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Runtime error
Runtime error
Leonardo
commited on
Update app.py
Browse files
app.py
CHANGED
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@@ -1,8 +1,8 @@
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import mimetypes
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import os
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import re
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import shutil
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from dotenv import load_dotenv
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from huggingface_hub import login
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@@ -19,7 +19,7 @@ from scripts.text_web_browser import (
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VisitTool,
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)
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from scripts.visual_qa import visualizer
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from smolagents import (
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CodeAgent,
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HfApiModel,
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@@ -58,6 +58,8 @@ AUTHORIZED_IMPORTS = [
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"fractions",
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"csv",
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"clean-text",
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]
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user_agent = "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36 Edg/119.0.0.0"
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@@ -73,19 +75,20 @@ BROWSER_CONFIG = {
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custom_role_conversions = {"tool-call": "assistant", "tool-response": "user"}
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# Multimedia file types supported
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ALLOWED_FILE_TYPES = [
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"application/pdf
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"application/vnd.openxmlformats-officedocument.wordprocessingml.document
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"text/plain
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"image/png
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"image/webp
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"
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"
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]
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@@ -101,31 +104,52 @@ def setup_environment():
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# ------------------------ Model and Tool Management ------------------------
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class ModelManager:
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"""Manages model loading and initialization."""
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@staticmethod
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def load_model(chosen_inference: str, model_id: str, key_manager=None):
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"""Load the specified model with appropriate configuration."""
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try:
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if chosen_inference == "hf_api":
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elif chosen_inference == "hf_api_provider":
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elif chosen_inference == "litellm":
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elif chosen_inference == "openai":
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if not key_manager:
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raise ValueError("Key manager required for OpenAI model")
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model_id=model_id, api_key=key_manager.get_key("openai_api_key")
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)
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elif chosen_inference == "transformers":
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model_id="HuggingFaceTB/SmolLM2-1.7B-Instruct",
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device_map="auto",
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max_new_tokens=1000,
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@@ -134,13 +158,22 @@ class ModelManager:
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else:
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raise ValueError(f"Invalid inference type: {chosen_inference}")
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except Exception as e:
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print(f"✗ Couldn't load model: {e}")
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raise
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class ToolRegistry:
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"""Manages tool initialization and organization."""
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@staticmethod
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def load_web_tools(model, browser, text_limit=20000):
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)
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except Exception as e:
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print(f"✗ Couldn't initialize image generation tool: {e}")
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# ------------------------ Agent Creation and Execution ------------------------
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"""
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if
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-
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verbosity_level=1,
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additional_authorized_imports=AUTHORIZED_IMPORTS,
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planning_interval=4,
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)
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def stream_to_gradio(
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agent,
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task: str,
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reset_agent_memory: bool = False,
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additional_args: Optional[
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):
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"""Runs an agent with the given task and streams messages as Gradio ChatMessages."""
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for step_log in agent.run(
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# ------------------------ Gradio UI Components ------------------------
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class GradioUI:
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"""A
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def __init__(self
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"""Initialize the Gradio UI with
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self.
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def interact_with_agent(self, prompt, messages, session_state):
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"""Main interaction handler with the agent."""
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# Get or create session-specific agent
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session_state["agent"] = create_agent()
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# Adding monitoring
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try:
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# Log the existence of agent memory
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has_memory = hasattr(
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print(f"Agent has memory: {has_memory}")
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if has_memory:
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print(f"Memory type: {type(
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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(
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session_state["agent"], task=prompt, reset_agent_memory=False
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messages.append(msg)
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yield messages # Yield messages after each step
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yield messages # Yield messages one last time
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except Exception as e:
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print(f"Error in interaction: {str(e)}")
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def upload_file(
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self,
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file,
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file_uploads_log,
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):
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"""Handle file uploads with proper validation and security."""
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if file is None:
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return gr.Textbox("No file uploaded", visible=True), file_uploads_log
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try:
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return gr.Textbox(f"Error: {e}", visible=True), file_uploads_log
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if mime_type not in ALLOWED_FILE_TYPES:
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return gr.Textbox("File type disallowed", visible=True), file_uploads_log
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) # Replace invalid chars with underscores
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for ext, t in mimetypes.types_map.items():
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if t not in type_to_ext:
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type_to_ext[t] = ext
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extension = type_to_ext.get(mime_type, "")
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sanitized_name = "".join(name_parts) + extension
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return (
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gr.Textbox(
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f"File size exceeds {max_file_size_mb} MB limit.", visible=True
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),
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file_uploads_log,
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)
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file_path = os.path.join(self.file_upload_folder, sanitized_name)
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shutil.copy(file.name, file_path)
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return gr.Textbox(
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f"File uploaded: {file_path}", visible=True
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), file_uploads_log + [file_path]
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def log_user_message(self, text_input, file_uploads_log):
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"""Process user message and handle file references."""
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message = text_input
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if len(file_uploads_log) > 0:
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return (
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message,
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gr.Textbox(
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value="",
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interactive=False,
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placeholder="Processing...",
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),
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gr.Button(interactive=False),
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)
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def detect_device(self, request: gr.Request):
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"""Detect whether the user is on mobile or desktop device."""
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if not request:
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return "Unknown device" # Handle case where request is none.
