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import gradio as gr
import logging
import os
from huggingface_hub import InferenceClient
from datetime import datetime
import uuid
import json
import time
# Configure logging
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
handlers=[
logging.FileHandler("chatbot_logs.log"),
logging.StreamHandler()
]
)
logger = logging.getLogger("CompanyChatbot")
# Environment variables (for production use)
HF_MODEL = os.environ.get("HF_MODEL", "HuggingFaceH4/zephyr-7b-beta")
HF_API_TOKEN = os.environ.get("HF_API_TOKEN", None) # Set your API token as env variable
COMPANY_NAME = os.environ.get("COMPANY_NAME", "Your Company")
DEFAULT_SYSTEM_PROMPT = os.environ.get("DEFAULT_SYSTEM_PROMPT",
f"You are {COMPANY_NAME}'s professional AI assistant. Be helpful, accurate, and concise.")
# Initialize the client
try:
client = InferenceClient(HF_MODEL, token=HF_API_TOKEN)
logger.info(f"Successfully initialized InferenceClient with model: {HF_MODEL}")
except Exception as e:
logger.error(f"Failed to initialize InferenceClient: {str(e)}")
raise RuntimeError(f"Failed to initialize the model. Please check your configuration: {str(e)}")
# Conversation tracking
def save_conversation(user_id, conversation):
filename = f"conversations/{user_id}_{datetime.now().strftime('%Y%m%d_%H%M%S')}.json"
os.makedirs(os.path.dirname(filename), exist_ok=True)
with open(filename, 'w') as f:
json.dump(conversation, f)
logger.info(f"Saved conversation for user {user_id}")
# Main chat function - fixed to properly handle message format
def respond(
message,
history,
system_message,
max_tokens,
temperature,
top_p,
user_id
):
if not message.strip():
return history + [[message, "I'm sorry, I didn't receive any input. How can I help you today?"]]
# Log the incoming request
logger.info(f"User {user_id} sent message - Length: {len(message)}")
try:
# Prepare messages for the model
messages = [{"role": "system", "content": system_message}]
# Format history correctly
for user_msg, assistant_msg in history:
if user_msg:
messages.append({"role": "user", "content": user_msg})
if assistant_msg:
messages.append({"role": "assistant", "content": assistant_msg})
messages.append({"role": "user", "content": message})
# Generate response
full_response = ""
start_time = datetime.now()
# Stream the response
for message_chunk in client.chat_completion(
messages,
max_tokens=max_tokens,
stream=True,
temperature=temperature,
top_p=top_p,
):
token = message_chunk.choices[0].delta.content
if token:
full_response += token
yield history + [[message, full_response]]
# Log completion
time_taken = (datetime.now() - start_time).total_seconds()
logger.info(f"Response generated for user {user_id} in {time_taken:.2f}s - Length: {len(full_response)}")
# Save conversation for audit/analytics
conversation_data = {
"timestamp": datetime.now().isoformat(),
"user_id": user_id,
"messages": messages,
"response": full_response,
"parameters": {
"max_tokens": max_tokens,
"temperature": temperature,
"top_p": top_p
},
"time_taken": time_taken
}
save_conversation(user_id, conversation_data)
# Return final history with the complete response
# This is necessary if streaming didn't yield anything
if full_response:
return history + [[message, full_response]]
return history
except Exception as e:
error_msg = f"An error occurred: {str(e)}"
logger.error(f"Error generating response for user {user_id}: {str(e)}")
return history + [[message, error_msg]]
# Authentication function (replace with your actual auth system)
def authenticate(username, password):
# In production, this should check against your company's auth system
valid_credentials = {
