Update app.py
#14
by
ALEKSZOSIMOV
- opened
app.py
CHANGED
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@@ -1,482 +1,4 @@
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import json
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import os
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import shutil
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import tempfile
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import time
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import uuid
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from io import BytesIO
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from threading import Timer
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from typing import Any
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import gradio as gr
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from dotenv import load_dotenv
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from e2b_desktop import Sandbox
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from gradio_modal import Modal
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from huggingface_hub import login, upload_folder
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from PIL import Image
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from smolagents import CodeAgent, InferenceClientModel
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from smolagents.gradio_ui import GradioUI
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from e2bqwen import E2BVisionAgent, get_agent_summary_erase_images
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from gradio_script import stream_to_gradio
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from scripts_and_styling import (
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CUSTOM_JS,
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FOOTER_HTML,
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SANDBOX_CSS_TEMPLATE,
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SANDBOX_HTML_TEMPLATE,
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apply_theme,
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)
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load_dotenv(override=True)
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TASK_EXAMPLES = [
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"Use Google Maps to find the Hugging Face HQ in Paris",
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"Go to Wikipedia and find what happened on April 4th",
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"Find out the travel time by train from Bern to Basel on Google Maps",
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"Go to Hugging Face Spaces and then find the Space flux.1 schnell. Use the space to generate an image with the prompt 'a field of gpus'",
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]
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E2B_API_KEY = os.getenv("E2B_API_KEY")
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SANDBOXES: dict[str, Sandbox] = {}
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SANDBOX_METADATA: dict[str, dict[str, Any]] = {}
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SANDBOX_TIMEOUT = 300
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WIDTH = 1280
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HEIGHT = 960
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TMP_DIR = "./tmp/"
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if not os.path.exists(TMP_DIR):
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os.makedirs(TMP_DIR)
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hf_token = os.getenv("HF_TOKEN") or os.getenv("HUGGINGFACE_API_KEY")
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login(token=hf_token)
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custom_css = SANDBOX_CSS_TEMPLATE.replace("<<WIDTH>>", str(WIDTH + 15)).replace(
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"<<HEIGHT>>", str(HEIGHT + 10)
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)
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sandbox_html_template = SANDBOX_HTML_TEMPLATE.replace(
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"<<WIDTH>>", str(WIDTH + 15)
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).replace("<<HEIGHT>>", str(HEIGHT + 10))
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def upload_to_hf_and_remove(folder_paths: list[str]):
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repo_id = "smolagents/computer-agent-logs-2"
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with tempfile.TemporaryDirectory(dir=TMP_DIR) as temp_dir:
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print(
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f"Uploading {len(folder_paths)} folders to {repo_id} (might end up with 0 folders uploaded if tasks are all examples)..."
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)
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# Copy all folders into the temporary directory
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for folder_path in folder_paths:
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folder_name = os.path.basename(os.path.normpath(folder_path))
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target_path = os.path.join(temp_dir, folder_name)
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print("Scanning folder", os.path.join(folder_path, "metadata.jsonl"))
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if os.path.exists(os.path.join(folder_path, "metadata.jsonl")):
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with open(os.path.join(folder_path, "metadata.jsonl"), "r") as f:
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json_content = [json.loads(line) for line in f]
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# Skip upload if the task is in the examples
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if json_content[0]["task"] not in TASK_EXAMPLES:
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print(f"Copying {folder_path} to temporary directory...")
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shutil.copytree(folder_path, target_path)
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# Remove the original folder after copying
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shutil.rmtree(folder_path)
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print(f"Original folder {folder_path} removed.")
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# Upload the entire temporary directory
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print(f"Uploading all folders to {repo_id}...")
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upload_folder(
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folder_path=temp_dir,
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repo_id=repo_id,
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repo_type="dataset",
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ignore_patterns=[".git/*", ".gitignore"],
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)
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print("Upload complete.")