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# Method 1: Check sec-ch-ua-mobile header
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is_mobile_header = request.headers.get("sec-ch-ua-mobile")
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if is_mobile_header:
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return "Mobile" if "?1" in is_mobile_header else "Desktop"
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# Method 2: Check user-agent string
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user_agent = request.headers.get("user-agent", "").lower()
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mobile_keywords = ["android", "iphone", "ipad", "mobile", "phone"]
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if any(keyword in user_agent for keyword in mobile_keywords):
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return "Mobile"
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# Method 3: Check platform
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platform = request.headers.get("sec-ch-ua-platform", "").lower()
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if platform:
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if platform in ['"android"', '"ios"']:
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return "Mobile"
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elif platform in ['"windows"', '"macos"', '"linux"']:
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return "Desktop"
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# Default case if no clear indicators
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return "Desktop"
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def launch(self, **kwargs):
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"""Launch the Gradio UI with responsive layout."""
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with gr.Blocks(theme="
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)
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with gr.Group():
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gr.Markdown("**What's on your mind mate?**", container=True)
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text_input = gr.Textbox(
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lines=3,
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label="Your request",
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container=False,
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placeholder="Enter your prompt here and press Shift+Enter or press the button",
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launch_research_btn = gr.Button("Run", variant="primary")
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# If an upload folder is provided, enable the upload feature
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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(
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label="Upload Status", interactive=False, visible=False
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)
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file_uploads_log = gr.State([])
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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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""
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</div>
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"""
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)
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#
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-
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| 458 |
-
|
| 459 |
-
|
| 460 |
-
|
| 461 |
-
|
| 462 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 463 |
),
|
| 464 |
-
|
| 465 |
-
|
| 466 |
-
elem_id="my-chatbot",
|
| 467 |
)
|
| 468 |
|
| 469 |
-
|
| 470 |
-
|
| 471 |
-
|
| 472 |
-
|
| 473 |
-
|
| 474 |
-
|
| 475 |
-
session_state,
|
| 476 |
-
|
| 477 |
-
|
| 478 |
-
|
| 479 |
-
|
| 480 |
-
|
| 481 |
-
|
| 482 |
-
|
| 483 |
-
|
| 484 |
-
# Add session state to store session-specific data
|
| 485 |
-
session_state = gr.State({})
|
| 486 |
-
stored_messages = gr.State([])
|
| 487 |
-
file_uploads_log = gr.State([])
|
| 488 |
-
|
| 489 |
-
chatbot = gr.Chatbot(
|
| 490 |
-
label="open-Deep-Research",
|
| 491 |
-
type="messages",
|
| 492 |
-
avatar_images=(
|
| 493 |
-
None,
|
| 494 |
-
"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/mascot_smol.png",
|
| 495 |
),
|
| 496 |
-
|
| 497 |
-
|
| 498 |
)
|
| 499 |
|
| 500 |
-
|
| 501 |
-
|
| 502 |
-
upload_file
|
| 503 |
-
upload_status
|
| 504 |
-
label="Upload Status", interactive=False, visible=False
|
| 505 |
-
)
|
| 506 |
-
upload_file.change(
|
| 507 |
-
self.upload_file,
|
| 508 |
-
[upload_file, file_uploads_log],
|
| 509 |
-
[upload_status, file_uploads_log],
|
| 510 |
-
)
|
| 511 |
-
|
| 512 |
-
text_input = gr.Textbox(
|
| 513 |
-
lines=1,
|
| 514 |
-
label="What's on your mind mate?",
|
| 515 |
-
placeholder="Chuck in a question and we'll take care of the rest",
|
| 516 |
)
|
| 517 |
-
launch_research_btn = gr.Button("Run", variant="primary")
|
| 518 |
|
| 519 |
-
|
| 520 |
-
|
| 521 |
-
|
| 522 |
-
|
| 523 |
-
|
| 524 |
-
|
| 525 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 526 |
)
|
| 527 |
|
| 528 |
-
|
| 529 |
-
|
| 530 |
-
def
|
| 531 |
-
|
| 532 |
-