"admin": {"password": "admin123", "role": "admin"},
"user": {"password": "user123", "role": "user"}
} # Example only
if username in valid_credentials and valid_credentials[username]["password"] == password:
return True, str(uuid.uuid4()), valid_credentials[username]["role"] # Return success, user_id, and role
return False, None, None
# Login interface with error handling
def login(username, password):
if not username or not password:
return (
gr.update(visible=True),
gr.update(visible=False),
None,
None,
gr.update(visible=True, value="Please enter both username and password")
)
# Simulate processing delay for security (prevents timing attacks)
time.sleep(0.5)
success, user_id, role = authenticate(username, password)
if success:
return (
gr.update(visible=False),
gr.update(visible=True),
user_id,
role,
gr.update(visible=False)
)
else:
return (
gr.update(visible=True),
gr.update(visible=False),
None,
None,
gr.update(visible=True, value="Invalid username or password")
)
# CSS for better styling
css = """
body {
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
background-color: #f9f9f9;
}
.container {
max-width: 1400px !important;
margin: auto;
}
.setting-panel {
background-color: #f0f4f8;
border-radius: 10px;
padding: 15px;
box-shadow: 0 2px 6px rgba(0,0,0,0.1);
}
.chat-container {
border-radius: 10px;
box-shadow: 0 2px 6px rgba(0,0,0,0.1);
background-color: white;
}
.company-header {
background-color: #2c3e50;
color: white;
padding: 15px;
border-radius: 10px 10px 0 0;
margin-bottom: 15px;
}
.footer {
text-align: center;
margin-top: 20px;
color: #666;
font-size: 0.8em;
}
.message-user {
background-color: #e6f7ff !important;
border-radius: 15px 15px 0 15px !important;
}
.message-bot {
background-color: #f0f0f0 !important;
border-radius: 15px 15px 15px 0 !important;
}
.login-container {
max-width: 500px;
margin: 50px auto;
padding: 30px;
background-color: white;
border-radius: 10px;
box-shadow: 0 4px 10px rgba(0,0,0,0.1);
}
.login-header {
text-align: center;
margin-bottom: 30px;
}
.error-message {
color: #e74c3c;
background-color: #fdedeb;
padding: 10px;
border-radius: 5px;
margin-bottom: 15px;
font-size: 14px;
}
.role-badge {
font-size: 12px;
padding: 3px 8px;
border-radius: 10px;
margin-left: 10px;
}
.admin-badge {
background-color: #e74c3c;
color: white;
}
.user-badge {
background-color: #3498db;
color: white;
}
.setting-disabled {
opacity: 0.5;
pointer-events: none;
}
"""
# Main application
with gr.Blocks(css=css, title=f"{COMPANY_NAME} AI Assistant") as demo:
user_id = gr.State(None)
user_role = gr.State(None)
with gr.Row():
gr.Markdown(f"<div class='company-header'><h1>{COMPANY_NAME} AI Assistant</h1></div>", elem_classes=["company-header"])
# Login Group
with gr.Group(visible=True) as login_group:
with gr.Column(elem_classes=["login-container"]):
gr.Markdown(f"<div class='login-header'><h2>Welcome to {COMPANY_NAME}</h2><p>Please log in to continue</p></div>")
# Error message container (initially hidden)
error_message = gr.Markdown(visible=False, value="", elem_classes=["error-message"])
username = gr.Textbox(label="Username", placeholder="Enter your username")
password = gr.Textbox(label="Password", type="password", placeholder="Enter your password")
with gr.Row():
login_button = gr.Button("Login", variant="primary", size="lg")
# Chat Group (initially hidden)
with gr.Group(visible=False) as chat_group:
with gr.Row():
# Left side: Settings Panel
with gr.Column(scale=1, elem_classes=["setting-panel"]):
# Role indicator
role_indicator = gr.Markdown("", elem_id="role-indicator")
gr.Markdown("### Configuration")
system_message = gr.Textbox(
value=DEFAULT_SYSTEM_PROMPT,
label="System Instructions",
lines=4
)