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return f"Successfully uploaded {len(folder_paths)} folders to {repo_id}"
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def cleanup_sandboxes():
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"""Remove sandboxes that haven't been accessed for longer than SANDBOX_TIMEOUT"""
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current_time = time.time()
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sandboxes_to_remove = []
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for session_id, metadata in SANDBOX_METADATA.items():
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if current_time - metadata["last_accessed"] > SANDBOX_TIMEOUT:
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sandboxes_to_remove.append(session_id)
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for session_id in sandboxes_to_remove:
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if session_id in SANDBOXES:
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try:
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# Upload data before removing if needed
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data_dir = os.path.join(TMP_DIR, session_id)
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if os.path.exists(data_dir):
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upload_to_hf_and_remove(data_dir)
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# Close the sandbox
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SANDBOXES[session_id].kill()
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del SANDBOXES[session_id]
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del SANDBOX_METADATA[session_id]
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print(f"Cleaned up sandbox for session {session_id}")
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except Exception as e:
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print(f"Error cleaning up sandbox {session_id}: {str(e)}")
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def get_or_create_sandbox(session_hash: str):
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current_time = time.time()
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if (
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session_hash in SANDBOXES
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and session_hash in SANDBOX_METADATA
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and current_time - SANDBOX_METADATA[session_hash]["created_at"]
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< SANDBOX_TIMEOUT
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):
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print(f"Reusing Sandbox for session {session_hash}")
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SANDBOX_METADATA[session_hash]["last_accessed"] = current_time
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return SANDBOXES[session_hash]
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else:
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print("No sandbox found, creating a new one")
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if session_hash in SANDBOXES:
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try:
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print(f"Closing expired sandbox for session {session_hash}")
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SANDBOXES[session_hash].kill()
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except Exception as e:
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print(f"Error closing expired sandbox: {str(e)}")
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print(f"Creating new sandbox for session {session_hash}")
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desktop = Sandbox(
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api_key=E2B_API_KEY,
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resolution=(WIDTH, HEIGHT),
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dpi=96,
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timeout=SANDBOX_TIMEOUT,
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template="k0wmnzir0zuzye6dndlw",
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)
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desktop.stream.start(require_auth=True)
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setup_cmd = """sudo mkdir -p /usr/lib/firefox-esr/distribution && echo '{"policies":{"OverrideFirstRunPage":"","OverridePostUpdatePage":"","DisableProfileImport":true,"DontCheckDefaultBrowser":true}}' | sudo tee /usr/lib/firefox-esr/distribution/policies.json > /dev/null"""
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desktop.commands.run(setup_cmd)
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print(f"Sandbox ID for session {session_hash} is {desktop.sandbox_id}.")
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SANDBOXES[session_hash] = desktop
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SANDBOX_METADATA[session_hash] = {
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"created_at": current_time,
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"last_accessed": current_time,
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}
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return desktop
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def update_html(interactive_mode: bool, session_hash: str):
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desktop = get_or_create_sandbox(session_hash)
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auth_key = desktop.stream.get_auth_key()
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base_url = desktop.stream.get_url(auth_key=auth_key)
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stream_url = base_url if interactive_mode else f"{base_url}&view_only=true"
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status_class = "status-interactive" if interactive_mode else "status-view-only"
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status_text = "Interactive" if interactive_mode else "Agent running..."