|
| 533 |
-
|
| 534 |
-
|
| 535 |
-
|
| 536 |
-
|
| 537 |
-
|
| 538 |
-
|
| 539 |
-
|
| 540 |
-
|
| 541 |
-
|
| 542 |
-
|
| 543 |
-
|
| 544 |
-
|
| 545 |
-
|
| 546 |
-
|
| 547 |
-
|
| 548 |
-
|
| 549 |
-
|
| 550 |
-
|
| 551 |
-
|
| 552 |
-
|
| 553 |
-
|
| 554 |
-
|
| 555 |
-
|
| 556 |
-
),
|
| 557 |
-
None,
|
| 558 |
-
[text_input, launch_research_btn],
|
| 559 |
-
)
|
| 560 |
-
|
| 561 |
-
# Connect button click event
|
| 562 |
-
launch_research_btn.click(
|
| 563 |
-
self.log_user_message,
|
| 564 |
-
[text_input, file_uploads_log],
|
| 565 |
-
[stored_messages, text_input, launch_research_btn],
|
| 566 |
-
).then(
|
| 567 |
-
self.interact_with_agent,
|
| 568 |
-
[stored_messages, chatbot, session_state],
|
| 569 |
-
[chatbot],
|
| 570 |
-
).then(
|
| 571 |
-
lambda: (
|
| 572 |
-
gr.Textbox(
|
| 573 |
-
interactive=True,
|
| 574 |
-
placeholder="Enter your prompt here and press the button",
|
| 575 |
-
),
|
| 576 |
-
gr.Button(interactive=True),
|
| 577 |
-
),
|
| 578 |
-
None,
|
| 579 |
-
[text_input, launch_research_btn],
|
| 580 |
-
)
|
| 581 |
|
| 582 |
|
| 583 |
# ------------------------ Execution ------------------------
|
|
@@ -586,11 +735,11 @@ def main():
|
|
| 586 |
# Initialize environment
|
| 587 |
setup_environment()
|
| 588 |
|
| 589 |
-
# Ensure downloads folder exists
|
| 590 |
os.makedirs(f"./{BROWSER_CONFIG['downloads_folder']}", exist_ok=True)
|
| 591 |
|
| 592 |
# Launch UI
|
| 593 |
-
GradioUI(
|
| 594 |
|
| 595 |
|
| 596 |
if __name__ == "__main__":
|
|
|
|
|
|
|
| 1 |
import os
|
|
|
|
| 2 |
import shutil
|
| 3 |
+
import threading
|
| 4 |
+
import tempfile
|
| 5 |
+
from typing import Optional, List, Dict, Any
|
| 6 |
|
| 7 |
from dotenv import load_dotenv
|
| 8 |
from huggingface_hub import login
|
|
|
|
| 19 |
VisitTool,
|
| 20 |
)
|
| 21 |
from scripts.visual_qa import visualizer
|
| 22 |
+
from scripts.legal_document_tool import LegalDocumentTool
|
| 23 |
from smolagents import (
|
| 24 |
CodeAgent,
|
| 25 |
HfApiModel,
|
|
|
|
| 58 |
"fractions",
|
| 59 |
"csv",
|
| 60 |
"clean-text",
|
| 61 |
+
"langchain",
|
| 62 |
+
"llama_index",
|
| 63 |
]
|
| 64 |
|
| 65 |
user_agent = "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36 Edg/119.0.0.0"
|
|
|
|
| 75 |
|
| 76 |
custom_role_conversions = {"tool-call": "assistant", "tool-response": "user"}
|
| 77 |
|
| 78 |
+
# Multimedia file types supported (using Gradio-compatible format)
|
| 79 |
ALLOWED_FILE_TYPES = [
|
| 80 |
+
".pdf", # application/pdf
|
| 81 |
+
".docx", # application/vnd.openxmlformats-officedocument.wordprocessingml.document
|
| 82 |
+
".txt", # text/plain
|
| 83 |
+
".png", # image/png
|
| 84 |
+
".webp", # image/webp
|
| 85 |
+
".jpeg", # image/jpeg
|
| 86 |
+
".jpg", # image/jpeg
|
| 87 |
+
".gif", # image/gif
|
| 88 |
+
".mp4", # video/mp4
|
| 89 |
+
".mp3", # audio/mpeg
|
| 90 |
+
".wav", # audio/wav
|
| 91 |
+
".ogg", # audio/ogg
|
| 92 |
]
|
| 93 |
|
| 94 |
|
|
|
|
| 104 |
|
| 105 |
# ------------------------ Model and Tool Management ------------------------
|
| 106 |
class ModelManager:
|
| 107 |
+
"""Manages model loading and initialization with Zhou Protocol patterns."""
|
| 108 |
+
|
| 109 |
+
_instance = None
|
| 110 |
+
_lock = threading.Lock()
|
| 111 |
+
|
| 112 |
+
@classmethod
|
| 113 |
+
def get_instance(cls):
|
| 114 |
+
"""Thread-safe singleton access to model manager."""
|
| 115 |
+
if cls._instance is None:
|
| 116 |
+
with cls._lock:
|
| 117 |
+
if cls._instance is None:
|
| 118 |
+
cls._instance = cls()
|
| 119 |
+
return cls._instance
|
| 120 |
+
|
| 121 |
+
def __init__(self):
|
| 122 |
+
"""Initialize with model cache."""
|
| 123 |
+
self.model_cache = {}
|
| 124 |
+
|
| 125 |
+
def load_model(self, chosen_inference: str, model_id: str, key_manager=None):
|
| 126 |
+
"""Load the specified model with appropriate configuration and caching."""
|
| 127 |
+
cache_key = f"{chosen_inference}:{model_id}"
|
| 128 |
+
|
| 129 |
+
# Return cached model if available
|
| 130 |
+
if cache_key in self.model_cache:
|
| 131 |
+
return self.model_cache[cache_key]
|
| 132 |
|
|
|
|
|
|
|
|
|
|
| 133 |
try:
|
| 134 |
if chosen_inference == "hf_api":
|
| 135 |
+
model = HfApiModel(model_id=model_id)
|
| 136 |
|
| 137 |
elif chosen_inference == "hf_api_provider":
|
| 138 |
+
model = HfApiModel(provider="together")
|
| 139 |
|
| 140 |
elif chosen_inference == "litellm":
|
| 141 |
+
model = LiteLLMModel(model_id=model_id)
|
| 142 |
|
| 143 |
elif chosen_inference == "openai":
|
| 144 |
if not key_manager:
|
| 145 |
raise ValueError("Key manager required for OpenAI model")
|
| 146 |
|
| 147 |
+
model = OpenAIServerModel(
|
| 148 |
model_id=model_id, api_key=key_manager.get_key("openai_api_key")
|
| 149 |
)
|
| 150 |
|
| 151 |
elif chosen_inference == "transformers":
|
| 152 |
+
model = TransformersModel(
|
| 153 |
model_id="HuggingFaceTB/SmolLM2-1.7B-Instruct",
|
| 154 |
device_map="auto",
|
| 155 |
max_new_tokens=1000,
|
|
|
|
| 158 |
else:
|
| 159 |
raise ValueError(f"Invalid inference type: {chosen_inference}")
|
| 160 |
|
| 161 |
+
# Cache the model for future use
|
| 162 |
+
self.model_cache[cache_key] = model
|
| 163 |
+
return model
|
| 164 |
+
|
| 165 |
except Exception as e:
|
| 166 |
print(f"✗ Couldn't load model: {e}")
|
| 167 |
raise
|
| 168 |
|
| 169 |
|
| 170 |
class ToolRegistry:
|
| 171 |
+
"""Manages tool initialization and organization with validation."""
