Spaces:
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Sleeping
George Krupenchenkov
commited on
Commit
·
f6e532b
1
Parent(s):
84c6330
hw changes 2
Browse files
app.py
CHANGED
@@ -9,6 +9,10 @@ from diffusers import DiffusionPipeline
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device = "cuda" if torch.cuda.is_available() else "cpu"
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# model_repo_id = "stabilityai/sdxl-turbo" # Replace to the model you would like to use
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if torch.cuda.is_available():
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torch_dtype = torch.float16
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@@ -24,22 +28,22 @@ MAX_IMAGE_SIZE = 1024
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# @spaces.GPU #[uncomment to use ZeroGPU]
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def infer(
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model_repo_id,
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prompt,
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negative_prompt,
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seed,
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randomize_seed,
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width,
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height,
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progress=gr.Progress(track_tqdm=True),
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):
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if randomize_seed:
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seed = random.randint(0, MAX_SEED)
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generator = torch.Generator().manual_seed(seed)
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pipe = DiffusionPipeline.from_pretrained(model_repo_id, torch_dtype=torch_dtype)
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pipe = pipe.to(device)
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@@ -56,6 +60,7 @@ def infer(
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return image, seed
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examples = [
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"Astronaut in a jungle, cold color palette, muted colors, detailed, 8k",
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"An astronaut riding a green horse",
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@@ -71,16 +76,9 @@ css = """
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with gr.Blocks(css=css) as demo:
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with gr.Column(elem_id="col-container"):
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gr.Markdown(" # Text-to-Image
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with gr.Row():
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model_repo_id = gr.Text(
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label="model_repo_id",
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show_label=False,
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max_lines=1,
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placeholder="Enter your model_repo_id",
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container=False,
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)
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prompt = gr.Text(
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label="Prompt",
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show_label=False,
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@@ -94,11 +92,27 @@ with gr.Blocks(css=css) as demo:
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result = gr.Image(label="Result", show_label=False)
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with gr.Accordion("Advanced Settings", open=False):
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negative_prompt = gr.Text(
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label="Negative prompt",
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max_lines=1,
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placeholder="Enter a negative prompt",
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visible=
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)
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seed = gr.Slider(
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@@ -106,10 +120,10 @@ with gr.Blocks(css=css) as demo:
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minimum=0,
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maximum=MAX_SEED,
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step=1,
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value=
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)
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randomize_seed = gr.Checkbox(label="Randomize seed", value=
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with gr.Row():
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width = gr.Slider(
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@@ -134,7 +148,7 @@ with gr.Blocks(css=css) as demo:
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minimum=0.0,
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maximum=10.0,
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step=0.1,
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value=
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)
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num_inference_steps = gr.Slider(
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@@ -142,7 +156,7 @@ with gr.Blocks(css=css) as demo:
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minimum=1,
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maximum=50,
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step=1,
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value=
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)
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gr.Examples(examples=examples, inputs=[prompt])
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@@ -150,13 +164,13 @@ with gr.Blocks(css=css) as demo:
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triggers=[run_button.click, prompt.submit],
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fn=infer,
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inputs=[
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model_repo_id,
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prompt,
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negative_prompt,
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seed,
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randomize_seed,
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width,
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height,
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guidance_scale,
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num_inference_steps,
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],
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@@ -165,3 +179,4 @@ with gr.Blocks(css=css) as demo:
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if __name__ == "__main__":
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demo.launch()
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device = "cuda" if torch.cuda.is_available() else "cpu"
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# model_repo_id = "stabilityai/sdxl-turbo" # Replace to the model you would like to use
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model_repo_id = "CompVis/stable-diffusion-v1-4"
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model_dropdown = ['stabilityai/sdxl-turbo', 'CompVis/stable-diffusion-v1-4' ]
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if torch.cuda.is_available():
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torch_dtype = torch.float16
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# @spaces.GPU #[uncomment to use ZeroGPU]
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def infer(
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prompt,
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negative_prompt,
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randomize_seed,
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width,
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height,
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model_repo_id=model_repo_id,
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seed=42,
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guidance_scale=7,
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num_inference_steps=20,
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progress=gr.Progress(track_tqdm=True),
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):
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if randomize_seed:
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seed = random.randint(0, MAX_SEED)
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generator = torch.Generator().manual_seed(seed)
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pipe = DiffusionPipeline.from_pretrained(model_repo_id, torch_dtype=torch_dtype)
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pipe = pipe.to(device)
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return image, seed
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examples = [
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"Astronaut in a jungle, cold color palette, muted colors, detailed, 8k",
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"An astronaut riding a green horse",
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with gr.Blocks(css=css) as demo:
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with gr.Column(elem_id="col-container"):
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gr.Markdown(" # Text-to-Image SemaSci Template")
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with gr.Row():
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prompt = gr.Text(
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label="Prompt",
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show_label=False,
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result = gr.Image(label="Result", show_label=False)
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with gr.Accordion("Advanced Settings", open=False):
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# model_repo_id = gr.Text(
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# label="Model Id",
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# max_lines=1,
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# placeholder="Choose model",
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# visible=True,
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# value=model_repo_id,
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# )
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model_repo_id = gr.Dropdown(
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label="Model Id",
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choices=model_dropdown,
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info="Choose model",
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visible=True,
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allow_custom_value=True,
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value=model_repo_id,
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)
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negative_prompt = gr.Text(
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label="Negative prompt",
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max_lines=1,
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placeholder="Enter a negative prompt",
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visible=True,
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)
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seed = gr.Slider(
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minimum=0,
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maximum=MAX_SEED,
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step=1,
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value=42,
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)
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randomize_seed = gr.Checkbox(label="Randomize seed", value=False)
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with gr.Row():
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width = gr.Slider(
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minimum=0.0,
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maximum=10.0,
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step=0.1,
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value=7.0, # Replace with defaults that work for your model
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)
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num_inference_steps = gr.Slider(
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minimum=1,
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maximum=50,
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step=1,
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value=20, # Replace with defaults that work for your model
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)
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gr.Examples(examples=examples, inputs=[prompt])
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triggers=[run_button.click, prompt.submit],
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fn=infer,
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inputs=[
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prompt,
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negative_prompt,
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randomize_seed,
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width,
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height,
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model_repo_id,
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seed,
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guidance_scale,
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num_inference_steps,
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],
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if __name__ == "__main__":
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demo.launch()
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