okeowo1014 commited on
Commit
f5189ce
1 Parent(s): 9ef4521

Update train.py

Browse files
Files changed (1) hide show
  1. train.py +3 -3
train.py CHANGED
@@ -34,14 +34,14 @@ validation_datagen = ImageDataGenerator(rescale=1./255) # Only rescale for vali
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  train_generator = train_datagen.flow_from_directory(
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  train_data_dir,
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  target_size=(img_width, img_height),
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- batch_size=32, # Adjust batch size based on GPU memory
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  class_mode='binary' # Two classes: cat or dog
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  )
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  validation_generator = validation_datagen.flow_from_directory(
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  validation_data_dir,
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  target_size=(img_width, img_height),
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- batch_size=32,
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  class_mode='binary'
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  )
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@@ -67,7 +67,7 @@ model.compile(loss='binary_crossentropy',
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  # Train the model
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  history = model.fit(
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  train_generator,
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- epochs=1, # Adjust number of epochs based on dataset size and validation performance
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  validation_data=validation_generator
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  )
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  train_generator = train_datagen.flow_from_directory(
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  train_data_dir,
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  target_size=(img_width, img_height),
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+ batch_size=8, # Adjust batch size based on GPU memory
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  class_mode='binary' # Two classes: cat or dog
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  )
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  validation_generator = validation_datagen.flow_from_directory(
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  validation_data_dir,
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  target_size=(img_width, img_height),
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+ batch_size=8,
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  class_mode='binary'
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  )
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  # Train the model
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  history = model.fit(
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  train_generator,
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+ epochs=10, # Adjust number of epochs based on dataset size and validation performance
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  validation_data=validation_generator
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  )
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