|
| 172 |
+
|
| 173 |
+
@staticmethod
|
| 174 |
+
def validate_tools(tools: List[Tool]) -> List[Tool]:
|
| 175 |
+
"""Validate tools and filter out any None values."""
|
| 176 |
+
return [tool for tool in tools if isinstance(tool, Tool)]
|
| 177 |
|
| 178 |
@staticmethod
|
| 179 |
def load_web_tools(model, browser, text_limit=20000):
|
|
|
|
| 200 |
)
|
| 201 |
except Exception as e:
|
| 202 |
print(f"✗ Couldn't initialize image generation tool: {e}")
|
| 203 |
+
return None
|
| 204 |
+
|
| 205 |
+
@staticmethod
|
| 206 |
+
def load_legal_document_tool():
|
| 207 |
+
"""Initialize and return the legal document processing tool."""
|
| 208 |
+
try:
|
| 209 |
+
# Create a simple instance with default parameters
|
| 210 |
+
return LegalDocumentTool()
|
| 211 |
+
except Exception as e:
|
| 212 |
+
print(f"✗ Couldn't initialize legal document tool: {e}")
|
| 213 |
+
# Return None instead of raising to make this tool optional
|
| 214 |
+
return None
|
| 215 |
+
|
| 216 |
+
|
| 217 |
+
# ------------------------ Session Management ------------------------
|
| 218 |
+
class SessionManager:
|
| 219 |
+
"""Manages agent sessions with proper cleanup and lifecycle management."""
|
| 220 |
+
|
| 221 |
+
_instance = None
|
| 222 |
+
_lock = threading.Lock()
|
| 223 |
+
|
| 224 |
+
@classmethod
|
| 225 |
+
def get_instance(cls):
|
| 226 |
+
"""Thread-safe singleton access."""
|
| 227 |
+
if cls._instance is None:
|
| 228 |
+
with cls._lock:
|
| 229 |
+
if cls._instance is None:
|
| 230 |
+
cls._instance = cls()
|
| 231 |
+
return cls._instance
|
| 232 |
+
|
| 233 |
+
def __init__(self):
|
| 234 |
+
"""Initialize session management structures."""
|
| 235 |
+
self.sessions = {}
|
| 236 |
+
self.temp_files = {}
|
| 237 |
+
self.last_activity = {}
|
| 238 |
+
self._cleanup_thread = None
|
| 239 |
+
self._running = False
|
| 240 |
+
self._start_cleanup_thread()
|
| 241 |
+
|
| 242 |
+
def _start_cleanup_thread(self):
|
| 243 |
+
"""Start a background thread for session cleanup."""
|
| 244 |
+
if self._cleanup_thread is None:
|
| 245 |
+
self._running = True
|
| 246 |
+
self._cleanup_thread = threading.Thread(
|
| 247 |
+
target=self._cleanup_inactive_sessions, daemon=True
|
| 248 |
+
)
|
| 249 |
+
self._cleanup_thread.start()
|
| 250 |
+
|
| 251 |
+
def _cleanup_inactive_sessions(self):
|
| 252 |
+
"""Periodically clean up inactive sessions."""
|
| 253 |
+
import time
|
| 254 |
+
|
| 255 |
+
# Session timeout in seconds (30 minutes)
|
| 256 |
+
SESSION_TIMEOUT = 30 * 60
|
| 257 |
+
|
| 258 |
+
while self._running:
|
| 259 |
+
current_time = time.time()
|
| 260 |
+
|
| 261 |
+
# Find inactive sessions
|
| 262 |
+
inactive_sessions = [
|
| 263 |
+
session_id
|
| 264 |
+
for session_id, last_time in self.last_activity.items()
|
| 265 |
+
if (current_time - last_time) > SESSION_TIMEOUT
|
| 266 |
+
]
|
| 267 |
+
|
| 268 |
+
# Clean up each inactive session
|
| 269 |
+
for session_id in inactive_sessions:
|
| 270 |
+
self.cleanup_session(session_id)
|
| 271 |
+
|
| 272 |
+
# Sleep for a minute before next check
|
| 273 |
+
time.sleep(60)
|
| 274 |
+
|
| 275 |
+
def register_session(self, session_id):
|
| 276 |
+
"""Register a new session."""
|
| 277 |
+
if session_id not in self.sessions:
|
| 278 |
+
self.sessions[session_id] = {}
|
| 279 |
+
self.temp_files[session_id] = []
|
| 280 |
+
|
| 281 |
+
# Update activity timestamp
|
| 282 |
+
self.last_activity[session_id] = time.time()
|
| 283 |
+
|
| 284 |
+
def update_activity(self, session_id):
|
| 285 |
+
"""Update the last activity timestamp for a session."""
|
| 286 |
+
self.last_activity[session_id] = time.time()
|
| 287 |
+
|
| 288 |
+
def register_temp_file(self, session_id, file_path):
|
| 289 |
+
"""Register a temporary file with a session for later cleanup."""
