From e0ab25ef5b7bda34a746ad1a5bdd9b61248d3038 Mon Sep 17 00:00:00 2001
From: vizsatiz <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 15:11:14 +0530
Subject: [PATCH 1/7] 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 <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 15:19:07 +0530
Subject: [PATCH 2/7] 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 <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 15:28:09 +0530
Subject: [PATCH 3/7] /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": [
-       "<flo_ai.state.flo_session.FloSession at 0x15d90ca90>"
+       "<flo_ai.state.flo_session.FloSession at 0x161db0510>"
       ]
      },
      "execution_count": 5,
@@ -200,7 +202,7 @@
     {
      "data": {
       "text/plain": [
-       "<flo_ai.state.flo_session.FloSession at 0x15d90ca90>"
+       "<flo_ai.state.flo_session.FloSession at 0x161db0510>"
       ]
      },
      "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 <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 15:36:02 +0530
Subject: [PATCH 4/7] 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 <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 15:38:15 +0530
Subject: [PATCH 5/7] 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 <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 15:41:58 +0530
Subject: [PATCH 6/7] 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 = "aiohappyeyeballs"
-version = "2.3.5"
+version = "2.4.0"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.3.5-py3-none-any.whl", hash = "sha256:4d6dea59215537dbc746e93e779caea8178c866856a721c9c660d7a5a7b8be03"},
-    {file = "aiohappyeyeballs-2.3.5.tar.gz", hash = "sha256:6fa48b9f1317254f122a07a131a86b71ca6946ca989ce6326fff54a99a920105"},
+    {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
+    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.2"
+version = "3.10.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.10.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:95213b3d79c7e387144e9cb7b9d2809092d6ff2c044cb59033aedc612f38fb6d"},
-    {file = "aiohttp-3.10.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1aa005f060aff7124cfadaa2493f00a4e28ed41b232add5869e129a2e395935a"},
-    {file = "aiohttp-3.10.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:eabe6bf4c199687592f5de4ccd383945f485779c7ffb62a9b9f1f8a3f9756df8"},
-    {file = "aiohttp-3.10.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:96e010736fc16d21125c7e2dc5c350cd43c528b85085c04bf73a77be328fe944"},
-    {file = "aiohttp-3.10.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:99f81f9c1529fd8e03be4a7bd7df32d14b4f856e90ef6e9cbad3415dbfa9166c"},
-    {file = "aiohttp-3.10.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d611d1a01c25277bcdea06879afbc11472e33ce842322496b211319aa95441bb"},
-    {file = "aiohttp-3.10.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e00191d38156e09e8c81ef3d75c0d70d4f209b8381e71622165f22ef7da6f101"},
-    {file = "aiohttp-3.10.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:74c091a5ded6cb81785de2d7a8ab703731f26de910dbe0f3934eabef4ae417cc"},
-    {file = "aiohttp-3.10.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:18186a80ec5a701816adbf1d779926e1069392cf18504528d6e52e14b5920525"},
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 python-versions = ">=3.7"
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 python-versions = "*"
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 ]
 
 [package.dependencies]
@@ -596,19 +607,19 @@ numpy = "*"
 
 [[package]]
 name = "chromadb"
-version = "0.5.5"
+version = "0.5.3"
 description = "Chroma."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "chromadb-0.5.3.tar.gz", hash = "sha256:05d887f56a46b2e0fc6ac5ab979503a27b9ee50d5ca9e455f83b2fb9840cd026"},
 ]
 
 [package.dependencies]
 bcrypt = ">=4.0.1"
 build = ">=1.0.3"
-chroma-hnswlib = "0.7.6"
+chroma-hnswlib = "0.7.3"
 fastapi = ">=0.95.2"
 grpcio = ">=1.58.0"
 httpx = ">=0.27.0"
@@ -627,6 +638,7 @@ posthog = ">=2.4.0"
 pydantic = ">=1.9"
 pypika = ">=0.48.9"
 PyYAML = ">=6.0.0"
+requests = ">=2.28"
 tenacity = ">=8.2.3"
 tokenizers = ">=0.13.2"
 tqdm = ">=4.65.0"
@@ -739,27 +751,26 @@ typing-inspect = ">=0.4.0,<1"
 
