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gradio_app_interp_and_loop.py
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gradio_app_interp_and_loop.py
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import os, argparse
import sys
import gradio as gr
import random
from scripts.gradio.i2v_test_application import Image2Video
sys.path.insert(1, os.path.join(sys.path[0], 'lvdm'))
i2v_examples_interp_512 = [
['prompts/512_interp/smile_01.png', 'a smiling girl', 50, 7.5, 1.0, 5, 12306, 'prompts/512_interp/smile_02.png'],
['prompts/512_interp/stone01_01.png', 'rotating view', 50, 7.5, 1.0, 5, 123, 'prompts/512_interp/stone01_02.png'],
['prompts/512_interp/walk_01.png', 'man walking', 50, 7.5, 1.0, 5, 345, 'prompts/512_interp/walk_02.png'],
]
i2v_examples_loop_512 = [
['prompts/512_loop/24.png', 'a beach with waves and clouds at sunset', 50, 7.5, 1.0, 5, 234],
['prompts/512_loop/36.png', 'clothes swaying in the wind', 50, 7.5, 1.0, 5, 123],
['prompts/512_loop/40.png', 'flowers swaying in the wind', 50, 7.5, 1.0, 5, 234],
]
max_seed = 2 ** 31
def dynamicrafter_demo(result_dir='./tmp/', res=512):
if res == 1024:
resolution = '576_1024'
css = """#input_img {max-width: 1024px !important} #output_vid {max-width: 1024px; max-height:576px} #random_button {max-width: 100px !important}"""
elif res == 512:
resolution = '320_512'
css = """#input_img {max-width: 512px !important} #output_vid {max-width: 512px; max-height: 320px} #random_button {max-width: 100px !important} #input_img2 {max-width: 512px !important} #output_vid {max-width: 512px; max-height: 320px}"""
elif res == 256:
resolution = '256_256'
css = """#input_img {max-width: 256px !important} #output_vid {max-width: 256px; max-height: 256px} #random_button {max-width: 100px !important}"""
else:
raise NotImplementedError(f"Unsupported resolution: {res}")
image2video = Image2Video(result_dir, resolution=resolution)
with gr.Blocks(analytics_enabled=False, css=css) as dynamicrafter_iface:
gr.Markdown("<div align='center'> <h1> DynamiCrafter: Animating Open-domain Images with Video Diffusion Priors </span> </h1> \
<h2 style='font-weight: 450; font-size: 1rem; margin: 0rem'>\
<a href='https://doubiiu.github.io/'>Jinbo Xing</a>, \
<a href='https://menghanxia.github.io/'>Menghan Xia</a>, <a href='https://yzhang2016.github.io/'>Yong Zhang</a>, \
<a href=''>Haoxin Chen</a>, <a href=''> Wangbo Yu</a>,\
<a href='https://github.com/hyliu'>Hanyuan Liu</a>, <a href='https://xinntao.github.io/'>Xintao Wang</a>,\
<a href='https://www.cse.cuhk.edu.hk/~ttwong/myself.html'>Tien-Tsin Wong</a>,\
<a href='https://scholar.google.com/citations?user=4oXBp9UAAAAJ&hl=zh-CN'>Ying Shan</a>\
</h2> \
<a style='font-size:18px;color: #000000' href='https://arxiv.org/abs/2310.12190'> [ArXiv] </a>\
<a style='font-size:18px;color: #000000' href='https://doubiiu.github.io/projects/DynamiCrafter/'> [Project Page] </a> \
<a style='font-size:18px;color: #000000' href='https://github.com/Doubiiu/DynamiCrafter'> [Github] </a> </div>")
#######generative frame interpolation and looping video generation######
with gr.Tab(label='Generative Frame Interpolation_320x512'):
with gr.Column():
with gr.Row():
with gr.Column():
with gr.Row():
i2v_input_image = gr.Image(label="Input Image1",elem_id="input_img")
with gr.Row():
i2v_input_text = gr.Text(label='Prompts')
with gr.Row():
i2v_eta = gr.Slider(minimum=0.0, maximum=1.0, step=0.1, label='ETA', value=1.0, elem_id="i2v_eta")
