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Update app.py
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app.py
CHANGED
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@@ -7,49 +7,21 @@ import torch
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os.environ["OMP_NUM_THREADS"] = str(os.cpu_count())
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torch.set_num_threads(os.cpu_count())
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# Load the Turbo Realism model
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model = gr.load("models/prithivMLmods/SD3.5-Turbo-Realism-2.0-LoRA")
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stop_event = threading.Event()
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def generate_images(text
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stop_event.clear()
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results = []
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# Create model parameters based on advanced settings
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model_params = {
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"width": width,
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"height": height,
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"num_inference_steps": num_inference_steps,
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"guidance_scale": guidance_scale
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}
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# Add quality enhancements based on selected level
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if quality_level == "HD (1080p)":
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model_params["upscaler"] = "esrgan_x2plus"
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elif quality_level == "4K":
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model_params["upscaler"] = "esrgan_x4plus"
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model_params["upscale_strength"] = 0.8
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for i in range(3):
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if stop_event.is_set():
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return ["Image generation stopped by user."] * 3
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quality_descriptors = "high definition, detailed, sharp"
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elif quality_level == "4K":
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quality_descriptors = "ultra high definition, extremely detailed, crystal clear, 4k quality"
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# Create the enhanced prompt
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modified_text = f"{text}, {quality_descriptors}, variation {i+1}"
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# Generate image with advanced parameters
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try:
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result = model(modified_text, **model_params)
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results.append(result)
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except Exception as e:
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results.append(f"Error: {str(e)}")
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return results
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@@ -58,110 +30,40 @@ def stop_generation():
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stop_event.set()
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return ["Generation stopped."] * 3
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# Preset resolution options
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def get_resolution_presets(choice):
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presets = {
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"SD (480p)": (640, 480),
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"HD (1080p)": (1920, 1080),
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"4K": (3840, 2160),
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"Square": (1024, 1024),
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"Portrait": (1080, 1920),
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"Landscape": (1920, 1080),
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"Custom": None # Will keep current values
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}
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if choice in presets and presets[choice] is not None:
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return presets[choice][0], presets[choice][1]
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return gr.update(), gr.update() # No change for custom
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with gr.Blocks() as interface:
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# Warning message
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gr.Markdown(
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"### ⚠ Sorry for the inconvenience. The Space is currently running on the CPU, which might affect performance. We appreciate your understanding."
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)
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# Title and description
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gr.Markdown("# Advanced Image Generator")
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gr.Markdown("Generate high-quality images with customizable settings")
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# Input area
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lines=3
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)
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# Advanced settings in collapsible section
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with gr.Accordion("Advanced Settings", open=True):
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with gr.Row():
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resolution_preset = gr.Dropdown(
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choices=["SD (480p)", "HD (1080p)", "4K", "Square", "Portrait", "Landscape", "Custom"],
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value="HD (1080p)",
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label="Resolution Preset"
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)
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with gr.Row():
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width = gr.Slider(minimum=256, maximum=3840, value=1920, step=64, label="Width")
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height = gr.Slider(minimum=256, maximum=2160, value=1080, step=64, label="Height")
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with gr.Row():
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quality_level = gr.Radio(
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choices=["Standard", "HD (1080p)", "4K"],
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value="HD (1080p)",
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label="Quality Level"
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)
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with gr.Row():
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num_inference_steps = gr.Slider(
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minimum=20, maximum=150, value=50, step=5,
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label="Inference Steps (Higher = Better Quality, Slower)"
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)
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guidance_scale = gr.Slider(
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minimum=1.0, maximum=20.0, value=7.5, step=0.5,
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label="Guidance Scale (Higher = More Prompt Adherence)"
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)
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# Connect the resolution preset to the width and height sliders
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resolution_preset.change(get_resolution_presets, inputs=[resolution_preset], outputs=[width, height])
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# Buttons
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with gr.Row():
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generate_button = gr.Button("Generate 3 Images 🎨"
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stop_button = gr.Button("Stop Image Generation"
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# Output images
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with gr.Row():
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output1 = gr.Image(label="Generated Image 1"
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output2 = gr.Image(label="Generated Image 2"
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output3 = gr.Image(label="Generated Image 3"
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# Generation status
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status = gr.Textbox(label="Status", value="Ready", interactive=False)
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# Set up the event handlers
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generate_button.click(
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fn=lambda: "Generating images... Please wait.",
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inputs=None,
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outputs=status
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).then(
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generate_images,
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inputs=[text_input
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outputs=[output1, output2, output3]
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).then(
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fn=lambda: "Generation complete!",
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inputs=None,
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outputs=status
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)
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stop_button.click(
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stop_generation,
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inputs=[],
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outputs=[output1, output2, output3]
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).then(
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fn=lambda: "Generation stopped by user.",
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inputs=None,
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outputs=status
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)
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interface.launch()
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os.environ["OMP_NUM_THREADS"] = str(os.cpu_count())
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torch.set_num_threads(os.cpu_count())
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# Load only the Turbo Realism model
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model = gr.load("models/prithivMLmods/SD3.5-Turbo-Realism-2.0-LoRA")
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stop_event = threading.Event()
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def generate_images(text):
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stop_event.clear()
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results = []
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for i in range(3):
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if stop_event.is_set():
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return ["Image generation stopped by user."] * 3
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modified_text = f"{text} variation {i+1}"
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result = model(modified_text)
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results.append(result)
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return results
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stop_event.set()
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return ["Generation stopped."] * 3
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with gr.Blocks() as interface:
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# Warning message
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gr.Markdown(
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"### ⚠ Sorry for the inconvenience. The Space is currently running on the CPU, which might affect performance. We appreciate your understanding."
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)
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# Input area
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text_input = gr.Textbox(
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label="Type here your imagination:",
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placeholder="Type your prompt..."
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)
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# Buttons
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with gr.Row():
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generate_button = gr.Button("Generate 3 Images 🎨")
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stop_button = gr.Button("Stop Image Generation")
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# Output images
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with gr.Row():
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output1 = gr.Image(label="Generated Image 1")
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output2 = gr.Image(label="Generated Image 2")
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output3 = gr.Image(label="Generated Image 3")
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# Set up the event handlers
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generate_button.click(
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generate_images,
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inputs=[text_input],
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outputs=[output1, output2, output3]
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)
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stop_button.click(
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stop_generation,
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inputs=[],
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outputs=[output1, output2, output3]
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)
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interface.launch()
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