipynb b/examples/linear_router_example.ipynb new file mode 100644 index 00000000..87309d96 --- /dev/null +++ b/examples/linear_router_example.ipynb @@ -0,0 +1,304 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from flo_ai import Flo\n", + "from flo_ai import FloSession\n", + "from langchain_openai import ChatOpenAI, OpenAIEmbeddings\n", + "\n", + "from dotenv import load_dotenv\n", + "load_dotenv()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Type\n", + "from langchain.pydantic_v1 import BaseModel, Field\n", + "from langchain.tools import BaseTool\n", + "\n", + "class SendEmailInput(BaseModel):\n", + " to: str = Field(description=\"Comma seperared list of users emails to which email needs to be sent\")\n", + " email: str = Field(description=\"The email text to be sent\")\n", + "\n", + "class SendEmailTool(BaseTool):\n", + " name = \"email_triage\"\n", + " description = \"useful for when you need to send an email to someone\"\n", + " args_schema: Type[BaseModel] = SendEmailInput\n", + "\n", + " def _run(\n", + " self, \n", + " email: str,\n", + " to: str\n", + " ) -> str:\n", + " print(email)\n", + " return f\"Email sent successfully to {to}\"\n", + "\n", + " async def _arun(\n", + " self, \n", + " email: str,\n", + " to: str\n", + " ) -> str:\n", + " print(email)\n", + " return f\"Email sent successfully to {to}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "llm = ChatOpenAI(temperature=0, model_name='gpt-4o')\n", + "session = FloSession(llm)\n", + "\n", + "session.register_tool(\n", + " name=\"SendEmailTool\", \n", + " tool=SendEmailTool()\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "agent_yaml = \"\"\"\n", + "apiVersion: flo/alpha-v1\n", + "kind: FloRoutedTeam\n", + "name: invite-handler\n", + "team:\n", + " name: EventInviteBot\n", + " router:\n", + " name: Sequential-Router\n", + " kind: linear\n", + " agents:\n", + " - name: EmailFriends\n", + " job: You job is to send an invite to the christmas party at my house to my friends and friends only, not collegues, invite their spouses too. Keep the email warm and friendly.\n", + " role: personal ai assistant\n", + " tools:\n", + " - name: SendEmailTool\n", + " - name: EmailColleagues\n", + " job: You job is to send an invite to the christmas party at my house to my colleagues and not friends. Keep the email formal, and DO NOT invite the spouses.\n", + " role: office ai assistant\n", + " tools:\n", + " - name: SendEmailTool\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "input_prompt = \"\"\"\n", + "Here is the list of user emails and there relations to me\n", + "\n", + "vishnu@gmail.com / friend\n", + "nk@gmail.com / friend\n", + "jk@gmail.com / colleague\n", + "ck@hotmail.com / friend\n", + "hk@gmail.com / colleague\n", + "jak@gmail.com / colleague\n", + "ck@gmail.com / friend.\n", + "\n", + "Please invite these nice folks to my christmas party\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'vishnu@gmail.com', 'email': \"Hey Vishnu,\\n\\nI hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\\n\\nLooking forward to celebrating together!\\n\\nBest,\\n[Your Name]\"}`\n", + "\n", + "\n", + "\u001b[0mHey Vishnu,\n", + "\n", + "I hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\n", + "\n", + "Looking forward to celebrating together!\n", + "\n", + "Best,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to vishnu@gmail.com\u001b[0m\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'nk@gmail.com', 'email': \"Hey NK,\\n\\nI hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\\n\\nLooking forward to celebrating together!\\n\\nBest,\\n[Your Name]\"}`\n", + "\n", + "\n", + "\u001b[0mHey NK,\n", + "\n", + "I hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\n", + "\n", + "Looking forward to celebrating together!\n", + "\n", + "Best,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to nk@gmail.com\u001b[0m\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'ck@hotmail.com', 'email': \"Hey CK,\\n\\nI hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\\n\\nLooking forward to celebrating together!\\n\\nBest,\\n[Your Name]\"}`\n", + "\n", + "\n", + "\u001b[0mHey CK,\n", + "\n", + "I hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\n", + "\n", + "Looking forward to celebrating together!\n", + "\n", + "Best,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to ck@hotmail.com\u001b[0m\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'ck@gmail.com', 'email': \"Hey CK,\\n\\nI hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\\n\\nLooking forward to celebrating together!\\n\\nBest,\\n[Your Name]\"}`\n", + "\n", + "\n", + "\u001b[0mHey CK,\n", + "\n", + "I hope this email finds you well! I'm excited to invite you and your spouse to my Christmas party at my house. It's going to be a fun and festive evening, and I'd love for you both to join us.\n", + "\n", + "Looking forward to celebrating together!\n", + "\n", + "Best,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to ck@gmail.com\u001b[0m\u001b[32;1m\u001b[1;3mAll your friends have been successfully invited to your Christmas party! 🎄✨\n", + "\n", + "If you need any further assistance, feel free to ask. Enjoy the festivities!\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "{'EmailFriends': {'messages': [HumanMessage(content='All your friends have been successfully invited to your Christmas party! 🎄✨\\n\\nIf you need any further assistance, feel free to ask. Enjoy the festivities!', name='EmailFriends-SJ0aQ')]}}\n", + "----\n", + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'jk@gmail.com', 'email': 'Dear Colleague,\\n\\nI hope this message finds you well. I am pleased to invite you to a Christmas party at my house. It would be a pleasure to have you join us for an evening of celebration and good cheer.\\n\\nDate: [Insert Date]\\nTime: [Insert Time]\\nVenue: [Insert Address]\\n\\nPlease note that this invitation is extended to you only, and not to spouses or other guests.\\n\\nLooking forward to your presence.\\n\\nBest regards,\\n[Your Name]'}`\n", + "\n", + "\n", + "\u001b[0mDear Colleague,\n", + "\n", + "I hope this message finds you well. I am pleased to invite you to a Christmas party at my house. It would be a pleasure to have you join us for an evening of celebration and good cheer.\n", + "\n", + "Date: [Insert Date]\n", + "Time: [Insert Time]\n", + "Venue: [Insert Address]\n", + "\n", + "Please note that this invitation is extended to you only, and not to spouses or other guests.\n", + "\n", + "Looking forward to your presence.\n", + "\n", + "Best regards,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to jk@gmail.com\u001b[0m\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'hk@gmail.com', 'email': 'Dear Colleague,\\n\\nI hope this message finds you well. I am pleased to invite you to a Christmas party at my house. It would be a pleasure to have you join us for an evening of celebration and good cheer.\\n\\nDate: [Insert Date]\\nTime: [Insert Time]\\nVenue: [Insert Address]\\n\\nPlease note that this invitation is extended to you only, and not to spouses or other guests.\\n\\nLooking forward to your presence.\\n\\nBest regards,\\n[Your Name]'}`\n", + "\n", + "\n", + "\u001b[0mDear Colleague,\n", + "\n", + "I hope this message finds you well. I am pleased to invite you to a Christmas party at my house. It would be a pleasure to have you join us for an evening of celebration and good cheer.\n", + "\n", + "Date: [Insert Date]\n", + "Time: [Insert Time]\n", + "Venue: [Insert Address]\n", + "\n", + "Please note that this invitation is extended to you only, and not to spouses or other guests.\n", + "\n", + "Looking forward to your presence.\n", + "\n", + "Best regards,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to hk@gmail.com\u001b[0m\u001b[32;1m\u001b[1;3m\n", + "Invoking: `email_triage` with `{'to': 'jak@gmail.com', 'email': 'Dear Colleague,\\n\\nI hope this message finds you well. I am pleased to invite you to a Christmas party at my house. It would be a pleasure to have you join us for an evening of celebration and good cheer.\\n\\nDate: [Insert Date]\\nTime: [Insert Time]\\nVenue: [Insert Address]\\n\\nPlease note that this invitation is extended to you only, and not to spouses or other guests.\\n\\nLooking forward to your presence.\\n\\nBest regards,\\n[Your Name]'}`\n", + "\n", + "\n", + "\u001b[0mDear Colleague,\n", + "\n", + "I hope this message finds you well. I am pleased to invite you to a Christmas party at my house. It would be a pleasure to have you join us for an evening of celebration and good cheer.\n", + "\n", + "Date: [Insert Date]\n", + "Time: [Insert Time]\n", + "Venue: [Insert Address]\n", + "\n", + "Please note that this invitation is extended to you only, and not to spouses or other guests.\n", + "\n", + "Looking forward to your presence.\n", + "\n", + "Best regards,\n", + "[Your Name]\n", + "\u001b[36;1m\u001b[1;3mEmail sent successfully to jak@gmail.com\u001b[0m\u001b[32;1m\u001b[1;3mAll your colleagues have been successfully invited to your Christmas party! 🎄✨\n", + "\n", + "If you need any further assistance, feel free to ask. Enjoy the festivities!\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "{'EmailColleagues': {'messages': [HumanMessage(content='All your colleagues have been successfully invited to your Christmas party! 🎄✨\\n\\nIf you need any further assistance, feel free to ask. Enjoy the festivities!', name='EmailColleagues-R2b4C')]}}\n", + "----\n" + ] + } + ], + "source": [ + "flo: Flo = Flo.build(session, yaml=agent_yaml)\n", + "for s in flo.stream(input_prompt):\n", + " if \"__end__\" not in s:\n", + " print(s)\n", + " print(\"----\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/linear_router_team.py b/examples/linear_router_team.py index 3ad5efa0..ff82750e 100644 --- a/examples/linear_router_team.py +++ b/examples/linear_router_team.py @@ -6,31 +6,47 @@ from dotenv import load_dotenv load_dotenv() +from typing import Optional, Type +from langchain.pydantic_v1 import BaseModel, Field +from langchain.tools import BaseTool, StructuredTool, tool +from langchain.callbacks.manager import ( + AsyncCallbackManagerForToolRun, + CallbackManagerForToolRun, +) + +class FetchTrxInput(BaseModel): + reference_number: str = Field(description="The transaction reference number") + +class FetchTransactionTool(BaseTool): + name = "fetch_transactions" + description = "useful for when you want to fetch the transaction details given reference number" + args_schema: Type[BaseModel] = FetchTrxInput + + def _run( + self, reference_number: str, run_manager: Optional[CallbackManagerForToolRun] = None + ) -> str: + return "The transaction happened on 23/07/2024 IST and it failed because there was not enough balance in the account" + + async def _arun( + self, reference_number: str, run_manager: Optional[AsyncCallbackManagerForToolRun] = None + ) -> str: + return "The transaction happened on 23/07/2024 IST and it failed because there was not enough balance in the account" + yaml_data = """ apiVersion: flo/alpha-v1 kind: FloRoutedTeam -name: blogging-team +name: data-processing team: - name: BloggingTeam + name: DataProcessing router: - name: linear-router + name: data-processing-pipline kind: linear - subteams: - - name: BloggingTeam - router: - name: supervisor - kind: supervisor - agents: - - name: Reasercher - job: Do a research on the internet and find articles of relevent to the topic asked by the user, always try to find the latest information on the same - tools: + agents: + - name: Reasercher + job: Do a research on the internet and find articles of relevent to the topic asked by the user, always try to find the latest information on the same + tools: - name: TavilySearchResults - - name: WritingTeam - router: - name: supervisor - kind: supervisor - agents: - - name: Blogger + - name: Blogger job: From the documents provider by the researcher write a blog of 300 words with can be readily published, make in engaging and add reference links to original blogs tools: - name: TavilySearchResults From e9dc3f803a547aea7e9f64f06028892764394f05 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 19:09:42 +0530 Subject: [PATCH 08/20] Making RAG tool builder easier --- README.md | 2 +- examples/history_aware_rag.py | 11 ++++-- flo_ai/retrievers/flo_retriever.py | 46 +++++++++++++++++++-- flo_ai/tools/flo_rag_retriver_tool.py | 57 +++++++++++++++++++++++++++ flo_ai/tools/flo_rag_tool.py | 39 ------------------ 5 files changed, 108 insertions(+), 47 deletions(-) create mode 100644 flo_ai/tools/flo_rag_retriver_tool.py delete mode 100644 flo_ai/tools/flo_rag_tool.py diff --git a/README.md b/README.md index 8a0d2f22..96a05b75 100644 --- a/README.md +++ b/README.md @@ -164,7 +164,7 @@ print(rag.invoke({ "question": "What are the documents applying for housing loan ### Making the RAG into tool -Making agentic RAG is easy in flo +Making agentic RAG tool is easy in flo ```python rag_tool = rag_builder diff --git a/examples/history_aware_rag.py b/examples/history_aware_rag.py index da2199ee..d7b882eb 100644 --- a/examples/history_aware_rag.py +++ b/examples/history_aware_rag.py @@ -8,7 +8,7 @@ load_dotenv() from flo_ai import FloSession -from flo_ai.retrievers.flo_retriever import FloRagBuilder +from flo_ai.tools.flo_rag_retriver_tool import FloRagRetriverTool db_url = os.getenv("MONGO_DB_URL") @@ -28,13 +28,16 @@ llm = ChatOpenAI(temperature=0, model_name='gpt-4o') session = FloSession(llm) -rag_builder = FloRagBuilder(session, store.as_retriever()) import logging logging.basicConfig() logging.getLogger("langchain.retrievers.multi_query").setLevel(logging.INFO) -rag_tool = rag_builder.with_multi_query().build_rag_tool(name="RAGTool", description="RAG to answer question by looking at db") -print(rag_tool.invoke({"query": "What is the interest rate on housing loans"})) +builder = FloRagRetriverTool.Builder(session, store.as_retriever()) +builder.enable_multi_query() +tool = builder.build(name="RAGTool", description="RAG to answer question by looking at db") + +# rag_tool = rag_builder.with_multi_query().build_rag_tool(name="RAGTool", description="RAG to answer question by looking at db") +print(tool.invoke({"query": "What is the interest rate on housing loans"})) diff --git a/flo_ai/retrievers/flo_retriever.py b/flo_ai/retrievers/flo_retriever.py index eba610f8..9fc4f660 100644 --- a/flo_ai/retrievers/flo_retriever.py +++ b/flo_ai/retrievers/flo_retriever.py @@ -9,11 +9,17 @@ from langchain.retrievers.document_compressors import DocumentCompressorPipeline from flo_ai.retrievers.flo_compression_pipeline import FloCompressionPipeline from langchain.tools.retriever import create_retriever_tool -from flo_ai.tools.flo_rag_tool import create_flo_rag_tool +from functools import partial +from langchain.pydantic_v1 import BaseModel, Field from langchain_core.tools import Tool +class FloRagToolInput(BaseModel): + query: str = Field(description="query to look up in retriever") + class FloRagBuilder(): - def __init__(self, session: FloSession, retriever: VectorStoreRetriever) -> None: + def __init__(self, + session: FloSession, + retriever: VectorStoreRetriever) -> None: self.session = session self.retriever = retriever self.default_prompt = ChatPromptTemplate.from_messages( @@ -104,6 +110,40 @@ def build_rag(self): def build_retriever_tool(self, name, description): return create_retriever_tool(self.retriever, name, description) + @staticmethod + def __get_rag_answer(query: str, runnable: Runnable): + result = runnable.invoke({ "question": query }) + return result["answer"].content + + @staticmethod + async def __aget_rag_answer(query: str, runnable: Runnable): + result = await runnable.ainvoke({ "question": query }) + return result["answer"].content + + @staticmethod + def __create_flo_rag_tool( + runnable_rag: Runnable, + name: str, + description: str + ) -> Tool: + func = partial( + FloRagBuilder.__get_rag_answer, + runnable=runnable_rag + ) + + afunc = partial( + FloRagBuilder.__aget_rag_answer, + runnable=runnable_rag + ) + + return Tool( + name=name, + description=description, + func=func, + coroutine=afunc, + args_schema=FloRagToolInput, + ) + def build_rag_tool(self, name, description) -> Tool: rag = self.__build_history_aware_rag() - return create_flo_rag_tool(rag, name, description) + return FloRagBuilder.