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7ff48bf
1
Parent(s):
9c86233
gemma chatbot
Browse files
app.py
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from huggingface_hub import InferenceClient
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from typing import List, Tuple
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import gradio as gr
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# Ensure you have the required libraries installed
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# Chatbot configuration
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class ChatConfig:
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MODEL = "google/gemma-3-4b-it"
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DEFAULT_SYSTEM_MSG = "You are a extremely smart and useful Chatbot."
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DEFAULT_MAX_TOKENS = 1024
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DEFAULT_TEMP = 0.4
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DEFAULT_TOP_P = 0.95
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client = InferenceClient(ChatConfig.MODEL)
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def generate_response(
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message: str,
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history: List[Tuple[str, str]],
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system_message: str = ChatConfig.DEFAULT_SYSTEM_MSG,
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max_tokens: int = ChatConfig.DEFAULT_MAX_TOKENS,
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temperature: float = ChatConfig.DEFAULT_TEMP,
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top_p: float = ChatConfig.DEFAULT_TOP_P
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) -> str:
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messages = [{"role": "system", "content": system_message}]
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# Conversation history
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for user_msg, bot_msg in history:
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if user_msg:
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messages.append({"role": "user", "content": user_msg})
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if bot_msg:
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messages.append({"role": "assistant", "content": bot_msg})
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messages.append({"role": "user", "content": message})
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response = ""
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# Stream the response
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# The stream=True parameter allows for real-time response generation
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for chunk in client.chat_completion(
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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):
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token = chunk.choices[0].delta.content or ""
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response += token
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yield response
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def create_interface() -> gr.ChatInterface:
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"""Create and configure the chat interface."""
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# Custom CSS for a modern look
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custom_css = """
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.chatbot .message {
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border-radius: 12px;
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margin: 5px;
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padding: 10px;
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}
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.chatbot .user-message {
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background-color: #e3f2fd;
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}
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.chatbot .bot-message {
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background-color: #f5f5f5;
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}
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.gr-button {
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border-radius: 8px;
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padding: 8px 16px;
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}
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"""
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# Custom chatbot
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chatbot = gr.Chatbot(
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label="Gemma Chat",
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avatar_images=("./user.png", "./gemma.png"),
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height=450,
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show_copy_button=True
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)
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# Chat interface
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interface = gr.ChatInterface(
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fn=generate_response,
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chatbot=chatbot,
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title="Your Gemma 3-(iend)",
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theme=gr.themes.Soft(),
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css=custom_css,
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additional_inputs=[
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gr.Textbox(
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value=ChatConfig.DEFAULT_SYSTEM_MSG,
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label="System Prompt (You can change the text below)",
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lines=2,
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placeholder="Enter system message..."
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),
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gr.Slider(
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minimum=1,
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maximum=8192,
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value=ChatConfig.DEFAULT_MAX_TOKENS,
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step=1,
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label="Max Tokens",
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info="Controls response length"
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),
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gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=ChatConfig.DEFAULT_TEMP,
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step=0.1,
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label="Temperature",
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info="Controls randomness"
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),
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gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=ChatConfig.DEFAULT_TOP_P,
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step=0.05,
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label="Top-P",
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info="Controls diversity"
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)
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],
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additional_inputs_accordion=gr.Accordion(label="Advanced Settings", open=False)
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)
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return interface
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def main():
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app = create_interface()
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app.launch(
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server_name="0.0.0.0",
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server_port=7860,
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share=False,
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show_api=False,
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show_error=True,
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debug=True
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)
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if __name__ == "__main__":
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main()
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gemma.png
ADDED
![]() |
requirements.txt
ADDED
@@ -0,0 +1 @@
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huggingface_hub==0.29.3
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user.png
ADDED
![]() |