 [[package]]
 name = "datasets"
-version = "2.20.0"
+version = "2.21.0"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 aiohttp = "*"
 dill = ">=0.3.0,<0.3.9"
 filelock = "*"
-fsspec = {version = ">=2023.1.0,<=2024.5.0", extras = ["http"]}
+fsspec = {version = ">=2023.1.0,<=2024.6.1", extras = ["http"]}
 huggingface-hub = ">=0.21.2"
 multiprocess = "*"
 numpy = ">=1.17"
 packaging = "*"
 pandas = "*"
 pyarrow = ">=15.0.0"
-pyarrow-hotfix = "*"
 pyyaml = ">=5.1"
 requests = ">=2.32.2"
 tqdm = ">=4.66.3"
@@ -767,17 +778,18 @@ xxhash = "*"
 
 [package.extras]
 apache-beam = ["apache-beam (>=2.26.0)"]
-audio = ["librosa", "soundfile (>=0.12.1)"]
+audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0)"]
 benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
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+dev = ["Pillow (>=9.4.0)", "absl-py", "decorator", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0)", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0)", "tiktoken", "torch", "torch (>=2.0.0)", "transformers", "transformers (>=4.42.0)", "typing-extensions (>=4.6.1)", "zstandard"]
 docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
 jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
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+metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk (<3.8.2)", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
 quality = ["ruff (>=0.3.0)"]
 s3 = ["s3fs"]
 tensorflow = ["tensorflow (>=2.6.0)"]
 tensorflow-gpu = ["tensorflow (>=2.6.0)"]
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+tests = ["Pillow (>=9.4.0)", "absl-py", "decorator", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0)", "tensorflow (>=2.6.0)", "tiktoken", "torch (>=2.0.0)", "transformers (>=4.42.0)", "typing-extensions (>=4.6.1)", "zstandard"]
+tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "decorator", "elasticsearch (<8.0.0)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tiktoken", "torch (>=2.0.0)", "typing-extensions (>=4.6.1)", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=9.4.0)"]
 
@@ -851,13 +863,13 @@ files = [
 
 [[package]]
 name = "deepeval"
-version = "0.21.77"
+version = "0.21.78"
 description = "The open-source evaluation framework for LLMs."
 optional = false
 python-versions = "*"
 files = [
-    {file = "deepeval-0.21.77-py3-none-any.whl", hash = "sha256:0f8c69a5cb3cf031b28237916b6d2f677bc29d9ecab7420f3d0b0fe0f81e830f"},
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+    {file = "deepeval-0.21.78-py3-none-any.whl", hash = "sha256:fd947662adac13b69c7aa348da96624cac34e9c0e2ee811d08ec78fbf3dab280"},
+    {file = "deepeval-0.21.78.tar.gz", hash = "sha256:bd3f7ff10c92c8bd230181c28b8313dd47093dc65b606c5f0cf760929a28f61e"},
 ]
 
 [package.dependencies]
@@ -1016,23 +1028,23 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastapi"
-version = "0.112.0"
+version = "0.112.2"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "fastapi-0.112.2-py3-none-any.whl", hash = "sha256:db84b470bd0e2b1075942231e90e3577e12a903c4dc8696f0d206a7904a7af1c"},
+    {file = "fastapi-0.112.2.tar.gz", hash = "sha256:3d4729c038414d5193840706907a41839d839523da6ed0c2811f1168cac1798c"},
 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.37.2,<0.38.0"
+starlette = ">=0.37.2,<0.39.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
-all = ["email_validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email_validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "filelock"
@@ -1149,13 +1161,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.5.0"
+version = "2024.6.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2024.5.0-py3-none-any.whl", hash = "sha256:e0fdbc446d67e182f49a70b82cf7889028a63588fde6b222521f10937b2b670c"},
-    {file = "fsspec-2024.5.0.tar.gz", hash = "sha256:1d021b0b0f933e3b3029ed808eb400c08ba101ca2de4b3483fbc9ca23fcee94a"},
+    {file = "fsspec-2024.6.1-py3-none-any.whl", hash = "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e"},
+    {file = "fsspec-2024.6.1.tar.gz", hash = "sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49"},
 ]
 
