diff --git a/backend/app/core/graph/build.py b/backend/app/core/graph/build.py index 848fe590..fee72864 100644 --- a/backend/app/core/graph/build.py +++ b/backend/app/core/graph/build.py @@ -4,7 +4,6 @@ from langchain_core.messages import AIMessage, HumanMessage from langchain_core.runnables import RunnableLambda -from langchain_openai import ChatOpenAI from langgraph.graph import StateGraph from app.core.graph.members import ( @@ -12,30 +11,35 @@ LeaderNode, Member, SummariserNode, + Team, TeamState, WorkerNode, ) -from app.models import ChatMessage, Team +from app.models import ChatMessage from app.models import Member as MemberModel +from app.models import Team as TeamModel -model = ChatOpenAI(model="gpt-3.5-turbo") - -def convert_team_to_dict(team: Team, members: list[MemberModel]): - """Convert team and members model to teams dict +def convert_team_to_dict( + team: TeamModel, members: list[MemberModel] +) -> dict[str, Team]: + """ + Converts a team and its members into a dictionary representation. Args: - team (Team): Team Model - members (list[Member]): list of members model + team (Team): The team model to be converted. + members (list[Member]): A list of member models belonging to the team. + + Returns: + dict: A dictionary containing the team's information, with member details. Raises: - ValueError: Root leader not found + ValueError: If the root leader is not found in the team. - Returns: - dict: Dict containing the team and members + Notes: + This function assumes that each team has a single root leader. """ - - teams = {} + teams: dict[str, Team] = {} in_counts = defaultdict(int) out_counts = defaultdict(list[int]) @@ -61,22 +65,28 @@ def convert_team_to_dict(team: Team, members: list[MemberModel]): if member.type == "root" or member.type == "leader": leader_name = member.name # Create the team definitions - teams[leader_name] = { - "name": team.name, - "members": {}, - } + teams[leader_name] = Team( + name=team.name, + model=member.model, + members={}, + provider=member.provider, + temperature=member.temperature, + ) # If member is not root team leader, add as a member if member.type != "root": member_name = member.name leader = members_lookup[member.source] leader_name = leader.name - teams[leader_name]["members"][member_name] = { - "type": member.type, - "name": member_name, - "backstory": member.backstory or "", - "role": member.role, - "tools": [skill.name for skill in member.skills], - } + teams[leader_name].members[member_name] = Member( + type=member.type, + name=member_name, + backstory=member.backstory or "", + role=member.role, + tools=[skill.name for skill in member.skills], + provider=member.provider, + model=member.model, + temperature=member.temperature, + ) for nei_id in out_counts[member_id]: in_counts[nei_id] -= 1 @@ -86,16 +96,30 @@ def convert_team_to_dict(team: Team, members: list[MemberModel]): return teams -# Create the Member/Leader class instance in members -def format_teams(teams: dict[str, any]): - """Update the team members to use Member/Leader""" - for team in teams: - members = teams[team]["members"] +def format_teams(teams: dict[str, any]) -> dict[str, Team]: + """ + FOR TESTING PURPOSES ONLY! + + This function takes a dictionary of teams and formats their member lists to use instances of the `Member` or `Leader` + classes. + + Args: + teams (dict[str, any]): A dictionary where each key is a team name and the value is another dictionary containing + the team's members + + Returns: + dict[str, Team]: The input dictionary with its member lists formatted to use instances of `Member` or `Leader` + """ + for team_name, team in teams.items(): + if not isinstance(team, dict): + raise ValueError(f"Invalid team {team_name}. Teams must be dictionaries.") + members = team.get("members", {}) for k, v in members.items(): - teams[team]["members"][k] = ( - Leader(**v) if v["type"] == "leader" else