|
| 290 |
+
if session_id not in self.temp_files:
|
| 291 |
+
self.temp_files[session_id] = []
|
| 292 |
+
|
| 293 |
+
self.temp_files[session_id].append(file_path)
|
| 294 |
+
|
| 295 |
+
def cleanup_session(self, session_id):
|
| 296 |
+
"""Clean up resources for a session."""
|
| 297 |
+
# Remove temporary files
|
| 298 |
+
if session_id in self.temp_files:
|
| 299 |
+
for file_path in self.temp_files[session_id]:
|
| 300 |
+
try:
|
| 301 |
+
if os.path.exists(file_path):
|
| 302 |
+
os.remove(file_path)
|
| 303 |
+
except Exception as e:
|
| 304 |
+
print(f"Error removing temp file {file_path}: {e}")
|
| 305 |
+
|
| 306 |
+
del self.temp_files[session_id]
|
| 307 |
+
|
| 308 |
+
# Clean up session data
|
| 309 |
+
if session_id in self.sessions:
|
| 310 |
+
del self.sessions[session_id]
|
| 311 |
+
|
| 312 |
+
# Clean up activity record
|
| 313 |
+
if session_id in self.last_activity:
|
| 314 |
+
del self.last_activity[session_id]
|
| 315 |
+
|
| 316 |
+
def __del__(self):
|
| 317 |
+
"""Clean up all sessions when the manager is destroyed."""
|
| 318 |
+
self._running = False
|
| 319 |
+
if self._cleanup_thread and self._cleanup_thread.is_alive():
|
| 320 |
+
self._cleanup_thread.join(timeout=1.0)
|
| 321 |
+
|
| 322 |
+
# Clean up all remaining sessions
|
| 323 |
+
for session_id in list(self.sessions.keys()):
|
| 324 |
+
self.cleanup_session(session_id)
|
| 325 |
|
| 326 |
|
| 327 |
# ------------------------ Agent Creation and Execution ------------------------
|
| 328 |
+
class AgentFactory:
|
| 329 |
+
"""Factory for creating and managing agent instances with Zhou Protocol patterns."""
|
| 330 |
+
|
| 331 |
+
_instance = None
|
| 332 |
+
_lock = threading.Lock()
|
| 333 |
+
|
| 334 |
+
@classmethod
|
| 335 |
+
def get_instance(cls):
|
| 336 |
+
"""Thread-safe singleton access."""
|
| 337 |
+
if cls._instance is None:
|
| 338 |
+
with cls._lock:
|
| 339 |
+
if cls._instance is None:
|
| 340 |
+
cls._instance = cls()
|
| 341 |
+
return cls._instance
|
| 342 |
+
|
| 343 |
+
def __init__(self):
|
| 344 |
+
"""Initialize with agent cache."""
|
| 345 |
+
self.agent_cache = {}
|
| 346 |
+
|
| 347 |
+
def create_agent(self, session_id: str = "default") -> CodeAgent:
|
| 348 |
+
"""Creates a fresh agent instance with properly configured tools."""
|
| 349 |
+
# Return cached agent if available for this session
|
| 350 |
+
if session_id in self.agent_cache:
|
| 351 |
+
return self.agent_cache[session_id]
|
| 352 |
+
|
| 353 |
+
# Initialize model
|
| 354 |
+
model = LiteLLMModel(
|
| 355 |
+
custom_role_conversions=custom_role_conversions,
|
| 356 |
+
model_id="openrouter/perplexity/r1-1776", # currently serving:
|
| 357 |
+
) # DEEPSEEK = openrouter/perplexity/r1-1776 <--- boss model
|
| 358 |
+
|
| 359 |
+
# Initialize tools
|
| 360 |
+
text_limit = 30000
|
| 361 |
+
browser = SimpleTextBrowser(**BROWSER_CONFIG)
|
| 362 |
+
|
| 363 |
+
# Collect all tools in a single list
|
| 364 |
+
web_tools = ToolRegistry.load_web_tools(model, browser, text_limit)
|
| 365 |
+
image_generator = ToolRegistry.load_image_generation_tools()
|
| 366 |
+
legal_tool = ToolRegistry.load_legal_document_tool()
|
| 367 |
+
|
| 368 |
+
# Combine and validate all tools
|
| 369 |
+
all_tools = [visualizer] + web_tools
|
| 370 |
+
|
| 371 |
+
# Only add tools that are properly initialized (not None)
|
| 372 |
+
if image_generator:
|
| 373 |
+
all_tools.append(image_generator)
|
| 374 |
+
|
| 375 |
+
if legal_tool:
|
| 376 |
+
all_tools.append(legal_tool)
|
| 377 |
+
|
| 378 |
+
# Final validation to ensure all tools are valid
|
| 379 |
+
all_tools = ToolRegistry.validate_tools(all_tools)
|
| 380 |
+
|
| 381 |
+
agent = CodeAgent(
|
| 382 |
+
model=model,
|
| 383 |
+
tools=all_tools, # Pass a single list containing all tools
|
| 384 |
+
max_steps=10,
|
| 385 |
+
verbosity_level=1,
|
| 386 |
+
additional_authorized_imports=AUTHORIZED_IMPORTS,
|
| 387 |
+
planning_interval=4,
|
| 388 |
+
)
|
| 389 |
+
|
| 390 |
+
# Cache the agent for future use
|
| 391 |
+
self.agent_cache[session_id] = agent
|
| 392 |
+
return agent
|
| 393 |
|
| 394 |
+
def clear_agent(self, session_id: str):
|
| 395 |
+
"""Remove an agent from the cache."""
