annotate deep/convolutional_dae/salah_exp/config.py @ 402:83413ac10913

Added more stats printing. Now you dont need to parameters which dataset you are testing, it will detect it automatically
author humel
date Wed, 28 Apr 2010 11:28:28 -0400
parents c05680f8c92f
children
rev   line source
364
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
1 '''
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
2 These are parameters used by nist_sda.py. They'll end up as globals in there.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
3
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
4 Rename this file to config.py and configure as needed.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
5 DON'T add the renamed file to the repository, as others might use it
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
6 without realizing it, with dire consequences.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
7 '''
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
8
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
9 # Set this to True when you want to run cluster tests, ie. you want
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
10 # to run on the cluster, many jobs, but want to reduce the training
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
11 # set size and the number of epochs, so you know everything runs
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
12 # fine on the cluster.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
13 # Set this PRIOR to inserting your test jobs in the DB.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
14 TEST_CONFIG = False
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
15
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
16 NIST_ALL_LOCATION = '/data/lisa/data/nist/by_class/all'
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
17 NIST_ALL_TRAIN_SIZE = 649081
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
18 # valid et test =82587 82587
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
19
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
20 # change "sandbox" when you're ready
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
21 JOBDB = 'postgres://ift6266h10@gershwin/ift6266h10_db/rifaisal_csda'
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
22 EXPERIMENT_PATH = "ift6266.deep.convolutional_dae.salah_exp.nist_csda.jobman_entrypoint"
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
23
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
24 ##Pour lancer des travaux sur le cluster: (il faut etre ou se trouve les fichiers)
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
25 ##python nist_sda.py jobman_insert
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
26 ##dbidispatch --condor --repeat_jobs=2 jobman sql 'postgres://ift6266h10@gershwin/ift6266h10_db/pannetis_finetuningSDA0' . #C'est le path dans config.py
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
27
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
28 # reduce training set to that many examples
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
29 REDUCE_TRAIN_TO = None
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
30 # that's a max, it usually doesn't get to that point
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
31 MAX_FINETUNING_EPOCHS = 1000
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
32 # number of minibatches before taking means for valid error etc.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
33 REDUCE_EVERY = 100
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
34 #Set the finetune dataset
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
35 FINETUNE_SET=1
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
36 #Set the pretrain dataset used. 0: NIST, 1:P07
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
37 PRETRAIN_CHOICE=1
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
38
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
39
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
40 if TEST_CONFIG:
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
41 REDUCE_TRAIN_TO = 1000
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
42 MAX_FINETUNING_EPOCHS = 2
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
43 REDUCE_EVERY = 10
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
44
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
45
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
46 # This is to configure insertion of jobs on the cluster.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
47 # Possible values the hyperparameters can take. These are then
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
48 # combined with produit_cartesien_jobs so we get a list of all
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
49 # possible combinations, each one resulting in a job inserted
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
50 # in the jobman DB.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
51
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
52
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
53 JOB_VALS = {'pretraining_lr': [0.01],#, 0.001],#, 0.0001],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
54 'pretraining_epochs_per_layer': [10],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
55 'kernels' : [[[52,5,5], [32,3,3]], [[52,7,7], [52,3,3]]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
56 'mlp_size' : [[1000],[500]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
57 'imgshp' : [[32,32]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
58 'max_pool_layers' : [[[2,2],[2,2]]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
59 'corruption_levels': [[0.2,0.1]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
60 'minibatch_size': [100],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
61 'max_finetuning_epochs':[MAX_FINETUNING_EPOCHS],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
62 'max_finetuning_epochs_P07':[1000],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
63 'finetuning_lr':[0.1,0.01], #0.001 was very bad, so we leave it out
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
64 'num_hidden_layers':[2],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
65 'finetune_set':[1],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
66 'pretrain_choice':[1]
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
67 }
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
68
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
69 DEFAULT_HP_NIST = {'pretraining_lr': 0.01,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
70 'pretraining_epochs_per_layer': 1,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
71 'kernels' : [[4,5,5], [2,3,3]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
72 'mlp_size' : [10],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
73 'imgshp' : [32,32],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
74 'max_pool_layers' : [[2,2],[2,2]],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
75 'corruption_levels': [0.1,0.2],
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
76 'minibatch_size': 20,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
77 'max_finetuning_epochs':MAX_FINETUNING_EPOCHS,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
78 'max_finetuning_epochs_P07':1000,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
79 'finetuning_lr':0.1, #0.001 was very bad, so we leave it out
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
80 'num_hidden_layers':2,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
81 'finetune_set':1,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
82 'pretrain_choice':1,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
83 #'reduce_train_to':1000,
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
84 }
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
85
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
86
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
87
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
88 ##[pannetis@ceylon test]$ python nist_sda.py test_jobman_entrypoint
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
89 ##WARNING: untracked file /u/pannetis/IFT6266/ift6266/deep/stacked_dae/v_sylvain/TMP_DBI/configobj.py
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
90 ##WARNING: untracked file /u/pannetis/IFT6266/ift6266/deep/stacked_dae/v_sylvain/TMP_DBI/utils.py
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
91 ##WARNING: untracked file /u/pannetis/IFT6266/ift6266/deep/stacked_dae/v_sylvain/config.py
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
92 ##WARNING: untracked file /u/pannetis/IFT6266/ift6266/deep/stacked_dae/v_sylvain/config2.py
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
