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Update gradio_app.py
Browse files- gradio_app.py +119 -23
gradio_app.py
CHANGED
@@ -13,17 +13,21 @@ from huggingface_hub import snapshot_download
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weights_dir = './allegro_weights'
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os.makedirs(weights_dir, exist_ok=True)
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def single_inference(user_prompt, save_path, guidance_scale, num_sampling_steps, seed, enable_cpu_offload):
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@@ -97,21 +101,113 @@ def run_inference(user_prompt, guidance_scale, num_sampling_steps, seed, enable_
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result_path = single_inference(user_prompt, save_path, guidance_scale, num_sampling_steps, seed, enable_cpu_offload)
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return result_path
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# Create Gradio interface
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fn=run_inference,
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inputs=[
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gr.Slider(minimum=0, maximum=20, step=0.1, label="Guidance Scale", value=7.5),
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gr.Slider(minimum=10, maximum=200, step=1, label="Number of Sampling Steps", value=100),
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gr.Slider(minimum=0, maximum=10000, step=1, label="Random Seed", value=42),
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gr.Checkbox(label="Enable CPU Offload", value=False),
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],
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outputs=gr.Video(label="Generated Video"),
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title="Allegro Video Generation",
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description="Generate a video based on a text prompt using the Allegro pipeline."
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)
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# Launch the interface
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weights_dir = './allegro_weights'
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os.makedirs(weights_dir, exist_ok=True)
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is_shared_ui = True if "fffiloni/allegro-t2v" in os.environ['SPACE_ID'] else False
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is_gpu_associated = torch.cuda.is_available()
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if not is_shared_ui:
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snapshot_download(
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repo_id='rhymes-ai/Allegro',
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allow_patterns=[
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'scheduler/**',
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'text_encoder/**',
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'tokenizer/**',
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'transformer/**',
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'vae/**',
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],
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local_dir=weights_dir,
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)
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def single_inference(user_prompt, save_path, guidance_scale, num_sampling_steps, seed, enable_cpu_offload):
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result_path = single_inference(user_prompt, save_path, guidance_scale, num_sampling_steps, seed, enable_cpu_offload)
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return result_path
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css="""
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#upl-dataset-group {background-color: none!important;}
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div#warning-ready {
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background-color: #ecfdf5;
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padding: 0 16px 16px;
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margin: 20px 0;
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}
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div#warning-ready > .gr-prose > h2, div#warning-ready > .gr-prose > p {
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color: #057857!important;
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}
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div#warning-duplicate {
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background-color: #ebf5ff;
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padding: 0 16px 16px;
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margin: 20px 0;
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}
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div#warning-duplicate > .gr-prose > h2, div#warning-duplicate > .gr-prose > p {
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color: #0f4592!important;
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}
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div#warning-duplicate strong {
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color: #0f4592;
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}
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p.actions {
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display: flex;
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align-items: center;
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margin: 20px 0;
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}
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div#warning-duplicate .actions a {
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display: inline-block;
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margin-right: 10px;
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}
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div#warning-setgpu {
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background-color: #fff4eb;
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padding: 0 16px 16px;
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margin: 20px 0;
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}
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div#warning-setgpu > .gr-prose > h2, div#warning-setgpu > .gr-prose > p {
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color: #92220f!important;
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}
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div#warning-setgpu a, div#warning-setgpu b {
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color: #91230f;
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}
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div#warning-setgpu p.actions > a {
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display: inline-block;
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background: #1f1f23;
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border-radius: 40px;
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padding: 6px 24px;
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color: antiquewhite;
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text-decoration: none;
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font-weight: 600;
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font-size: 1.2em;
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}
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"""
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# Create Gradio interface
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with gr.Blocks(css=css) as demo:
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with gr.Column():
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gr.Markdown("# Allegro Video Generation")
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gr.Markdown("Generate a video based on a text prompt using the Allegro pipeline.")
