# -*- coding: utf-8 -*- """OpenAI_Assistant_WanderLust.ipynb Automatically generated by Colaboratory. Original file is located at https://colab.research.google.com/drive/1DLYjk07uQwF_Oqav1NtqMMCz_S2f0q8B # OpenAI assistant Wanderlust Basic recreation of OpenAI's DevDay Wanderlust demo app. It relies on Gradio and the new Assistants API. This space is inspired by the implementation of Fanilo Andrianasolo using Streamlit - https://www.youtube.com/watch?v=tLeqCDKgEDU """ #!pip install -q -U gradio openai datasets import gradio as gr import random import openai import os import json import plotly.graph_objects as go import time os.environ["OPENAI_API_KEY"] = "sk-..." # Replace with your key assistant_id = "asst_7OC3NTeyCjEZrApdLRklplE7" client = openai.OpenAI() assistant = client.beta.assistants.retrieve(assistant_id) ####################################### # TOOLS SETUP ####################################### def update_map_state(map_metadata_state, latitude, longitude, zoom): """OpenAI tool to update map in-app """ map_metadata_state["latitude"] = latitude map_metadata_state["longitude"] = longitude map_metadata_state["zoom"] = zoom print(map_metadata_state) return "Map updated" def add_markers_state(map_metadata_state, latitudes, longitudes, labels): """OpenAI tool to update markers in-app """ map_metadata_state["lat"] = latitudes map_metadata_state["lon"] = longitudes map_metadata_state["text"] = labels print(map_metadata_state) return "Markers added" tool_to_function = { "update_map": update_map_state, "add_markers": add_markers_state } ## Helpers def submit_message(assistant_id, thread_id, user_message): client.beta.threads.messages.create( thread_id=thread_id, role="user", content=user_message ) run = client.beta.threads.runs.create( thread_id=thread_id, assistant_id=assistant_id, ) return run def get_run_info(run_id, thread_id): run = client.beta.threads.runs.retrieve( thread_id=thread_id, run_id=run_id, ) return run ####################################### # INITIAL DATA FOR MAP ####################################### map_metadata = { "latitude": 48.85, "longitude": 2.35, "zoom": 12, "lat": [], "lon": [], "text": [], } fig = go.Figure(go.Scattermapbox()) fig.update_layout( mapbox_style="open-street-map", hovermode='closest', mapbox=dict( center=go.layout.mapbox.Center( lat=map_metadata["latitude"], lon=map_metadata["longitude"] ), zoom=map_metadata["zoom"] ), ) def respond(message, chat_history, thread, map_metadata_state): if thread is None: thread = client.beta.threads.create() print(map_metadata_state) run = submit_message(assistant.id, thread.id, message) completed = False # Polling while not completed: run = get_run_info(run.id, thread.id) if run.status == "requires_action": tools_output = [] for tool_call in run.required_action.submit_tool_outputs.tool_calls: f = tool_call.function f_name = f.name f_args = json.loads(f.arguments) #print(f"Launching function {f_name} with args {f_args}") tool_result = tool_to_function[f_name](map_metadata_state,**f_args) tools_output.append( { "tool_call_id": tool_call.id, "output": tool_result, } ) #print(f"Will submit {tools_output}") client.beta.threads.runs.submit_tool_outputs( thread_id=thread.id, run_id=run.id, tool_outputs=tools_output, ) if run.status == "completed": completed = True else: time.sleep(0.1) dialog = [ [m.role, m.content[0].text.value] for m in client.beta.threads.messages.list(thread.id, order="asc").data ] formatted_dialog = [] for i in range(int(len(dialog)/2)): formatted_dialog.append([dialog[i*2][1],dialog[i*2+1][1]]) chat_history = formatted_dialog print(formatted_dialog) fig = None if len(map_metadata_state["lat"])==0: fig = go.Figure(go.Scattermapbox()) else : fig = go.Figure(go.Scattermapbox( customdata=map_metadata_state["text"], lat=map_metadata_state["lat"], lon=map_metadata_state["lon"], mode='markers', marker=go.scattermapbox.Marker( size=18 ), hoverinfo="text", hovertemplate='Name: %{customdata}' )) fig.update_layout( mapbox_style="open-street-map", hovermode='closest', mapbox=dict( center=go.layout.mapbox.Center( lat=map_metadata_state["latitude"], lon=map_metadata_state["longitude"] ), zoom=12 ), ) return "", chat_history, fig, thread, map_metadata_state with gr.Blocks(title="OpenAI assistant Wanderlust") as demo: gr.Markdown("# OpenAI assistant Wanderlust") thread = gr.State() map_metadata_state = gr.State(map_metadata) with gr.Column(): with gr.Row(): chatbot = gr.Chatbot() map = gr.Plot(fig) msg = gr.Textbox("Move the map to Brussels and add markers on shops with the best waffles") with gr.Column(): with gr.Row(): submit = gr.Button("Submit") clear = gr.ClearButton([msg, chatbot]) msg.submit(respond, [msg, chatbot, thread, map_metadata_state], [msg, chatbot, map, thread, map_metadata_state]) submit.click(respond, [msg, chatbot, thread, map_metadata_state], [msg, chatbot, map, thread, map_metadata_state]) gr.Markdown( """ # Description Basic recreation of OpenAI's DevDay Wanderlust demo app. It relies on Gradio and the new Assistants API. [Github repository](https://github.com/Yannael/openai-assistant-wanderlust) This space is inspired by the implementation of [Fanilo Andrianasolo using Streamlit](https://www.youtube.com/watch?v=tLeqCDKgEDU) """ ) demo.queue() demo.launch(debug=True)