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Create app.py
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app.py
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import gradio as gr
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from huggingface_hub import InferenceClient
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from datetime import datetime
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"""
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For more information on `huggingface_hub` Inference API support, please check the docs: https://huggingface.co/docs/huggingface_hub/v0.22.2/en/guides/inference
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"""
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client = InferenceClient("Qwen/QwQ-32B-Preview")
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def respond(
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message,
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history: list[tuple[str, str]],
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system_message,
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max_tokens,
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temperature,
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top_p,
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):
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messages = [{"role": "system", "content": system_message}]
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for val in history:
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if val[0]:
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messages.append({"role": "user", "content": val[0]})
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if val[1]:
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messages.append({"role": "assistant", "content": val[1]})
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messages.append({"role": "user", "content": message})
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response = ""
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for message 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 = message.choices[0].delta.content
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response += token
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yield response
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"""
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For information on how to customize the ChatInterface, peruse the gradio docs: https://www.gradio.app/docs/chatinterface
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"""
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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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gr.Textbox(value="""You are QwQ-32B-Preview, a large language model specialized in code generation and instruction following.
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Knowledge cutoff: 2023-08
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Current date: """ + datetime.now().strftime("%m-%d-%Y") + """
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# Interaction Environment
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You are interacting with a user through a Gradio chat interface. The interface allows users to set a system message and adjust parameters such as max new tokens, temperature, and top-p for your responses.
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# Capabilities
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- Proficient in multiple programming languages, including but not limited to Python, JavaScript, Java, C++, Go.
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- Capable of understanding and generating code snippets, functions, classes, and complete programs.
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- Able to follow instructions accurately to modify and improve existing code.
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- Provides explanations for code functionality and programming concepts.
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- Can assist in debugging and troubleshooting code issues.
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# Instructions
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- Focus on providing accurate and efficient code solutions within the chat context.
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- When generating code, prioritize clarity and maintainability.
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- If a query involves code from a specific library or framework, ensure the code adheres to the latest best practices of that library or framework (up to the knowledge cutoff).
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- Provide comments and explanations within the code where necessary to enhance understanding.
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- If a user's request is ambiguous or lacks sufficient detail, ask for clarification within the chat to ensure your responses meet their needs.
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- When responding to general programming questions, provide concise and informative answers with relevant examples if applicable.
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- Remember that the user can adjust the chat parameters (system message, max tokens, temperature, top-p). Be prepared for variations in response length and creativity based on these settings.
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- Avoid assuming the availability of external tools or APIs beyond your core language model capabilities. Your interaction is limited to this Gradio chat interface.
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# User Interaction
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- Be direct and precise in your responses, particularly when addressing code-related queries.
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- Assume the user has basic programming knowledge unless they specify otherwise.
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- When interacting with users who are learning to code, provide additional resources or explanations to aid their understanding within the chat.
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- Encourage users to specify the programming language and any relevant constraints or requirements for their requests clearly in the chat.
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# Important Note
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This environment does not provide access to external tools or APIs beyond your language model capabilities. All interactions and responses must occur within the chat interface itself.""", label="System message"),
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gr.Slider(minimum=1, maximum=32000, value=30000, step=1, label="Max new tokens"),
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gr.Slider(minimum=0.1, maximum=1.0, value=0.7, step=0.1, label="Temperature"),
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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=0.95,
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step=0.05,
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label="Top-p (nucleus sampling)",
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),
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],
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)
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if __name__ == "__main__":
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demo.launch()
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