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Runtime error
Runtime error
Steven Anderson
commited on
Commit
•
3153b84
1
Parent(s):
a95e33d
CLIP
Browse files
app.py
CHANGED
@@ -1,7 +1,39 @@
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import gradio as gr
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def greet(name):
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return "Hello " + name + "!!"
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import gradio as gr
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import torch
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import clip
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from PIL import Image
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def process(device, image, prompt):
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print("Inferring...")
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image = preprocess(image).unsqueeze(0).to(device)
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print(image)
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prompts = prompt.split("\n")
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text = clip.tokenize(prompts).to(device)
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print(text)
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with torch.no_grad():
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logits_per_image, logits_per_text = model(image, text)
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probs = logits_per_image.softmax(dim=-1).cpu().numpy()
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print(probs)
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return dict(zip(prompts, probs[0]))
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if __name__ == "__main__":
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print("Getting device...")
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device = "cuda" if torch.cuda.is_available() else "cpu"
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print("Loading model...")
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model, preprocess = clip.load("ViT-B/32", device=device)
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print("Loaded model.")
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iface = gr.Interface(
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fn=lambda i, p: process(device, i, p),
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inputs=[
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gr.Image(),
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gr.Textbox(lines=5, label="Prompts (newline-separated)"),
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],
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outputs="label",
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)
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iface.launch()
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