__create_flo_rag_tool(rag, name, description) \ No newline at end of file diff --git a/flo_ai/tools/flo_rag_retriver_tool.py b/flo_ai/tools/flo_rag_retriver_tool.py new file mode 100644 index 00000000..24d06c15 --- /dev/null +++ b/flo_ai/tools/flo_rag_retriver_tool.py @@ -0,0 +1,57 @@ +from langchain.tools import Tool +from langchain_core.runnables import Runnable +from flo_ai.retrievers.flo_retriever import FloRagBuilder +from flo_ai.state.flo_session import FloSession +from flo_ai.retrievers.flo_compression_pipeline import FloCompressionPipeline +from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder +from langchain_core.vectorstores import VectorStoreRetriever + +class FloRagRetriverTool(): + + def __init__(self) -> None: + raise ValueError("You are supposed to use Builder, FloRagRetriverTool.Builder()") + + class Builder(): + + def __init__(self, + session: FloSession, + retriever: VectorStoreRetriever) -> None: + self.session = session + self.retriver = retriever + self.multiquery = False + self.custom_prompt: ChatPromptTemplate = None + self.extraction_pipeline: FloCompressionPipeline = None + + def add_custom_prompt(self, custom_prompt: ChatPromptTemplate): + self.custom_prompt = custom_prompt + + def add_custom_system_prompt(self, custom_system_prompt: str): + system_prompt = custom_system_prompt if custom_system_prompt is not None else """You are an assistant for question-answering tasks. + Use the following pieces of retrieved context to answer the question. + If you don't know the answer, just say that you don't know. + Use three sentences maximum and keep the answer concise.""" + self.custom_prompt = ChatPromptTemplate.from_messages( + [ + ("system", system_prompt), + MessagesPlaceholder(variable_name="chat_history"), + ("human", "{question}"), + ] + ) + + def add_extraction_pipeline(self, pipeline: FloCompressionPipeline): + self.extraction_pipeline = pipeline + + def enable_multi_query(self): + self.multiquery = True + + def build(self, name: str, description: str) -> Tool: + rag_builder = FloRagBuilder(self.session, self.retriver) + if self.custom_prompt is not None: + rag_builder.with_prompt(self.custom_prompt) + if self.multiquery: + rag_builder.with_multi_query() + if self.extraction_pipeline is not None: + rag_builder.with_compression(self.extraction_pipeline) + return rag_builder.build_rag_tool(name=name, description=description) + + diff --git a/flo_ai/tools/flo_rag_tool.py b/flo_ai/tools/flo_rag_tool.py deleted file mode 100644 index 97b3944e..00000000 --- a/flo_ai/tools/flo_rag_tool.py +++ /dev/null @@ -1,39 +0,0 @@ -from langchain.pydantic_v1 import BaseModel, Field -from langchain.tools import Tool -from langchain_core.runnables import Runnable -from functools import partial - -class FloRagToolInput(BaseModel): - query: str = Field(description="query to look up in retriever") - -def __get_rag_answer(query: str, runnable: Runnable): - result = runnable.invoke({ "question": query }) - return result["answer"].content - -async def __aget_rag_answer(query: str, runnable: Runnable): - result = await runnable.ainvoke({ "question": query }) - return result["answer"].content - -def create_flo_rag_tool( - runnable_rag: Runnable, - name: str, - description: str -) -> Tool: - func = partial( - __get_rag_answer, - runnable=runnable_rag - ) - - afunc = partial( - __aget_rag_answer, - runnable=runnable_rag - ) - - return Tool( - name=name, - description=description, - func=func, - coroutine=afunc, - args_schema=FloRagToolInput, - ) - From 110131b93f7e4fb2e3ce137d5e0eb3404b7cc793 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 20:23:30 +0530 Subject: [PATCH 09/20] Better tooling framework --- flo_ai/tools/flo_pdf_rag_tool.py | 17 +++++++++++++++++ flo_ai/tools/flo_rag_retriver_tool.py | 2 +- 2 files changed, 18 insertions(+), 1 deletion(-) create mode 100644 flo_ai/tools/flo_pdf_rag_tool.py diff --git a/flo_ai/tools/flo_pdf_rag_tool.py b/flo_ai/tools/flo_pdf_rag_tool.py new file mode 100644 index 00000000..412ff194 --- /dev/null +++ b/flo_ai/tools/flo_pdf_rag_tool.py @@ -0,0 +1,17 @@ +from langchain.tools import Tool +from langchain_core.runnables import Runnable +from flo_ai.retrievers.flo_retriever import FloRagBuilder +from flo_ai.state.flo_session import FloSession +from flo_ai.retrievers.flo_compression_pipeline import FloCompressionPipeline +from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder +from langchain_core.vectorstores import VectorStoreRetriever +from flo_ai.tools.flo_rag_retriver_tool import FloRagRetrieverTool + +class FloPDFRagTool(): + + def __init__(self) -> None: + raise ValueError("You are supposed to use Builder, FloRagRetriverTool.Builder()") + + class Builder(FloRagRetrieverTool.Builder): + def __init__(self) -> None: + super().__init__() \ No newline at end of file diff --git a/flo_ai/tools/flo_rag_retriver_tool.py b/flo_ai/tools/flo_rag_retriver_tool.py index 24d06c15..ddadbe51 100644 --- a/flo_ai/tools/flo_rag_retriver_tool.py +++ b/flo_ai/tools/flo_rag_retriver_tool.py @@ -6,7 +6,7 @@ from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from langchain_core.vectorstores import VectorStoreRetriever -class FloRagRetriverTool(): +class FloRagRetrieverTool(): def __init__(self) -> None: raise ValueError("You are supposed to use Builder, FloRagRetriverTool.Builder()") From 13e0f74e8e1f7c13655a03a6be9114bee09f8378 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Mon, 2 Sep 2024 13:23:49 +0530 Subject: [PATCH 10/20] Change to create agent factory --- flo_ai/__init__.py | 2 +- flo_ai/builders/yaml_builder.py | 37 ++++++---------- flo_ai/factory/agent_factory.py | 22 +++++++++ flo_ai/models/flo_agent.py | 64 +++++++++++++-------------- flo_ai/models/flo_binary_delegator.py | 46 +++++++++++++++++++ flo_ai/models/flo_rag.py | 6 +-- flo_ai/router/flo_supervisor.py | 3 +- flo_ai/yaml/flo_team_builder.py | 1 + 8 files changed, 119 insertions(+), 62 deletions(-) create mode 100644 flo_ai/factory/agent_factory.py create mode 100644 flo_ai/models/flo_binary_delegator.py diff --git a/flo_ai/__init__.py b/flo_ai/__init__.py index af3cb80b..3532140d 100644 --- a/flo_ai/__init__.py +++ b/flo_ai/__init__.py @@ -1,5 +1,5 @@ from flo_ai.core import Flo -from flo_ai.models.flo_agent import FloAgentBuilder +from flo_ai.models.flo_agent import FloAgent from flo_ai.router.flo_supervisor import FloSupervisorBuilder from flo_ai.models.flo_team import FloTeamBuilder from flo_ai.state.flo_session import FloSession diff --git a/flo_ai/builders/yaml_builder.py b/flo_ai/builders/yaml_builder.py index 3c74f875..e8ae0345 100644 --- a/flo_ai/builders/yaml_builder.py +++ b/flo_ai/builders/yaml_builder.py @@ -1,11 +1,12 @@ from flo_ai.models.flo_team import FloTeamBuilder -from flo_ai.models.flo_agent import FloAgentBuilder, FloAgent +from flo_ai.models.flo_agent import FloAgent from flo_ai.yaml.flo_team_builder import (FloRoutedTeamConfig, TeamConfig, AgentConfig, FloAgentConfig) from flo_ai.models.flo_executable import ExecutableFlo from flo_ai.models.flo_planner import FloPlannerBuilder from flo_ai.state.flo_session import FloSession from flo_ai.router.flo_router_factory import FloRouterFactory +from flo_ai.factory.agent_factory import AgentFactory from typing import Union def build_supervised_team( @@ -17,49 +18,39 @@ def build_supervised_team( return team elif isinstance(flo_config, FloAgentConfig): agent_config: AgentConfig = flo_config.agent - agent = create_agent(session, agent_config, session.tools) + agent = AgentFactory.create(session, agent_config, session.tools) return agent def parse_and_build_subteams( session: FloSession, - team: TeamConfig, + team_config: TeamConfig, tool_map) -> ExecutableFlo: flo_team = None - if team.agents: + if team_config.agents: agents = [] - for agent in team.agents: - flo_agent: FloAgent = create_agent(session, agent, tool_map) + for agent in team_config.agents: + flo_agent: FloAgent = AgentFactory.create(session, agent, tool_map) agents.append(flo_agent) flo_team = FloTeamBuilder( session=session, - name=team.name, + name=team_config.name, members=agents ).build() - router = FloRouterFactory.create(session, team, flo_team) + router = FloRouterFactory.create(session, team_config, flo_team) flo_routed_team = router.build_routed_team() - if team.planner is not None: - return FloPlannerBuilder(session, team.planner.name, flo_routed_team).build() + if team_config.planner is not None: + return FloPlannerBuilder(session, team_config.planner.name, flo_routed_team).build() else: flo_teams = [] - for subteam in team.subteams: + for subteam in team_config.subteams: flo_subteam = parse_and_build_subteams(session, subteam, tool_map) flo_teams.append(flo_subteam) flo_team = FloTeamBuilder( session=session, - name=team.name, + name=team_config.name, members=flo_teams ).build() - router = FloRouterFactory.create(session, team, flo_team) + router = FloRouterFactory.create(session, team_config, flo_team) flo_routed_team = router.build_routed_team() return flo_routed_team - -def create_agent(session: FloSession, agent: AgentConfig, tool_map) -> FloAgent: - tools = [tool_map[tool.name] for tool in agent.tools] - flo_agent: FloAgent = FloAgentBuilder( - session, - agent.name, - agent.job, - tools - ).build() - return flo_agent diff --git a/flo_ai/factory/agent_factory.py b/flo_ai/factory/agent_factory.py new file mode 100644 index 00000000..fc05bf6d --- /dev/null +++ b/flo_ai/factory/agent_factory.py @@ -0,0 +1,22 @@ +from flo_ai.state.flo_session import FloSession +from flo_ai.yaml.flo_team_builder import (AgentConfig) +from flo_ai.models.flo_agent import FloAgent + +class AgentFactory(): + + @staticmethod + def create(session: FloSession, agent: AgentConfig, tool_map): + return __create_agent(session, agent, tool_map) + + +def __create_agent(session: FloSession, agent: AgentConfig, tool_map) -> FloAgent: + kind = agent.kind # TODO use this to identity binary delegator agent + tools = [tool_map[tool.name] for tool in agent.tools] + flo_agent: FloAgent = FloAgent.Builder( + session, + agent.name, + agent.job, + tools + ).build() + return flo_agent + diff --git a/flo_ai/models/flo_agent.py b/flo_ai/models/flo_agent.py index 25d3dd2a..260cbb9a 100644 --- a/flo_ai/models/flo_agent.py +++ b/flo_ai/models/flo_agent.py @@ -18,37 +18,37 @@ def __init__(self, self.agent: Runnable = agent, self.executor: AgentExecutor = executor -class FloAgentBuilder: - def __init__(self, - session: FloSession, - name: str, - prompt: Union[ChatPromptTemplate, str], - tools: list[BaseTool], - verbose: bool = True, - role: Optional[str] = None, - llm: Union[BaseLanguageModel, None] = None, - return_intermediate_steps: bool = False, - handle_parsing_errors: bool = True) -> None: - self.name: str = randomize_name(name) - self.llm = llm if llm is not None else session.llm - # TODO improve to add more context of what other agents are available - system_prompts = [("system", "You are a {}".format(role)), ("system", prompt)] if role is not None else [("system", prompt)] - system_prompts.append(MessagesPlaceholder(variable_name="messages")) - system_prompts.append(MessagesPlaceholder(variable_name="agent_scratchpad")) - self.prompt: ChatPromptTemplate = ChatPromptTemplate.from_messages( - system_prompts - ) if isinstance(prompt, str) else prompt - self.tools: list[BaseTool] = tools - self.verbose = verbose - self.return_intermediate_steps = return_intermediate_steps - self.handle_parsing_errors = handle_parsing_errors + class Builder: + def __init__(self, + session: FloSession, + name: str, + prompt: Union[ChatPromptTemplate, str], + tools: list[BaseTool], + verbose: bool = True, + role: Optional[str] = None, + llm: Union[BaseLanguageModel, None] = None, + return_intermediate_steps: bool = False, + handle_parsing_errors: bool = True) -> None: + self.name: str = randomize_name(name) + self.llm = llm if llm is not None else session.llm + # TODO improve to add more context of what other agents are available + system_prompts = [("system", "You are a {}".format(role)), ("system", prompt)] if role is not None else [("system", prompt)] + system_prompts.append(MessagesPlaceholder(variable_name="messages")) + system_prompts.append(MessagesPlaceholder(variable_name="agent_scratchpad")) + self.prompt: ChatPromptTemplate = ChatPromptTemplate.from_messages( + system_prompts + ) if isinstance(prompt, str) else prompt + self.tools: list[BaseTool] = tools + self.verbose = verbose + self.return_intermediate_steps = return_intermediate_steps + self.handle_parsing_errors = handle_parsing_errors - def build(self) -> AgentExecutor: - agent = create_tool_calling_agent(self.llm, self.tools, self.prompt) - executor = AgentExecutor(agent=agent, - tools=self.tools, - verbose=self.verbose, - return_intermediate_steps=self.return_intermediate_steps, - handle_parsing_errors=self.handle_parsing_errors) - return FloAgent(agent, executor, self.name) + def build(self) -> AgentExecutor: + agent = create_tool_calling_agent(self.llm, self.tools, self.prompt) + executor = AgentExecutor(agent=agent, + tools=self.tools, + verbose=self.verbose, + return_intermediate_steps=self.return_intermediate_steps, + handle_parsing_errors=self.handle_parsing_errors) + return FloAgent(agent, executor, self.name) diff --git a/flo_ai/models/flo_binary_delegator.py b/flo_ai/models/flo_binary_delegator.py new file mode 100644 index 00000000..acf6414b --- /dev/null +++ b/flo_ai/models/flo_binary_delegator.py @@ -0,0 +1,46 @@ +from langchain.agents import AgentExecutor +from langchain_core.runnables import Runnable +from typing import Union, Optional +from langchain_core.prompts import ChatPromptTemplate +from flo_ai.state.flo_session import FloSession +from langchain_core.language_models import BaseLanguageModel +from langchain.prompts import PromptTemplate +from langchain_core.output_parsers import JsonOutputParser + +class BinaryDelegator(): + + def __init__(self, + session: FloSession, + executor: Runnable, + name: str + ) -> None: + self.session = session + self.executor = executor + self.name = name + + + class Builder(): + + def __init__(self, + session: FloSession, + name: str, + prompt: Union[ChatPromptTemplate, str], + llm: Union[BaseLanguageModel, None] = None) -> None: + + self.session = session + self.name = name + self.prompt = PromptTemplate( + template="""You are a grader assessing whether an answer is grounded in / supported by a set of facts. \n + Here are the facts: + \n ------- \n + {facts} + \n ------- \n + Here is the answer: {generation} + Give a binary score 'yes' or 'no' score to indicate whether the answer is grounded in / supported by a set of facts. \n + Provide the binary score as a JSON with a single key 'score' and no preamble or explanation.""", + input_variables=["generation", "documents"], + ) + + def build(self): + chain = self.prompt | self.session.llm | JsonOutputParser() + return BinaryDelegator(session=self.session, executor=chain, name=self.name) \ No newline at end of file diff --git a/flo_ai/models/flo_rag.py b/flo_ai/models/flo_rag.py index 8bae8394..7c73b261 100644 --- a/flo_ai/models/flo_rag.py +++ b/flo_ai/models/flo_rag.py @@ -48,13 +48,9 @@ def generate(self, state: TeamFloAgentState): question = messages[0].content docs = last_message.content - # Chain rag_chain = self.prompt | self.llm - - # Run response = rag_chain.invoke({"context": docs, "question": question}) - - return {"messages": [response] } + return { "messages": [response] } def build(self) -> FloRag: retrieve = ToolNode(self.tools) diff --git a/flo_ai/router/flo_supervisor.py b/flo_ai/router/flo_supervisor.py index c1d68713..c3e5fdc2 100644 --- a/flo_ai/router/flo_supervisor.py +++ b/flo_ai/router/flo_supervisor.py @@ -3,6 +3,7 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from typing import Union +from langchain_core.runnables import Runnable from flo_ai.state.flo_session import FloSession from flo_ai.constants.prompt_constants import FLO_FINISH from flo_ai.helpers.utils import randomize_name @@ -35,7 +36,7 @@ class FloSupervisor(FloRouter): def __init__(self, session: FloSession, - executor: LLMChain, + executor: Runnable, flo_team: FloTeam, name: str) -> None: super().