|
| 396 |
+
if session_id in self.agent_cache:
|
| 397 |
+
del self.agent_cache[session_id]
|
|
|
|
|
|
|
|
|
|
|
|
|
| 398 |
|
| 399 |
|
| 400 |
def stream_to_gradio(
|
| 401 |
agent,
|
| 402 |
task: str,
|
| 403 |
reset_agent_memory: bool = False,
|
| 404 |
+
additional_args: Optional[Dict[str, Any]] = None,
|
| 405 |
):
|
| 406 |
"""Runs an agent with the given task and streams messages as Gradio ChatMessages."""
|
| 407 |
for step_log in agent.run(
|
|
|
|
| 437 |
|
| 438 |
# ------------------------ Gradio UI Components ------------------------
|
| 439 |
class GradioUI:
|
| 440 |
+
"""A Gradio-compliant interface to launch your agent with proper resource management."""
|
| 441 |
|
| 442 |
+
def __init__(self):
|
| 443 |
+
"""Initialize the Gradio UI with proper session management."""
|
| 444 |
+
self.session_manager = SessionManager.get_instance()
|
| 445 |
+
self.agent_factory = AgentFactory.get_instance()
|
| 446 |
+
self.temp_dir = tempfile.mkdtemp(prefix="gradio_")
|
| 447 |
|
| 448 |
+
def __del__(self):
|
| 449 |
+
"""Clean up resources when the UI is destroyed."""
|
| 450 |
+
try:
|
| 451 |
+
# Clean up the temporary directory
|
| 452 |
+
if os.path.exists(self.temp_dir):
|
| 453 |
+
shutil.rmtree(self.temp_dir, ignore_errors=True)
|
| 454 |
+
except Exception as e:
|
| 455 |
+
print(f"Error cleaning up temporary directory: {e}")
|
| 456 |
+
|
| 457 |
+
@staticmethod
|
| 458 |
+
def _get_session_id(session_state):
|
| 459 |
+
"""Generate or retrieve a session ID."""
|
| 460 |
+
if "session_id" not in session_state:
|
| 461 |
+
session_state["session_id"] = f"session_{id(session_state)}"
|
| 462 |
+
return session_state["session_id"]
|
| 463 |
|
| 464 |
def interact_with_agent(self, prompt, messages, session_state):
|
| 465 |
"""Main interaction handler with the agent."""
|
| 466 |
+
# Get or create session ID
|
| 467 |
+
session_id = self._get_session_id(session_state)
|
| 468 |
+
|
| 469 |
+
# Register/update the session
|
| 470 |
+
self.session_manager.register_session(session_id)
|
| 471 |
+
self.session_manager.update_activity(session_id)
|
| 472 |
|
| 473 |
# Get or create session-specific agent
|
| 474 |
+
agent = self.agent_factory.create_agent(session_id)
|
|
|
|
| 475 |
|
|
|
|
| 476 |
try:
|
| 477 |
# Log the existence of agent memory
|
| 478 |
+
has_memory = hasattr(agent, "memory")
|
| 479 |
print(f"Agent has memory: {has_memory}")
|
| 480 |
if has_memory:
|
| 481 |
+
print(f"Memory type: {type(agent.memory)}")
|
| 482 |
|
| 483 |
messages.append(gr.ChatMessage(role="user", content=prompt))
|
| 484 |
yield messages
|
| 485 |
|
| 486 |
+
for msg in stream_to_gradio(agent, task=prompt, reset_agent_memory=False):
|
|
|
|
|
|
|
| 487 |
messages.append(msg)
|
| 488 |
+
self.session_manager.update_activity(session_id)
|
| 489 |
yield messages # Yield messages after each step
|
| 490 |
+
|
| 491 |
yield messages # Yield messages one last time
|
| 492 |
|
| 493 |
+
except gr.Error as e:
|
| 494 |
+
# Handle Gradio-specific errors
|
| 495 |
+
messages.append(
|
| 496 |
+
gr.ChatMessage(role="assistant", content=f"Error: {str(e)}")
|
| 497 |
+
)
|
| 498 |
+
yield messages
|
| 499 |
except Exception as e:
|
| 500 |
+
# Log the error but present a user-friendly message
|
| 501 |
print(f"Error in interaction: {str(e)}")
|
| 502 |
+
messages.append(
|
| 503 |
+
gr.ChatMessage(
|
| 504 |
+
role="assistant",
|
| 505 |
+
content="I encountered an error processing your request. Please try again with a different query.",
|
| 506 |
+
)
|
| 507 |
+
)
|
| 508 |
+
yield messages
|
| 509 |
+
|
| 510 |
+
@gr.validate_input(file="file")
|
| 511 |
+
def upload_file(self, file, file_uploads_log, session_state):
|
| 512 |
+
"""Handle file uploads with Gradio-compliant temporary file handling."""
