import random

import gradio as gr
from huggingface_hub import InferenceClient

client = InferenceClient("google/gemma-7b-it")
isShowName = False


def format_prompt(message, history):
    prompt = ""
    if history:
        for user_prompt, bot_response in history:
            prompt += f"<start_of_turn>user{user_prompt}<end_of_turn>"
            prompt += f"<start_of_turn>model{bot_response}"
    prompt += f"<start_of_turn>user{message}<end_of_turn><start_of_turn>model"
    return prompt


def generate(prompt, history, temperature=0.7, max_new_tokens=1024, top_p=0.90, repetition_penalty=0.9):
    temperature = float(temperature)
    if temperature < 1e-2:
        temperature = 1e-2
    top_p = float(top_p)

    if not history:
        history = []

    rand_seed = random.randint(1, 1111111111111111)

    generate_kwargs = dict(
        temperature=temperature,
        max_new_tokens=max_new_tokens,
        top_p=top_p,
        repetition_penalty=repetition_penalty,
        do_sample=True,
        seed=rand_seed,
    )

    formatted_prompt = format_prompt(prompt, history)

    stream = client.text_generation(formatted_prompt, **generate_kwargs, stream=True, details=True,
                                    return_full_text=False)
    output = ""

    for response in stream:
        output += response.token.text
        yield output
    history.append((prompt, output))
    return output


def upload_file(inputs):
    if not inputs:
        return "No files provided", ""
    print(f'FilePath:{inputs}')
    return inputs


mychatbot = gr.Chatbot(
    avatar_images=["./user.png", "./chatAI.svg"], bubble_full_width=False, show_label=False, show_copy_button=True,
    likeable=True, )

additional_inputs = [
    gr.Slider(
        label="Temperature",
        value=0.7,
        minimum=0.0,
        maximum=1.0,
        step=0.01,
        interactive=True,
        info="更高的价值产生更多样化的产出",
    ),
    gr.Slider(
        label="Max new tokens",
        value=6400,
        minimum=0,
        maximum=8000,
        step=64,
        interactive=True,
        info="新令牌的最大数量",
    ),
    gr.Slider(
        label="Top-p",
        value=0.90,
        minimum=0.0,
        maximum=1,
        step=0.01,
        interactive=True,
        info="较高的值代表更多的低概率标记",
    ),
    gr.Slider(
        label="Repetition penalty",
        value=1.0,
        minimum=0.1,
        maximum=2.0,
        step=0.1,
        interactive=True,
        info="对重复令牌进行处罚",
    )
]

iface = gr.ChatInterface(fn=generate,
                         chatbot=mychatbot,
                         additional_inputs=additional_inputs,
                         retry_btn=None,
                         undo_btn=None
                         )

with gr.Blocks() as demo:
    gr.HTML("<center><h1>Yang's Chat with Google's Gemma</h1></center>")
    iface.render()
    with gr.Tab(label="Text"):
        upload_button = gr.File(label="File")
    with gr.Tab(label="Image"):
        image = gr.Image(label="图片")

demo.queue().launch(show_api=False)