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creation_time = (
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SANDBOX_METADATA[session_hash]["created_at"]
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if session_hash in SANDBOX_METADATA
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else time.time()
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)
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sandbox_html_content = sandbox_html_template.format(
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stream_url=stream_url,
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status_class=status_class,
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status_text=status_text,
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)
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sandbox_html_content += f'<div id="sandbox-creation-time" style="display:none;" data-time="{creation_time}" data-timeout="{SANDBOX_TIMEOUT}"></div>'
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return sandbox_html_content
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def generate_interaction_id(session_hash: str):
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return f"{session_hash}_{int(time.time())}"
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def save_final_status(folder, status: str, summary, error_message=None) -> None:
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with open(os.path.join(folder, "metadata.jsonl"), "a") as output_file:
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output_file.write(
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"\n"
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+ json.dumps(
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{"status": status, "summary": summary, "error_message": error_message},
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)
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)
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def extract_browser_uuid(js_uuid):
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print(f"[BROWSER] Got browser UUID from JS: {js_uuid}")
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return js_uuid
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def initialize_session(interactive_mode, request: gr.Request):
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assert request.session_hash is not None
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print("GETTING REQUEST HASH:", request.session_hash)
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new_uuid = str(uuid.uuid4())
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return update_html(interactive_mode, request.session_hash), new_uuid
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def create_agent(data_dir, desktop):
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model = InferenceClientModel(
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model_id="https://n5wr7lfx6wp94tvl.us-east-1.aws.endpoints.huggingface.cloud",
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token=hf_token,
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)
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# model = OpenAIServerModel(
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# "gpt-4o",api_key=os.getenv("OPENAI_API_KEY")
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# )
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return E2BVisionAgent(
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model=model,
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data_dir=data_dir,
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desktop=desktop,
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max_steps=20,
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verbosity_level=2,
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# planning_interval=10,
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use_v1_prompt=True,
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)
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INTERACTION_IDS_PER_SESSION_HASH: dict[str, dict[str, bool]] = {}
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class EnrichedGradioUI(GradioUI):
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def log_user_message(self, text_input):
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import gradio as gr
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return (
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text_input,
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gr.Button(interactive=False),
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)
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def interact_with_agent(
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self,
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task_input,
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stored_messages,
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session_state,
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consent_storage,
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request: gr.Request,
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):
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interaction_id = generate_interaction_id(request.session_hash)
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desktop = get_or_create_sandbox(request.session_hash)
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if request.session_hash not in INTERACTION_IDS_PER_SESSION_HASH:
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INTERACTION_IDS_PER_SESSION_HASH[request.session_hash] = {}
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INTERACTION_IDS_PER_SESSION_HASH[request.session_hash][interaction_id] = True
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data_dir = os.path.join(TMP_DIR, interaction_id)
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print("CREATING DATA DIR", data_dir, "FROM", TMP_DIR, interaction_id)
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if not os.path.exists(data_dir) and consent_storage:
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os.makedirs(data_dir)
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# Always re-create an agent from scratch, else Qwen-VL gets confused with past history
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session_state["agent"] = create_agent(data_dir=data_dir, desktop=desktop)
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if not task_input or len(task_input) == 0:
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raise gr.Error("Task cannot be empty")
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try:
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stored_messages.append(
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gr.ChatMessage(
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role="user", content=task_input, metadata={"status": "done"}
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)
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)
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yield stored_messages
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if consent_storage:
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with open(os.path.join(data_dir, "metadata.jsonl"), "w") as output_file:
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output_file.write(
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json.dumps(
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{"task": task_input},
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)
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)
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screenshot_bytes = session_state["agent"].desktop.screenshot(format="bytes")
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initial_screenshot = Image.open(BytesIO(screenshot_bytes))
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for msg in stream_to_gradio(
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session_state["agent"],
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task=task_input,
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reset_agent_memory=False,
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task_images=[initial_screenshot],
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):
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if (
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hasattr(session_state["agent"], "last_marked_screenshot")
