Update model.py
Browse files
model.py
CHANGED
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@@ -38,17 +38,13 @@ 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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# 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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@@ -62,7 +58,11 @@ def load_models():
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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(
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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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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(f"Missing labels for {crop_name}")
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with open(label_path) as f:
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LABELS[crop_name] = json.load(f)
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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(
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model_path,
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custom_objects={"swish": tf.keras.activations.swish},
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compile=False
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)
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# Load once
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load_models()
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