I was troubleshooting an issue with snpe-tflite-to-dlc crashing, where it just prints "Segmentation Fault" without anything useful. I trained a simple network and attempted to convert it.
The model below trains and is successfully converted to DLC:
model = tf.keras.Sequential([
tf.keras.layers.Input(shape=(13, 33, 1)), # Input layer with shape (1, 15, 15, 1)
#tf.keras.layers.Reshape((13,33,1)),
tf.keras.layers.Conv2D(3, (3, 3), activation='relu', padding='same', name='STG1_LCNN2'),
tf.keras.layers.Flatten(), # Flatten the input to a 1D tensor
tf.keras.layers.Dense(1, activation='sigmoid') # Single dense layer with sigmoid activation
])
Note that this input layer has shape (13, 33, 1). I then changed the input shape to (1, 13, 33, 1), and added a Reshape() layer, trained it, and tried to convert it. When I converted it, it generates the Segmentation Fault crash.
model = tf.keras.Sequential([
tf.keras.layers.Input(shape=(1, 13, 33, 1)), # Input layer with shape (1, 15, 15, 1)
tf.keras.layers.Reshape((13,33,1)),
tf.keras.layers.Conv2D(3, (3, 3), input_shape = input_shape[1:], activation='relu', padding='same', name='STG1_LCNN2'),
tf.keras.layers.Flatten(), # Flatten the input to a 1D tensor
tf.keras.layers.Dense(1, activation='sigmoid') # Single dense layer with sigmoid activation
])
In the first case, I am telling snpe-tflite-to-dlc that the input shape is (1, 13, 33, 1), even though it is really (13, 33, 1), and it doesn't seem to cause a problem. But it crashes when I try to use a reshape layer, and that is a problem. The SNPE documentation says that the Reshape() layer is supported. Am I doing something wrong, or is there a bug?
Thanks
Dear developer,
What's your SNPE version tried to convert? You could add debug level to converter to review what's error happened.
BR.
Wei
Dear developer,
What's your SNPE version tried to convert? You could add debug level to converter to review what's error happened.
BR.
Wei
Dear developer,
What's your SNPE version tried to convert? You could add debug level to converter to review what's error happened.
BR.
Wei