 [package.dependencies]
@@ -1167,6 +1179,7 @@ adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
 dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1190,13 +1203,13 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "google-auth"
-version = "2.33.0"
+version = "2.34.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google_auth-2.33.0-py2.py3-none-any.whl", hash = "sha256:8eff47d0d4a34ab6265c50a106a3362de6a9975bb08998700e389f857e4d39df"},
-    {file = "google_auth-2.33.0.tar.gz", hash = "sha256:d6a52342160d7290e334b4d47ba390767e4438ad0d45b7630774533e82655b95"},
+    {file = "google_auth-2.34.0-py2.py3-none-any.whl", hash = "sha256:72fd4733b80b6d777dcde515628a9eb4a577339437012874ea286bca7261ee65"},
+    {file = "google_auth-2.34.0.tar.gz", hash = "sha256:8eb87396435c19b20d32abd2f984e31c191a15284af72eb922f10e5bde9c04cc"},
 ]
 
 [package.dependencies]
@@ -1206,20 +1219,20 @@ rsa = ">=3.1.4,<5"
 
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
-enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
+enterprise-cert = ["cryptography", "pyopenssl"]
 pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.63.2"
+version = "1.65.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "googleapis-common-protos-1.63.2.tar.gz", hash = "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"},
-    {file = "googleapis_common_protos-1.63.2-py2.py3-none-any.whl", hash = "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945"},
+    {file = "googleapis_common_protos-1.65.0-py2.py3-none-any.whl", hash = "sha256:2972e6c496f435b92590fd54045060867f3fe9be2c82ab148fc8885035479a63"},
+    {file = "googleapis_common_protos-1.65.0.tar.gz", hash = "sha256:334a29d07cddc3aa01dee4988f9afd9b2916ee2ff49d6b757155dc0d197852c0"},
 ]
 
 [package.dependencies]
@@ -1355,7 +1368,7 @@ files = [
 ]
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.65.1)"]
+protobuf = ["grpcio-tools (>=1.63.0)"]
 
 [[package]]
 name = "h11"
@@ -1463,13 +1476,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.24.5"
+version = "0.24.6"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.24.5-py3-none-any.whl", hash = "sha256:d93fb63b1f1a919a22ce91a14518974e81fc4610bf344dfe7572343ce8d3aced"},
-    {file = "huggingface_hub-0.24.5.tar.gz", hash = "sha256:7b45d6744dd53ce9cbf9880957de00e9d10a9ae837f1c9b7255fc8fa4e8264f3"},
+    {file = "huggingface_hub-0.24.6-py3-none-any.whl", hash = "sha256:a990f3232aa985fe749bc9474060cbad75e8b2f115f6665a9fda5b9c97818970"},
+    {file = "huggingface_hub-0.24.6.tar.gz", hash = "sha256:cc2579e761d070713eaa9c323e3debe39d5b464ae3a7261c39a9195b27bb8000"},
 ]
 
 [package.dependencies]
@@ -1511,13 +1524,13 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.8"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.8-py3-none-any.whl", hash = "sha256:050b4e5baadcd44d760cedbd2b8e639f2ff89bbc7a5730fcc662954303377aac"},
+    {file = "idna-3.8.tar.gz", hash = "sha256:d838c2c0ed6fced7693d5e8ab8e734d5f8fda53a039c0164afb0b82e771e3603"},
 ]
 
