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Update app.py
Browse files
app.py
CHANGED
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@@ -65,12 +65,16 @@ def text_to_image(prompt, steps, guidance_scale):
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pipe = load_txt2img()
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image = pipe(
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prompt=prompt,
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height=IMG_SIZE,
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width=IMG_SIZE,
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num_inference_steps=steps,
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guidance_scale=guidance_scale,
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).images[0]
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end_time = time.time()
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@@ -84,23 +88,29 @@ def text_to_image(prompt, steps, guidance_scale):
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traceback.print_exc()
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return None
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def img_to_image(image, prompt, strength, steps, guidance_scale):
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try:
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if image is None:
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return None
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print(f"Image-to-Image mit Strength: {strength}, Steps: {steps}, Guidance: {guidance_scale}")
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start_time = time.time()
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pipe = load_img2img()
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img_resized = image.convert("RGB").resize((IMG_SIZE, IMG_SIZE))
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result = pipe(
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prompt=prompt,
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image=img_resized,
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strength=strength,
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num_inference_steps=steps,
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guidance_scale=guidance_scale
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)
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end_time = time.time()
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@@ -137,14 +147,14 @@ with gr.Blocks() as app:
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with gr.Column():
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txt_guidance = 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 (Prompt-Treue)"
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)
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with gr.Row():
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gr.Markdown(
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"**Parameter-Erklärung:** "
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"• **Steps:** Mehr = bessere Qualität, aber langsamer "
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"• **Guidance:**
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)
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generate_btn = gr.Button("🎨 Bild generieren", variant="primary")
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@@ -171,11 +181,18 @@ with gr.Blocks() as app:
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)
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with gr.Row():
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with gr.Row():
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with gr.Column():
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@@ -191,7 +208,7 @@ with gr.Blocks() as app:
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with gr.Column():
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img_guidance = 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 (Prompt-Treue)"
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)
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with gr.Row():
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@@ -199,7 +216,8 @@ with gr.Blocks() as app:
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"**Parameter-Erklärung:** "
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"• **Strength:** Niedrig = behält Original, Hoch = starke Veränderung "
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"• **Steps:** Mehr = bessere Qualität, aber langsamer "
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"• **Guidance:**
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)
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transform_btn = gr.Button("🔄 Bild transformieren", variant="primary")
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@@ -212,7 +230,7 @@ with gr.Blocks() as app:
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transform_btn.click(
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fn=img_to_image,
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inputs=[img_input, img_prompt, strength_slider, img_steps, img_guidance],
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outputs=img_output,
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concurrency_limit=1
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)
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pipe = load_txt2img()
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# Seed für Reproduzierbarkeit (-1 = zufällig)
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generator = torch.Generator(device=device).manual_seed(-1)
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image = pipe(
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prompt=prompt,
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height=IMG_SIZE,
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width=IMG_SIZE,
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num_inference_steps=steps,
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guidance_scale=guidance_scale,
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generator=generator
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).images[0]
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end_time = time.time()
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traceback.print_exc()
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return None
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def img_to_image(image, prompt, neg_prompt, strength, steps, guidance_scale):
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try:
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if image is None:
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return None
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print(f"Image-to-Image mit Strength: {strength}, Steps: {steps}, Guidance: {guidance_scale}")
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print(f"Negative Prompt: {neg_prompt}")
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start_time = time.time()
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pipe = load_img2img()
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img_resized = image.convert("RGB").resize((IMG_SIZE, IMG_SIZE))
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# Seed für Reproduzierbarkeit (-1 = zufällig)
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generator = torch.Generator(device=device).manual_seed(-1)
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result = pipe(
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prompt=prompt,
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negative_prompt=neg_prompt,
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image=img_resized,
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strength=strength,
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num_inference_steps=steps,
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guidance_scale=guidance_scale,
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generator=generator
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)
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end_time = time.time()
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with gr.Column():
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txt_guidance = 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 (Prompt-Treue vs. Verzerrung)"
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)
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with gr.Row():
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gr.Markdown(
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"**Parameter-Erklärung:** "
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"• **Steps:** Mehr = bessere Qualität, aber langsamer "
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"• **Guidance:** Niedrig = weniger Verzerrung, Hoch = mehr KI-Fantasie "
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)
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generate_btn = gr.Button("🎨 Bild generieren", variant="primary")
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)
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with gr.Row():
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with gr.Column():
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img_prompt = gr.Textbox(
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placeholder="background only: winter forest, keep girl and snowman unchanged",
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lines=2,
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label="Transformations-Prompt (Englisch)"
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)
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with gr.Column():
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img_neg_prompt = gr.Textbox(
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placeholder="blurry, deformed, ugly, bad anatomy, distorted faces",
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lines=2,
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label="Negativ-Prompt (was vermieden werden soll)"
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)
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with gr.Row():
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with gr.Column():
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with gr.Column():
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img_guidance = 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 (Prompt-Treue vs. Verzerrung)"
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)
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with gr.Row():
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"**Parameter-Erklärung:** "
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"• **Strength:** Niedrig = behält Original, Hoch = starke Veränderung "
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"• **Steps:** Mehr = bessere Qualität, aber langsamer "
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"• **Guidance:** Niedrig = weniger Verzerrung, Hoch = mehr KI-Fantasie "
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"• **Negativ-Prompt:** Beschreibt was NICHT im Bild sein soll "
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)
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transform_btn = gr.Button("🔄 Bild transformieren", variant="primary")
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transform_btn.click(
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fn=img_to_image,
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inputs=[img_input, img_prompt, img_neg_prompt, strength_slider, img_steps, img_guidance],
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outputs=img_output,
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concurrency_limit=1
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)
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