__init__( diff --git a/flo_ai/yaml/flo_team_builder.py b/flo_ai/yaml/flo_team_builder.py index 69bc3e37..771930a4 100644 --- a/flo_ai/yaml/flo_team_builder.py +++ b/flo_ai/yaml/flo_team_builder.py @@ -48,6 +48,7 @@ class PlannerConfig(BaseModel): class TeamConfig(BaseModel): name: str + kind: Optional[str] agents: Optional[List[AgentConfig]] = None subteams: Optional[List['TeamConfig']] = None router: Optional[RouterConfig] = None From a655977d0c5099a4c78b94545f572877bb332b46 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Mon, 2 Sep 2024 14:06:56 +0530 Subject: [PATCH 11/20] Moving node builder out into seperate model --- flo_ai/models/flo_node.py | 47 +++++++++++++++++++++++++++++++ flo_ai/router/flo_linear.py | 6 ++-- flo_ai/router/flo_router.py | 49 ++++----------------------------- flo_ai/router/flo_supervisor.py | 5 ++-- 4 files changed, 58 insertions(+), 49 deletions(-) create mode 100644 flo_ai/models/flo_node.py diff --git a/flo_ai/models/flo_node.py b/flo_ai/models/flo_node.py new file mode 100644 index 00000000..b780c700 --- /dev/null +++ b/flo_ai/models/flo_node.py @@ -0,0 +1,47 @@ +import functools +from flo_ai.models.flo_agent import FloAgent +from flo_ai.models.flo_routed_team import FloRoutedTeam +from langchain.agents import AgentExecutor +from flo_ai.state.flo_state import TeamFloAgentState +from langchain_core.messages import HumanMessage + +class FloNode(): + + def __init__(self, + func: functools.partial, + name: str) -> None: + self.name = name + self.func = func + + class Builder(): + + @staticmethod + def teamflo_agent_node(state: TeamFloAgentState, agent: AgentExecutor, name: str): + result = agent.invoke(state) + return {"messages": [HumanMessage(content=result["output"], name=name)]} + + @staticmethod + def get_last_message(state: TeamFloAgentState) -> str: + return state["messages"][-1].content + + @staticmethod + def join_graph(response: dict): + return { "messages": [ response["messages"][-1] ] } + + @staticmethod + def teamflo_team_node( message: str, members: list[str]): + results = { + "messages": [HumanMessage(content=message)], + "team_members": ", ".join(members), + } + return results + + def build_from_agent(self, flo_agent: FloAgent): + agent_func = functools.partial(FloNode.Builder.teamflo_agent_node, agent=flo_agent.executor, name=flo_agent.name) + return FloNode(agent_func, flo_agent.name) + + def build_from_team(self, flo_team: FloRoutedTeam): + return FloNode(( + FloNode.Builder.get_last_message | functools.partial(FloNode.Builder.teamflo_team_node, members=flo_team.graph.nodes) + | flo_team.graph | FloNode.Builder.join_graph + ), flo_team.name) \ No newline at end of file diff --git a/flo_ai/router/flo_linear.py b/flo_ai/router/flo_linear.py index 13937197..0a53c487 100644 --- a/flo_ai/router/flo_linear.py +++ b/flo_ai/router/flo_linear.py @@ -19,7 +19,7 @@ def build_agent_graph(self): for flo_agent_node in flo_agent_nodes: agent_name = agent_name_from_randomized_name(flo_agent_node.name) - workflow.add_node(agent_name, flo_agent_node.agent_node) + workflow.add_node(agent_name, flo_agent_node.func) if self.config.edges is None: start_node_name = agent_name_from_randomized_name(flo_agent_nodes[0].name) @@ -42,13 +42,13 @@ def build_agent_graph(self): return FloRoutedTeam(self.flo_team.name, workflow_graph) def build_team_graph(self): - flo_team_entry_chains = [self.build_chain_for_teams(flo_agent) for flo_agent in self.members] + flo_team_entry_chains = [self.build_node_for_teams(flo_agent) for flo_agent in self.members] # Define the graph. super_graph = StateGraph(TeamFloAgentState) # First add the nodes, which will do the work for flo_team_chain in flo_team_entry_chains: agent_name = agent_name_from_randomized_name(flo_team_chain.name) - super_graph.add_node(agent_name, self.get_last_message | flo_team_chain.chain | self.join_graph) + super_graph.add_node(agent_name, flo_team_chain.func) if self.config.edges is None: start_node_name = agent_name_from_randomized_name(flo_team_entry_chains[0].name) diff --git a/flo_ai/router/flo_router.py b/flo_ai/router/flo_router.py index 1583f2f3..71333c2a 100644 --- a/flo_ai/router/flo_router.py +++ b/flo_ai/router/flo_router.py @@ -2,42 +2,15 @@ import functools from abc import ABC, abstractmethod from flo_ai.state.flo_session import FloSession -from flo_ai.models.flo_member import FloMember from flo_ai.models.flo_team import FloTeam from flo_ai.yaml.flo_team_builder import RouterConfig from flo_ai.models.flo_routed_team import FloRoutedTeam from flo_ai.models.flo_agent import FloAgent from flo_ai.state.flo_state import TeamFloAgentState -from langchain.agents import AgentExecutor -from langchain_core.messages import HumanMessage +from flo_ai.models.flo_node import FloNode from flo_ai.constants.prompt_constants import FLO_FINISH from langgraph.graph import END -def teamflo_agent_node(state: TeamFloAgentState, agent: AgentExecutor, name: str): - result = agent.invoke(state) - return {"messages": [HumanMessage(content=result["output"], name=name)]} - -class FloAgentNode: - def __init__(self, - agent_node: functools.partial, - name: str) -> None: - self.name = name - self.agent_node = agent_node - -class FloTeamChain(): - def __init__(self, name: str, chain) -> None: - self.chain = chain - self.name = name - -# this makes it so that the states of each graph don't get intermixed -def enter_chain(message: str, members: list[str]): - results = { - "messages": [HumanMessage(content=message)], - "team_members": ", ".join(members), - } - return results - - class FloRouter(ABC): def __init__(self, session: FloSession, name: str, flo_team: FloTeam, executor, config: RouterConfig = None): @@ -67,16 +40,9 @@ def build_agent_graph(): def build_team_graph(): pass - - def get_last_message(self, state: TeamFloAgentState, second = None) -> str: - return state["messages"][-1].content - - def join_graph(self, response: dict): - return {"messages": [response["messages"][-1]]} - def build_node(self, flo_agent: FloAgent): - agent_func = functools.partial(teamflo_agent_node, agent=flo_agent.executor, name=flo_agent.name) - return FloAgentNode(agent_func, flo_agent.name) + node_builder = FloNode.Builder() + return node_builder.build_from_agent(flo_agent) def router_fn(self, state: TeamFloAgentState): next = state["next"] @@ -88,11 +54,8 @@ def router_fn(self, state: TeamFloAgentState): return conditional_map[next] - def build_chain_for_teams(self, flo_team: FloRoutedTeam): - # TODO lets see if we can convert to members - return FloTeamChain(flo_team.name, ( - functools.partial(enter_chain, members=flo_team.graph.nodes) - | flo_team.graph - )) + def build_node_for_teams(self, flo_team: FloRoutedTeam): + node_builder = FloNode.Builder() + return node_builder.build_from_team(flo_team) \ No newline at end of file diff --git a/flo_ai/router/flo_supervisor.py b/flo_ai/router/flo_supervisor.py index c3e5fdc2..95d7a135 100644 --- a/flo_ai/router/flo_supervisor.py +++ b/flo_ai/router/flo_supervisor.py @@ -1,5 +1,4 @@ from langchain_core.output_parsers.openai_functions import JsonOutputFunctionsParser -from langchain.chains import LLMChain from langchain_core.language_models import BaseLanguageModel from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from typing import Union @@ -60,12 +59,12 @@ def build_agent_graph(self): return FloRoutedTeam(self.flo_team.name, workflow_graph) def build_team_graph(self): - flo_team_entry_chains = [self.build_chain_for_teams(flo_agent) for flo_agent in self.members] + flo_team_entry_chains = [self.build_node_for_teams(flo_agent) for flo_agent in self.members] # Define the graph. super_graph = StateGraph(TeamFloAgentState) # First add the nodes, which will do the work for flo_team_chain in flo_team_entry_chains: - super_graph.add_node(flo_team_chain.name, self.get_last_message | flo_team_chain.chain | self.join_graph) + super_graph.add_node(flo_team_chain.name, flo_team_chain.func) super_graph.add_node(self.router_name, self.executor) for member in self.member_names: From 772cfad2f1ab09cd50e1636d61b1dcbe15d8a7cb Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Tue, 3 Sep 2024 12:41:34 +0530 Subject: [PATCH 12/20] Implemented LLMAgent --- flo_ai/factory/agent_factory.py | 47 ++++++++++++++++++++------- flo_ai/models/flo_binary_delegator.py | 46 -------------------------- flo_ai/models/flo_executable.py | 13 +++++--- flo_ai/models/flo_llm_agent.py | 40 +++++++++++++++++++++++ flo_ai/models/flo_node.py | 13 +++++++- flo_ai/router/flo_supervisor.py | 2 +- flo_ai/yaml/flo_team_builder.py | 6 ++-- 7 files changed, 99 insertions(+), 68 deletions(-) delete mode 100644 flo_ai/models/flo_binary_delegator.py create mode 100644 flo_ai/models/flo_llm_agent.py diff --git a/flo_ai/factory/agent_factory.py b/flo_ai/factory/agent_factory.py index fc05bf6d..bcb58b02 100644 --- a/flo_ai/factory/agent_factory.py +++ b/flo_ai/factory/agent_factory.py @@ -1,22 +1,45 @@ from flo_ai.state.flo_session import FloSession from flo_ai.yaml.flo_team_builder import (AgentConfig) from flo_ai.models.flo_agent import FloAgent +from flo_ai.models.flo_llm_agent import FloLLMAgent +from enum import Enum + +class AgentKinds(Enum): + executable = "executable" + + agentic = "agentic" + llm = "llm" + class AgentFactory(): @staticmethod def create(session: FloSession, agent: AgentConfig, tool_map): - return __create_agent(session, agent, tool_map) - + kind = agent.kind + if kind is not None: + agent_kind = getattr(AgentKinds, kind, None) + if agent_kind is None: + raise ValueError(f"Agent kind cannot be {kind} !") + match(agent_kind): + case AgentKinds.llm: + return AgentFactory.__create_llm_agent(session, agent) + case AgentKinds.executable: + raise ValueError("un-supported") + return AgentFactory.__create_agentic_agent(session, agent, tool_map) -def __create_agent(session: FloSession, agent: AgentConfig, tool_map) -> FloAgent: - kind = agent.kind # TODO use this to identity binary delegator agent - tools = [tool_map[tool.name] for tool in agent.tools] - flo_agent: FloAgent = FloAgent.Builder( - session, - agent.name, - agent.job, - tools - ).build() - return flo_agent + @staticmethod + def __create_agentic_agent(session: FloSession, agent: AgentConfig, tool_map) -> FloAgent: + tools = [tool_map[tool.name] for tool in agent.tools] + flo_agent: FloAgent = FloAgent.Builder( + session, + agent.name, + agent.job, + tools + ).build() + return flo_agent + @staticmethod + def __create_llm_agent(session: FloSession, agent: AgentConfig) -> FloLLMAgent: + builder = FloLLMAgent.Builder(session, agent.name, agent.job, agent.role) + llm_agent: FloLLMAgent = builder.build() + return llm_agent \ No newline at end of file diff --git a/flo_ai/models/flo_binary_delegator.py b/flo_ai/models/flo_binary_delegator.py deleted file mode 100644 index acf6414b..00000000 --- a/flo_ai/models/flo_binary_delegator.py +++ /dev/null @@ -1,46 +0,0 @@ -from langchain.agents import AgentExecutor -from langchain_core.runnables import Runnable -from typing import Union, Optional -from langchain_core.prompts import ChatPromptTemplate -from flo_ai.state.flo_session import FloSession -from langchain_core.language_models import BaseLanguageModel -from langchain.prompts import PromptTemplate -from langchain_core.output_parsers import JsonOutputParser - -class BinaryDelegator(): - - def __init__(self, - session: FloSession, - executor: Runnable, - name: str - ) -> None: - self.session = session - self.executor = executor - self.name = name - - - class Builder(): - - def __init__(self, - session: FloSession, - name: str, - prompt: Union[ChatPromptTemplate, str], - llm: Union[BaseLanguageModel, None] = None) -> None: - - self.session = session - self.name = name - self.prompt = PromptTemplate( - template="""You are a grader assessing whether an answer is grounded in / supported by a set of facts. \n - Here are the facts: - \n ------- \n - {facts} - \n ------- \n - Here is the answer: {generation} - Give a binary score 'yes' or 'no' score to indicate whether the answer is grounded in / supported by a set of facts. \n - Provide the binary score as a JSON with a single key 'score' and no preamble or explanation.""", - input_variables=["generation", "documents"], - ) - - def build(self): - chain = self.prompt | self.session.llm | JsonOutputParser() - return BinaryDelegator(session=self.session, executor=chain, name=self.name) \ No newline at end of file diff --git a/flo_ai/models/flo_executable.py b/flo_ai/models/flo_executable.py index f60a5468..32fb101a 100644 --- a/flo_ai/models/flo_executable.py +++ b/flo_ai/models/flo_executable.py @@ -1,21 +1,24 @@ from flo_ai.models.flo_member import FloMember -from langgraph.graph.graph import CompiledGraph +from langchain_core.runnables import Runnable from langchain_core.messages import HumanMessage class ExecutableFlo(FloMember): - def __init__(self, name: str, graph: CompiledGraph, type: str = "team") -> None: + def __init__(self, + name: str, + runnable: Runnable, + type: str = "team") -> None: super().__init__(name, type) - self.graph = graph + self.runnable = runnable def stream(self, work, config = None): - return self.graph.stream({ + return self.runnable.stream({ "messages": [ HumanMessage(content=work) ] }, config) def invoke(self, work, config = None): - return self.graph.invoke({ + return self.runnable.invoke({ "messages": [ HumanMessage(content=work) ] diff --git a/flo_ai/models/flo_llm_agent.py b/flo_ai/models/flo_llm_agent.py new file mode 100644 index 00000000..a82dd083 --- /dev/null +++ b/flo_ai/models/flo_llm_agent.py @@ -0,0 +1,40 @@ +from langchain_core.tools import BaseTool +from langchain_core.runnables import Runnable +from langchain.agents import create_tool_calling_agent +from langchain_core.runnables import Runnable +from langchain_core.language_models import BaseLanguageModel +from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder +from flo_ai.helpers.utils import randomize_name +from flo_ai.models.flo_executable import ExecutableFlo +from flo_ai.state.flo_session import FloSession +from typing import Union, Optional +from langchain_core.output_parsers import StrOutputParser + +class FloLLMAgent(ExecutableFlo): + def __init__(self, + executor: Runnable, + name: str) -> None: + super().__init__(name, executor, "agent") + self.executor: Runnable = executor + + class Builder: + def __init__(self, + session: FloSession, + name: str, + prompt: Union[ChatPromptTemplate, str], + role: Optional[str] = None, + llm: Union[BaseLanguageModel, None] = None) -> None: + self.name: str = randomize_name(name) + self.llm = llm if llm is not None else session.llm + # TODO improve to add more context of what other agents are available + system_prompts = [("system", "You are a {}".format(role)), ("system", prompt)] if role is not None else [("system", prompt)] + system_prompts.append(MessagesPlaceholder(variable_name="messages")) + system_prompts.append(MessagesPlaceholder(variable_name="agent_scratchpad")) + self.prompt: ChatPromptTemplate = ChatPromptTemplate.from_messages( + system_prompts + ) if isinstance(prompt, str) else prompt + + + def build(self) -> Runnable: + executor = self.prompt | self.llm | StrOutputParser() + return FloLLMAgent(executor, self.name) diff --git a/flo_ai/models/flo_node.py b/flo_ai/models/flo_node.py index b780c700..acbdb6f0 100644 --- a/flo_ai/models/flo_node.py +++ b/flo_ai/models/flo_node.py @@ -4,6 +4,7 @@ from langchain.agents import AgentExecutor from flo_ai.state.flo_state import TeamFloAgentState from langchain_core.messages import HumanMessage +from langchain_core.runnables import Runnable class FloNode(): @@ -20,6 +21,12 @@ def teamflo_agent_node(state: TeamFloAgentState, agent: AgentExecutor, name: str result = agent.invoke(state) return {"messages": [HumanMessage(content=result["output"], name=name)]} + @staticmethod + def teamflo_tool_node(state: TeamFloAgentState, tool: Runnable, name): + # TODO see if you want to send the entire data or not + result = tool.invoke(state["messages"][-1]) + return {"messages": [HumanMessage(content=result, name=name)]} + @staticmethod def get_last_message(state: TeamFloAgentState) -> str: return state["messages"][-1].content @@ -44,4 +51,8 @@ def build_from_team(self, flo_team: FloRoutedTeam): return FloNode(( FloNode.Builder.get_last_message | functools.partial(FloNode.Builder.teamflo_team_node, members=flo_team.graph.nodes) | flo_team.graph | FloNode.Builder.join_graph - ), flo_team.name) \ No newline at end of file + ), flo_team.name) + + # TODO add type to tool + def build_from_tool(self, tool: Runnable, name: str): + return FloNode(functools.partial(FloNode.Builder.teamflo_tool_node, tool=tool, name=name)) \ No newline at end of file diff --git a/flo_ai/router/flo_supervisor.py b/flo_ai/router/flo_supervisor.py index 95d7a135..98438909 100644 --- a/flo_ai/router/flo_supervisor.py +++ b/flo_ai/router/flo_supervisor.py @@ -49,7 +49,7 @@ def build_agent_graph(self): flo_agent_nodes = [self.build_node(flo_agent) for flo_agent in self.members] workflow = StateGraph(TeamFloAgentState) for flo_agent_node in flo_agent_nodes: - workflow.add_node(flo_agent_node.name, flo_agent_node.agent_node) + workflow.add_node(flo_agent_node.name, flo_agent_node.func) workflow.add_node(self.router_name, self.executor) for member in self.member_names: workflow.add_edge(member, self.router_name) diff --git a/flo_ai/yaml/flo_team_builder.py b/flo_ai/yaml/flo_team_builder.py index 771930a4..479b103d 100644 --- a/flo_ai/yaml/flo_team_builder.py +++ b/flo_ai/yaml/flo_team_builder.py @@ -33,7 +33,7 @@ class AgentConfig(BaseModel): name: str role: Optional[str] = None kind: Optional[str] = None - job: str + job: Optional[str] = None tools: List[ToolConfig] = [] class RouterConfig(BaseModel): @@ -48,7 +48,7 @@ class PlannerConfig(BaseModel): class TeamConfig(BaseModel): name: str - kind: Optional[str] + kind: Optional[str] = None agents: Optional[List[AgentConfig]] = None subteams: Optional[List['TeamConfig']] = None router: Optional[RouterConfig] = None @@ -62,7 +62,7 @@ class FloRoutedTeamConfig(BaseModel): class FloAgentConfig(BaseModel): apiVersion: str - kind: str + kind: Optional[str] = None name: str agent: AgentConfig From 5e959d80eb9459d358bf4282185be000d8999100 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Tue, 3 Sep 2024 14:57:48 +0530 Subject: [PATCH 13/20] Test llm nodes --- examples/agent_of_flo_ai.ipynb | 211 +++++++++++++++++++++++++++++++ examples/email_reply_agent.ipynb | 20 +-- flo_ai/models/flo_llm_agent.py | 1 - flo_ai/state/flo_session.py | 6 + 4 files changed, 227 insertions(+), 11 deletions(-) create mode 100644 examples/agent_of_flo_ai.ipynb diff --git a/examples/agent_of_flo_ai.ipynb b/examples/agent_of_flo_ai.ipynb new file mode 100644 index 00000000..86d81593 --- /dev/null +++ b/examples/agent_of_flo_ai.ipynb @@ -0,0 +1,211 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from flo_ai import Flo\n", + "from flo_ai import FloSession\n", + "from langchain_openai import ChatOpenAI, OpenAIEmbeddings\n", + "\n", + "from dotenv import load_dotenv\n", + "load_dotenv()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from langchain_community.tools.tavily_search.tool import TavilySearchResults\n", + "\n", + "llm = ChatOpenAI(temperature=0, model_name='gpt-4o-mini')\n", + "session = FloSession(llm)\n", + "\n", + "session.register_tool(\n", + " name=\"InternetSearchTool\", \n", + " tool=TavilySearchResults()\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "simple_weather_checking_agent = \"\"\"\n", + "apiVersion: flo/alpha-v1\n", + "kind: FloAgent\n", + "name: weather-assistant\n", + "agent:\n", + " name: Weather Assistant\n", + " job: >\n", + " Given the city name you are capable of answering the latest whether this time of the year by searching the internet\n", + " tools:\n", + " - name: InternetSearchTool\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3m\n", + "Invoking: `tavily_search_results_json` with `{'query': 'California weather October 2023'}`\n", + "\n", + "\n", + "\u001b[0m\u001b[36;1m\u001b[1;3m[{'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'California City', 'region': 'California', 'country': 'United States of America', 'lat': 35.13, 'lon': -117.99, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1725351692, 'localtime': '2024-09-03 01:21'}, 'current': {'last_updated_epoch': 1725351300, 'last_updated': '2024-09-03 01:15', 'temp_c': 28.1, 'temp_f': 82.6, 'is_day': 0, 'condition': {'text': 'Partly cloudy', 'icon': '//cdn.weatherapi.com/weather/64x64/night/116.png', 'code': 1003}, 'wind_mph': 8.1, 'wind_kph': 13.0, 'wind_degree': 190, 'wind_dir': 'S', 'pressure_mb': 1015.0, 'pressure_in': 29.98, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 25, 'cloud': 50, 'feelslike_c': 27.0, 'feelslike_f': 80.6, 'windchill_c': 24.9, 'windchill_f': 76.8, 'heatindex_c': 24.7, 'heatindex_f': 76.4, 'dewpoint_c': 5.8, 'dewpoint_f': 42.4, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 1.0, 'gust_mph': 10.8, 'gust_kph': 17.4}}\"}, {'url': 'https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023', 'content': 'Weather reports from October 2023 in Los Angeles, California, USA with highs and lows. Sign in. News. News Home; Astronomy News; Time Zone News; Calendar & Holiday News; Newsletter; Live events. ... High & Low Weather Summary for October 2023 Temperature Humidity Pressure; High: 92 °F (Oct 5, 11:53 am) 100% (Oct 7, 9:02 am) 30.11 \"Hg (Oct 7, 9 ...'