|
| 513 |
+
session_id = self._get_session_id(session_state)
|
| 514 |
+
self.session_manager.update_activity(session_id)
|
| 515 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 516 |
if file is None:
|
| 517 |
return gr.Textbox("No file uploaded", visible=True), file_uploads_log
|
| 518 |
|
| 519 |
try:
|
| 520 |
+
# Create a temporary file with a secure random name
|
| 521 |
+
temp_file_path = ""
|
|
|
|
|
|
|
|
|
|
|
|
|
| 522 |
|
| 523 |
+
with tempfile.NamedTemporaryFile(delete=False, dir=self.temp_dir) as tmp:
|
| 524 |
+
# Copy the uploaded file to the temporary file
|
| 525 |
+
shutil.copyfileobj(open(file.name, "rb"), tmp)
|
| 526 |
+
temp_file_path = tmp.name
|
|
|
|
| 527 |
|
| 528 |
+
# Register the temporary file with the session manager
|
| 529 |
+
self.session_manager.register_temp_file(session_id, temp_file_path)
|
|
|
|
|
|
|
|
|
|
| 530 |
|
| 531 |
+
# Store the original filename for reference
|
| 532 |
+
orig_filename = os.path.basename(file.name)
|
|
|
|
|
|
|
| 533 |
|
| 534 |
+
return (
|
| 535 |
+
gr.Textbox(f"File uploaded: {orig_filename}", visible=True),
|
| 536 |
+
file_uploads_log + [(temp_file_path, orig_filename)],
|
| 537 |
+
)
|
| 538 |
|
| 539 |
+
except Exception as e:
|
| 540 |
+
print(f"Error handling file upload: {e}")
|
| 541 |
return (
|
| 542 |
+
gr.Textbox(f"Error uploading file: {str(e)}", visible=True),
|
|
|
|
|
|
|
| 543 |
file_uploads_log,
|
| 544 |
)
|
| 545 |
|
| 546 |
+
def log_user_message(self, text_input, file_uploads_log, session_state):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 547 |
"""Process user message and handle file references."""
|
| 548 |
+
session_id = self._get_session_id(session_state)
|
| 549 |
+
self.session_manager.update_activity(session_id)
|
| 550 |
+
|
| 551 |
message = text_input
|
| 552 |
|
| 553 |
+
if file_uploads_log and len(file_uploads_log) > 0:
|
| 554 |
+
# Include only the original filenames in the message
|
| 555 |
+
filenames = [f[1] for f in file_uploads_log]
|
| 556 |
+
message += f"\nYou have been provided with these files: {filenames}"
|
| 557 |
+
|
| 558 |
+
# Include the actual file paths in the additional_args
|
| 559 |
+
if "additional_args" not in session_state:
|
| 560 |
+
session_state["additional_args"] = {}
|
| 561 |
+
|
| 562 |
+
session_state["additional_args"]["file_paths"] = [
|
| 563 |
+
f[0] for f in file_uploads_log
|
| 564 |
+
]
|
| 565 |
|
| 566 |
return (
|
| 567 |
message,
|
| 568 |
gr.Textbox(
|
| 569 |
value="",
|
| 570 |
interactive=False,
|
| 571 |
+
placeholder="Processing...",
|
| 572 |
),
|
| 573 |
gr.Button(interactive=False),
|
| 574 |
+
session_state,
|
| 575 |
)
|
| 576 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 577 |
def launch(self, **kwargs):
|
| 578 |
"""Launch the Gradio UI with responsive layout."""
|
| 579 |
+
with gr.Blocks(theme="soft", css=self._get_responsive_css()) as demo:
|
| 580 |
+
with gr.Row(equal_height=True) as main_row:
|
| 581 |
+
# Sidebar (adapts to screen size via CSS)
|
| 582 |
+
with gr.Column(scale=1, min_width=100) as sidebar:
|
| 583 |
+
gr.Markdown(
|
| 584 |
+
"""# OpenDeepResearch
|
| 585 |
+
## Powered by Smolagents"""
|
| 586 |
+
)
|
| 587 |
+
with gr.Group():
|
| 588 |
+
gr.Markdown("**What's on your mind?**", container=True)
|
| 589 |
+
text_input = gr.Textbox(
|
| 590 |
+
lines=3,
|
| 591 |
+
label="Your request",
|
| 592 |
+
container=False,
|
| 593 |
+
placeholder="Enter your prompt here and press Shift+Enter or press the button",
|
| 594 |
+
)
|
| 595 |
+
launch_research_btn = gr.Button("Run", variant="primary")
|
| 596 |
+
|
| 597 |
+
# Clean file upload with Gradio-compliant file_types
|
| 598 |
+
upload_file = gr.File(
|
| 599 |
+
label="Upload a file",
|
| 600 |
+
file_types=ALLOWED_FILE_TYPES,
|
| 601 |
+
type="file",
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 602 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 603 |
upload_status = gr.Textbox(
|
| 604 |
label="Upload Status", interactive=False, visible=False
|
| 605 |
)
|
| 606 |
+
|
| 607 |
+
# Footer with proper responsive behavior
|
| 608 |
+
with gr.Row(visible=True) as footer:
|
| 609 |
+
gr.HTML(
|
| 610 |
+
"""
|
| 611 |
+
<div style="display: flex; align-items: center; gap: 8px; font-family: system-ui, -apple-system, sans-serif;">
|
| 612 |
+
<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/mascot_smol.png"
|
| 613 |
+
