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Create app.py

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  1. app.py +23 -0
app.py ADDED
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+ from transformers import AutoImageProcessor, AutoModelForImageClassification
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+ import torch
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+ from PIL import Image
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+ import gradio as gr
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+
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+ # Загрузка модели
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+ model = AutoModelForImageClassification.from_pretrained("jeemsterri/fish_classification")
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+ processor = AutoImageProcessor.from_pretrained("jeemsterri/fish_classification")
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+
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+ # Предсказание
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+ def classify_image(image):
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+ inputs = processor(images=image, return_tensors="pt")
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+ outputs = model(**inputs)
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+ probs = torch.nn.functional.softmax(outputs.logits, dim=1)
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+ confidence, predicted_class = torch.max(probs, dim=1)
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+ label = model.config.id2label[predicted_class.item()]
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+ return {label: float(confidence)}
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+
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+ gr.Interface(fn=classify_image,
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+ inputs=gr.Image(type="pil"),
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+ outputs=gr.Label(num_top_classes=3),
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+ title="Fish Species Classifier",
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+ description="Upload a fish image and get the predicted species.").launch()