Member(**v) - ) - return teams + if v["type"] == "leader": + teams[team_name]["members"][k] = Leader(**v) + else: + teams[team_name]["members"][k] = Member(**v) + return {team_name: Team(**team) for team_name, team in teams.items()} def router(state: TeamState): @@ -127,21 +151,56 @@ def exit_chain(state: TeamState): return {"messages": [answer]} -def create_graph( - teams: dict[str, dict[str, str | dict[str, Member | Leader]]], leader_name: str -): - """ - Create the team's graph. +def create_graph(teams: dict[str, Team], leader_name: str): + """Create the team's graph. + + This function creates a graph representation of the given teams. The graph is represented as a dictionary where each key is a team name, + and the value is another dictionary containing the team's members, their roles, and tools. + + Args: + teams (dict[str, dict[str, str | dict[str, Member | Leader]]]): A dictionary where each key is a team leader's name and the value is + another dictionary containing the team's members. + leader_name (str): The name of the root leader in the team. + + Returns: + dict: A dictionary representing the graph of teams. """ build = StateGraph(TeamState) # Add the start and end node - build.add_node(leader_name, RunnableLambda(LeaderNode(model).delegate)) - build.add_node("summariser", RunnableLambda(SummariserNode(model).summarise)) - - members = teams[leader_name]["members"] + build.add_node( + leader_name, + RunnableLambda( + LeaderNode( + teams[leader_name].provider, + teams[leader_name].model, + teams[leader_name].temperature, + ).delegate + ), + ) + build.add_node( + "summariser", + RunnableLambda( + SummariserNode( + teams[leader_name].provider, + teams[leader_name].model, + teams[leader_name].temperature, + ).summarise + ), + ) + + members = teams[leader_name].members for name, member in members.items(): if isinstance(member, Member): - build.add_node(name, RunnableLambda(WorkerNode(model).work)) + build.add_node( + name, + RunnableLambda( + WorkerNode( + member.provider, + member.model, + member.temperature, + ).work + ), + ) elif isinstance(member, Leader): subgraph = create_graph(teams, leader_name=name) enter = partial(enter_chain, team=teams[name]) @@ -160,11 +219,12 @@ def create_graph( return graph -async def generator(team: Team, members: list[Member], messages: list[ChatMessage]): +async def generator( + team: TeamModel, members: list[Member], messages: list[ChatMessage] +): """Create the graph and stream responses as JSON.""" teams = convert_team_to_dict(team, members) team_leader = list(teams.keys())[0] - format_teams(teams) root = create_graph(teams, leader_name=team_leader) messages = [ HumanMessage(message.content) @@ -177,8 +237,8 @@ async def generator(team: Team, members: list[Member], messages: list[ChatMessag async for output in root.astream( { "messages": messages, - "team_name": teams[team_leader]["name"], - "team_members": teams[team_leader]["members"], + "team_name": teams[team_leader].name, + "team_members": teams[team_leader].members, } ): if "__end__" not in output: @@ -196,65 +256,71 @@ async def generator(team: Team, members: list[Member], messages: list[ChatMessag # teams = { # "FoodExpertLeader": { # "name": "FoodExperts", +# "model": "ChatOpenAI", # "members": { # "ChineseFoodExpert": { # "type": "worker", # "name": "ChineseFoodExpert", # "backstory": "Studied culinary school in Singapore. Well-verse in hawker to fine-dining experiences. ISFP.", # "role": "Provide chinese food suggestions in Singapore", -# "tools": [] +# "tools": [], +# "model": "ChatOpenAI", # }, # "MalayFoodExpert": { # "type": "worker", # "name": "MalayFoodExpert", # "backstory": "Studied culinary school in Singapore. Well-verse in hawker to fine-dining experiences. INTP.", # "role": "Provide malay food suggestions in