with gr.Group(elem_id="admin-settings") as admin_settings:
max_tokens = gr.Slider(
minimum=1,
maximum=2048,
value=512,
step=1,
label="Max Response Length"
)
temperature = gr.Slider(
minimum=0.1,
maximum=1.0,
value=0.7,
step=0.1,
label="Temperature (Creativity)"
)
top_p = gr.Slider(
minimum=0.1,
maximum=1.0,
value=0.95,
step=0.05,
label="Top-p (Variation)"
)
gr.Markdown("---")
gr.Markdown("### Chat Actions")
with gr.Row():
clear_btn = gr.Button("Clear Chat", variant="secondary")
export_btn = gr.Button("Export Conversation", variant="secondary")
# Logout button
logout_btn = gr.Button("Logout", variant="stop")
gr.Markdown(f"<div class='footer'>© {datetime.now().year} {COMPANY_NAME}. All rights reserved.</div>")
# Right side: Chat Interface
with gr.Column(scale=2, elem_classes=["chat-container"]):
chatbot = gr.Chatbot(elem_classes=["chatbox"])
with gr.Row():
msg = gr.Textbox(
show_label=False,
placeholder="Type your message here...",
container=False
)
submit_btn = gr.Button("Send", variant="primary")
# Event handlers
def update_role_display(role):
if role == "admin":
return f"<h3>Role: <span class='role-badge admin-badge'>Administrator</span></h3>"
else:
return f"<h3>Role: <span class='role-badge user-badge'>Standard User</span></h3>"
def handle_role_permissions(role):
if role == "admin":
return gr.update(visible=True)
else:
return gr.update(visible=True, elem_classes=["setting-disabled"])
# Login handler with role-based permission setting
login_button.click(
login,
inputs=[username, password],
outputs=[login_group, chat_group, user_id, user_role, error_message]
).then(
update_role_display,
inputs=[user_role],
outputs=[role_indicator]
).then(
handle_role_permissions,
inputs=[user_role],
outputs=[admin_settings]
)
# Chat functionality
def chat_with_saved_params(message, history, uid, role):
# For non-admin users, use default values
system_msg = system_message.value
tokens = max_tokens.value
temp = temperature.value
topp = top_p.value
return respond(message, history, system_msg, tokens, temp, topp, uid)
msg_and_submit = msg.submit(
chat_with_saved_params,
inputs=[msg, chatbot, user_id, user_role],
outputs=[chatbot],
show_progress=True
)
submit_click = submit_btn.click(
chat_with_saved_params,
inputs=[msg, chatbot, user_id, user_role],
outputs=[chatbot],
show_progress=True
)
# Clear the textbox when message is sent
msg_and_submit.then(lambda: gr.update(value=""), None, [msg])
submit_click.then(lambda: gr.update(value=""), None, [msg])
# Clear chat button - fixed to properly reset the history list
clear_btn.click(lambda: [], None, chatbot, queue=False)
# Export conversation
def export_conversation(chat_history, uid):
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
filename = f"conversations/export_{uid}_{timestamp}.json"
os.makedirs(os.path.dirname(filename), exist_ok=True)
with open(filename, 'w') as f:
json.dump(chat_history, f)
logger.info(f"Exported conversation for user {uid}")
return gr.update(value=f"Conversation exported to {filename}", visible=True)
export_btn.click(
export_conversation,
inputs=[chatbot, user_id],
outputs=[error_message]
)
# Logout functionality
def logout():
return gr.update(visible=True), gr.update(visible=False), None, None
logout_btn.click(
logout,
outputs=[login_group, chat_group, user_id, user_role]
)
# Generate CSS file
with open("styles.css", "w") as f:
f.write(css)
if __name__ == "__main__":
# Check if we're running in production
if os.environ.get("PRODUCTION", "false").lower() == "true":
demo.launch(
server_name="0.0.0.0",
server_port=int(os.environ.get("PORT", 7860)),
share=False,
show_error=False,
auth=None, # We handle auth in the app
)
else:
# Development mode
demo.launch(share=True) |