Spaces:
Running
on
A10G
Running
on
A10G
import gradio as gr | |
import cv2 | |
import numpy as np | |
import torch | |
from diffusers import DiffusionPipeline, DPMSolverMultistepScheduler | |
pipe = DiffusionPipeline.from_pretrained("cerspense/zeroscope_v2_576w", torch_dtype=torch.float16) | |
pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config) | |
pipe.enable_model_cpu_offload() | |
def export_to_video(frames: np.ndarray, fps: int) -> str: | |
frames = np.clip((frames * 255), 0, 255).astype(np.uint8) | |
out_file = tempfile.NamedTemporaryFile(suffix=".mp4", delete=False) | |
writer = imageio.get_writer(out_file.name, format="FFMPEG", fps=fps) | |
for frame in frames: | |
writer.append_data(frame) | |
writer.close() | |
return out_file.name | |
def infer(prompt): | |
negative_prompt = "text, watermark, copyright, blurry, nsfw" | |
video_frames = pipe(prompt, negative_prompt=negative_prompt, num_inference_steps=40, height=320, width=576, num_frames=24).frames[0] | |
video_path = export_to_video(video_frames, 12) | |
print(video_path) | |
return video_path | |
css = """ | |
#col-container {max-width: 510px; margin-left: auto; margin-right: auto;} | |
a {text-decoration-line: underline; font-weight: 600;} | |
.animate-spin { | |
animation: spin 1s linear infinite; | |
} | |
@keyframes spin { | |
from { | |
transform: rotate(0deg); | |
} | |
to { | |
transform: rotate(360deg); | |
} | |
} | |
#share-btn-container { | |
display: flex; | |
padding-left: 0.5rem !important; | |
padding-right: 0.5rem !important; | |
background-color: #000000; | |
justify-content: center; | |
align-items: center; | |
border-radius: 9999px !important; | |
max-width: 15rem; | |
height: 36px; | |
} | |
div#share-btn-container > div { | |
flex-direction: row; | |
background: black; | |
align-items: center; | |
} | |
#share-btn-container:hover { | |
background-color: #060606; | |
} | |
#share-btn { | |
all: initial; | |
color: #ffffff; | |
font-weight: 600; | |
cursor:pointer; | |
font-family: 'IBM Plex Sans', sans-serif; | |
margin-left: 0.5rem !important; | |
padding-top: 0.5rem !important; | |
padding-bottom: 0.5rem !important; | |
right:0; | |
} | |
#share-btn * { | |
all: unset; | |
} | |
#share-btn-container div:nth-child(-n+2){ | |
width: auto !important; | |
min-height: 0px !important; | |
} | |
#share-btn-container .wrap { | |
display: none !important; | |
} | |
#share-btn-container.hidden { | |
display: none!important; | |
} | |
img[src*='#center'] { | |
display: inline-block; | |
margin: unset; | |
} | |
.footer { | |
margin-bottom: 45px; | |
margin-top: 10px; | |
text-align: center; | |
border-bottom: 1px solid #e5e5e5; | |
} | |
.footer>p { | |
font-size: .8rem; | |
display: inline-block; | |
padding: 0 10px; | |
transform: translateY(10px); | |
background: white; | |
} | |
.dark .footer { | |
border-color: #303030; | |
} | |
.dark .footer>p { | |
background: #0b0f19; | |
} | |
""" | |
with gr.Blocks(css=css) as demo: | |
with gr.Column(elem_id="col-container"): | |
gr.Markdown( | |
""" | |
<h1 style="text-align: center;">Zeroscope Text-to-Video</h1> | |
<p style="text-align: center;"> | |
A watermark-free Modelscope-based video model optimized for producing high-quality 16:9 compositions and a smooth video output. <br /> | |
</p> | |
""" | |
) | |
prompt_in = gr.Textbox(label="Prompt", placeholder="Darth Vader is surfing on waves", elem_id="prompt-in") | |
#neg_prompt = gr.Textbox(label="Negative prompt", value="text, watermark, copyright, blurry, nsfw", elem_id="neg-prompt-in") | |
#inference_steps = gr.Slider(label="Inference Steps", minimum=10, maximum=100, step=1, value=40, interactive=False) | |
submit_btn = gr.Button("Submit") | |
video_result = gr.Video(label="Video Output", elem_id="video-output") | |
with gr.Row(): | |
gr.Markdown(""" | |
[![Duplicate this Space](https://huggingface.co/datasets/huggingface/badges/raw/main/duplicate-this-space-lg.svg#center)](https://huggingface.co/spaces/fffiloni/zeroscope-cloning?duplicate=true) | |
""") | |
gr.HTML(""" | |
<div class="footer"> | |
<p> | |
<a href="https://huggingface.co/cerspense/zeroscope_v2_576w" target="_blank">Zeroscope v2 576w model</a> by @cerspense - | |
Demo by π€ <a href="https://twitter.com/fffiloni" target="_blank">Sylvain Filoni</a> | |
</p> | |
</div> | |
<div id="may-like-container" style="display: flex;justify-content: center;flex-direction: column;align-items: center;"> | |
<p style="font-size: 0.8em;margin-bottom: 4px;">You may also like: </p> | |
<div id="may-like" style="display:flex; align-items:center; justify-content: center;height:20px;"> | |
<svg height="20" width="148" style="margin-left:4px"> | |
<a href="https://huggingface.co/spaces/fffiloni/zeroscope-XL" target="_blank"> | |
<image href="https://img.shields.io/badge/π€ Spaces-Zeroscope XL-blue" src="https://img.shields.io/badge/π€ Spaces-Image to Music-blue.png" height="20"/> | |
</a> | |
</svg> | |
</div> | |
</div> | |
""") | |
submit_btn.click(fn=infer, | |
inputs=[prompt_in], | |
outputs=[video_result], | |
api_name="zrscp") | |
demo.queue(max_size=12).launch(show_api=False) | |