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958557f
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Create app.py

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  1. app.py +103 -0
app.py ADDED
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+ from huggingface_hub import InferenceClient
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+ import gradio as gr
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+
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+ client = InferenceClient(
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+ "mistralai/Mixtral-8x7B-Instruct-v0.1"
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+ )
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+
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+
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+ def format_prompt(message, history):
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+ prompt = "<s>"
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+ for user_prompt, bot_response in history:
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+ prompt += f"[INST] {user_prompt} [/INST]"
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+ prompt += f" {bot_response}</s> "
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+ prompt += f"[INST] {message} [/INST]"
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+ return prompt
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+
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+ def generate(
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+ prompt, history, system_prompt, temperature=0.9, max_new_tokens=256, top_p=0.95, repetition_penalty=1.0,
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+ ):
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+ temperature = float(temperature)
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+ if temperature < 1e-2:
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+ temperature = 1e-2
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+ top_p = float(top_p)
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+
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+ generate_kwargs = dict(
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+ temperature=temperature,
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+ max_new_tokens=max_new_tokens,
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+ top_p=top_p,
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+ repetition_penalty=repetition_penalty,
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+ do_sample=True,
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+ seed=42,
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+ )
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+
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+ formatted_prompt = format_prompt(f"{system_prompt}, {prompt}", history)
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+ stream = client.text_generation(formatted_prompt, **generate_kwargs, stream=True, details=True, return_full_text=False)
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+ output = ""
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+
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+ for response in stream:
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+ output += response.token.text
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+ yield output
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+ return output
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+
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+
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+ additional_inputs=[
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+ gr.Textbox(
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+ label="System Prompt",
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+ max_lines=1,
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+ interactive=True,
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+ ),
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+ gr.Slider(
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+ label="Temperature",
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+ value=0.9,
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+ minimum=0.0,
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+ maximum=1.0,
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+ step=0.05,
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+ interactive=True,
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+ info="Higher values produce more diverse outputs",
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+ ),
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+ gr.Slider(
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+ label="Max new tokens",
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+ value=256,
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+ minimum=0,
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+ maximum=1048,
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+ step=64,
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+ interactive=True,
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+ info="The maximum numbers of new tokens",
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+ ),
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+ gr.Slider(
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+ label="Top-p (nucleus sampling)",
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+ value=0.90,
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+ minimum=0.0,
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+ maximum=1,
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+ step=0.05,
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+ interactive=True,
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+ info="Higher values sample more low-probability tokens",
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+ ),
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+ gr.Slider(
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+ label="Repetition penalty",
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+ value=1.2,
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+ minimum=1.0,
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+ maximum=2.0,
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+ step=0.05,
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+ interactive=True,
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+ info="Penalize repeated tokens",
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+ )
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+ ]
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+
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+ examples=[["I'm planning a vacation to Japan. Can you suggest a one-week itinerary including must-visit places and local cuisines to try?", None, None, None, None, None, ],
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+ ["Can you write a short story about a time-traveling detective who solves historical mysteries?", None, None, None, None, None,],
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+ ["I'm trying to learn French. Can you provide some common phrases that would be useful for a beginner, along with their pronunciations?", None, None, None, None, None,],
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+ ["I have chicken, rice, and bell peppers in my kitchen. Can you suggest an easy recipe I can make with these ingredients?", None, None, None, None, None,],
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+ ["Can you explain how the QuickSort algorithm works and provide a Python implementation?", None, None, None, None, None,],
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+ ["What are some unique features of Rust that make it stand out compared to other systems programming languages like C++?", None, None, None, None, None,],
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+ ]
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+
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+ gr.ChatInterface(
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+ fn=generate,
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+ chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True, layout="panel"),
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+ additional_inputs=additional_inputs,
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+ title="Mixtral 46.7B",
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+ examples=examples,
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+ concurrency_limit=20,
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+ ).launch(show_api=False)