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from diffsynth import ModelManager, SDVideoPipeline, ControlNetConfigUnit, VideoData, save_video
import torch, spaces
import gradio as gr
# Load models
model_manager = ModelManager(torch_dtype=torch.float16, device="cuda")
model_manager.load_textual_inversions("models/textual_inversion")
model_manager.load_models([
"models/stable_diffusion/flat2DAnimerge_v45Sharp.safetensors",
"models/AnimateDiff/mm_sd_v15_v2.ckpt",
"models/ControlNet/control_v11p_sd15_lineart.pth",
"models/ControlNet/control_v11f1e_sd15_tile.pth",
])
pipe = SDVideoPipeline.from_model_manager(
model_manager,
[
ControlNetConfigUnit(
processor_id="lineart",
model_path="models/ControlNet/control_v11p_sd15_lineart.pth",
scale=0.5
),
ControlNetConfigUnit(
processor_id="tile",
model_path="models/ControlNet/control_v11f1e_sd15_tile.pth",
scale=0.5
)
]
)
@spaces.GPU(duration=500)
def generate_video(inp_vid):
video = VideoData(
video_file=inp_vid,
height=1024, width=1024)
input_video = [video[i] for i in range(0, 60)]
# Toon shading (20G VRAM)
torch.manual_seed(0)
output_video = pipe(
prompt="best quality, perfect anime illustration, light, a girl is dancing, smile, solo",
negative_prompt="verybadimagenegative_v1.3",
cfg_scale=3, clip_skip=2,
controlnet_frames=input_video, num_frames=len(input_video),
num_inference_steps=10, height=1024, width=1024,
animatediff_batch_size=32, animatediff_stride=16,
vram_limit_level=0,
)
# Save video
save_video(output_video, "output_video.mp4", fps=60)
return "output_video.mp4"
app = gr.Blocks(theme="JohnSmith9982/small_and_pretty")
with app:
gr.Markdown("# <center>🌊💕🎶 Diffutoon</center>")
inp_vid = gr.Video(label="请上传一个视频文件")
btn = gr.Button("一键开启视频转绘", variant="primary")
out_vid = gr.Video(label="请上传一个视频文件")
btn.click(generate_video, inp_vid, out_vid)
gr.Markdown("### <center>注意❗:请不要生成会对个人以及组织造成侵害的内容,此程序仅供科研、学习及个人娱乐使用。请自觉合规使用此程序,程序开发者不负有任何责任。</center>")
gr.HTML('''
<div class="footer">
<p>🌊🏞️🎶 - 江水东流急,滔滔无尽声。 明·顾璘
</p>
</div>
''')
#app.queue(max_size=40, api_open=False)
app.launch(show_error=True) |