}, {'url': 'https://world-weather.info/forecast/usa/california/october-2023/', 'content': 'Detailed ⚡ California Weather Forecast for October 2023 - day/night 🌡️ temperatures, precipitations - World-Weather.info'}, {'url': 'https://www.meteoprog.com/weather/California-california/month/october/', 'content': 'California (United States) weather in October 2023 ☀️ Accurate weather forecast for California in October ⛅ Detailed forecast By month Current temperature \"near me\" Weather news ⊳ Widget of weather ⊳ Water temperature | METEOPROG'}, {'url': 'https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end', 'content': 'October heat wave could break records in California, but chance of rain awaits next week. Oct. 19, 2023. The unseasonably hot weather brings increased concern for heat-related illness, especially ...'}]\u001b[0m\u001b[32;1m\u001b[1;3mThe weather in California during October 2023 has been characterized by unseasonably warm temperatures. For instance, in Los Angeles, the high reached 92°F on October 5, and humidity levels peaked at 100% on October 7. \n", + "\n", + "Currently, in California City, the temperature is around 28.1°C (82.6°F) with partly cloudy conditions, a wind speed of 8.1 mph from the south, and a humidity level of 25%. \n", + "\n", + "There have been reports of a heat wave affecting the region, raising concerns about heat-related illnesses, but there is also a chance of rain in the upcoming week.\n", + "\n", + "For more detailed forecasts and updates, you can check the following sources:\n", + "- [Weather API](https://www.weatherapi.com/)\n", + "- [Time and Date](https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023)\n", + "- [World Weather Info](https://world-weather.info/forecast/usa/california/october-2023/)\n", + "- [Meteoprog](https://www.meteoprog.com/weather/California-california/month/october/)\n", + "- [LA Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end)\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "{'messages': [HumanMessage(content='Whats the whether in california')], 'output': 'The weather in California during October 2023 has been characterized by unseasonably warm temperatures. For instance, in Los Angeles, the high reached 92°F on October 5, and humidity levels peaked at 100% on October 7. \\n\\nCurrently, in California City, the temperature is around 28.1°C (82.6°F) with partly cloudy conditions, a wind speed of 8.1 mph from the south, and a humidity level of 25%. \\n\\nThere have been reports of a heat wave affecting the region, raising concerns about heat-related illnesses, but there is also a chance of rain in the upcoming week.\\n\\nFor more detailed forecasts and updates, you can check the following sources:\\n- [Weather API](https://www.weatherapi.com/)\\n- [Time and Date](https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023)\\n- [World Weather Info](https://world-weather.info/forecast/usa/california/october-2023/)\\n- [Meteoprog](https://www.meteoprog.com/weather/California-california/month/october/)\\n- [LA Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end)'}\n" + ] + } + ], + "source": [ + "flo = Flo.build(session, simple_weather_checking_agent)\n", + "\n", + "print(flo.invoke(\"Whats the whether in california\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "simple_ll_agent = \"\"\"\n", + "apiVersion: flo/alpha-v1\n", + "kind: FloAgent\n", + "name: llm-assistant\n", + "agent:\n", + " name: Ask llm anything\n", + " kind: llm\n", + " job: >\n", + " You are a high school maths teacher. Answer any questions the students ask \n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n" + ] + }, + { + "ename": "BadRequestError", + "evalue": "Error code: 400 - {'error': {'message': \"Invalid 'tools': empty array. Expected an array with minimum length 1, but got an empty array instead.\", 'type': 'invalid_request_error', 'param': 'tools', 'code': 'empty_array'}}", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBadRequestError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m flo \u001b[38;5;241m=\u001b[39m Flo\u001b[38;5;241m.\u001b[39mbuild(session, simple_ll_agent)\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mflo\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mWhat is pythagorus theorum\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m)\n", + "File \u001b[0;32m~/Documents/hub/flo/flo_ai/core.py:23\u001b[0m, in \u001b[0;36mFlo.invoke\u001b[0;34m(self, query, config)\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minvoke\u001b[39m(\u001b[38;5;28mself\u001b[39m, query, config \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Union[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any], Any]]:\n\u001b[0;32m---> 23\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunnable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquery\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/flo_ai/models/flo_executable.py:21\u001b[0m, in \u001b[0;36mExecutableFlo.invoke\u001b[0;34m(self, work, config)\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minvoke\u001b[39m(\u001b[38;5;28mself\u001b[39m, work, config \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m---> 21\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunnable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m 22\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m 23\u001b[0m \u001b[43m \u001b[49m\u001b[43mHumanMessage\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcontent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwork\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 25\u001b[0m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/chains/base.py:166\u001b[0m, in \u001b[0;36mChain.invoke\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 165\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_chain_error(e)\n\u001b[0;32m--> 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 167\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_chain_end(outputs)\n\u001b[1;32m 169\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m include_run_info:\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/chains/base.py:156\u001b[0m, in \u001b[0;36mChain.invoke\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 153\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_inputs(inputs)\n\u001b[1;32m 155\u001b[0m outputs \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m--> 156\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m new_arg_supported\n\u001b[1;32m 158\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(inputs)\n\u001b[1;32m 159\u001b[0m )\n\u001b[1;32m 161\u001b[0m final_outputs: Dict[\u001b[38;5;28mstr\u001b[39m, Any] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprep_outputs(\n\u001b[1;32m 162\u001b[0m inputs, outputs, return_only_outputs\n\u001b[1;32m 163\u001b[0m )\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1612\u001b[0m, in \u001b[0;36mAgentExecutor._call\u001b[0;34m(self, inputs, run_manager)\u001b[0m\n\u001b[1;32m 1610\u001b[0m \u001b[38;5;66;03m# We now enter the agent loop (until it returns something).\u001b[39;00m\n\u001b[1;32m 1611\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_should_continue(iterations, time_elapsed):\n\u001b[0;32m-> 1612\u001b[0m next_step_output \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_take_next_step\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1613\u001b[0m \u001b[43m \u001b[49m\u001b[43mname_to_tool_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1614\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor_mapping\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1615\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1616\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1617\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1618\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1619\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(next_step_output, AgentFinish):\n\u001b[1;32m 1620\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_return(\n\u001b[1;32m 1621\u001b[0m next_step_output, intermediate_steps, run_manager\u001b[38;5;241m=\u001b[39mrun_manager\n\u001b[1;32m 1622\u001b[0m )\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1318\u001b[0m, in \u001b[0;36mAgentExecutor._take_next_step\u001b[0;34m(self, name_to_tool_map, color_mapping, inputs, intermediate_steps, run_manager)\u001b[0m\n\u001b[1;32m 1309\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_take_next_step\u001b[39m(\n\u001b[1;32m 1310\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1311\u001b[0m name_to_tool_map: Dict[\u001b[38;5;28mstr\u001b[39m, BaseTool],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1315\u001b[0m run_manager: Optional[CallbackManagerForChainRun] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1316\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[AgentFinish, List[Tuple[AgentAction, \u001b[38;5;28mstr\u001b[39m]]]:\n\u001b[1;32m 1317\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_consume_next_step(\n\u001b[0;32m-> 1318\u001b[0m \u001b[43m[\u001b[49m\n\u001b[1;32m 1319\u001b[0m \u001b[43m \u001b[49m\u001b[43ma\u001b[49m\n\u001b[1;32m 1320\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_iter_next_step\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1321\u001b[0m \u001b[43m \u001b[49m\u001b[43mname_to_tool_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1322\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor_mapping\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1323\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1324\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1325\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1326\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1327\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 1328\u001b[0m )\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1318\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1309\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_take_next_step\u001b[39m(\n\u001b[1;32m 1310\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1311\u001b[0m name_to_tool_map: Dict[\u001b[38;5;28mstr\u001b[39m, BaseTool],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1315\u001b[0m run_manager: Optional[CallbackManagerForChainRun] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1316\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[AgentFinish, List[Tuple[AgentAction, \u001b[38;5;28mstr\u001b[39m]]]:\n\u001b[1;32m 1317\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_consume_next_step(\n\u001b[0;32m-> 1318\u001b[0m \u001b[43m[\u001b[49m\n\u001b[1;32m 1319\u001b[0m \u001b[43m \u001b[49m\u001b[43ma\u001b[49m\n\u001b[1;32m 1320\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_iter_next_step\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1321\u001b[0m \u001b[43m \u001b[49m\u001b[43mname_to_tool_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1322\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor_mapping\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1323\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1324\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1325\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1326\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1327\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 1328\u001b[0m )\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1346\u001b[0m, in \u001b[0;36mAgentExecutor._iter_next_step\u001b[0;34m(self, name_to_tool_map, color_mapping, inputs, intermediate_steps, run_manager)\u001b[0m\n\u001b[1;32m 1343\u001b[0m intermediate_steps \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prepare_intermediate_steps(intermediate_steps)\n\u001b[1;32m 1345\u001b[0m \u001b[38;5;66;03m# Call the LLM to see what to do.\u001b[39;00m\n\u001b[0;32m-> 1346\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43magent\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplan\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1347\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1348\u001b[0m \u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_child\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 1349\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1350\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1351\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m OutputParserException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 1352\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandle_parsing_errors, \u001b[38;5;28mbool\u001b[39m):\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:580\u001b[0m, in \u001b[0;36mRunnableMultiActionAgent.plan\u001b[0;34m(self, intermediate_steps, callbacks, **kwargs)\u001b[0m\n\u001b[1;32m 572\u001b[0m final_output: Any \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 573\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstream_runnable:\n\u001b[1;32m 574\u001b[0m \u001b[38;5;66;03m# Use streaming to make sure that the underlying LLM is invoked in a\u001b[39;00m\n\u001b[1;32m 575\u001b[0m \u001b[38;5;66;03m# streaming\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;66;03m# Because the response from the plan is not a generator, we need to\u001b[39;00m\n\u001b[1;32m 579\u001b[0m \u001b[38;5;66;03m# accumulate the output into final output and return that.\u001b[39;00m\n\u001b[0;32m--> 580\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunnable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcallbacks\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 581\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfinal_output\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m:\u001b[49m\n\u001b[1;32m 582\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinal_output\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:3261\u001b[0m, in \u001b[0;36mRunnableSequence.stream\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 3255\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mstream\u001b[39m(\n\u001b[1;32m 3256\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 3257\u001b[0m \u001b[38;5;28minput\u001b[39m: Input,\n\u001b[1;32m 3258\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 3259\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Optional[Any],\n\u001b[1;32m 3260\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Output]:\n\u001b[0;32m-> 3261\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform(\u001b[38;5;28miter\u001b[39m([\u001b[38;5;28minput\u001b[39m]), config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:3248\u001b[0m, in \u001b[0;36mRunnableSequence.