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Create app.py
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
+
import os
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| 3 |
+
from huggingface_hub import InferenceClient
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| 4 |
+
from pathlib import Path
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| 5 |
+
import tempfile
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| 6 |
+
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| 7 |
+
# Initialize the inference client
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| 8 |
+
client = InferenceClient(
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| 9 |
+
provider="fal-ai",
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| 10 |
+
api_key=os.environ.get("HF_TOKEN"),
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| 11 |
+
bill_to="huggingface",
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| 12 |
+
)
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| 13 |
+
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| 14 |
+
def generate_video_with_auth(image, prompt, profile: gr.OAuthProfile | None, progress=gr.Progress()):
|
| 15 |
+
"""
|
| 16 |
+
Generate a video from an image using the Ovi model with authentication check.
|
| 17 |
+
|
| 18 |
+
Args:
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| 19 |
+
image: Input image (PIL Image or file path)
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| 20 |
+
prompt: Text prompt describing the desired motion/animation
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| 21 |
+
profile: OAuth profile for authentication
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| 22 |
+
progress: Gradio progress tracker
|
| 23 |
+
|
| 24 |
+
Returns:
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| 25 |
+
Path to the generated video file
|
| 26 |
+
"""
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| 27 |
+
if profile is None:
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| 28 |
+
raise gr.Error("Click Sign in with Hugging Face button to use this app for free")
|
| 29 |
+
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| 30 |
+
if image is None:
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| 31 |
+
raise gr.Error("Please upload an image first!")
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| 32 |
+
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| 33 |
+
if not prompt or prompt.strip() == "":
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| 34 |
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raise gr.Error("Please enter a prompt describing the desired motion!")
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| 35 |
+
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| 36 |
+
try:
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| 37 |
+
progress(0.2, desc="Processing image...")
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| 38 |
+
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| 39 |
+
# Read the image file
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| 40 |
+
if isinstance(image, str):
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| 41 |
+
with open(image, "rb") as image_file:
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| 42 |
+
input_image = image_file.read()
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| 43 |
+
else:
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| 44 |
+
# If image is a PIL Image, save it temporarily
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| 45 |
+
temp_image = tempfile.NamedTemporaryFile(delete=False, suffix=".png")
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| 46 |
+
image.save(temp_image.name)
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| 47 |
+
with open(temp_image.name, "rb") as image_file:
|
| 48 |
+
input_image = image_file.read()
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| 49 |
+
|
| 50 |
+
progress(0.4, desc="Generating video with AI...")
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| 51 |
+
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| 52 |
+
# Generate video using the inference client
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| 53 |
+
video = client.image_to_video(
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| 54 |
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input_image,
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| 55 |
+
prompt=prompt,
|
| 56 |
+
model="chetwinlow1/Ovi",
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| 57 |
+
)
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| 58 |
+
|
| 59 |
+
progress(0.9, desc="Finalizing video...")
|
| 60 |
+
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| 61 |
+
# Save the video to a temporary file
|
| 62 |
+
output_path = tempfile.NamedTemporaryFile(delete=False, suffix=".mp4")
|
| 63 |
+
|
| 64 |
+
# Check if video is bytes or a file path
|
| 65 |
+
if isinstance(video, bytes):
|
| 66 |
+
with open(output_path.name, "wb") as f:
|
| 67 |
+
f.write(video)
|
| 68 |
+
elif isinstance(video, str) and os.path.exists(video):
|
| 69 |
+
# If it's a path, copy it
|
| 70 |
+
import shutil
|
| 71 |
+
shutil.copy(video, output_path.name)
|
| 72 |
+
else:
|
| 73 |
+
# Try to write it directly
|
| 74 |
+
with open(output_path.name, "wb") as f:
|
| 75 |
+
f.write(video)
|
| 76 |
+
|
| 77 |
+
progress(1.0, desc="Complete!")
