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| import gradio as gr | |
| import random | |
| import numpy as np | |
| from diffusers import DiffusionPipeline | |
| import torch | |
| # ডিভাইস সেটআপ | |
| device = "cuda" if torch.cuda.is_available() else "cpu" | |
| model_repo_id = "stabilityai/sdxl-turbo" | |
| # মডেল লোড করুন | |
| pipe = DiffusionPipeline.from_pretrained( | |
| model_repo_id, | |
| torch_dtype=torch.float16 if device == "cuda" else torch.float32, | |
| variant="fp16" if device == "cuda" else None, | |
| use_safetensors=True | |
| ) | |
| pipe = pipe.to(device) | |
| # সেটিংস | |
| MAX_SEED = np.iinfo(np.int32).max | |
| MAX_IMAGE_SIZE = 1024 | |
| DEFAULT_NUM_IMAGES = 4 | |
| def generate_images( | |
| prompt, | |
| negative_prompt="", | |
| seed=0, | |
| randomize_seed=True, | |
| width=768, | |
| height=768, | |
| guidance_scale=0.0, | |
| num_inference_steps=2, | |
| num_images=DEFAULT_NUM_IMAGES, | |
| progress=gr.Progress(track_tqdm=True) | |
| ): | |
| # র্যান্ডম সিড জেনারেট করুন | |
| if randomize_seed: | |
| seed = random.randint(0, MAX_SEED) | |
| # জেনারেটর তৈরি করুন | |
| generator = torch.Generator(device=device).manual_seed(seed) | |
| # একাধিক ইমেজ জেনারেট করুন | |
| images = [] | |
| for _ in range(num_images): | |
| image = pipe( | |
| prompt=prompt, | |
| negative_prompt=negative_prompt, | |
| guidance_scale=guidance_scale, | |
| num_inference_steps=num_inference_steps, | |
| width=width, | |
| height=height, | |
| generator=generator, | |
| ).images[0] | |
| images.append(image) | |
| return images, seed | |
| # উদাহরণ প্রম্পট | |
| examples = [ | |
| "A cyberpunk cityscape at night, neon lights, rain", | |
| "Majestic waterfall in a tropical forest, cinematic lighting", | |
| "An astronaut floating in space, earth in background", | |
| "A futuristic robot playing guitar in a jazz club", | |
| "A magical forest with glowing mushrooms and fireflies" | |
| ] | |
| # UI থিম | |
| theme = gr.themes.Glass( | |
| primary_hue="purple", | |
| secondary_hue="blue", | |
| font=[gr.themes.GoogleFont("Poppins")] | |
| ) | |
| # UI তৈরি | |
| with gr.Blocks(theme=theme, css="footer {visibility: hidden}") as demo: | |
| gr.Markdown(""" | |
| # 🚀 SDXL-Turbo Image Generator | |
| **Create 4 stunning AI images in seconds!** No API key required. | |
| """) | |
| with gr.Row(): | |
| with gr.Column(scale=3): | |
| prompt = gr.Textbox( | |
| label="Prompt", | |
| placeholder="Describe your image...", | |
| lines=2, | |
| max_lines=3 | |
| ) | |
| negative_prompt = gr.Textbox( | |
| label="Negative Prompt", | |
| placeholder="What to exclude from the image...", | |
| lines=1 | |
| ) | |
| with gr.Column(scale=1): | |
| generate_btn = gr.Button("✨ Generate 4 Images", variant="primary") | |
| gallery = gr.Gallery( | |
| label="Generated Images", | |
| columns=4, | |
| height="auto", | |
| preview=True, | |
| object_fit="contain" | |
| ) | |
| with gr.Accordion("Advanced Settings", open=False): | |
| with gr.Row(): | |
| seed = gr.Slider( | |
| label="Seed", | |
| minimum=0, | |
| maximum=MAX_SEED, | |
| step=1, | |
| value=0 | |
| ) | |
| randomize_seed = gr.Checkbox( | |
| label="Random Seed", | |
| value=True | |
| ) | |
| with gr.Row(): | |
| width = gr.Slider( | |
| label="Width", | |
| minimum=256, | |
| maximum=MAX_IMAGE_SIZE, | |
| step=32, | |
| value=768 | |
| ) | |
| height = gr.Slider( | |
| label="Height", | |
| minimum=256, | |
| maximum=MAX_IMAGE_SIZE, | |
| step=32, | |
| value=768 | |
| ) | |
| with gr.Row(): | |
| guidance_scale = gr.Slider( | |
| label="Guidance Scale", | |
| minimum=0.0, | |
| maximum=10.0, | |
| step=0.1, | |
| value=0.0 | |
| ) | |
| num_inference_steps = gr.Slider( | |
| label="Inference Steps", | |
| minimum=1, | |
| maximum=50, | |
| step=1, | |
| value=2 | |
| ) | |
| num_images = gr.Slider( | |
| label="Number of Images", | |
| minimum=1, | |
| maximum=10, | |
| step=1, | |
| value=DEFAULT_NUM_IMAGES | |
| ) | |
| gr.Examples( | |
| examples=examples, | |
| inputs=prompt, | |
| label="Example Prompts" | |
| ) | |
| # ইভেন্ট হ্যান্ডলার | |
| generate_btn.click( | |
| fn=generate_images, | |
| inputs=[ | |
| prompt, | |
| negative_prompt, | |
| seed, | |
| randomize_seed, | |
| width, | |
| height, | |
| guidance_scale, | |
| num_inference_steps, | |
| num_images | |
| ], | |
| outputs=[gallery, seed] | |
| ) | |
| gr.Markdown(""" | |
| <div style="text-align: center; margin-top: 20px; color: #666;"> | |
| Powered by SDXL-Turbo • No API key required • Runs on Hugging Face Spaces | |
| </div> | |
| """) | |
| # অ্যাপ্লিকেশন চালু করুন | |
| if __name__ == "__main__": | |
| demo.launch(server_name="0.0.0.0", server_port=7860) |