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and isinstance(msg, gr.ChatMessage)
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and msg.content == "-----"
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): # Append the last screenshot before the end of step
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stored_messages.append(
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gr.ChatMessage(
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role="assistant",
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content={
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"path": session_state[
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"agent"
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].last_marked_screenshot.to_string(),
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"mime_type": "image/png",
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},
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metadata={"status": "done"},
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)
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)
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if isinstance(msg, gr.ChatMessage):
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stored_messages.append(msg)
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elif isinstance(msg, str): # Then it's only a completion delta
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try:
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if stored_messages[-1].metadata["status"] == "pending":
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stored_messages[-1].content = msg
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else:
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stored_messages.append(
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gr.ChatMessage(
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role="assistant",
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content=msg,
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metadata={"status": "pending"},
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)
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)
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| 331 |
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except Exception as e:
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raise e
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yield stored_messages
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| 334 |
-
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status = "completed"
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| 336 |
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yield stored_messages
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| 337 |
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| 338 |
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except Exception as e:
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| 339 |
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error_message = f"Error in interaction: {str(e)}"
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| 340 |
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print(error_message)
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| 341 |
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stored_messages.append(
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gr.ChatMessage(
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role="assistant", content="Run failed:\n" + error_message
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)
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)
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status = "failed"
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yield stored_messages
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finally:
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| 349 |
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if consent_storage:
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summary = get_agent_summary_erase_images(session_state["agent"])
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save_final_status(
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data_dir, status, summary=summary, error_message=error_message
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)
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print("SAVING FINAL STATUS", data_dir, status, summary, error_message)
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| 355 |
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| 356 |
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theme = gr.themes.Default(
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font=["Oxanium", "sans-serif"], primary_hue="amber", secondary_hue="blue"
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)
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| 360 |
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| 361 |
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# Create a Gradio app with Blocks
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| 362 |
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with gr.Blocks(theme=theme, css=custom_css, js=CUSTOM_JS) as demo:
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| 363 |
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# Storing session hash in a state variable
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| 364 |
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print("Starting the app!")
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| 365 |
-
with gr.Row():
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| 366 |
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sandbox_html = gr.HTML(
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| 367 |
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value=sandbox_html_template.format(
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| 368 |
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stream_url="",
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status_class="status-interactive",
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| 370 |
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status_text="Interactive",
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),
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label="Output",
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)
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| 374 |
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with gr.Sidebar(position="left"):
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| 375 |
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with Modal(visible=True) as modal:
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| 376 |
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gr.Markdown("""### Welcome to smolagent's Computer agent demo 🖥️
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| 377 |
-
In this app, you'll be able to interact with an agent powered by [smolagents](https://github.com/huggingface/smolagents) and [Qwen-VL](https://huggingface.co/Qwen/Qwen2.5-VL-72B-Instruct).
|
| 378 |
-
|
| 379 |
-
👉 Type a task in the left sidebar, click the button, and watch the agent solving your task. ✨
|
| 380 |
-
|
| 381 |
-
_Please note that we store the task logs by default so **do not write any personal information**; you can uncheck the logs storing on the task bar._
|
| 382 |
-
""")
|
| 383 |
-
task_input = gr.Textbox(
|
| 384 |
-
placeholder="Find me pictures of cute puppies",
|
| 385 |
-
label="Enter your task below:",
|
| 386 |
-
elem_classes="primary-color-label",
|
| 387 |
-
)
|
| 388 |
-
|
| 389 |
-
run_btn = gr.Button("Let's go!", variant="primary")
|
| 390 |
-
|
| 391 |
-
gr.Examples(
|
| 392 |
-
examples=TASK_EXAMPLES,
|
| 393 |
-
inputs=task_input,
|
| 394 |
-
label="Example Tasks",
|
| 395 |
-
examples_per_page=4,
|
| 396 |
-
)
|
| 397 |
-
|
| 398 |
-
session_state = gr.State({})
|
| 399 |
-
stored_messages = gr.State([])
|
| 400 |
-
|
| 401 |
-
minimalist_toggle = gr.Checkbox(label="Innie/Outie", value=False)
|
| 402 |
-
|
| 403 |
-
consent_storage = gr.Checkbox(
|
| 404 |
-
label="Store task and agent trace?", value=True
|
| 405 |
-
)
|
| 406 |
-
|
| 407 |
-
gr.Markdown(
|
| 408 |
-
"""
|
| 409 |
-
- **Data**: To opt-out of storing your trace, uncheck the box above.
|
| 410 |
-
- **Be patient**: The agent's first step can take a few seconds.
