Replace input layer

Replace first layer of model with new input layer of different shape. Only works for sequential models that use CNN and LSTM layers.

Usage

reshape_input(model, input_shape)

Arguments

model

A keras model.

input_shape

The new input shape vector (without batch size).

Value

A keras model with changed input shape of input model.

Examples

if (FALSE) { # reticulate::py_module_available("tensorflow")
model_1 <-  create_model_lstm_cnn(
  maxlen = 50,
  kernel_size = c(10, 10),
  filters = c(64, 128),
  pool_size = c(2, 2),
  layer_lstm = c(32),
  verbose = FALSE,
  layer_dense = c(64, 2))
model <- reshape_input(model_1, input_shape = c(120, 4))
model
}