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with gr.Row():
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with gr.Column():
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user_prompt=gr.Textbox(label="User Prompt")
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with gr.Row():
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guidance_scale=gr.Slider(minimum=0, maximum=20, step=0.1, label="Guidance Scale", value=7.5)
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num_sampling_steps=gr.Slider(minimum=10, maximum=100, step=1, label="Number of Sampling Steps", value=20)
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with gr.Row():
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seed=gr.Slider(minimum=0, maximum=10000, step=1, label="Random Seed", value=42)
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enable_cpu_offload=gr.Checkbox(label="Enable CPU Offload", value=False, scale=1)
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if is_shared_ui:
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top_description = gr.HTML(f'''
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<div class="gr-prose">
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<h2><svg xmlns="http://www.w3.org/2000/svg" width="18px" height="18px" style="margin-right: 0px;display: inline-block;"fill="none"><path fill="#fff" d="M7 13.2a6.3 6.3 0 0 0 4.4-10.7A6.3 6.3 0 0 0 .6 6.9 6.3 6.3 0 0 0 7 13.2Z"/><path fill="#fff" fill-rule="evenodd" d="M7 0a6.9 6.9 0 0 1 4.8 11.8A6.9 6.9 0 0 1 0 7 6.9 6.9 0 0 1 7 0Zm0 0v.7V0ZM0 7h.6H0Zm7 6.8v-.6.6ZM13.7 7h-.6.6ZM9.1 1.7c-.7-.3-1.4-.4-2.2-.4a5.6 5.6 0 0 0-4 1.6 5.6 5.6 0 0 0-1.6 4 5.6 5.6 0 0 0 1.6 4 5.6 5.6 0 0 0 4 1.7 5.6 5.6 0 0 0 4-1.7 5.6 5.6 0 0 0 1.7-4 5.6 5.6 0 0 0-1.7-4c-.5-.5-1.1-.9-1.8-1.2Z" clip-rule="evenodd"/><path fill="#000" fill-rule="evenodd" d="M7 2.9a.8.8 0 1 1 0 1.5A.8.8 0 0 1 7 3ZM5.8 5.7c0-.4.3-.6.6-.6h.7c.3 0 .6.2.6.6v3.7h.5a.6.6 0 0 1 0 1.3H6a.6.6 0 0 1 0-1.3h.4v-3a.6.6 0 0 1-.6-.7Z" clip-rule="evenodd"/></svg>
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Attention: this Space need to be duplicated to work</h2>
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<p class="main-message">
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To make it work, <strong>duplicate the Space</strong> and run it on your own profile using a <strong>private</strong> GPU.<br />
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You'll be able to offload the model into CPU for less GPU memory cost (about 9.3G, compared to 27.5G if CPU offload is not enabled), but the inference time will increase significantly.
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</p>
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<p class="actions">
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<a href="https://huggingface.co/spaces/{os.environ['SPACE_ID']}?duplicate=true">
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<img src="https://huggingface.co/datasets/huggingface/badges/resolve/main/duplicate-this-space-lg-dark.svg" alt="Duplicate this Space" />
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</a>
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</p>
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</div>
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''', elem_id="warning-duplicate")
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else:
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if(is_gpu_associated):
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submit_btn = gr.Button("Generate Video", visible=False)
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else:
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top_description = gr.HTML(f'''
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<div class="gr-prose">
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<h2><svg xmlns="http://www.w3.org/2000/svg" width="18px" height="18px" style="margin-right: 0px;display: inline-block;"fill="none"><path fill="#fff" d="M7 13.2a6.3 6.3 0 0 0 4.4-10.7A6.3 6.3 0 0 0 .6 6.9 6.3 6.3 0 0 0 7 13.2Z"/><path fill="#fff" fill-rule="evenodd" d="M7 0a6.9 6.9 0 0 1 4.8 11.8A6.9 6.9 0 0 1 0 7 6.9 6.9 0 0 1 7 0Zm0 0v.7V0ZM0 7h.6H0Zm7 6.8v-.6.6ZM13.7 7h-.6.6ZM9.1 1.7c-.7-.3-1.4-.4-2.2-.4a5.6 5.6 0 0 0-4 1.6 5.6 5.6 0 0 0-1.6 4 5.6 5.6 0 0 0 1.6 4 5.6 5.6 0 0 0 4 1.7 5.6 5.6 0 0 0 4-1.7 5.6 5.6 0 0 0 1.7-4 5.6 5.6 0 0 0-1.7-4c-.5-.5-1.1-.9-1.8-1.2Z" clip-rule="evenodd"/><path fill="#000" fill-rule="evenodd" d="M7 2.9a.8.8 0 1 1 0 1.5A.8.8 0 0 1 7 3ZM5.8 5.7c0-.4.3-.6.6-.6h.7c.3 0 .6.2.6.6v3.7h.5a.6.6 0 0 1 0 1.3H6a.6.6 0 0 1 0-1.3h.4v-3a.6.6 0 0 1-.6-.7Z" clip-rule="evenodd"/></svg>
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You have successfully duplicated the Allegro Video Generation Space 🎉</h2>
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<p>There's only one step left before you can generate a video: <a href="https://huggingface.co/spaces/{os.environ['SPACE_ID']}/settings" style="text-decoration: underline" target="_blank">attribute a GPU</b> to it (via the Settings tab)</a>.
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You will be billed by the minute from when you activate the GPU until when it is turned off.</p>
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<p class="actions">
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<a href="https://huggingface.co/spaces/{os.environ['SPACE_ID']}/settings">🔥 Set recommended GPU</a>
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</p>
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</div>
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''', elem_id="warning-setgpu")
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with gr.Column():
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video_output=gr.Video(label="Generated Video")
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submit_btn.click(
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fn=run_inference,
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inputs=[user_prompt, guidance_scale, num_sampling_steps, seed, enable_cpu_offload],
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outputs=video_output
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)
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# Launch the interface
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demo.launch(show_error=True, show_api=False)
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