|
| 411 |
-
- **Captcha**: Sometimes the VMs get flagged for weird behaviour and are blocked with a captcha. Best is then to interrupt the agent and solve the captcha manually.
|
| 412 |
-
- **Restart**: If your agent seems stuck, the simplest way to restart is to refresh the page.
|
| 413 |
-
""".strip()
|
| 414 |
-
)
|
| 415 |
-
|
| 416 |
-
# Hidden HTML element to inject CSS dynamically
|
| 417 |
-
theme_styles = gr.HTML(apply_theme(False), visible=False)
|
| 418 |
-
minimalist_toggle.change(
|
| 419 |
-
fn=apply_theme, inputs=[minimalist_toggle], outputs=[theme_styles]
|
| 420 |
-
)
|
| 421 |
-
|
| 422 |
-
footer = gr.HTML(value=FOOTER_HTML, label="Footer")
|
| 423 |
-
|
| 424 |
-
chatbot_display = gr.Chatbot(
|
| 425 |
-
elem_id="chatbot",
|
| 426 |
-
label="Agent's execution logs",
|
| 427 |
-
type="messages",
|
| 428 |
-
avatar_images=(
|
| 429 |
-
None,
|
| 430 |
-
"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/smolagents/mascot_smol.png",
|
| 431 |
-
),
|
| 432 |
-
resizable=True,
|
| 433 |
-
)
|
| 434 |
-
|
| 435 |
-
agent_ui = EnrichedGradioUI(
|
| 436 |
-
CodeAgent(tools=[], model=None, name="ok", description="ok")
|
| 437 |
-
)
|
| 438 |
-
|
| 439 |
-
stop_btn = gr.Button("Stop the agent!", variant="huggingface")
|
| 440 |
-
|
| 441 |
-
def read_log_content(log_file, tail=4):
|
| 442 |
-
"""Read the contents of a log file for a specific session"""
|
| 443 |
-
if not log_file:
|
| 444 |
-
return "Waiting for session..."
|
| 445 |
-
|
| 446 |
-
if not os.path.exists(log_file):
|
| 447 |
-
return "Waiting for machine from the future to boot..."
|
| 448 |
-
|
| 449 |
-
try:
|
| 450 |
-
with open(log_file, "r") as f:
|
| 451 |
-
lines = f.readlines()
|
| 452 |
-
return "".join(lines[-tail:] if len(lines) > tail else lines)
|
| 453 |
-
except Exception as e:
|
| 454 |
-
return f"Guru meditation: {str(e)}"
|
| 455 |
-
|
| 456 |
-
# Function to set view-only mode
|
| 457 |
-
def clear_and_set_view_only(task_input, request: gr.Request):
|
| 458 |
-
return update_html(False, request.session_hash)
|
| 459 |
-
|
| 460 |
-
def set_interactive(request: gr.Request):
|
| 461 |
-
return update_html(True, request.session_hash)
|
| 462 |
-
|
| 463 |
-
def reactivate_stop_btn():
|
| 464 |
-
return gr.Button("Stop the agent!", variant="huggingface")
|
| 465 |
-
|
| 466 |
-
is_interactive = gr.Checkbox(value=True, visible=False)
|
| 467 |
-
|
| 468 |
-
# Chain the events
|
| 469 |
-
run_event = (
|
| 470 |
-
run_btn.click(
|
| 471 |
-
fn=clear_and_set_view_only,
|
| 472 |
-
inputs=[task_input],
|
| 473 |
-
outputs=[sandbox_html],
|
| 474 |
-
)
|
| 475 |
-
.then(
|
| 476 |
-
agent_ui.interact_with_agent,
|
| 477 |
-
inputs=[
|
| 478 |
-
task_input,
|
| 479 |
-
stored_messages,
|
| 480 |
session_state,
|
| 481 |
consent_storage,
|
| 482 |
],
|
|
|
|
| 1 |
import json
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|
| 2 |
session_state,
|
| 3 |
consent_storage,
|
| 4 |
],
|