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Parent(s):
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feat: enhance UI
Browse files- Gradio_UI.py +94 -68
Gradio_UI.py
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#!/usr/bin/env python
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# coding=utf-8
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# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import mimetypes
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import os
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import re
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@@ -24,7 +9,6 @@ from smolagents.agents import ActionStep, MultiStepAgent
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from smolagents.memory import MemoryStep
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from smolagents.utils import _is_package_available
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def pull_messages_from_step(
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step_log: MemoryStep,
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):
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yield gr.ChatMessage(role="assistant", content=f"{step_footnote}")
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yield gr.ChatMessage(role="assistant", content="-----")
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def stream_to_gradio(
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agent,
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task: str,
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):
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yield message
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final_answer = step_log
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final_answer = handle_agent_output_types(final_answer)
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yield gr.ChatMessage(
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role="assistant",
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content=f"**Final answer:**\n{final_answer.to_string()}\n",
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)
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elif isinstance(final_answer, AgentImage):
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yield gr.ChatMessage(
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role="assistant",
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content={"path": final_answer.to_string(), "mime_type": "image/png"},
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)
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elif isinstance(final_answer, AgentAudio):
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yield gr.ChatMessage(
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role="assistant",
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content={"path": final_answer.to_string(), "mime_type": "audio/wav"},
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)
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else:
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yield gr.ChatMessage(role="assistant", content=f"**Final answer:** {str(final_answer)}")
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class GradioUI:
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"""A one-line interface to launch your agent in Gradio"""
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if not os.path.exists(file_upload_folder):
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os.mkdir(file_upload_folder)
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def interact_with_agent(self, prompt, messages):
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import gradio as gr
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messages.append(gr.ChatMessage(role="user", content=prompt))
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yield messages
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for msg in stream_to_gradio(self.agent, task=prompt, reset_agent_memory=False):
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messages.append(msg)
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yield messages
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def upload_file(
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self,
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import gradio as gr
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with gr.Blocks(fill_height=True) as demo:
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import mimetypes
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import os
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import re
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from smolagents.memory import MemoryStep
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from smolagents.utils import _is_package_available
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def pull_messages_from_step(
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step_log: MemoryStep,
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):
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yield gr.ChatMessage(role="assistant", content=f"{step_footnote}")
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yield gr.ChatMessage(role="assistant", content="-----")
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def stream_to_gradio(
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agent,
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task: str,
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):
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yield message
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final_answer = step_log
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final_answer = handle_agent_output_types(final_answer)
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final_answer_str = getattr(final_answer, 'final_answer', '')
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final_answer_str = f"\n{final_answer_str}\n"
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yield gr.ChatMessage(role="assistant", content=final_answer_str)
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return final_answer_str
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class GradioUI:
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"""A one-line interface to launch your agent in Gradio"""
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if not os.path.exists(file_upload_folder):
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os.mkdir(file_upload_folder)
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def interact_with_agent(self, prompt, messages, final_answer_state):
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import gradio as gr
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messages.append(gr.ChatMessage(role="user", content=prompt))
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yield messages, final_answer_state
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for msg in stream_to_gradio(self.agent, task=prompt, reset_agent_memory=False):
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messages.append(msg)
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yield messages, final_answer_state
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# Update final answer state
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final_answer_state = msg.content if isinstance(msg, gr.ChatMessage) else ""
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yield messages, final_answer_state
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def upload_file(
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self,
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import gradio as gr
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with gr.Blocks(fill_height=True) as demo:
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gr.Markdown("""
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# SmolAgents Gradio UI
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The current Agent is based on the model Qwen2.5-Coder-32B-Instruct.
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The purpose is to show how an agent can interact with different tools to enhance its capacities.
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#### Available Tools
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- **Web Search**: Perform a web search using DuckDuckGo.
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- **Visit Webpage**: Visit a webpage and read its content.
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- **Get Current Time**: Get the current time in a specified timezone.
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- **Calculator**: Perform calculations such as simplification, factorisation, integration [see API](https://github.com/aunyks/newton-api).
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- **Analyze GitHub Repository**: Analyze a GitHub repository and provide insights.
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\n\n
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""")
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with gr.Row():
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with gr.Column():
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stored_messages = gr.State([])
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file_uploads_log = gr.State([])
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final_answer_state = gr.State("")
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chatbot = gr.Chatbot(
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label="Agent",
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type="messages",
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avatar_images=(
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None,
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"https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/communication/Alfred.png",
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),
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resizeable=True,
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scale=1,
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)
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if self.file_upload_folder is not None:
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upload_file = gr.File(label="Upload a file")
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upload_status = gr.Textbox(label="Upload Status", interactive=False, visible=False)
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upload_file.change(
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self.upload_file,
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[upload_file, file_uploads_log],
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[upload_status, file_uploads_log],
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)
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text_input = gr.Textbox(lines=1, label="Chat Message")
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text_input.submit(
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self.log_user_message,
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[text_input, file_uploads_log],
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[stored_messages, text_input],
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).then(self.interact_with_agent, [stored_messages, chatbot, final_answer_state],
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[chatbot, final_answer_state])
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with gr.Column():
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final_answer_display = gr.Markdown("## Final Answer")
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final_answer_state.change(
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lambda state: f"## Final Answer\n\n{state}",
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inputs=final_answer_state,
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outputs=final_answer_display,
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)
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gr.Markdown("""
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# Example Usage
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### Question Asking
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What is the capital of baguettes 🥖 and what time is it there?
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### Ask for doc explanation
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Can you please explain me this documentation :\n
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https://datashader.org/user_guide/Networks.html ?
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### Mathematics Calculation
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What is the integral of sin(x) dx?
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Can you please also factorise this polynomial :\n
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x^3 - 6x^2 + 11x - 6 ?
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### Analyze GitHub Repository
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Can you please analyze the statistics of this repository and explain to me what its purpose is:\n
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https://github.com/mriusero/defi-user-behavior-clustering ?
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Feel free to star it if you like it 😜!
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""")
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demo.launch(debug=True, share=True, **kwargs)
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