 [[package]]
@@ -1541,18 +1554,22 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.0"
+version = "6.4.4"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
-    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
+    {file = "importlib_resources-6.4.4-py3-none-any.whl", hash = "sha256:dda242603d1c9cd836c3368b1174ed74cb4049ecd209e7a1a0104620c18c5c11"},
+    {file = "importlib_resources-6.4.4.tar.gz", hash = "sha256:20600c8b7361938dc0bb2d5ec0297802e575df486f5a544fa414da65e13721f7"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -1910,33 +1927,33 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-anthropic"
-version = "0.1.22"
+version = "0.1.23"
 description = "An integration package connecting AnthropicMessages and LangChain"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_anthropic-0.1.22-py3-none-any.whl", hash = "sha256:149c4056efbdeddde901c9ff301b0d30ea4fd6bb951f9469ac74cd5efcc86bff"},
-    {file = "langchain_anthropic-0.1.22.tar.gz", hash = "sha256:8d46ea715e2f80911ceca299b4249e01461f36c22cda82e08f49bdb07a785b1d"},
+    {file = "langchain_anthropic-0.1.23-py3-none-any.whl", hash = "sha256:89cafdaf4c9e522484b0ca8bafcceb0a5e4ffca89f7c7c9cec1e2ba411208208"},
+    {file = "langchain_anthropic-0.1.23.tar.gz", hash = "sha256:f2ce045bd0ae09d5f11fed4b84a38ce306822b7bcac77232345f40115df66d51"},
 ]
 
 [package.dependencies]
-anthropic = ">=0.28.0,<1"
+anthropic = ">=0.30.0,<1"
 defusedxml = ">=0.7.1,<0.8.0"
 langchain-core = ">=0.2.26,<0.3.0"
 
 [[package]]
 name = "langchain-chroma"
-version = "0.1.2"
+version = "0.1.3"
 description = "An integration package connecting Chroma and LangChain"
 optional = false
 python-versions = "<4,>=3.8.1"
 files = [
-    {file = "langchain_chroma-0.1.2-py3-none-any.whl", hash = "sha256:0948f2975091dfef685a7981c140b8fd8a3b0f0602abba61abbcac7959beee4c"},
-    {file = "langchain_chroma-0.1.2.tar.gz", hash = "sha256:745a53b93e7ae058f9666a48e15ff211122656032ed0e8ffb7291b402f5bf23b"},
+    {file = "langchain_chroma-0.1.3-py3-none-any.whl", hash = "sha256:7857f8c63faa827118b18e06e926ef22a02b30c1462c8467dd7240d3e685edd3"},
+    {file = "langchain_chroma-0.1.3.tar.gz", hash = "sha256:67754c50d0adb6fa2ebf07ea48026e025c9bffe2ae329e769d4c6e2b6398eaa8"},
 ]
 
 [package.dependencies]
-chromadb = ">=0.4.0,<0.6.0"
+chromadb = ">=0.4.0,<0.5.4 || >0.5.4,<0.5.5 || >0.5.5,<0.6.0"
 fastapi = ">=0.95.2,<1"
 langchain-core = ">=0.1.40,<0.3"
 numpy = [
@@ -1973,13 +1990,13 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 
 [[package]]
 name = "langchain-core"
-version = "0.2.29"
+version = "0.2.37"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.2.29-py3-none-any.whl", hash = "sha256:846c04a3bb72e409a9b928e0eb3ea1762e1473f2c4fb6df2596fbd7b3ab75973"},
-    {file = "langchain_core-0.2.29.tar.gz", hash = "sha256:491324745a7afee5a7b285c3904edd9dd0c6efa7daf26b92fec6e84a2d2f5d10"},
+    {file = "langchain_core-0.2.37-py3-none-any.whl", hash = "sha256:bf0f39ccb653931eeb0a4dd248591ef239895620e04da9ec928446cd9ddb47f0"},
+    {file = "langchain_core-0.2.37.tar.gz", hash = "sha256:944de6cfaad72de5641f6765d5310a022fcd9943f10735507ea040cc5fb95011"},
 ]
 
 [package.dependencies]
@@ -2063,13 +2080,13 @@ langchain-core = ">=0.2.10,<0.3.0"
 
 [[package]]
 name = "langchainhub"
-version = "0.1.20"
+version = "0.1.21"
 description = "The LangChain Hub API client"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchainhub-0.1.20-py3-none-any.whl", hash = "sha256:b3cbb5b2d7d6f9c3f89748bcc74424d8030ed4ebca58b5f44e0b6d9f111e33eb"},
-    {file = "langchainhub-0.1.20.tar.gz", hash = "sha256:499fa8958233071f35750987f325005d16241bebd455163955b607c195c37f25"},
+    {file = "langchainhub-0.1.21-py3-none-any.whl", hash = "sha256:1cc002dc31e0d132a776afd044361e2b698743df5202618cf2bad399246b895f"},
+    {file = "langchainhub-0.1.21.tar.gz", hash = "sha256:723383b3964a47dbaea6ad5d0ef728accefbc9d2c07480e800bdec43510a8c10"},
 ]
 