|
| 78 |
+
|
| 79 |
+
return output_path.name
|
| 80 |
+
|
| 81 |
+
except Exception as e:
|
| 82 |
+
raise gr.Error(f"Error generating video: {str(e)}")
|
| 83 |
+
|
| 84 |
+
# Create the Gradio interface
|
| 85 |
+
with gr.Blocks(
|
| 86 |
+
theme=gr.themes.Soft(
|
| 87 |
+
primary_hue="blue",
|
| 88 |
+
secondary_hue="indigo",
|
| 89 |
+
),
|
| 90 |
+
css="""
|
| 91 |
+
.header-link {
|
| 92 |
+
font-size: 0.9em;
|
| 93 |
+
color: #666;
|
| 94 |
+
text-decoration: none;
|
| 95 |
+
margin-bottom: 1em;
|
| 96 |
+
display: inline-block;
|
| 97 |
+
}
|
| 98 |
+
.header-link:hover {
|
| 99 |
+
color: #333;
|
| 100 |
+
text-decoration: underline;
|
| 101 |
+
}
|
| 102 |
+
.main-header {
|
| 103 |
+
text-align: center;
|
| 104 |
+
margin-bottom: 2em;
|
| 105 |
+
}
|
| 106 |
+
.info-box {
|
| 107 |
+
background-color: #f0f7ff;
|
| 108 |
+
border-left: 4px solid #4285f4;
|
| 109 |
+
padding: 1em;
|
| 110 |
+
margin: 1em 0;
|
| 111 |
+
border-radius: 4px;
|
| 112 |
+
}
|
| 113 |
+
.auth-warning {
|
| 114 |
+
color: #ff6b00;
|
| 115 |
+
font-weight: bold;
|
| 116 |
+
text-align: center;
|
| 117 |
+
margin: 1em 0;
|
| 118 |
+
}
|
| 119 |
+
""",
|
| 120 |
+
title="Image to Video Generator with Ovi",
|
| 121 |
+
) as demo:
|
| 122 |
+
|
| 123 |
+
gr.HTML(
|
| 124 |
+
"""
|
| 125 |
+
<div class="main-header">
|
| 126 |
+
<a href="https://huggingface.co/spaces/akhaliq/anycoder" target="_blank" class="header-link">
|
| 127 |
+
Built with anycoder β¨
|
| 128 |
+
</a>
|
| 129 |
+
</div>
|
| 130 |
+
"""
|
| 131 |
+
)
|
| 132 |
+
|
| 133 |
+
gr.Markdown(
|
| 134 |
+
"""
|
| 135 |
+
# π¬ Image to Video Generator with Ovi
|
| 136 |
+
|
| 137 |
+
Transform your static images into dynamic videos with synchronized audio using AI! Upload an image and describe the motion you want to see.
|
| 138 |
+
|
| 139 |
+
Powered by **Ovi: Twin Backbone Cross-Modal Fusion for Audio-Video Generation** via HuggingFace Inference API.
|
| 140 |
+
"""
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
gr.HTML(
|
| 144 |
+
"""
|
| 145 |
+
<div class="auth-warning">
|
| 146 |
+
β οΈ You must Sign in with Hugging Face using the button below to use this app.