93 ##Creating optimizer with state, DD{'reduce_train_to': 11000, 'pretraining_epochs_per_layer': 2, 'hidden_layers_sizes': 300, 'num_hidden_layers': 2, 'corruption_levels': 0.20000000000000001, 'finetuning_lr': 0.10000000000000001, 'pretrain_choice': 0, 'max_finetuning_epochs': 2, 'version_pylearn': '08b37147dec1', 'finetune_set': -1, 'pretraining_lr': 0.10000000000000001, 'version_ift6266': 'a6b6b1140de9', 'version_theano': 'fb6c3a06cb65', 'minibatch_size': 20}
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
94 ##SdaSgdOptimizer, max_minibatches = 11000
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
95 ##C##n_outs 62
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
96 ##pretrain_lr 0.1
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
97 ##finetune_lr 0.1
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
98 ##----
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
99 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
100 ##pretraining with NIST
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
101 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
102 ##STARTING PRETRAINING, time = 2010-03-29 15:07:43.945981
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
103 ##Pre-training layer 0, epoch 0, cost 113.562562494
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
104 ##Pre-training layer 0, epoch 1, cost 113.410032944
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
105 ##Pre-training layer 1, epoch 0, cost 98.4539954687
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
106 ##Pre-training layer 1, epoch 1, cost 97.8658966686
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
107 ##Pretraining took 9.011333 minutes
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
108 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
109 ##SERIE OF 3 DIFFERENT FINETUNINGS
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
110 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
111 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
112 ##finetune with NIST
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
113 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
114 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
115 ##STARTING FINETUNING, time = 2010-03-29 15:16:46.512235
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
116 ##epoch 1, minibatch 4999, validation error on P07 : 29.511250 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
117 ## epoch 1, minibatch 4999, test error on dataset NIST (train data) of best model 40.408509 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
118 ## epoch 1, minibatch 4999, test error on dataset P07 of best model 96.700000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
119 ##epoch 1, minibatch 9999, validation error on P07 : 25.560000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
120 ## epoch 1, minibatch 9999, test error on dataset NIST (train data) of best model 34.778969 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
121 ## epoch 1, minibatch 9999, test error on dataset P07 of best model 97.037500 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
122 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
123 ##Optimization complete with best validation score of 25.560000 %,with test performance 34.778969 % on dataset NIST
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
124 ##The test score on the P07 dataset is 97.037500
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
125 ##The finetuning ran for 3.281833 minutes
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
126 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
127 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
128 ##finetune with P07
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
129 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
130 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
131 ##STARTING FINETUNING, time = 2010-03-29 15:20:06.346009
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
132 ##epoch 1, minibatch 4999, validation error on NIST : 65.226250 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
133 ## epoch 1, minibatch 4999, test error on dataset P07 (train data) of best model 84.465000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
134 ## epoch 1, minibatch 4999, test error on dataset NIST of best model 65.965237 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
135 ##epoch 1, minibatch 9999, validation error on NIST : 58.745000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
136 ## epoch 1, minibatch 9999, test error on dataset P07 (train data) of best model 80.405000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
137 ## epoch 1, minibatch 9999, test error on dataset NIST of best model 61.341923 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
138 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
139 ##Optimization complete with best validation score of 58.745000 %,with test performance 80.405000 % on dataset P07
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
140 ##The test score on the NIST dataset is 61.341923
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
141 ##The finetuning ran for 3.299500 minutes
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
142 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
143 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
144 ##finetune with NIST (done earlier) followed by P07 (written here)
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
145 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
146 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
147 ##STARTING FINETUNING, time = 2010-03-29 15:23:27.947374
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
148 ##epoch 1, minibatch 4999, validation error on NIST : 83.975000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
149 ## epoch 1, minibatch 4999, test error on dataset P07 (train data) of best model 83.872500 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
150 ## epoch 1, minibatch 4999, test error on dataset NIST of best model 43.170010 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
151 ##epoch 1, minibatch 9999, validation error on NIST : 79.775000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
152 ## epoch 1, minibatch 9999, test error on dataset P07 (train data) of best model 80.971250 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
153 ## epoch 1, minibatch 9999, test error on dataset NIST of best model 49.017468 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
154 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
155 ##Optimization complete with best validation score of 79.775000 %,with test performance 80.971250 % on dataset P07
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
156 ##The test score on the NIST dataset is 49.017468
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
157 ##The finetuning ran for 2.851500 minutes
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
158 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
159 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
160 ##finetune with NIST only on the logistic regression on top.
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
161 ## All hidden units output are input of the logistic regression
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
162 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
163 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
164 ##STARTING FINETUNING, time = 2010-03-29 15:26:21.430557
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
165 ##epoch 1, minibatch 4999, validation error on P07 : 95.223750 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
166 ## epoch 1, minibatch 4999, test error on dataset NIST (train data) of best model 93.268765 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
167 ## epoch 1, minibatch 4999, test error on dataset P07 of best model 96.535000 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
168 ##epoch 1, minibatch 9999, validation error on P07 : 95.223750 %
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
169 ##
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
170 ##Optimization complete with best validation score of 95.223750 %,with test performance 93.268765 % on dataset NIST
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
171 ##The test score on the P07 dataset is 96.535000
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
172 ##The finetuning ran for 2.013167 minutes
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
173 ##Closing remaining open files: /u/pannetis/IFT6266/test/series.h5... done
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
174 ##[pannetis@ceylon test]$
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
175
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
176
c05680f8c92f Fixing a wrong commit and committing more files.
humel
parents:
diff changeset
177