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#
# Licensed to the Apache Software Foundation (ASF) under one
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# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
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#-------------------------------------------------------------

batch_size = ifdef($BATCH, 256)
mu = ifdef($MOMENTUM, 0.9)
step = ifdef($STEP, 1e-5)
decay = ifdef($DECAY, 0.95)
full_obj = ifdef($OBJ, FALSE)
fmt = ifdef($fmt, "text")

[W1, b1, W2, b2, W3, b3, W4, b4, hidden] = autoencoder_2layer(
  X = read($X), W1_rand = read($W1_rand), W2_rand = read($W2_rand), 
  W3_rand = read($W3_rand), W4_rand = read($W4_rand), order_rand = read($order_rand),
  num_hidden1 = $H1, num_hidden2 = $H2, max_epochs = $EPOCH, full_obj = full_obj, 
  batch_size = batch_size, step = step, decay = decay, mu = mu)

write(W1, $W1_out, format=fmt)
write(b1, $b1_out, format=fmt)
write(W2, $W2_out, format=fmt)
write(b2, $b2_out, format=fmt)
write(W3, $W3_out, format=fmt)
write(b3, $b3_out, format=fmt)
write(W4, $W4_out, format=fmt)
write(b4, $b4_out, format=fmt)