|
| 147 |
+
</div>
|
| 148 |
+
"""
|
| 149 |
+
)
|
| 150 |
+
|
| 151 |
+
# Add login button - required for OAuth
|
| 152 |
+
gr.LoginButton()
|
| 153 |
+
|
| 154 |
+
gr.HTML(
|
| 155 |
+
"""
|
| 156 |
+
<div class="info-box">
|
| 157 |
+
<strong>π‘ Tips for best results:</strong>
|
| 158 |
+
<ul>
|
| 159 |
+
<li>Use clear, well-lit images with a single main subject</li>
|
| 160 |
+
<li>Write specific prompts describing the desired motion or action</li>
|
| 161 |
+
<li>Keep prompts concise and focused on movement and audio elements</li>
|
| 162 |
+
<li>Processing generates 5-second videos at 24 FPS with synchronized audio</li>
|
| 163 |
+
<li>Processing may take 30-60 seconds depending on server load</li>
|
| 164 |
+
</ul>
|
| 165 |
+
</div>
|
| 166 |
+
"""
|
| 167 |
+
)
|
| 168 |
+
|
| 169 |
+
gr.HTML(
|
| 170 |
+
"""
|
| 171 |
+
<div class="info-box">
|
| 172 |
+
<strong>β¨ Special Tokens for Enhanced Control:</strong>
|
| 173 |
+
<ul>
|
| 174 |
+
<li><strong>Speech:</strong> <code><S>Your speech content here<E></code> - Text enclosed in these tags will be converted to speech</li>
|
| 175 |
+
<li><strong>Audio Description:</strong> <code><AUDCAP>Audio description here<ENDAUDCAP></code> - Describes the audio or sound effects present in the video</li>
|
| 176 |
+
</ul>
|
| 177 |
+
<br>
|
| 178 |
+
<strong>π Example Prompt:</strong><br>
|
| 179 |
+
<code>Dogs bark loudly at a man wearing a red shirt. The man says <S>Please stop barking at me!<E>. <AUDCAP>Dogs barking, angry man yelling in stern voice<ENDAUDCAP>.</code>
|
| 180 |
+
</div>
|
| 181 |
+
"""
|
| 182 |
+
)
|
| 183 |
+
|
| 184 |
+
with gr.Row():
|
| 185 |
+
with gr.Column(scale=1):
|
| 186 |
+
image_input = gr.Image(
|
| 187 |
+
label="πΈ Upload Image",
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| 188 |
+
type="filepath",
|
| 189 |
+
sources=["upload", "clipboard"],
|
| 190 |
+
height=400,
|
| 191 |
+
)
|
| 192 |
+
|
| 193 |
+
prompt_input = gr.Textbox(
|
| 194 |
+
label="βοΈ Text Prompt",
|
| 195 |
+
lines=3,
|
| 196 |
+
)
|
| 197 |
+
|
| 198 |
+
generate_btn = gr.Button(
|
| 199 |
+
"π¬ Generate Video",
|
| 200 |
+
variant="primary",
|
| 201 |
+
size="lg",
|
| 202 |
+
)
|
| 203 |
+
|
| 204 |
+
clear_btn = gr.Button(
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| 205 |
+
"ποΈ Clear",
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| 206 |
+
variant="secondary",
|
| 207 |
+
)
|
| 208 |
+
|
| 209 |
+
gr.Examples(
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| 210 |
+
examples=[
|
| 211 |
+
[
|
| 212 |
+
"5.png",
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| 213 |
+
'A bearded man wearing large dark sunglasses and a blue patterned cardigan sits in a studio, actively speaking into a large, suspended microphone. He has headphones on and gestures with his hands, displaying rings on his fingers. Behind him, a wall is covered with red, textured sound-dampening foam on the left, and a white banner on the right features the "CHOICE FM" logo and various social media handles like "@ilovechoicefm" with "RALEIGH" below it. The man intently addresses the microphone, articulating, <S>is talent. It\'s all about authenticity. You gotta be who you really are, especially if you\'re working<E>. He leans forward slightly as he speaks, maintaining a serious expression behind his sunglasses.. <AUDCAP>Clear male voice speaking into a microphone, a low background hum.<ENDAUDCAP>'
|
| 214 |
+
]
|
| 215 |
+
],
|
| 216 |
+
inputs=[image_input, prompt_input],
|
| 217 |
+
label="Example",
|
| 218 |
+
)
|
| 219 |
+
|
| 220 |
+
with gr.Column(scale=1):
|
| 221 |
+
video_output = gr.Video(
|
| 222 |
+
label="π₯ Generated Video",
|
| 223 |
+
height=400,
|
| 224 |
+
autoplay=True,
|
| 225 |
+
)
|
| 226 |
+
|
| 227 |
+
gr.Markdown(
|
| 228 |
+
"""
|
| 229 |
+
### About Ovi Model
|
| 230 |
+
|
| 231 |
+
**Ovi: Twin Backbone Cross-Modal Fusion for Audio-Video Generation**
|
| 232 |
+
|
| 233 |
+
Developed by Chetwin Low, Weimin Wang (Character AI) & Calder Katyal (Yale University)
|
| 234 |
+
|
| 235 |
+
π **Key Features:**
|
| 236 |
+
- π¬ **Video+Audio Generation**: Generates synchronized video and audio content simultaneously
|
| 237 |
+
- π **Flexible Input**: Supports text-only or text+image conditioning
|
| 238 |
+
- β±οΈ **5-second Videos**: Generates 5-second videos at 24 FPS
|
| 239 |
+
- π **Multiple Aspect Ratios**: Supports 720Γ720 area at various ratios (9:16, 16:9, 1:1, etc)
|
| 240 |
+
|
| 241 |
+
Ovi is a veo-3 like model that simultaneously generates both video and audio content from text or text+image inputs.
