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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
HF_MODEL = os.environ.get("HF_MODEL", "mistralai/Mixtral-8x7B-Instruct-v0.1") # Smaller model
HF_API_TOKEN = os.environ.get("HF_API_TOKEN")
COMPANY_NAME = os.environ.get("COMPANY_NAME", "RS")
DEFAULT_SYSTEM_PROMPT = os.environ.get("DEFAULT_SYSTEM_PROMPT",
f"You are {COMPANY_NAME}'s professional AI assistant. Be helpful, accurate, and concise.")
# Validate API token
if not HF_API_TOKEN:
raise RuntimeError("HF_API_TOKEN environment variable is not set.")
# Initialize the client
try:
client = InferenceClient(model=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: {str(e)}")
# Configuration state management
class ConfigState:
def __init__(self):
self.system_message = DEFAULT_SYSTEM_PROMPT
self.max_tokens = 512
self.temperature = 0.7
self.top_p = 0.95
config_state = ConfigState()
# 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
def respond(message, chat_history, user_id):
if not message.strip():
return chat_history or [] + [[message, "I'm sorry, I didn't receive any input. How can I help you today?"]]
logger.info(f"User {user_id} sent message - Length: {len(message)}")
try:
chat_history = chat_history or []
messages = [{"role": "system", "content": config_state.system_message}]
for user_msg, assistant_msg in chat_history:
messages.append({"role": "user", "content": user_msg})
if assistant_msg:
messages.append({"role": "assistant", "content": assistant_msg})
messages.append({"role": "user", "content": message})
start_time = datetime.now()
full_response = ""
for message_chunk in client.chat_completion(
messages,
max_tokens=config_state.max_tokens,
temperature=config_state.temperature,
top_p=config_state.top_p,
stream=True,
):
if message_chunk.choices[0].delta.content:
full_response += message_chunk.choices[0].delta.content
yield chat_history + [[message, full_response]]
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)}")
conversation_data = {
"timestamp": datetime.now().isoformat(),
"user_id": user_id,
"messages": messages,
"response": full_response,
"parameters": {
"max_tokens": config_state.max_tokens,
"temperature": config_state.temperature,
"top_p": config_state.top_p
},
"time_taken": time_taken
}
save_conversation(user_id, conversation_data)
if not full_response:
return chat_history
return chat_history + [[message, full_response]]
except Exception as e:
error_msg = f"An error occurred: {str(e)}"
logger.error(f"Error generating response for user {user_id}: {str(e)}")
yield chat_history + [[message, error_msg]]
# Configuration update functions
def update_config(system_msg, max_tok, temp, tp, role):
if role == "admin":
config_state.system_message = system_msg
config_state.max_tokens = max_tok
config_state.temperature = temp
config_state.top_p = tp
logger.info("Configuration updated by admin")
return "Configuration updated successfully"
return "Only administrators can update configuration"
# Authentication function
def authenticate(username, password):
valid_credentials = {
"admin": {"password": "admin123", "role": "admin"},
"user": {"password": "user123", "role": "user"}
}
if username in valid_credentials and valid_credentials[username]["password"] == password:
return True, str(uuid.uuid4()), valid_credentials[username]["role"]
return False, None, None
# Login interface
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")
)
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 = """
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>")
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 = 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")
login_button = gr.Button("Login", variant="primary", size="lg")
with gr.Group(visible=False) as chat_group:
with gr.Row():
with gr.Column(scale=1, elem_classes=["setting-panel"]):
role_indicator = gr.Markdown("", elem_id="role-indicator")
gr.Markdown("### Configuration")
with gr.Group() as config_group:
system_message = gr.Textbox(value=DEFAULT_SYSTEM_PROMPT, label="System Instructions", lines=4, interactive=False)
max_tokens = gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max Response Length", interactive=False)
temperature = gr.Slider(minimum=0.1, maximum=1.0, value=0.7, step=0.1, label="Temperature", interactive=False)
top_p = gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p", interactive=False)
update_config_btn = gr.Button("Update Configuration", visible=False)
config_status = 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_btn = gr.Button("Logout", variant="stop")
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")
def update_role_display(role):
badge_class = "admin-badge" if role == "admin" else "user-badge"
role_display = "Administrator" if role == "admin" else "Standard User"
return f"<h3>Role: <span class='role-badge {badge_class}'>{role_display}</span></h3>"
def handle_role_permissions(role):
is_admin = role == "admin"
return [
gr.update(interactive=is_admin),
gr.update(interactive=is_admin),
gr.update(interactive=is_admin),
gr.update(interactive=is_admin),
gr.update(visible=is_admin),
]
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=[system_message, max_tokens, temperature, top_p, update_config_btn])
update_config_btn.click(update_config, inputs=[system_message, max_tokens, temperature, top_p, user_role], outputs=[config_status])
msg.submit(respond, inputs=[msg, chatbot, user_id], outputs=[chatbot]).then(lambda: "", None, [msg])
submit_btn.click(respond, inputs=[msg, chatbot, user_id], outputs=[chatbot]).then(lambda: "", None, [msg])
clear_btn.click(lambda: [], None, chatbot, queue=False)
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])
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])
if __name__ == "__main__":
demo.launch(server_name="0.0.0.0", server_port=7860, share=True, show_error=True) |