import random
from PIL import Image

from diffusers import StableDiffusionPipeline
import gradio as gr
import torch

device = "cuda" if torch.cuda.is_available() else "cpu"
dtype = torch.float16 if device == "cuda" else torch.float32

model_id = "runwayml/stable-diffusion-v1-5"
pipe = StableDiffusionPipeline.from_pretrained(model_id,
                                               torch_dtype=dtype,
                                               revision="fp16")
pipe = pipe.to(device)

model_id2 = "riffusion/riffusion-model-v1"
pipe2 = StableDiffusionPipeline.from_pretrained(model_id2, torch_dtype=dtype)
pipe2 = pipe2.to(device)

COLORS = [
    ["#ff0000", "#00ff00"],
    ["#00ff00", "#0000ff"],
    ["#0000ff", "#ff0000"],
]    

title = """
        <div style="text-align: center; max-width: 650px; margin: 0 auto 10px;">
          <div style="display: inline-flex; align-items: center; gap: 0.8rem; font-size: 1.75rem;">
            <h1 style="font-weight: 950; margin-bottom: 7px; color: #000; font-weight: bold;">Riffusion and Stable Diffusion</h1>
          </div>
          <p style="text-align: center;font-size: 94%">
              Duplicate this Space and run it on your own profile using a (paid) private T4-small or A10G-small GPU for training: 
              <span style="display: flex;align-items: center;justify-content: center;height: 30px;">
              <a href="https://huggingface.co/spaces/juancopi81/sd-riffusion?duplicate=true">
              <img src="https://img.shields.io/badge/-Duplicate%20Space-blue?labelColor=white&style=flat&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAAXNSR0IArs4c6QAAAP5JREFUOE+lk7FqAkEURY+ltunEgFXS2sZGIbXfEPdLlnxJyDdYB62sbbUKpLbVNhyYFzbrrA74YJlh9r079973psed0cvUD4A+4HoCjsA85X0Dfn/RBLBgBDxnQPfAEJgBY+A9gALA4tcbamSzS4xq4FOQAJgCDwV2CPKV8tZAJcAjMMkUe1vX+U+SMhfAJEHasQIWmXNN3abzDwHUrgcRGmYcgKe0bxrblHEB4E/pndMazNpSZGcsZdBlYJcEL9Afo75molJyM2FxmPgmgPqlWNLGfwZGG6UiyEvLzHYDmoPkDDiNm9JR9uboiONcBXrpY1qmgs21x1QwyZcpvxt9NS09PlsPAAAAAElFTkSuQmCC&logoWidth=14" alt="Duplicate Space"></a>
              </span>
          </p>
          <p style="text-align: center;font-size: 94%">
              You can buy me a coffee to support this space: 
              <span style="display: flex;align-items: center;justify-content: center;height: 30px;">
              <a href="https://huggingface.co/spaces/juancopi81/sd-riffusion?duplicate=true">
              <img src="https://badgen.net/badge/icon/Buy%20Me%20A%20Coffee?icon=buymeacoffee&label" alt="Buy me a coffee"></a>. Depending on the support, I'll keep this space running and add more features!
              </span>
          </p>
        </div>
        """
def get_bg_image(prompt):
    images = pipe(prompt)
    print("Image generated!")
    image_output = images.images[0]
    image_output.save("img.png")
    return "img.png"

def get_music(prompt):
    duration = 10
    if duration == 5:
        width_duration=512
    else :
        width_duration = 512 + ((int(duration)-5) * 128)
    spec = pipe2(prompt, height=512, width=width_duration).images[0]
    print(spec)
    wav = wav_bytes_from_spectrogram_image(spec)
    with open("output.wav", "wb") as f:
        f.write(wav[0].getbuffer())
    return "output.wav"

def infer(prompt, style):
    style_prompt = prompt + style
    image = get_bg_image(style_prompt)
    audio = get_music(prompt)
    return (
        gr.make_waveform(audio,
                         bg_image=image,
                         bars_color=random.choice(COLORS))
    )

css = """
    #col-container {max-width: 700px; margin-left: auto; margin-right: auto;}
    #prompt-in {
        border: 2px solid #666;
        border-radius: 2px;
        padding: 8px;
    }
    #prompt-style {
        border: 2px solid #666;
        border-radius: 2px;
        padding: 8px;
    }
    #btn-container {
      display: flex;
      align-items: center;
      justify-content: center;
      width: calc(15% - 16px);
      height: calc(15% - 16px);
    }
    /* Style the submit button */
    #submit-btn {
      background-color: #382a1d;
      color: #fff;
      border: 1px solid #000;
      border-radius: 4px;
      padding: 8px;
      font-size: 16px;
      cursor: pointer;
    }
"""
with gr.Blocks(css=css) as demo:
    gr.HTML(title)
    with gr.Column(elem_id="col-container"):
      prompt_input = gr.Textbox(placeholder="The Beatles playing for the queen",
                                elem_id="prompt-in",
                                label="Enter your music prompt.")
      style_input = gr.Textbox(placeholder="In the style of Vincent van Gogh",
                                elem_id="prompt-style",
                                label="(Optional) Add styles to your background image.",
                                value="")
      with gr.Row(elem_id="btn-container"):
        send_btn = gr.Button(value="Send", elem_id="submit-btn")   
      send_btn.click(infer,
                     inputs=[prompt_input, style_input],
                     outputs=[gr.Video()])

gr.Markdown("""
      [![Twitter Follow](https://img.shields.io/twitter/follow/juancopi81?style=social)](https://twitter.com/juancopi81)
      ![visitors](https://visitor-badge.glitch.me/badge?page_id=Juancopi81.sd-riffusion)
    """)

demo.launch(debug=True)