|
| 242 |
+
"""
|
| 243 |
+
)
|
| 244 |
+
|
| 245 |
+
# Event handlers with authentication
|
| 246 |
+
generate_btn.click(
|
| 247 |
+
fn=generate_video_with_auth,
|
| 248 |
+
inputs=[image_input, prompt_input],
|
| 249 |
+
outputs=[video_output],
|
| 250 |
+
queue=False,
|
| 251 |
+
api_name=False,
|
| 252 |
+
show_api=False,
|
| 253 |
+
)
|
| 254 |
+
|
| 255 |
+
clear_btn.click(
|
| 256 |
+
fn=lambda: (None, "", None),
|
| 257 |
+
inputs=None,
|
| 258 |
+
outputs=[image_input, prompt_input, video_output],
|
| 259 |
+
queue=False,
|
| 260 |
+
)
|
| 261 |
+
|
| 262 |
+
gr.Markdown(
|
| 263 |
+
"""
|
| 264 |
+
---
|
| 265 |
+
|
| 266 |
+
### π How it works
|
| 267 |
+
|
| 268 |
+
1. **Sign in** with your Hugging Face account
|
| 269 |
+
2. **Upload** your image - any photo or illustration
|
| 270 |
+
3. **Describe** the motion you want to see in the prompt
|
| 271 |
+
4. **Generate** and watch your image come to life!
|
| 272 |
+
|
| 273 |
+
### β οΈ Notes
|
| 274 |
+
|
| 275 |
+
- Video generation may take 30-60 seconds
|
| 276 |
+
- Generates 5-second videos at 24 FPS with synchronized audio
|
| 277 |
+
- Supports multiple aspect ratios (9:16, 16:9, 1:1, etc) at 720Γ720 area
|
| 278 |
+
- Requires a valid HuggingFace token with Inference API access
|
| 279 |
+
- Best results with clear, high-quality images
|
| 280 |
+
- The model works best with realistic subjects and natural motions
|
| 281 |
+
|
| 282 |
+
### π Resources
|
| 283 |
+
|
| 284 |
+
- [Ovi Model Card](https://huggingface.co/chetwinlow1/Ovi)
|
| 285 |
+
- [HuggingFace Inference API](https://huggingface.co/docs/huggingface_hub/guides/inference)
|
| 286 |
+
- [Character AI](https://character.ai)
|
| 287 |
+
"""
|
| 288 |
+
)
|
| 289 |
+
|
| 290 |
+
# Launch the app
|
| 291 |
+
if __name__ == "__main__":
|
| 292 |
+
demo.launch(
|
| 293 |
+
show_api=False,
|
| 294 |
+
enable_monitoring=False,
|
| 295 |
+
quiet=True,
|
| 296 |
+
)
|