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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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