Update model.py
Browse files
model.py
CHANGED
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@@ -38,22 +38,31 @@ LABELS = {}
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def load_models():
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for file in os.listdir(MODELS_DIR):
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name, ext = os.path.splitext(file)
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model_path = os.path.join(MODELS_DIR, file)
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-
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LABELS[name] = json.load(f)
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if ext == ".pth":
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num_classes = len(LABELS[
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model = models.resnet18(weights=None)
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model.fc = torch.nn.Linear(model.fc.in_features, num_classes)
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model.load_state_dict(torch.load(model_path, map_location="cpu"))
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model.eval()
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PYTORCH_MODELS[
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elif ext
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KERAS_MODELS[
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# Load once
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load_models()
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def load_models():
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for file in os.listdir(MODELS_DIR):
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name, ext = os.path.splitext(file)
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# Normalize crop key
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crop_name = name.replace("_model", "").lower()
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model_path = os.path.join(MODELS_DIR, file)
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label_path = os.path.join(LABELS_DIR, f"{crop_name}_labels.json")
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if not os.path.exists(label_path):
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raise FileNotFoundError(
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f"Label file missing for {crop_name}: {label_path}"
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)
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with open(label_path) as f:
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LABELS[crop_name] = json.load(f)
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if ext == ".pth":
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num_classes = len(LABELS[crop_name])
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model = models.resnet18(weights=None)
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model.fc = torch.nn.Linear(model.fc.in_features, num_classes)
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model.load_state_dict(torch.load(model_path, map_location="cpu"))
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model.eval()
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PYTORCH_MODELS[crop_name] = model
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elif ext in [".keras", ".h5"]:
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KERAS_MODELS[crop_name] = tf.keras.models.load_model(model_path)
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# Load once
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load_models()
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