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@reiji1020
Created September 9, 2014 13:12
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/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/Theano-0.6.0-py2.7.egg/theano/sandbox/rng_mrg.py:768: UserWarning: MRG_RandomStreams Can't determine #streams from size ((Elemwise{add,no_inplace}.0,)), guessing 60*256
nstreams = self.n_streams(size)
/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/Theano-0.6.0-py2.7.egg/theano/sandbox/rng_mrg.py:768: UserWarning: MRG_RandomStreams Can't determine #streams from size (Shape.0), guessing 60*256
nstreams = self.n_streams(size)
Parameter and initial learning rate summary:
W: 0.1
bias_vis: 0.1
bias_hid: 0.1
sigma_driver: 0.1
Compiling sgd_update...
Compiling sgd_update done. Time elapsed: 2.639290 seconds
compiling begin_record_entry...
compiling begin_record_entry done. Time elapsed: 0.051975 seconds
Monitored channels:
bias_hid_max
bias_hid_mean
bias_hid_min
bias_vis_max
bias_vis_mean
bias_vis_min
h_max
h_mean
h_min
learning_rate
objective
reconstruction_error
total_seconds_last_epoch
training_seconds_this_epoch
Compiling accum...
graph size: 83
Compiling accum done. Time elapsed: 1.870579 seconds
Monitoring step:
Epochs seen: 0
Batches seen: 0
Examples seen: 0
bias_hid_max: -2.0
bias_hid_mean: -2.0
bias_hid_min: -2.0
bias_vis_max: 0.0
bias_vis_mean: 0.0
bias_vis_min: 0.0
h_max: 8.27473183451e-05
h_mean: 1.74289106662e-05
h_min: 9.55460945485e-06
learning_rate: 0.1
objective: 14.4270005744
reconstruction_error: 70.9169786082
total_seconds_last_epoch: 0.0
training_seconds_this_epoch: 0.0
/Users/sayakatafuchi/pylearn2/pylearn2/training_algorithms/sgd.py:584: UserWarning: The channel that has been chosen for monitoring is: objective.
str(self.channel_name) + '.')
Time this epoch: 31.588844 seconds
Monitoring step:
Epochs seen: 1
Batches seen: 30000
Examples seen: 150000
bias_hid_max: -0.225735092095
bias_hid_mean: -1.74524544938
bias_hid_min: -2.48858231381
bias_vis_max: 0.183576331107
bias_vis_mean: 0.00101521468121
bias_vis_min: -0.25333543579
h_max: 0.41677634736
h_mean: 0.0550160054761
h_min: 0.0122324189803
learning_rate: 0.1
objective: 3.6260128808
reconstruction_error: 29.3046610211
total_seconds_last_epoch: 0.0
training_seconds_this_epoch: 31.588844
monitoring channel is objective
Saving to cifar_grbm_smd.pkl...
Saving to cifar_grbm_smd.pkl done. Time elapsed: 0.125517 seconds
Time this epoch: 35.272769 seconds
Monitoring step:
Epochs seen: 2
Batches seen: 60000
Examples seen: 300000
bias_hid_max: -0.260491505868
bias_hid_mean: -2.01039122107
bias_hid_min: -2.80837532079
bias_vis_max: 0.168788708802
bias_vis_mean: -0.000225761367872
bias_vis_min: -0.202416402429
h_max: 0.410342729572
h_mean: 0.0470051106222
h_min: 0.00968677772572
learning_rate: 0.1
objective: 3.37617145282
reconstruction_error: 28.4530430883
total_seconds_last_epoch: 46.527833
training_seconds_this_epoch: 35.272769
monitoring channel is objective
Saving to cifar_grbm_smd.pkl...
Saving to cifar_grbm_smd.pkl done. Time elapsed: 0.080943 seconds
Time this epoch: 32.875732 seconds
Monitoring step:
Epochs seen: 3
Batches seen: 90000
Examples seen: 450000
bias_hid_max: -0.346717315739
bias_hid_mean: -2.13056595024
bias_hid_min: -3.01992692721
bias_vis_max: 0.19946197996
bias_vis_mean: -7.11236118142e-06
bias_vis_min: -0.180527948351
h_max: 0.382791723146
h_mean: 0.0441469621603
h_min: 0.00801800304105
learning_rate: 0.1
objective: 3.30192116674
reconstruction_error: 28.3992248093
total_seconds_last_epoch: 49.049437
training_seconds_this_epoch: 32.875732
monitoring channel is objective
Saving to cifar_grbm_smd.pkl...
Saving to cifar_grbm_smd.pkl done. Time elapsed: 0.079804 seconds
Time this epoch: 31.503551 seconds
Monitoring step:
Epochs seen: 4
Batches seen: 120000
Examples seen: 600000
bias_hid_max: -0.32919738833
bias_hid_mean: -2.19457089191
bias_hid_min: -3.20333139405
bias_vis_max: 0.19004990068
bias_vis_mean: 0.000367877376048
bias_vis_min: -0.181608081212
h_max: 0.380470520194
h_mean: 0.043025991951
h_min: 0.00750926797316
learning_rate: 0.1
objective: 3.27484148515
reconstruction_error: 28.462196161
total_seconds_last_epoch: 45.776134
training_seconds_this_epoch: 31.503551
monitoring channel is objective
growing learning rate to 0.101000
Saving to cifar_grbm_smd.pkl...
Saving to cifar_grbm_smd.pkl done. Time elapsed: 0.088487 seconds
Saving to cifar_grbm_smd.pkl...
Saving to cifar_grbm_smd.pkl done. Time elapsed: 0.093707 seconds
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