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 3242\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtransform\u001b[39m(\n\u001b[1;32m 3243\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 3244\u001b[0m \u001b[38;5;28minput\u001b[39m: Iterator[Input],\n\u001b[1;32m 3245\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 3246\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Optional[Any],\n\u001b[1;32m 3247\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Output]:\n\u001b[0;32m-> 3248\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transform_stream_with_config(\n\u001b[1;32m 3249\u001b[0m \u001b[38;5;28minput\u001b[39m,\n\u001b[1;32m 3250\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transform,\n\u001b[1;32m 3251\u001b[0m patch_config(config, run_name\u001b[38;5;241m=\u001b[39m(config \u001b[38;5;129;01mor\u001b[39;00m {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrun_name\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname),\n\u001b[1;32m 3252\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 3253\u001b[0m )\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:2054\u001b[0m, in \u001b[0;36mRunnable._transform_stream_with_config\u001b[0;34m(self, input, transformer, config, run_type, **kwargs)\u001b[0m\n\u001b[1;32m 2052\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 2053\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m-> 2054\u001b[0m chunk: Output \u001b[38;5;241m=\u001b[39m context\u001b[38;5;241m.\u001b[39mrun(\u001b[38;5;28mnext\u001b[39m, iterator) \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m 2055\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m chunk\n\u001b[1;32m 2056\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m final_output_supported:\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:3211\u001b[0m, in \u001b[0;36mRunnableSequence._transform\u001b[0;34m(self, input, run_manager, config, **kwargs)\u001b[0m\n\u001b[1;32m 3208\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 3209\u001b[0m final_pipeline \u001b[38;5;241m=\u001b[39m step\u001b[38;5;241m.\u001b[39mtransform(final_pipeline, config)\n\u001b[0;32m-> 3211\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m final_pipeline\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:1272\u001b[0m, in \u001b[0;36mRunnable.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 1269\u001b[0m final: Input\n\u001b[1;32m 1270\u001b[0m got_first_val \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m-> 1272\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43michunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m:\u001b[49m\n\u001b[1;32m 1273\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# The default implementation of transform is to buffer input and\u001b[39;49;00m\n\u001b[1;32m 1274\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# then call stream.\u001b[39;49;00m\n\u001b[1;32m 1275\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# It'll attempt to gather all input into a single chunk using\u001b[39;49;00m\n\u001b[1;32m 1276\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# the `+` operator.\u001b[39;49;00m\n\u001b[1;32m 1277\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# If the input is not addable, then we'll assume that we can\u001b[39;49;00m\n\u001b[1;32m 1278\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# only operate on the last chunk,\u001b[39;49;00m\n\u001b[1;32m 1279\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# and we'll iterate until we get to the last chunk.\u001b[39;49;00m\n\u001b[1;32m 1280\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mgot_first_val\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 1281\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinal\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43michunk\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:5299\u001b[0m, in \u001b[0;36mRunnableBindingBase.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 5293\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtransform\u001b[39m(\n\u001b[1;32m 5294\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 5295\u001b[0m \u001b[38;5;28minput\u001b[39m: Iterator[Input],\n\u001b[1;32m 5296\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 5297\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 5298\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Output]:\n\u001b[0;32m-> 5299\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbound\u001b[38;5;241m.\u001b[39mtransform(\n\u001b[1;32m 5300\u001b[0m \u001b[38;5;28minput\u001b[39m,\n\u001b[1;32m 5301\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_merge_configs(config),\n\u001b[1;32m 5302\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m{\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs},\n\u001b[1;32m 5303\u001b[0m )\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:1290\u001b[0m, in \u001b[0;36mRunnable.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 1287\u001b[0m final \u001b[38;5;241m=\u001b[39m ichunk\n\u001b[1;32m 1289\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m got_first_val:\n\u001b[0;32m-> 1290\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstream(final, config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/language_models/chat_models.py:411\u001b[0m, in \u001b[0;36mBaseChatModel.stream\u001b[0;34m(self, input, config, stop, **kwargs)\u001b[0m\n\u001b[1;32m 404\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 405\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_llm_error(\n\u001b[1;32m 406\u001b[0m e,\n\u001b[1;32m 407\u001b[0m response\u001b[38;5;241m=\u001b[39mLLMResult(\n\u001b[1;32m 408\u001b[0m generations\u001b[38;5;241m=\u001b[39m[[generation]] \u001b[38;5;28;01mif\u001b[39;00m generation \u001b[38;5;28;01melse\u001b[39;00m []\n\u001b[1;32m 409\u001b[0m ),\n\u001b[1;32m 410\u001b[0m )\n\u001b[0;32m--> 411\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 412\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 413\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_llm_end(LLMResult(generations\u001b[38;5;241m=\u001b[39m[[generation]]))\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/language_models/chat_models.py:391\u001b[0m, in \u001b[0;36mBaseChatModel.stream\u001b[0;34m(self, input, config, stop, **kwargs)\u001b[0m\n\u001b[1;32m 388\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrate_limiter\u001b[38;5;241m.\u001b[39macquire(blocking\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 390\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 391\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_stream\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 392\u001b[0m \u001b[43m 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\u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_openai/chat_models/base.py:482\u001b[0m, in \u001b[0;36mBaseChatOpenAI._stream\u001b[0;34m(self, messages, stop, run_manager, **kwargs)\u001b[0m\n\u001b[1;32m 479\u001b[0m params \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mTrue\u001b[39;00m}\n\u001b[1;32m 481\u001b[0m default_chunk_class: Type[BaseMessageChunk] \u001b[38;5;241m=\u001b[39m AIMessageChunk\n\u001b[0;32m--> 482\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m 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\u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[38;5;241m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/openai/resources/chat/completions.py:590\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, presence_penalty, response_format, seed, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m 558\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 559\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m 560\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 588\u001b[0m timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m 589\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 590\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 591\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 592\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 593\u001b[0m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m 594\u001b[0m \u001b[43m 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598\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunctions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 599\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogit_bias\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 600\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogprobs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 601\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmax_tokens\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m 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\u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 619\u001b[0m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\n\u001b[1;32m 620\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 621\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 622\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 623\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 624\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/openai/_base_client.py:1240\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1226\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpost\u001b[39m(\n\u001b[1;32m 1227\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1228\u001b[0m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1235\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1236\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[1;32m 1237\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m 1238\u001b[0m method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m 1239\u001b[0m )\n\u001b[0;32m-> 1240\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/openai/_base_client.py:921\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 912\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[1;32m 913\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 914\u001b[0m cast_to: Type[ResponseT],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 919\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 920\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[0;32m--> 921\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 922\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 923\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 924\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 925\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 926\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 927\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/openai/_base_client.py:1020\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1017\u001b[0m err\u001b[38;5;241m.\u001b[39mresponse\u001b[38;5;241m.\u001b[39mread()\n\u001b[1;32m 1019\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRe-raising status error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 1020\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_status_error_from_response(err\u001b[38;5;241m.\u001b[39mresponse) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1022\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_process_response(\n\u001b[1;32m 1023\u001b[0m cast_to\u001b[38;5;241m=\u001b[39mcast_to,\n\u001b[1;32m 1024\u001b[0m options\u001b[38;5;241m=\u001b[39moptions,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1027\u001b[0m stream_cls\u001b[38;5;241m=\u001b[39mstream_cls,\n\u001b[1;32m 1028\u001b[0m )\n", + "\u001b[0;31mBadRequestError\u001b[0m: Error code: 400 - {'error': {'message': \"Invalid 'tools': empty array. Expected an array with minimum length 1, but got an empty array instead.\", 'type': 'invalid_request_error', 'param': 'tools', 'code': 'empty_array'}}" + ] + } + ], + "source": [ + "flo = Flo.build(session, simple_ll_agent)\n", + "\n", + "print(flo.invoke(\"What is pythagorus theorum\"))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/email_reply_agent.ipynb b/examples/email_reply_agent.ipynb index d8501a41..3b4ee81d 100644 --- a/examples/email_reply_agent.ipynb +++ b/examples/email_reply_agent.ipynb @@ -162,7 +162,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -202,7 +202,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -361,7 +361,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'SupportSupervisor-6y1Aw': {'next': 'TransactionFetcher-Rchvv'}}\n", + "{'SupportSupervisor-pwZRF': {'next': 'TransactionFetcher-lpv5Y'}}\n", "----\n", "\n", "\n", @@ -376,7 +376,7 @@ "\n", "Thank you for reaching out regarding the failed transaction.\n", "\n", - "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", + "The transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\n", "\n", "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", @@ -384,15 +384,15 @@ "Tom\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", - "{'TransactionFetcher-Rchvv': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-Rchvv')]}}\n", + "{'TransactionFetcher-lpv5Y': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-lpv5Y')]}}\n", "----\n", - "{'SupportSupervisor-6y1Aw': {'next': 'EmailSender-N1MZP'}}\n", + "{'SupportSupervisor-pwZRF': {'next': 'EmailSender-Bn2zS'}}\n", "----\n", "\n", "\n", "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", "\u001b[32;1m\u001b[1;3m\n", - "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", + "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", "\n", "\n", "\u001b[0mSubject: Re: Failed Transaction Inquiry\n", @@ -401,7 +401,7 @@ "\n", "Thank you for reaching out regarding the failed transaction.\n", "\n", - "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", + "The transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\n", "\n", "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", @@ -410,9 +410,9 @@ "\u001b[36;1m\u001b[1;3mEmail sent successfully\u001b[0m\u001b[32;1m\u001b[1;3mI have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", - "{'EmailSender-N1MZP': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-N1MZP')]}}\n", + "{'EmailSender-Bn2zS': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-Bn2zS')]}}\n", "----\n", - "{'SupportSupervisor-6y1Aw': {'next': 'FINISH'}}\n", + "{'SupportSupervisor-pwZRF': {'next': 'FINISH'}}\n", "----\n" ] } diff --git a/flo_ai/models/flo_llm_agent.py b/flo_ai/models/flo_llm_agent.py index a82dd083..8886866a 100644 --- a/flo_ai/models/flo_llm_agent.py +++ b/flo_ai/models/flo_llm_agent.py @@ -29,7 +29,6 @@ def __init__(self, # TODO improve to add more context of what other agents are available system_prompts = [("system", "You are a {}".format(role)), ("system", prompt)] if role is not None else [("system", prompt)] system_prompts.append(MessagesPlaceholder(variable_name="messages")) - system_prompts.append(MessagesPlaceholder(variable_name="agent_scratchpad")) self.prompt: ChatPromptTemplate = ChatPromptTemplate.from_messages( system_prompts ) if isinstance(prompt, str) else prompt diff --git a/flo_ai/state/flo_session.py b/flo_ai/state/flo_session.py index a177ce79..f5203302 100644 --- a/flo_ai/state/flo_session.py +++ b/flo_ai/state/flo_session.py @@ -1,10 +1,12 @@ from langchain_core.language_models import BaseLanguageModel from langchain_core.tools import BaseTool +from langchain_core.runnables import Runnable class FloSession: def __init__(self, llm: BaseLanguageModel, loop_size: int = 2, max_loop: int = 3) -> None: self.llm = llm self.tools = dict() + self.executables = dict() self.counter = dict() self.navigation: list[str] = list() self.pattern_series = dict() @@ -14,6 +16,10 @@ def __init__(self, llm: BaseLanguageModel, loop_size: int = 2, max_loop: int = 3 def register_tool(self, name: str, tool: BaseTool): self.tools[name] = tool return self + + def register_executable(self, name: str, tool: Runnable): + self.executables[name] = dict() + return self def append(self, node: str) -> int: self.counter[node] = self.counter.get(node, 0) + 1 From ceeb11beae4b708794a8c51f874c8360d5ac3375 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Tue, 3 Sep 2024 15:04:07 +0530 Subject: [PATCH 14/20] Refactor to move routing logic to router instead of in the team. (#13) * Refactor to move routing logic to router than in team * Randomize linear router and ignore png * /Users/vizsatiz/Documents/hub/flo/.venv/bin/python /Users/vizsatiz/Documents/hub/flo/examples/linear_router_team.py * Created a workflow to test builds * Fix workflow * Fix poetry lock issue * Adding example for linear routing team --- examples/email_reply_agent.ipynb | 36 ++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) diff --git a/examples/email_reply_agent.ipynb b/examples/email_reply_agent.ipynb index 3b4ee81d..864efcaa 100644 --- a/examples/email_reply_agent.ipynb +++ b/examples/email_reply_agent.ipynb @@ -162,7 +162,11 @@ { "data": { "text/plain": [ +<<<<<<< HEAD "" +======= + "" +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) ] }, "execution_count": 5, @@ -202,7 +206,11 @@ { "data": { "text/plain": [ +<<<<<<< HEAD "" +======= + "" +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) ] }, "execution_count": 6, @@ -361,7 +369,11 @@ "name": "stdout", "output_type": "stream", "text": [ +<<<<<<< HEAD "{'SupportSupervisor-pwZRF': {'next': 'TransactionFetcher-lpv5Y'}}\n", +======= + "{'SupportSupervisor-6y1Aw': {'next': 'TransactionFetcher-Rchvv'}}\n", +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "----\n", "\n", "\n", @@ -376,7 +388,11 @@ "\n", "Thank you for reaching out regarding the failed transaction.