style="width: 32px; height: 32px; object-fit: contain;" alt="logo">
|
| 614 |
+
<a target="_blank" href="https://github.com/huggingface/smolagents">
|
| 615 |
+
<b>huggingface/smolagents</b>
|
| 616 |
+
</a>
|
| 617 |
+
</div>
|
| 618 |
+
"""
|
| 619 |
+
)
|
| 620 |
+
|
| 621 |
+
# Main content area
|
| 622 |
+
with gr.Column(scale=4, min_width=400) as content:
|
| 623 |
+
# Add session state to store session-specific data
|
| 624 |
+
session_state = gr.State({})
|
| 625 |
+
stored_messages = gr.State([])
|
| 626 |
file_uploads_log = gr.State([])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 627 |
|
| 628 |
+
chatbot = gr.Chatbot(
|
| 629 |
+
label="OpenDeepResearch",
|
| 630 |
+
show_label=True,
|
| 631 |
+
type="messages",
|
| 632 |
+
avatar_images=(
|
| 633 |
+
None,
|
| 634 |
+
"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/mascot_smol.png",
|
| 635 |
+
),
|
| 636 |
+
height=600,
|
| 637 |
+
elem_id="research-chatbot",
|
|
|
|
|
|
|
| 638 |
)
|
| 639 |
|
| 640 |
+
# Connect event handlers
|
| 641 |
+
text_input.submit(
|
| 642 |
+
self.log_user_message,
|
| 643 |
+
[text_input, file_uploads_log, session_state],
|
| 644 |
+
[stored_messages, text_input, launch_research_btn, session_state],
|
| 645 |
+
).then(
|
| 646 |
+
self.interact_with_agent,
|
| 647 |
+
[stored_messages, chatbot, session_state],
|
| 648 |
+
[chatbot],
|
| 649 |
+
).then(
|
| 650 |
+
lambda: (
|
| 651 |
+
gr.Textbox(
|
| 652 |
+
interactive=True,
|
| 653 |
+
placeholder="Enter your prompt here and press the button",
|
| 654 |
+
),
|
| 655 |
+
gr.Button(interactive=True),
|
| 656 |
),
|
| 657 |
+
None,
|
| 658 |
+
[text_input, launch_research_btn],
|
|
|
|
| 659 |
)
|
| 660 |
|
| 661 |
+
launch_research_btn.click(
|
| 662 |
+
self.log_user_message,
|
| 663 |
+
[text_input, file_uploads_log, session_state],
|
| 664 |
+
[stored_messages, text_input, launch_research_btn, session_state],
|
| 665 |
+
).then(
|
| 666 |
+
self.interact_with_agent,
|
| 667 |
+
[stored_messages, chatbot, session_state],
|
| 668 |
+
[chatbot],
|
| 669 |
+
).then(
|
| 670 |
+
lambda: (
|
| 671 |
+
gr.Textbox(
|
| 672 |
+
interactive=True,
|
| 673 |
+
placeholder="Enter your prompt here and press the button",
|
| 674 |
+
),
|
| 675 |
+
gr.Button(interactive=True),
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 676 |
),
|
| 677 |
+
None,
|
| 678 |
+
[text_input, launch_research_btn],
|
| 679 |
)
|
| 680 |
|
| 681 |
+
upload_file.change(
|
| 682 |
+
self.upload_file,
|
| 683 |
+
[upload_file, file_uploads_log, session_state],
|
| 684 |
+
[upload_status, file_uploads_log],
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 685 |
)
|
|
|
|
| 686 |
|
| 687 |
+
# Clean up session on page unload
|
| 688 |
+
demo.load(
|
| 689 |
+
lambda: None,
|
| 690 |
+
None,
|
| 691 |
+
None,
|
| 692 |
+
_js="""
|
| 693 |
+
() => {
|
| 694 |
+
window.addEventListener('beforeunload', function() {
|
| 695 |
+
// Notify backend about session end (would require additional endpoint)
|
| 696 |
+
console.log('Cleaning up session');
|
| 697 |
+
});
|
| 698 |
+
}
|
| 699 |
+
""",
|
| 700 |
)
|
| 701 |
|
| 702 |
+
demo.queue(max_size=20).launch(debug=True, **kwargs)
|
| 703 |
+
|
| 704 |
+
def _get_responsive_css(self):
|
| 705 |
+
"""Get CSS for responsive layout."""
|
| 706 |
+
return """
|
| 707 |
+
/* Responsive layout */
|
| 708 |
+
@media (max-width: 768px) {
|
| 709 |
+
#research-chatbot {
|
| 710 |
+
height: 400px !important;
|
| 711 |
+
}
|
| 712 |
+
|
| 713 |
+
/* Stack columns on small screens */
|
| 714 |
+
.gradio-row {
|
| 715 |
+
flex-direction: column;
|
| 716 |
+
}
|
| 717 |
+
|
| 718 |
+
/* Adjust column widths */
|
| 719 |
+
.gradio-column {
|
| 720 |
+
min-width: 100% !important;
|
| 721 |
+
width: 100% !important;
|
| 722 |
+
}
|
| 723 |
+
}
|
| 724 |
+
|
| 725 |
+
/* Base styling */
|
| 726 |
+
.gradio-container {
|
| 727 |
+
max-width: 100% !important;
|
| 728 |
+
}
|
| 729 |
+
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 730 |
|
| 731 |
|
| 732 |
# ------------------------ Execution ------------------------
|
|
|
|
| 735 |
# Initialize environment
|
| 736 |
setup_environment()
|
| 737 |
|
| 738 |
+
# Ensure downloads folder exists for browser
|
| 739 |
os.makedirs(f"./{BROWSER_CONFIG['downloads_folder']}", exist_ok=True)
|
| 740 |
|
| 741 |
# Launch UI
|
| 742 |
+
GradioUI().launch(share=True)
|
| 743 |
|
| 744 |
|
| 745 |
if __name__ == "__main__":
|