 [package.dependencies]
@@ -2094,16 +2111,17 @@ uuid6 = ">=2024.1.12,<2025.0.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.98"
+version = "0.1.108"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.98-py3-none-any.whl", hash = "sha256:f79e8a128652bbcee4606d10acb6236973b5cd7dde76e3741186d3b97b5698e9"},
-    {file = "langsmith-0.1.98.tar.gz", hash = "sha256:e07678219a0502e8f26d35294e72127a39d25e32fafd091af5a7bb661e9a6bd1"},
+    {file = "langsmith-0.1.108-py3-none-any.whl", hash = "sha256:407f318b0989e33f2cd30bc2fbd443e4ddfa7c2a93de7f795fb6b119b015583c"},
+    {file = "langsmith-0.1.108.tar.gz", hash = "sha256:42f603e2d5770ba36093951bdb29eaab22451cb12ab8c062340c722cf60d4cec"},
 ]
 
 [package.dependencies]
+httpx = ">=0.23.0,<1"
 orjson = ">=3.9.14,<4.0.0"
 pydantic = [
     {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
@@ -2113,13 +2131,13 @@ requests = ">=2,<3"
 
 [[package]]
 name = "lark"
-version = "1.1.9"
+version = "1.2.2"
 description = "a modern parsing library"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "lark-1.1.9-py3-none-any.whl", hash = "sha256:a0dd3a87289f8ccbb325901e4222e723e7d745dbfc1803eaf5f3d2ace19cf2db"},
-    {file = "lark-1.1.9.tar.gz", hash = "sha256:15fa5236490824c2c4aba0e22d2d6d823575dcaf4cdd1848e34b6ad836240fba"},
+    {file = "lark-1.2.2-py3-none-any.whl", hash = "sha256:c2276486b02f0f1b90be155f2c8ba4a8e194d42775786db622faccd652d8e80c"},
+    {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"},
 ]
 
 [package.extras]
@@ -2234,13 +2252,13 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.21.3"
+version = "3.22.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "marshmallow-3.21.3-py3-none-any.whl", hash = "sha256:86ce7fb914aa865001a4b2092c4c2872d13bc347f3d42673272cabfdbad386f1"},
-    {file = "marshmallow-3.21.3.tar.gz", hash = "sha256:4f57c5e050a54d66361e826f94fba213eb10b67b2fdb02c3e0343ce207ba1662"},
+    {file = "marshmallow-3.22.0-py3-none-any.whl", hash = "sha256:71a2dce49ef901c3f97ed296ae5051135fd3febd2bf43afe0ae9a82143a494d9"},
+    {file = "marshmallow-3.22.0.tar.gz", hash = "sha256:4972f529104a220bb8637d595aa4c9762afbe7f7a77d82dc58c1615d70c5823e"},
 ]
 
 [package.dependencies]
@@ -2248,7 +2266,7 @@ packaging = ">=17.0"
 
 [package.extras]
 dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.0.2)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
 tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
@@ -2845,42 +2863,42 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "onnxruntime"
-version = "1.18.1"
+version = "1.19.0"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = "*"
 files = [
-    {file = "onnxruntime-1.18.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:29ef7683312393d4ba04252f1b287d964bd67d5e6048b94d2da3643986c74d80"},
-    {file = "onnxruntime-1.18.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fc706eb1df06ddf55776e15a30519fb15dda7697f987a2bbda4962845e3cec05"},
-    {file = "onnxruntime-1.18.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b7de69f5ced2a263531923fa68bbec52a56e793b802fcd81a03487b5e292bc3a"},
-    {file = "onnxruntime-1.18.1-cp310-cp310-win32.whl", hash = "sha256:221e5b16173926e6c7de2cd437764492aa12b6811f45abd37024e7cf2ae5d7e3"},
-    {file = "onnxruntime-1.18.1-cp310-cp310-win_amd64.whl", hash = "sha256:75211b619275199c861ee94d317243b8a0fcde6032e5a80e1aa9ded8ab4c6060"},
-    {file = "onnxruntime-1.18.1-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:f26582882f2dc581b809cfa41a125ba71ad9e715738ec6402418df356969774a"},
-    {file = "onnxruntime-1.18.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef36f3a8b768506d02be349ac303fd95d92813ba3ba70304d40c3cd5c25d6a4c"},
-    {file = "onnxruntime-1.18.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:170e711393e0618efa8ed27b59b9de0ee2383bd2a1f93622a97006a5ad48e434"},
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 [package.dependencies]
 coloredlogs = "*"
 flatbuffers = "*"
-numpy = ">=1.21.6,<2.0"
+numpy = ">=1.21.6"
 packaging = "*"
 protobuf = "*"
 sympy = "*"
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 [package.extras]
 test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
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 ]
 
