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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) |