<s> from neuralnet import * <EOL> from fastdropoutnet import * <EOL> from dbm import * <EOL> from dbn import * <EOL> from sparse_coder import * <EOL> from choose_matrix_library import * <EOL> import numpy as np <EOL> from time import sleep <EOL> def LockGPU ( max_retries = <NUM_LIT:10> ) : <EOL> for retry_count in range ( max_retries ) : <EOL> board = gpu_lock . obtain_lock_id ( ) <EOL> if board != - <NUM_LIT:1> : <EOL> break <EOL> sleep ( <NUM_LIT:1> ) <EOL> if board == - <NUM_LIT:1> : <EOL> print '<STR_LIT>' <EOL> sys . exit ( <NUM_LIT:1> ) <EOL> else : <EOL> cm . cuda_set_device ( board ) <EOL> cm . cublas_init ( ) <EOL> return board <EOL> def FreeGPU ( board ) : <EOL> cm . cublas_shutdown ( ) <EOL> def LoadExperiment ( model_file , train_op_file , eval_op_file ) : <EOL> model = util . ReadModel ( model_file ) <EOL> train_op = util . ReadOperation ( train_op_file ) <EOL> eval_op = util . ReadOperation ( eval_op_file ) <EOL> return model , train_op , eval_op <EOL> def CreateDeepnet ( model , train_op , eval_op ) : <EOL> if model . model_type == deepnet_pb2 . Model . FEED_FORWARD_NET : <EOL> return NeuralNet ( model , train_op , eval_op ) <EOL> elif model . model_type == deepnet_pb2 . Model . DBM : <EOL> return DBM ( model , train_op , eval_op ) <EOL> elif model . model_type == deepnet_pb2 . Model . DBN : <EOL> return DBN ( model , train_op , eval_op ) <EOL> elif model . model_type == deepnet_pb2 . Model . SPARSE_CODER : <EOL> return SparseCoder ( model , train_op , eval_op ) <EOL> elif model . model_type == deepnet_pb2 . Model . FAST_DROPOUT_NET : <EOL> return FastDropoutNet ( model , train_op , eval_op ) <EOL> else : <EOL> raise Exception ( '<STR_LIT>' ) <EOL> def main ( ) : <EOL> if use_gpu == '<STR_LIT:yes>' : <EOL> board = LockGPU ( ) <EOL> model , train_op , eval_op = LoadExperiment ( sys . argv [ <NUM_LIT:1> ] , sys . argv [ <NUM_LIT:2> ] , <EOL> sys . argv [ <NUM_LIT:3> ] ) <EOL> model = CreateDeepnet ( model , train_op , eval_op ) <EOL> model . Train ( ) <EOL> if use_gpu == '<STR_LIT:yes>' : <EOL> FreeGPU ( board ) <EOL> if __name__ == '<STR_LIT:__main__>' : <EOL> main ( ) </s>