 [package.dependencies]
@@ -4210,13 +4221,13 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "ragas"
-version = "0.1.13"
+version = "0.1.15"
 description = ""
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -4233,35 +4244,35 @@ pysbd = ">=0.3.4"
 tiktoken = "*"
 
 [package.extras]
-all = ["sentence-transformers"]
+all = ["sentence-transformers", "transformers"]
 
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 name = "ray"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -4277,10 +4288,12 @@ pyyaml = "*"
 requests = "*"
 
 [package.extras]
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 air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyarrow (>=6.0.1)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
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 client = ["grpcio (!=1.56.0)"]
-cpp = ["ray-cpp (==2.34.0)"]
+cpp = ["ray-cpp (==2.35.0)"]
 data = ["fsspec", "numpy (>=1.20)", "pandas (>=1.3)", "pyarrow (>=6.0.1)"]
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 observability = ["opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"]
@@ -4452,13 +4465,13 @@ rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
 [[package]]
 name = "rich"
-version = "13.7.1"
+version = "13.8.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [package.dependencies]
@@ -4773,36 +4786,44 @@ tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc (
 
 [[package]]
 name = "scipy"
-version = "1.14.0"
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 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
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 [package.dependencies]
@@ -4810,8 +4831,8 @@ numpy = ">=1.23.5,<2.3"
 
 [package.extras]
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 [[package]]
 name = "sentence-transformers"
@@ -4840,13 +4861,13 @@ train = ["accelerate (>=0.20.3)", "datasets"]
 
 [[package]]
 name = "sentry-sdk"
-version = "2.12.0"
+version = "2.13.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -4873,6 +4894,7 @@ httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
 huggingface-hub = ["huggingface-hub (>=0.22)"]
 langchain = ["langchain (>=0.0.210)"]
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 loguru = ["loguru (>=0.5)"]
 openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
 opentelemetry = ["opentelemetry-distro (>=0.35b0)"]
@@ -4890,19 +4912,23 @@ tornado = ["tornado (>=6)"]
 
 [[package]]
 name = "setuptools"
-version = "72.1.0"
+version = "74.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
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+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
 
 [[package]]
 name = "shellingham"
@@ -5045,13 +5071,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.37.2"
+version = "0.38.3"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5062,13 +5088,13 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "sympy"
-version = "1.13.1"
+version = "1.13.2"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5409,13 +5435,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.44.0"
+version = "4.44.2"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -5514,13 +5540,13 @@ tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "typer"
-version = "0.12.3"
+version = "0.12.5"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
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 [package.dependencies]
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 ]
 
 [package.dependencies]
@@ -5806,83 +5828,97 @@ test = ["websockets"]
 
 [[package]]
 name = "websockets"
-version = "12.0"
+version = "13.0.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.8"
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@@ -6200,20 +6253,24 @@ multidict = ">=4.0"
 
 [[package]]
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+version = "3.20.1"
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 python-versions = ">=3.8"
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 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=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 <satis.vishnu@gmail.com>
Date: Sun, 1 Sep 2024 16:17:35 +0530
Subject: [PATCH 7/7] 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": [
+       "<flo_ai.state.flo_session.FloSession at 0x114011310>"
+      ]
+     },
+     "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