i2v_cfg_scale = gr.Slider(minimum=1.0, maximum=15.0, step=0.5, label='CFG Scale', value=7.5, elem_id="i2v_cfg_scale")
with gr.Row():
i2v_steps = gr.Slider(minimum=1, maximum=60, step=1, elem_id="i2v_steps", label="Sampling steps", value=50)
i2v_motion = gr.Slider(minimum=5, maximum=30, step=1, elem_id="i2v_motion", label="FPS", value=10)
with gr.Row():
i2v_seed = gr.Slider(label='Random Seed', minimum=0, maximum=max_seed, step=1, value=123)
random_button = gr.Button('\U0001f3b2\ufe0f', elem_id="random_button")
random_button.click(
fn=lambda: random.randint(0, max_seed),
outputs=i2v_seed,
queue=False
)
i2v_end_btn = gr.Button("Generate")
with gr.Column():
with gr.Row():
i2v_input_image2 = gr.Image(label="Input Image2",elem_id="input_img2")
with gr.Row():
i2v_output_video = gr.Video(label="Generated Video",elem_id="output_vid",autoplay=True,show_share_button=True)
gr.Examples(examples=i2v_examples_interp_512,
inputs=[i2v_input_image, i2v_input_text, i2v_steps, i2v_cfg_scale, i2v_eta, i2v_motion, i2v_seed, i2v_input_image2],
outputs=[i2v_output_video],
fn = image2video.get_image,
cache_examples=False,
)
i2v_end_btn.click(inputs=[i2v_input_image, i2v_input_text, i2v_steps, i2v_cfg_scale, i2v_eta, i2v_motion, i2v_seed, i2v_input_image2],
outputs=[i2v_output_video],
fn = image2video.get_image
)
#######generative frame interpolation and looping video generation######
with gr.Tab(label='Looping Video Generation_320x512'):
with gr.Column():
with gr.Row():
with gr.Column():
with gr.Row():
i2v_input_image = gr.Image(label="Input Image",elem_id="input_img")
with gr.Row():
i2v_input_text = gr.Text(label='Prompts')
with gr.Row():
i2v_eta = gr.Slider(minimum=0.0, maximum=1.0, step=0.1, label='ETA', value=1.0, elem_id="i2v_eta")
i2v_cfg_scale = gr.Slider(minimum=1.0, maximum=15.0, step=0.5, label='CFG Scale', value=7.5, elem_id="i2v_cfg_scale")
with gr.Row():
i2v_steps = gr.Slider(minimum=1, maximum=60, step=1, elem_id="i2v_steps", label="Sampling steps", value=50)
i2v_motion = gr.Slider(minimum=5, maximum=30, step=1, elem_id="i2v_motion", label="FPS", value=5)
with gr.Row():
i2v_seed = gr.Slider(label='Random Seed', minimum=0, maximum=max_seed, step=1, value=123)
random_button = gr.Button('\U0001f3b2\ufe0f', elem_id="random_button")
random_button.click(
fn=lambda: random.randint(0, max_seed),
outputs=i2v_seed,
queue=False
)
i2v_end_btn = gr.Button("Generate")
# with gr.Tab(label='Result'):
with gr.Row():
i2v_output_video = gr.Video(label="Generated Video",elem_id="output_vid",autoplay=True,show_share_button=True)
gr.Examples(examples=i2v_examples_loop_512,
inputs=[i2v_input_image, i2v_input_text, i2v_steps, i2v_cfg_scale, i2v_eta, i2v_motion, i2v_seed],
outputs=[i2v_output_video],
fn = image2video.get_image,
cache_examples=False,
)
i2v_end_btn.click(inputs=[i2v_input_image, i2v_input_text, i2v_steps, i2v_cfg_scale, i2v_eta, i2v_motion, i2v_seed],
outputs=[i2v_output_video],
fn = image2video.get_image
)
return dynamicrafter_iface
def get_parser():
parser = argparse.ArgumentParser()
return parser
if __name__ == "__main__":
parser = get_parser()
args = parser.parse_args()
result_dir = os.path.join('./', 'results')
dynamicrafter_iface = dynamicrafter_demo(result_dir)
dynamicrafter_iface.queue(max_size=12)
dynamicrafter_iface.launch(max_threads=1)
# dynamicrafter_iface.launch(server_name='0.0.0.0', server_port=80, max_threads=1)