Singapore", -# "tools": [] +# "tools": [], +# "model": "ChatOpenAI", # }, -# } +# }, # }, # "TravelExpertLeader": { # "name": "TravelKakis", +# "model": "ChatOpenAI", # "members": { # "FoodExpertLeader": { # "type": "leader", # "name": "FoodExpertLeader", # "role": "Gather inputs from your team and provide a diverse food suggestions in Singapore.", -# "tools": [] +# "tools": [], +# "model": "ChatOpenAI", # }, # "HistoryExpert": { # "type": "worker", # "name": "HistoryExpert", # "backstory": "Studied Singapore history. Well-verse in Singapore architecture. INTJ.", # "role": "Provide places to sight-see with a history/architecture angle", -# "tools": ["search"] -# } -# } -# } +# "tools": ["search"], +# "model": "ChatOpenAI", +# }, +# }, +# }, # } -# format_teams(teams) - +# teams = format_teams(teams) # team_leader = "TravelExpertLeader" # root = create_graph(teams, team_leader) -# messages = [ -# HumanMessage(f"What is the best food in Singapore") -# ] +# messages = [HumanMessage("What is the best food in Singapore")] # initial_state = { # "messages": messages, -# "team_name": teams[team_leader]["name"], -# "team_members": teams[team_leader]["members"], +# "team_name": teams[team_leader].name, +# "team_members": teams[team_leader].members, # } + # async def main(): # async for s in root.astream(initial_state): # if "__end__" not in s: -# print(s) -# print("----") +# print(s) +# print("----") + -# import asyncio +# main() +# # import asyncio -# asyncio.run(main()) +# # asyncio.run(main()) diff --git a/backend/app/core/graph/members.py b/backend/app/core/graph/members.py index 2776bf82..d95793b9 100644 --- a/backend/app/core/graph/members.py +++ b/backend/app/core/graph/members.py @@ -1,20 +1,27 @@ import operator from typing import Annotated, TypedDict -from langchain.agents import AgentExecutor, create_openai_functions_agent +from langchain.agents import ( + AgentExecutor, + create_tool_calling_agent, +) +from langchain_core.language_models import BaseLanguageModel from langchain_core.messages import AIMessage, BaseMessage, HumanMessage from langchain_core.output_parsers.openai_tools import JsonOutputKeyToolsParser from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from langchain_core.runnables import RunnableLambda -from langchain_openai import ChatOpenAI from pydantic import BaseModel, Field +from app.core.graph.models import all_models from app.core.graph.skills import all_skills class Person(BaseModel): name: str = Field(description="The name of the person") role: str = Field(description="Role of the person") + provider: str = Field(description="The provider for the llm model") + model: str = Field(description="The llm model to use for this person") + temperature: float = Field(description="The temperature of the llm model") class Member(Person): @@ -33,6 +40,16 @@ class Leader(Person): pass +class Team(BaseModel): + name: str = Field(description="The name of the team") + members: dict[str, Member | Leader] = Field(description="The members of the team") + provider: str = Field(description="The provider of the team leader's llm model") + model: str = Field(description="The llm model to use for this team leader") + temperature: float = Field( + description="The temperature of the team leader's llm model" + ) + + def update_name(name: str, new_name: str): """Update name at the onset.""" if not name: @@ -61,8 +78,8 @@ class TeamState(TypedDict): class BaseNode: - def __init__(self, model: ChatOpenAI): - self.model = model + def __init__(self, provider: str, model: str, temperature: float): + self.model = all_models[provider](model=model, temperature=temperature) def tag_with_name(self, ai_message: AIMessage, name: str): """Tag a name to the AI message""" @@ -92,14 +109,16 @@ def convert_output_to_ai_message(self, state: TeamState): return AIMessage(content=output) def create_agent( - self, llm: ChatOpenAI, prompt: ChatPromptTemplate, tools: list[str] + self, llm: BaseLanguageModel, prompt: ChatPromptTemplate, tools: list[str] ): """Create the agent executor""" tools = [all_skills[tool].tool for tool in tools] # Tools cannot be empty, add a placeholder if len(tools) < 1: tools = [all_skills["nothing"].tool] - agent = create_openai_functions_agent(llm, tools, prompt) + + agent = create_tool_calling_agent(llm, tools, prompt) + # agent = create_openai_functions_agent(llm, tools, prompt) executor = AgentExecutor(agent=agent, tools=tools) return executor @@ -175,6 +194,7 @@ async def delegate(self, state: TeamState): team_name = state["team_name"] team_members_info = self.get_team_members_info(state["team_members"]) options = list(state["team_members"]) + ["FINISH"] + tools = [self.get_tool_definition(options)] delegate_chain = ( self.leader_prompt.partial( @@ -183,7 +203,7 @@ async def delegate(self, state: TeamState): team_members_info=team_members_info, options=str(options), ) - | self.model.bind_tools([self.get_tool_definition(options)]) + | self.model.bind_tools(tools=tools) | JsonOutputKeyToolsParser(key_name="route", first_tool_only=True) ) result = await delegate_chain.ainvoke(state) diff --git a/backend/app/core/graph/models.py b/backend/app/core/graph/models.py new file mode 100644 index 00000000..add53cf4 --- /dev/null +++ b/backend/app/core/graph/models.py @@ -0,0 +1,12 @@ +from langchain_anthropic import ChatAnthropic +from langchain_cohere import ChatCohere +from langchain_google_genai import ChatGoogleGenerativeAI +from langchain_openai import ChatOpenAI + +# Define a dictionary to store all models +all_models = { + "ChatOpenAI": ChatOpenAI, + "ChatAnthropic": ChatAnthropic, + "ChatCohere": ChatCohere, + "ChatGoogleGenerativeAI": ChatGoogleGenerativeAI, +} diff --git a/backend/app/models.py b/backend/app/models.py index 3944dfb4..9b09db3f 100644 --- a/backend/app/models.py +++ b/backend/app/models.py @@ -191,6 +191,9 @@ class MemberBase(SQLModel): position_x: float position_y: float source: int | None = None + provider: str = "ChatOpenAI" + model: str = "gpt-3.5-turbo" + temperature: float = 0.7 class MemberCreate(MemberBase): @@ -206,6 +209,9 @@ class MemberUpdate(MemberBase): position_x: float | None = None position_y: float | None = None skills: list["Skill"] | None = None + provider: str | None = None + model: str | None = None + temperature: float | None = None class Member(MemberBase, table=True): diff --git a/backend/poetry.lock b/backend/poetry.lock index 45c48b3d..34074037 100644 --- a/backend/poetry.lock +++ b/backend/poetry.lock @@ -140,6 +140,30 @@ files = [ 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3bee3c36..6f4405ba 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -34,6 +34,9 @@ langchain = "^0.1.16" langchain-community = "^0.0.34" duckduckgo-search = "^5.3.0" wikipedia = "^1.4.0" +langchain-anthropic = "^0.1.11" +langchain-cohere = "^0.1.4" +langchain-google-genai = "^1.0.2" [tool.poetry.group.dev.dependencies] pytest = "^7.4.3" diff --git a/frontend/src/client/models/MemberCreate.ts b/frontend/src/client/models/MemberCreate.ts index 2b49def1..1b243581 100644 --- a/frontend/src/client/models/MemberCreate.ts +++ b/frontend/src/client/models/MemberCreate.ts @@ -12,5 +12,8 @@ export type MemberCreate = { position_x: number; position_y: number; source?: (number | null); + provider?: string; + model?: string; + temperature?: number; }; diff --git a/frontend/src/client/models/MemberOut.ts b/frontend/src/client/models/MemberOut.ts index 116d9677..0904085e 100644 --- a/frontend/src/client/models/MemberOut.ts +++ b/frontend/src/client/models/MemberOut.ts @@ -14,6 +14,9 @@ export type MemberOut = { position_x: number; position_y: number; source?: (number | null); + provider?: string; + model?: string; + temperature?: number; id: number; belongs_to: number; skills: Array; diff --git a/frontend/src/client/models/MemberUpdate.ts b/frontend/src/client/models/MemberUpdate.ts index 6e5248bb..bd89aafc 