\n", "\n", +<<<<<<< HEAD "The transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\n", +======= + "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "\n", "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", @@ -384,15 +400,25 @@ "Tom\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", +<<<<<<< HEAD "{'TransactionFetcher-lpv5Y': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-lpv5Y')]}}\n", "----\n", "{'SupportSupervisor-pwZRF': {'next': 'EmailSender-Bn2zS'}}\n", +======= + "{'TransactionFetcher-Rchvv': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-Rchvv')]}}\n", + "----\n", + "{'SupportSupervisor-6y1Aw': {'next': 'EmailSender-N1MZP'}}\n", +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "----\n", "\n", "\n", "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", "\u001b[32;1m\u001b[1;3m\n", +<<<<<<< HEAD "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", +======= + "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "\n", "\n", "\u001b[0mSubject: Re: Failed Transaction Inquiry\n", @@ -401,7 +427,11 @@ "\n", "Thank you for reaching out regarding the failed transaction.\n", "\n", +<<<<<<< HEAD "The transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\n", +======= + "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "\n", "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", @@ -410,9 +440,15 @@ "\u001b[36;1m\u001b[1;3mEmail sent successfully\u001b[0m\u001b[32;1m\u001b[1;3mI have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", +<<<<<<< HEAD "{'EmailSender-Bn2zS': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-Bn2zS')]}}\n", "----\n", "{'SupportSupervisor-pwZRF': {'next': 'FINISH'}}\n", +======= + "{'EmailSender-N1MZP': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-N1MZP')]}}\n", + "----\n", + "{'SupportSupervisor-6y1Aw': {'next': 'FINISH'}}\n", +>>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "----\n" ] } From d2a5d1df5b46e706d500fd7bfe6c5ddcd2987ba1 Mon Sep 17 00:00:00 2001 From: Vishnu Satis Date: Mon, 2 Sep 2024 14:47:38 +0530 Subject: [PATCH 15/20] Fix for context in RAG builder. (#16) Fix for context in RAG builder --- flo_ai/retrievers/flo_retriever.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/flo_ai/retrievers/flo_retriever.py b/flo_ai/retrievers/flo_retriever.py index 9fc4f660..dbd2d3b0 100644 --- a/flo_ai/retrievers/flo_retriever.py +++ b/flo_ai/retrievers/flo_retriever.py @@ -27,7 +27,12 @@ def __init__(self, ("system", """You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. - Use three sentences maximum and keep the answer concise."""), + Use three sentences maximum and keep the answer concise. + + Here is the context: + {context} + + """), MessagesPlaceholder(variable_name="chat_history"), ("human", "{question}"), ] From debda8e5c6155410ec7e3f502e01a887e0011118 Mon Sep 17 00:00:00 2001 From: Vishnu Satis Date: Mon, 2 Sep 2024 14:53:17 +0530 Subject: [PATCH 16/20] Context, version update for release (#17) * Fix for context in RAG builder * Updating version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index e7456b7d..12614ce7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "flo-ai" -version = "0.0.2" +version = "0.0.2.1" description = "A easy way to create structured AI agents" authors = ["vizsatiz "] license = "MIT" From 05d60d03836803778a33a7b84470d9f1195efafd Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:36:02 +0530 Subject: [PATCH 17/20] Created a workflow to test builds --- .github/workflows/build-project.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build-project.yml b/.github/workflows/build-project.yml index 605f5e84..f608d50b 100644 --- a/.github/workflows/build-project.yml +++ b/.github/workflows/build-project.yml @@ -30,4 +30,4 @@ jobs: run: poetry install - name: Run build - run: poetry build + run: poetry build \ No newline at end of file From d7ec67a39730c8dba3e783ba0cca70e448948502 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Sun, 1 Sep 2024 15:38:15 +0530 Subject: [PATCH 18/20] Fix workflow --- .github/workflows/build-project.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build-project.yml b/.github/workflows/build-project.yml index f608d50b..605f5e84 100644 --- a/.github/workflows/build-project.yml +++ b/.github/workflows/build-project.yml @@ -30,4 +30,4 @@ jobs: run: poetry install - name: Run build - run: poetry build \ No newline at end of file + run: poetry build From 1a2ae9e2278e6303d37eb15c0e88ec61453f9930 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Tue, 3 Sep 2024 15:07:09 +0530 Subject: [PATCH 19/20] Fix merge conflicts --- examples/agent_of_flo_ai.ipynb | 81 ++++++++++---------------------- examples/email_reply_agent.ipynb | 36 -------------- 2 files changed, 26 insertions(+), 91 deletions(-) diff --git a/examples/agent_of_flo_ai.ipynb b/examples/agent_of_flo_ai.ipynb index 86d81593..c6c86c37 100644 --- a/examples/agent_of_flo_ai.ipynb +++ b/examples/agent_of_flo_ai.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -11,7 +11,7 @@ "True" ] }, - "execution_count": 1, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -27,16 +27,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -88,21 +88,19 @@ "Invoking: `tavily_search_results_json` with `{'query': 'California weather October 2023'}`\n", "\n", "\n", - "\u001b[0m\u001b[36;1m\u001b[1;3m[{'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'California City', 'region': 'California', 'country': 'United States of America', 'lat': 35.13, 'lon': -117.99, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1725351692, 'localtime': '2024-09-03 01:21'}, 'current': {'last_updated_epoch': 1725351300, 'last_updated': '2024-09-03 01:15', 'temp_c': 28.1, 'temp_f': 82.6, 'is_day': 0, 'condition': {'text': 'Partly cloudy', 'icon': '//cdn.weatherapi.com/weather/64x64/night/116.png', 'code': 1003}, 'wind_mph': 8.1, 'wind_kph': 13.0, 'wind_degree': 190, 'wind_dir': 'S', 'pressure_mb': 1015.0, 'pressure_in': 29.98, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 25, 'cloud': 50, 'feelslike_c': 27.0, 'feelslike_f': 80.6, 'windchill_c': 24.9, 'windchill_f': 76.8, 'heatindex_c': 24.7, 'heatindex_f': 76.4, 'dewpoint_c': 5.8, 'dewpoint_f': 42.4, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 1.0, 'gust_mph': 10.8, 'gust_kph': 17.4}}\"}, {'url': 'https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023', 'content': 'Weather reports from October 2023 in Los Angeles, California, USA with highs and lows. Sign in. News. News Home; Astronomy News; Time Zone News; Calendar & Holiday News; Newsletter; Live events. ... High & Low Weather Summary for October 2023 Temperature Humidity Pressure; High: 92 °F (Oct 5, 11:53 am) 100% (Oct 7, 9:02 am) 30.11 \"Hg (Oct 7, 9 ...'}, {'url': 'https://world-weather.info/forecast/usa/california/october-2023/', 'content': 'Detailed ⚡ California Weather Forecast for October 2023 - day/night 🌡️ temperatures, precipitations - World-Weather.info'}, {'url': 'https://www.meteoprog.com/weather/California-california/month/october/', 'content': 'California (United States) weather in October 2023 ☀️ Accurate weather forecast for California in October ⛅ Detailed forecast By month Current temperature \"near me\" Weather news ⊳ Widget of weather ⊳ Water temperature | METEOPROG'}, {'url': 'https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end', 'content': 'October heat wave could break records in California, but chance of rain awaits next week. Oct. 19, 2023. The unseasonably hot weather brings increased concern for heat-related illness, especially ...'}]\u001b[0m\u001b[32;1m\u001b[1;3mThe weather in California during October 2023 has been characterized by unseasonably warm temperatures. For instance, in Los Angeles, the high reached 92°F on October 5, and humidity levels peaked at 100% on October 7. \n", + "\u001b[0m\u001b[36;1m\u001b[1;3m[{'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'California City', 'region': 'California', 'country': 'United States of America', 'lat': 35.13, 'lon': -117.99, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1725354983, 'localtime': '2024-09-03 02:16'}, 'current': {'last_updated_epoch': 1725354900, 'last_updated': '2024-09-03 02:15', 'temp_c': 26.1, 'temp_f': 79.0, 'is_day': 0, 'condition': {'text': 'Clear', 'icon': '//cdn.weatherapi.com/weather/64x64/night/113.png', 'code': 1000}, 'wind_mph': 4.3, 'wind_kph': 6.8, 'wind_degree': 160, 'wind_dir': 'SSE', 'pressure_mb': 1016.0, 'pressure_in': 29.99, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 26, 'cloud': 0, 'feelslike_c': 25.5, 'feelslike_f': 77.9, 'windchill_c': 24.1, 'windchill_f': 75.4, 'heatindex_c': 24.3, 'heatindex_f': 75.7, 'dewpoint_c': 5.8, 'dewpoint_f': 42.4, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 1.0, 'gust_mph': 9.9, 'gust_kph': 15.9}}\"}, {'url': 'https://world-weather.info/forecast/usa/california/october-2023/', 'content': 'Detailed California Weather Forecast for October 2023 - day/night temperatures, precipitations - World-Weather.info'}, {'url': 'https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end', 'content': 'October heat wave could break records in California, but chance of rain awaits next week. Oct. 19, 2023. The unseasonably hot weather brings increased concern for heat-related illness, especially ...'}, {'url': 'https://hikersbay.com/climate/october/usa/california?lang=en', 'content': 'Weather in California in October 2023. Travel guide and advices. Read an overview of the climate. Weather phenomena recorded in previous years in California ☃ Water Temperature in localities in California ☀ Weather forecast for California in October ☔. Temperature of water and air, precipitation, amount of days with rain and advice on the best time to visit California.'}, {'url': 'https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023', 'content': 'Weather reports from October 2023 in Los Angeles, California, USA with highs and lows'}]\u001b[0m\u001b[32;1m\u001b[1;3mThe weather in California during October 2023 has been characterized by unseasonably hot conditions, with a recent heat wave that could break records. Here are some key points:\n", "\n", - "Currently, in California City, the temperature is around 28.1°C (82.6°F) with partly cloudy conditions, a wind speed of 8.1 mph from the south, and a humidity level of 25%. \n", + "- **Current Temperature**: As of now, the temperature in California City is around 26.1°C (79°F) with clear skies.\n", + "- **Humidity**: The humidity level is relatively low at 26%.\n", + "- **Wind**: There is a gentle breeze coming from the south-southeast at about 4.3 mph.\n", + "- **Precipitation**: There has been no recorded precipitation recently.\n", "\n", - "There have been reports of a heat wave affecting the region, raising concerns about heat-related illnesses, but there is also a chance of rain in the upcoming week.\n", + "Looking ahead, there is a chance of rain next week, which may provide some relief from the heat. \n", "\n", - "For more detailed forecasts and updates, you can check the following sources:\n", - "- [Weather API](https://www.weatherapi.com/)\n", - "- [Time and Date](https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023)\n", - "- [World Weather Info](https://world-weather.info/forecast/usa/california/october-2023/)\n", - "- [Meteoprog](https://www.meteoprog.com/weather/California-california/month/october/)\n", - "- [LA Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end)\u001b[0m\n", + "For more detailed forecasts and updates, you can check resources like [World Weather](https://world-weather.info/forecast/usa/california/october-2023/) or the [Los Angeles Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end).\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", - "{'messages': [HumanMessage(content='Whats the whether in california')], 'output': 'The weather in California during October 2023 has been characterized by unseasonably warm temperatures. For instance, in Los Angeles, the high reached 92°F on October 5, and humidity levels peaked at 100% on October 7. \\n\\nCurrently, in California City, the temperature is around 28.1°C (82.6°F) with partly cloudy conditions, a wind speed of 8.1 mph from the south, and a humidity level of 25%. \\n\\nThere have been reports of a heat wave affecting the region, raising concerns about heat-related illnesses, but there is also a chance of rain in the upcoming week.\\n\\nFor more detailed forecasts and updates, you can check the following sources:\\n- [Weather API](https://www.weatherapi.com/)\\n- [Time and Date](https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023)\\n- [World Weather Info](https://world-weather.info/forecast/usa/california/october-2023/)\\n- [Meteoprog](https://www.meteoprog.com/weather/California-california/month/october/)\\n- [LA Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end)'}\n" + "{'messages': [HumanMessage(content='Whats the whether in california')], 'output': 'The weather in California during October 2023 has been characterized by unseasonably hot conditions, with a recent heat wave that could break records. Here are some key points:\\n\\n- **Current Temperature**: As of now, the temperature in California City is around 26.1°C (79°F) with clear skies.\\n- **Humidity**: The humidity level is relatively low at 26%.\\n- **Wind**: There is a gentle breeze coming from the south-southeast at about 4.3 mph.\\n- **Precipitation**: There has been no recorded precipitation recently.\\n\\nLooking ahead, there is a chance of rain next week, which may provide some relief from the heat. \\n\\nFor more detailed forecasts and updates, you can check resources like [World Weather](https://world-weather.info/forecast/usa/california/october-2023/) or the [Los Angeles Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end).'}\n" ] } ], @@ -114,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -132,51 +130,24 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Pythagoras' Theorem is a fundamental principle in geometry that relates to right-angled triangles. It states that in a right triangle, the square of the length of the hypotenuse (the side opposite the right angle) is equal to the sum of the squares of the lengths of the other two sides. \n", "\n", + "The theorem can be expressed with the formula:\n", "\n", - "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n" - ] - }, - { - "ename": "BadRequestError", - "evalue": "Error code: 400 - {'error': {'message': \"Invalid 'tools': empty array. Expected an array with minimum length 1, but got an empty array instead.\", 'type': 'invalid_request_error', 'param': 'tools', 'code': 'empty_array'}}", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mBadRequestError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[6], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m flo \u001b[38;5;241m=\u001b[39m Flo\u001b[38;5;241m.\u001b[39mbuild(session, simple_ll_agent)\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mflo\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mWhat is pythagorus theorum\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m)\n", - "File \u001b[0;32m~/Documents/hub/flo/flo_ai/core.py:23\u001b[0m, in \u001b[0;36mFlo.invoke\u001b[0;34m(self, query, config)\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minvoke\u001b[39m(\u001b[38;5;28mself\u001b[39m, query, config \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Union[\u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any], Any]]:\n\u001b[0;32m---> 23\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunnable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquery\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Documents/hub/flo/flo_ai/models/flo_executable.py:21\u001b[0m, in \u001b[0;36mExecutableFlo.invoke\u001b[0;34m(self, work, config)\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minvoke\u001b[39m(\u001b[38;5;28mself\u001b[39m, work, config \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m---> 21\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunnable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minvoke\u001b[49m\u001b[43m(\u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m 22\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m 23\u001b[0m \u001b[43m \u001b[49m\u001b[43mHumanMessage\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcontent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwork\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 25\u001b[0m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/chains/base.py:166\u001b[0m, in \u001b[0;36mChain.invoke\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 165\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_chain_error(e)\n\u001b[0;32m--> 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 167\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_chain_end(outputs)\n\u001b[1;32m 169\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m include_run_info:\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/chains/base.py:156\u001b[0m, in \u001b[0;36mChain.invoke\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 153\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_inputs(inputs)\n\u001b[1;32m 155\u001b[0m outputs \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m--> 156\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m new_arg_supported\n\u001b[1;32m 158\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(inputs)\n\u001b[1;32m 159\u001b[0m )\n\u001b[1;32m 161\u001b[0m final_outputs: Dict[\u001b[38;5;28mstr\u001b[39m, Any] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprep_outputs(\n\u001b[1;32m 162\u001b[0m inputs, outputs, return_only_outputs\n\u001b[1;32m 163\u001b[0m )\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1612\u001b[0m, in \u001b[0;36mAgentExecutor._call\u001b[0;34m(self, inputs, run_manager)\u001b[0m\n\u001b[1;32m 1610\u001b[0m \u001b[38;5;66;03m# We now enter the agent loop (until it returns something).