100644 --- a/frontend/src/client/models/MemberUpdate.ts +++ b/frontend/src/client/models/MemberUpdate.ts @@ -14,6 +14,9 @@ export type MemberUpdate = { position_x?: (number | null); position_y?: (number | null); source?: (number | null); + provider?: (string | null); + model?: (string | null); + temperature?: (number | null); belongs_to?: (number | null); skills?: (Array | null); }; diff --git a/frontend/src/client/schemas/$MemberCreate.ts b/frontend/src/client/schemas/$MemberCreate.ts index 0ecad778..58ed195b 100644 --- a/frontend/src/client/schemas/$MemberCreate.ts +++ b/frontend/src/client/schemas/$MemberCreate.ts @@ -49,5 +49,14 @@ export const $MemberCreate = { type: 'null', }], }, + provider: { + type: 'string', + }, + model: { + type: 'string', + }, + temperature: { + type: 'number', + }, }, } as const; diff --git a/frontend/src/client/schemas/$MemberOut.ts b/frontend/src/client/schemas/$MemberOut.ts index 6f0aa034..c7d8034d 100644 --- a/frontend/src/client/schemas/$MemberOut.ts +++ b/frontend/src/client/schemas/$MemberOut.ts @@ -50,6 +50,15 @@ export const $MemberOut = { type: 'null', }], }, + provider: { + type: 'string', + }, + model: { + type: 'string', + }, + temperature: { + type: 'number', + }, id: { type: 'number', isRequired: true, diff --git a/frontend/src/client/schemas/$MemberUpdate.ts b/frontend/src/client/schemas/$MemberUpdate.ts index af6cab1c..c506a98b 100644 --- a/frontend/src/client/schemas/$MemberUpdate.ts +++ b/frontend/src/client/schemas/$MemberUpdate.ts @@ -69,6 +69,30 @@ export const $MemberUpdate = { type: 'null', }], }, + provider: { + type: 'any-of', + contains: [{ + type: 'string', + }, { + type: 'null', + }], + }, + model: { + type: 'any-of', + contains: [{ + type: 'string', + }, { + type: 'null', + }], + }, + temperature: { + type: 'any-of', + contains: [{ + type: 'number', + }, { + type: 'null', + }], + }, belongs_to: { type: 'any-of', contains: [{ diff --git a/frontend/src/components/Members/EditMember.tsx b/frontend/src/components/Members/EditMember.tsx index 44633279..5e765be2 100644 --- a/frontend/src/components/Members/EditMember.tsx +++ b/frontend/src/components/Members/EditMember.tsx @@ -12,7 +12,12 @@ import { ModalHeader, ModalOverlay, Select, + Slider, + SliderFilledTrack, + SliderThumb, + SliderTrack, Textarea, + Tooltip, } from "@chakra-ui/react" import useCustomToast from "../../hooks/useCustomToast" import { useMutation, useQuery, useQueryClient } from "react-query" @@ -26,6 +31,7 @@ import { } from "../../client" import { type SubmitHandler, useForm, Controller } from "react-hook-form" import { Select as MultiSelect, chakraComponents } from "chakra-react-select" +import { useState } from "react" interface EditMemberProps { member: MemberOut @@ -42,6 +48,16 @@ const customSelectOption = { ), } +// TODO: Place this somewhere else. +const AVAILABLE_MODELS = { + ChatOpenAI: ["gpt-3.5-turbo", "gpt-4-turbo"], + ChatAnthropic: ["claude-3-sonnet-20240229", "claude-3-opus-20240229"], + ChatCohere: ["command"], + ChatGoogleGenerativeAI: ["gemini-pro"], +} + +type ModelProvider = keyof typeof AVAILABLE_MODELS + export function EditMember({ member, teamId, @@ -50,6 +66,7 @@ export function EditMember({ }: EditMemberProps) { const queryClient = useQueryClient() const showToast = useCustomToast() + const [showTooltip, setShowTooltip] = useState(false) const { data: skills, isLoading, @@ -115,6 +132,7 @@ export function EditMember({ // Watch the type field to determine whether to disable multiselect const memberType = watch("type") + const selectedProvider = watch("provider") as ModelProvider const skillOptions = skills ? skills.data.map((skill) => ({ @@ -182,12 +200,11 @@ export function EditMember({ ( - + Skills )} /> + + Provider + + + + Model + + + ( + + Temperature + setShowTooltip(true)} + onMouseLeave={() => setShowTooltip(false)} + > + + + + + + + + {error?.message} + + )} + />