\u001b[39;00m\n\u001b[1;32m 1611\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_should_continue(iterations, time_elapsed):\n\u001b[0;32m-> 1612\u001b[0m next_step_output \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_take_next_step\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1613\u001b[0m \u001b[43m \u001b[49m\u001b[43mname_to_tool_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1614\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor_mapping\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1615\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1616\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1617\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1618\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1619\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(next_step_output, AgentFinish):\n\u001b[1;32m 1620\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_return(\n\u001b[1;32m 1621\u001b[0m next_step_output, intermediate_steps, run_manager\u001b[38;5;241m=\u001b[39mrun_manager\n\u001b[1;32m 1622\u001b[0m )\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1318\u001b[0m, in \u001b[0;36mAgentExecutor._take_next_step\u001b[0;34m(self, name_to_tool_map, color_mapping, inputs, intermediate_steps, run_manager)\u001b[0m\n\u001b[1;32m 1309\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_take_next_step\u001b[39m(\n\u001b[1;32m 1310\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1311\u001b[0m name_to_tool_map: Dict[\u001b[38;5;28mstr\u001b[39m, BaseTool],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1315\u001b[0m run_manager: Optional[CallbackManagerForChainRun] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1316\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[AgentFinish, List[Tuple[AgentAction, \u001b[38;5;28mstr\u001b[39m]]]:\n\u001b[1;32m 1317\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_consume_next_step(\n\u001b[0;32m-> 1318\u001b[0m \u001b[43m[\u001b[49m\n\u001b[1;32m 1319\u001b[0m \u001b[43m \u001b[49m\u001b[43ma\u001b[49m\n\u001b[1;32m 1320\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_iter_next_step\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1321\u001b[0m \u001b[43m \u001b[49m\u001b[43mname_to_tool_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1322\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor_mapping\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1323\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1324\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1325\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1326\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1327\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 1328\u001b[0m )\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1318\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1309\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_take_next_step\u001b[39m(\n\u001b[1;32m 1310\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1311\u001b[0m name_to_tool_map: Dict[\u001b[38;5;28mstr\u001b[39m, BaseTool],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1315\u001b[0m run_manager: Optional[CallbackManagerForChainRun] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1316\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[AgentFinish, List[Tuple[AgentAction, \u001b[38;5;28mstr\u001b[39m]]]:\n\u001b[1;32m 1317\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_consume_next_step(\n\u001b[0;32m-> 1318\u001b[0m \u001b[43m[\u001b[49m\n\u001b[1;32m 1319\u001b[0m \u001b[43m \u001b[49m\u001b[43ma\u001b[49m\n\u001b[1;32m 1320\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_iter_next_step\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1321\u001b[0m \u001b[43m \u001b[49m\u001b[43mname_to_tool_map\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1322\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor_mapping\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1323\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1324\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1325\u001b[0m \u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1326\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1327\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 1328\u001b[0m )\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:1346\u001b[0m, in \u001b[0;36mAgentExecutor._iter_next_step\u001b[0;34m(self, name_to_tool_map, color_mapping, inputs, intermediate_steps, run_manager)\u001b[0m\n\u001b[1;32m 1343\u001b[0m intermediate_steps \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prepare_intermediate_steps(intermediate_steps)\n\u001b[1;32m 1345\u001b[0m \u001b[38;5;66;03m# Call the LLM to see what to do.\u001b[39;00m\n\u001b[0;32m-> 1346\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43magent\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplan\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1347\u001b[0m \u001b[43m \u001b[49m\u001b[43mintermediate_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1348\u001b[0m \u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_child\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mrun_manager\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 1349\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1350\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1351\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m OutputParserException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 1352\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandle_parsing_errors, \u001b[38;5;28mbool\u001b[39m):\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain/agents/agent.py:580\u001b[0m, in \u001b[0;36mRunnableMultiActionAgent.plan\u001b[0;34m(self, intermediate_steps, callbacks, **kwargs)\u001b[0m\n\u001b[1;32m 572\u001b[0m final_output: Any \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 573\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstream_runnable:\n\u001b[1;32m 574\u001b[0m \u001b[38;5;66;03m# Use streaming to make sure that the underlying LLM is invoked in a\u001b[39;00m\n\u001b[1;32m 575\u001b[0m \u001b[38;5;66;03m# streaming\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[38;5;66;03m# Because the response from the plan is not a generator, we need to\u001b[39;00m\n\u001b[1;32m 579\u001b[0m \u001b[38;5;66;03m# accumulate the output into final output and return that.\u001b[39;00m\n\u001b[0;32m--> 580\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunnable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcallbacks\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 581\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfinal_output\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m:\u001b[49m\n\u001b[1;32m 582\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinal_output\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:3261\u001b[0m, in \u001b[0;36mRunnableSequence.stream\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 3255\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mstream\u001b[39m(\n\u001b[1;32m 3256\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 3257\u001b[0m \u001b[38;5;28minput\u001b[39m: Input,\n\u001b[1;32m 3258\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 3259\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Optional[Any],\n\u001b[1;32m 3260\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Output]:\n\u001b[0;32m-> 3261\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform(\u001b[38;5;28miter\u001b[39m([\u001b[38;5;28minput\u001b[39m]), config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:3248\u001b[0m, in \u001b[0;36mRunnableSequence.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 3242\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtransform\u001b[39m(\n\u001b[1;32m 3243\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 3244\u001b[0m \u001b[38;5;28minput\u001b[39m: Iterator[Input],\n\u001b[1;32m 3245\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 3246\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Optional[Any],\n\u001b[1;32m 3247\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Output]:\n\u001b[0;32m-> 3248\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transform_stream_with_config(\n\u001b[1;32m 3249\u001b[0m \u001b[38;5;28minput\u001b[39m,\n\u001b[1;32m 3250\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transform,\n\u001b[1;32m 3251\u001b[0m patch_config(config, run_name\u001b[38;5;241m=\u001b[39m(config \u001b[38;5;129;01mor\u001b[39;00m {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrun_name\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname),\n\u001b[1;32m 3252\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 3253\u001b[0m )\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:2054\u001b[0m, in \u001b[0;36mRunnable._transform_stream_with_config\u001b[0;34m(self, input, transformer, config, run_type, **kwargs)\u001b[0m\n\u001b[1;32m 2052\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 2053\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m-> 2054\u001b[0m chunk: Output \u001b[38;5;241m=\u001b[39m context\u001b[38;5;241m.\u001b[39mrun(\u001b[38;5;28mnext\u001b[39m, iterator) \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m 2055\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m chunk\n\u001b[1;32m 2056\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m final_output_supported:\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:3211\u001b[0m, in \u001b[0;36mRunnableSequence._transform\u001b[0;34m(self, input, run_manager, config, **kwargs)\u001b[0m\n\u001b[1;32m 3208\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 3209\u001b[0m final_pipeline \u001b[38;5;241m=\u001b[39m step\u001b[38;5;241m.\u001b[39mtransform(final_pipeline, config)\n\u001b[0;32m-> 3211\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m final_pipeline\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:1272\u001b[0m, in \u001b[0;36mRunnable.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 1269\u001b[0m final: Input\n\u001b[1;32m 1270\u001b[0m got_first_val \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m-> 1272\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43michunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m:\u001b[49m\n\u001b[1;32m 1273\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# The default implementation of transform is to buffer input and\u001b[39;49;00m\n\u001b[1;32m 1274\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# then call stream.\u001b[39;49;00m\n\u001b[1;32m 1275\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# It'll attempt to gather all input into a single chunk using\u001b[39;49;00m\n\u001b[1;32m 1276\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# the `+` operator.\u001b[39;49;00m\n\u001b[1;32m 1277\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# If the input is not addable, then we'll assume that we can\u001b[39;49;00m\n\u001b[1;32m 1278\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# only operate on the last chunk,\u001b[39;49;00m\n\u001b[1;32m 1279\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# and we'll iterate until we get to the last chunk.\u001b[39;49;00m\n\u001b[1;32m 1280\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mgot_first_val\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 1281\u001b[0m \u001b[43m \u001b[49m\u001b[43mfinal\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43michunk\u001b[49m\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:5299\u001b[0m, in \u001b[0;36mRunnableBindingBase.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 5293\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtransform\u001b[39m(\n\u001b[1;32m 5294\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 5295\u001b[0m \u001b[38;5;28minput\u001b[39m: Iterator[Input],\n\u001b[1;32m 5296\u001b[0m config: Optional[RunnableConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 5297\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 5298\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Output]:\n\u001b[0;32m-> 5299\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbound\u001b[38;5;241m.\u001b[39mtransform(\n\u001b[1;32m 5300\u001b[0m \u001b[38;5;28minput\u001b[39m,\n\u001b[1;32m 5301\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_merge_configs(config),\n\u001b[1;32m 5302\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m{\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs},\n\u001b[1;32m 5303\u001b[0m )\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/runnables/base.py:1290\u001b[0m, in \u001b[0;36mRunnable.transform\u001b[0;34m(self, input, config, **kwargs)\u001b[0m\n\u001b[1;32m 1287\u001b[0m final \u001b[38;5;241m=\u001b[39m ichunk\n\u001b[1;32m 1289\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m got_first_val:\n\u001b[0;32m-> 1290\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstream(final, config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/language_models/chat_models.py:411\u001b[0m, in \u001b[0;36mBaseChatModel.stream\u001b[0;34m(self, input, config, stop, **kwargs)\u001b[0m\n\u001b[1;32m 404\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 405\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_llm_error(\n\u001b[1;32m 406\u001b[0m e,\n\u001b[1;32m 407\u001b[0m response\u001b[38;5;241m=\u001b[39mLLMResult(\n\u001b[1;32m 408\u001b[0m generations\u001b[38;5;241m=\u001b[39m[[generation]] \u001b[38;5;28;01mif\u001b[39;00m generation \u001b[38;5;28;01melse\u001b[39;00m []\n\u001b[1;32m 409\u001b[0m ),\n\u001b[1;32m 410\u001b[0m )\n\u001b[0;32m--> 411\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 412\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 413\u001b[0m run_manager\u001b[38;5;241m.\u001b[39mon_llm_end(LLMResult(generations\u001b[38;5;241m=\u001b[39m[[generation]]))\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/langchain_core/language_models/chat_models.py:391\u001b[0m, in \u001b[0;36mBaseChatModel.stream\u001b[0;34m(self, input, config, stop, **kwargs)\u001b[0m\n\u001b[1;32m 388\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrate_limiter\u001b[38;5;241m.\u001b[39macquire(blocking\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 390\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 391\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_stream\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 392\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmessage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mid\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m:\u001b[49m\n\u001b[1;32m 393\u001b[0m \u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmessage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mid\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrun-\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mrun_manager\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_id\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\n", - "File 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\u001b[38;5;28mstr\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1235\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1236\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[1;32m 1237\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m 1238\u001b[0m method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m 1239\u001b[0m )\n\u001b[0;32m-> 1240\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", - "File \u001b[0;32m~/Documents/hub/flo/.venv/lib/python3.11/site-packages/openai/_base_client.py:921\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 912\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[1;32m 913\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 914\u001b[0m cast_to: Type[ResponseT],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 919\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 920\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[0;32m--> 921\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 922\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 923\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 924\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 925\u001b[0m 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\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_status_error_from_response(err\u001b[38;5;241m.\u001b[39mresponse) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1022\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_process_response(\n\u001b[1;32m 1023\u001b[0m cast_to\u001b[38;5;241m=\u001b[39mcast_to,\n\u001b[1;32m 1024\u001b[0m options\u001b[38;5;241m=\u001b[39moptions,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1027\u001b[0m stream_cls\u001b[38;5;241m=\u001b[39mstream_cls,\n\u001b[1;32m 1028\u001b[0m )\n", - "\u001b[0;31mBadRequestError\u001b[0m: Error code: 400 - {'error': {'message': \"Invalid 'tools': empty array. Expected an array with minimum length 1, but got an empty array instead.\", 'type': 'invalid_request_error', 'param': 'tools', 'code': 'empty_array'}}" + "\\[ c^2 = a^2 + b^2 \\]\n", + "\n", + "where:\n", + "- \\( c \\) is the length of the hypotenuse,\n", + "- \\( a \\) and \\( b \\) are the lengths of the other two sides.\n", + "\n", + "This theorem is very useful for calculating distances and solving problems involving right triangles. If you have any specific examples or problems you'd like to discuss, feel free to ask!\n" ] } ], diff --git a/examples/email_reply_agent.ipynb b/examples/email_reply_agent.ipynb index 864efcaa..3b4ee81d 100644 --- a/examples/email_reply_agent.ipynb +++ b/examples/email_reply_agent.ipynb @@ -162,11 +162,7 @@ { "data": { "text/plain": [ -<<<<<<< HEAD "" -======= - "" ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) ] }, "execution_count": 5, @@ -206,11 +202,7 @@ { "data": { "text/plain": [ -<<<<<<< HEAD "" -======= - "" ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) ] }, "execution_count": 6, @@ -369,11 +361,7 @@ "name": "stdout", "output_type": "stream", "text": [ -<<<<<<< HEAD "{'SupportSupervisor-pwZRF': {'next': 'TransactionFetcher-lpv5Y'}}\n", -======= - "{'SupportSupervisor-6y1Aw': {'next': 'TransactionFetcher-Rchvv'}}\n", ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "----\n", "\n", "\n", @@ -388,11 +376,7 @@ "\n", "Thank you for reaching out regarding the failed transaction.\n", "\n", -<<<<<<< HEAD "The transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\n", -======= - "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "\n", "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", @@ -400,25 +384,15 @@ "Tom\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", -<<<<<<< HEAD "{'TransactionFetcher-lpv5Y': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-lpv5Y')]}}\n", "----\n", "{'SupportSupervisor-pwZRF': {'next': 'EmailSender-Bn2zS'}}\n", -======= - "{'TransactionFetcher-Rchvv': {'messages': [HumanMessage(content='Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards, \\nTom', name='TransactionFetcher-Rchvv')]}}\n", - "----\n", - "{'SupportSupervisor-6y1Aw': {'next': 'EmailSender-N1MZP'}}\n", ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "----\n", "\n", "\n", "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", "\u001b[32;1m\u001b[1;3m\n", -<<<<<<< HEAD "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", -======= - "Invoking: `email_triage` with `{'email': 'Subject: Re: Failed Transaction Inquiry\\n\\nHi Vishnu,\\n\\nThank you for reaching out regarding the failed transaction.\\n\\nThe transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\\n\\nIf you have any further questions or need assistance with anything else, feel free to ask!\\n\\nBest regards,\\nTom'}`\n", ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "\n", "\n", "\u001b[0mSubject: Re: Failed Transaction Inquiry\n", @@ -427,11 +401,7 @@ "\n", "Thank you for reaching out regarding the failed transaction.\n", "\n", -<<<<<<< HEAD "The transaction with ID 12123123432 occurred on 23/07/2024 IST and unfortunately failed due to insufficient balance in the account.\n", -======= - "The transaction with ID 12123123432 occurred on 23/07/2024 IST and failed due to insufficient balance in the account.\n", ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "\n", "If you have any further questions or need assistance with anything else, feel free to ask!\n", "\n", @@ -440,15 +410,9 @@ "\u001b[36;1m\u001b[1;3mEmail sent successfully\u001b[0m\u001b[32;1m\u001b[1;3mI have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", -<<<<<<< HEAD "{'EmailSender-Bn2zS': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-Bn2zS')]}}\n", "----\n", "{'SupportSupervisor-pwZRF': {'next': 'FINISH'}}\n", -======= - "{'EmailSender-N1MZP': {'messages': [HumanMessage(content='I have sent the response to Vishnu regarding the failed transaction. If you need any further assistance, feel free to ask!', name='EmailSender-N1MZP')]}}\n", - "----\n", - "{'SupportSupervisor-6y1Aw': {'next': 'FINISH'}}\n", ->>>>>>> aad9ad6 (Refactor to move routing logic to router instead of in the team. (#13)) "----\n" ] } From ee26f45ff79470a8957fc3600a13fe8e4121e459 Mon Sep 17 00:00:00 2001 From: vizsatiz Date: Tue, 3 Sep 2024 15:30:02 +0530 Subject: [PATCH 20/20] Enhancing the sample code for creating LLM agents --- examples/agent_of_flo_ai.ipynb | 89 ++++++++++++++++++++++++++-------- 1 file changed, 70 insertions(+), 19 deletions(-) diff --git a/examples/agent_of_flo_ai.ipynb b/examples/agent_of_flo_ai.ipynb index c6c86c37..26209ba9 100644 --- a/examples/agent_of_flo_ai.ipynb +++ b/examples/agent_of_flo_ai.ipynb @@ -1,8 +1,25 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The Agents of FloAI\n", + "\n", + "This notebook shows different kinds of agents that can be built using flo-ai. These agents have their own specialities, and this notebook tries to explain them.\n", + "\n", + "Here are the major types of agents:\n", + "\n", + "1. Agentic Agents (`kind: agentic`): Any agent created in flo-ai by default tries to be an agentic agent. This agent always needs a tool, meaning an agent without a tool if specified as agentic agent whill throw an exception\n", + "\n", + "2. LLM Agents (`kind: llm`): These agents are simply an LLM which can answer any questions asked to it. The agents dont except tools. If tool is passed to an agent of type llm, they are ignored.\n", + "\n", + "3. Tool LLM (`kind: tool`): These agents are just tools or functions that can be executed on the current state. Within the tool will be given the current state as the input, meaning the history of what happened in the network right now" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -11,7 +28,7 @@ "True" ] }, - "execution_count": 7, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -25,18 +42,26 @@ "load_dotenv()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "Create the Flo session, setup tools" + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -53,9 +78,20 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Agentic Agent (agentic)\n", + "\n", + "Here we are gonna create a simple weather assitant flo agent that can check the whether by an internet searching tool.\n", + "\n", + "As you can see the kind is `agentic`" + ] + }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -65,6 +101,7 @@ "name: weather-assistant\n", "agent:\n", " name: Weather Assistant\n", + " kind: agentic\n", " job: >\n", " Given the city name you are capable of answering the latest whether this time of the year by searching the internet\n", " tools:\n", @@ -74,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -88,19 +125,17 @@ "Invoking: `tavily_search_results_json` with `{'query': 'California weather October 2023'}`\n", "\n", "\n", - "\u001b[0m\u001b[36;1m\u001b[1;3m[{'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'California City', 'region': 'California', 'country': 'United States of America', 'lat': 35.13, 'lon': -117.99, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1725354983, 'localtime': '2024-09-03 02:16'}, 'current': {'last_updated_epoch': 1725354900, 'last_updated': '2024-09-03 02:15', 'temp_c': 26.1, 'temp_f': 79.0, 'is_day': 0, 'condition': {'text': 'Clear', 'icon': '//cdn.weatherapi.com/weather/64x64/night/113.png', 'code': 1000}, 'wind_mph': 4.3, 'wind_kph': 6.8, 'wind_degree': 160, 'wind_dir': 'SSE', 'pressure_mb': 1016.0, 'pressure_in': 29.99, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 26, 'cloud': 0, 'feelslike_c': 25.5, 'feelslike_f': 77.9, 'windchill_c': 24.1, 'windchill_f': 75.4, 'heatindex_c': 24.3, 'heatindex_f': 75.7, 'dewpoint_c': 5.8, 'dewpoint_f': 42.4, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 1.0, 'gust_mph': 9.9, 'gust_kph': 15.9}}\"}, {'url': 'https://world-weather.info/forecast/usa/california/october-2023/', 'content': 'Detailed California Weather Forecast for October 2023 - day/night temperatures, precipitations - World-Weather.info'}, {'url': 'https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end', 'content': 'October heat wave could break records in California, but chance of rain awaits next week. Oct. 19, 2023. The unseasonably hot weather brings increased concern for heat-related illness, especially ...'}, {'url': 'https://hikersbay.com/climate/october/usa/california?lang=en', 'content': 'Weather in California in October 2023. Travel guide and advices. Read an overview of the climate. Weather phenomena recorded in previous years in California ☃ Water Temperature in localities in California ☀ Weather forecast for California in October ☔. Temperature of water and air, precipitation, amount of days with rain and advice on the best time to visit California.'}, {'url': 'https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023', 'content': 'Weather reports from October 2023 in Los Angeles, California, USA with highs and lows'}]\u001b[0m\u001b[32;1m\u001b[1;3mThe weather in California during October 2023 has been characterized by unseasonably hot conditions, with a recent heat wave that could break records. Here are some key points:\n", + "\u001b[0m\u001b[36;1m\u001b[1;3m[{'url': 'https://www.weatherapi.com/', 'content': \"{'location': {'name': 'California City', 'region': 'California', 'country': 'United States of America', 'lat': 35.13, 'lon': -117.99, 'tz_id': 'America/Los_Angeles', 'localtime_epoch': 1725356198, 'localtime': '2024-09-03 02:36'}, 'current': {'last_updated_epoch': 1725355800, 'last_updated': '2024-09-03 02:30', 'temp_c': 25.3, 'temp_f': 77.5, 'is_day': 0, 'condition': {'text': 'Clear', 'icon': '//cdn.weatherapi.com/weather/64x64/night/113.png', 'code': 1000}, 'wind_mph': 3.8, 'wind_kph': 6.1, 'wind_degree': 230, 'wind_dir': 'SW', 'pressure_mb': 1016.0, 'pressure_in': 29.99, 'precip_mm': 0.0, 'precip_in': 0.0, 'humidity': 28, 'cloud': 0, 'feelslike_c': 24.9, 'feelslike_f': 76.9, 'windchill_c': 24.1, 'windchill_f': 75.4, 'heatindex_c': 24.3, 'heatindex_f': 75.7, 'dewpoint_c': 5.8, 'dewpoint_f': 42.4, 'vis_km': 16.0, 'vis_miles': 9.0, 'uv': 1.0, 'gust_mph': 9.9, 'gust_kph': 15.9}}\"}, {'url': 'https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023', 'content': 'Weather reports from October 2023 in Los Angeles, California, USA with highs and lows. Sign in. News. News Home; Astronomy News; Time Zone News; Calendar & Holiday News; Newsletter; Live events. ... High & Low Weather Summary for October 2023 Temperature Humidity Pressure; High: 92 °F (Oct 5, 11:53 am) 100% (Oct 7, 9:02 am) 30.11 \"Hg (Oct 7, 9 ...'}, {'url': 'https://world-weather.info/forecast/usa/california/october-2023/', 'content': 'Detailed ⚡ California Weather Forecast for October 2023 - day/night 🌡️ temperatures, precipitations - World-Weather.info'}, {'url': 'https://www.meteoprog.com/weather/California-california/month/october/', 'content': 'California (United States) weather in October 2023 ☀️ Accurate weather forecast for California in October ⛅ Detailed forecast By month Current temperature \"near me\" Weather news ⊳ Widget of weather ⊳ Water temperature | METEOPROG'}, {'url': 'https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end', 'content': 'October heat wave could break records in California, but chance of rain awaits next week. Oct. 19, 2023. The unseasonably hot weather brings increased concern for heat-related illness, especially ...'}]\u001b[0m\u001b[32;1m\u001b[1;3mThe weather in California during October 2023 has been characterized by unseasonably high temperatures. For example, in Los Angeles, temperatures reached a high of 92°F (approximately 33°C) on October 5. The weather has been mostly clear, with low humidity levels and little to no precipitation reported.\n", "\n", - "- **Current Temperature**: As of now, the temperature in California City is around 26.1°C (79°F) with clear skies.\n", - "- **Humidity**: The humidity level is relatively low at 26%.\n", - "- **Wind**: There is a gentle breeze coming from the south-southeast at about 4.3 mph.\n", - "- **Precipitation**: There has been no recorded precipitation recently.\n", + "As of now, the current temperature in California City is about 25.3°C (77.5°F) with clear skies and a light breeze. The humidity is relatively low at 28%, and there is no precipitation expected.\n", "\n", - "Looking ahead, there is a chance of rain next week, which may provide some relief from the heat. \n", - "\n", - "For more detailed forecasts and updates, you can check resources like [World Weather](https://world-weather.info/forecast/usa/california/october-2023/) or the [Los Angeles Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end).\u001b[0m\n", + "For more detailed forecasts and updates, you can check the following sources:\n", + "- [Weather API](https://www.weatherapi.com/)\n", + "- [Time and Date](https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023)\n", + "- [World Weather Info](https://world-weather.info/forecast/usa/california/october-2023/)\u001b[0m\n", "\n", "\u001b[1m> Finished chain.\u001b[0m\n", - "{'messages': [HumanMessage(content='Whats the whether in california')], 'output': 'The weather in California during October 2023 has been characterized by unseasonably hot conditions, with a recent heat wave that could break records. Here are some key points:\\n\\n- **Current Temperature**: As of now, the temperature in California City is around 26.1°C (79°F) with clear skies.\\n- **Humidity**: The humidity level is relatively low at 26%.\\n- **Wind**: There is a gentle breeze coming from the south-southeast at about 4.3 mph.\\n- **Precipitation**: There has been no recorded precipitation recently.\\n\\nLooking ahead, there is a chance of rain next week, which may provide some relief from the heat. \\n\\nFor more detailed forecasts and updates, you can check resources like [World Weather](https://world-weather.info/forecast/usa/california/october-2023/) or the [Los Angeles Times](https://www.latimes.com/environment/story/2023-10-18/california-heat-wave-2023-when-will-it-end).'}\n" + "{'messages': [HumanMessage(content='Whats the whether in california')], 'output': 'The weather in California during October 2023 has been characterized by unseasonably high temperatures. For example, in Los Angeles, temperatures reached a high of 92°F (approximately 33°C) on October 5. The weather has been mostly clear, with low humidity levels and little to no precipitation reported.\\n\\nAs of now, the current temperature in California City is about 25.3°C (77.5°F) with clear skies and a light breeze. The humidity is relatively low at 28%, and there is no precipitation expected.\\n\\nFor more detailed forecasts and updates, you can check the following sources:\\n- [Weather API](https://www.weatherapi.com/)\\n- [Time and Date](https://www.timeanddate.com/weather/usa/los-angeles/historic?month=10&year=2023)\\n- [World Weather Info](https://world-weather.info/forecast/usa/california/october-2023/)'}\n" ] } ], @@ -110,9 +145,20 @@ "print(flo.invoke(\"Whats the whether in california\"))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Agentic Agent (agentic)\n", + "\n", + "Here we are gonna create a simple llm math assitant flo agent that can check answer any math question\n", + "\n", + "As you can see the kind is `llm`" + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -130,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -147,7 +193,7 @@ "- \\( c \\) is the length of the hypotenuse,\n", "- \\( a \\) and \\( b \\) are the lengths of the other two sides.\n", "\n", - "This theorem is very useful for calculating distances and solving problems involving right triangles. If you have any specific examples or problems you'd like to discuss, feel free to ask!\n" + "This theorem is useful for calculating the length of one side of a right triangle if the lengths of the other two sides are known. Would you like to see an example of how to use it?\n" ] } ], @@ -156,6 +202,11 @@ "\n", "print(flo.invoke(\"What is pythagorus theorum\"))" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": {