From 2a4f89c41b82e7173d6fb4481af0dcd58c812c19 Mon Sep 17 00:00:00 2001 From: Alex Auvolat Date: Tue, 17 Jan 2017 16:35:28 +0100 Subject: Stuff. --- config/condlstm.py | 85 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 85 insertions(+) create mode 100644 config/condlstm.py (limited to 'config/condlstm.py') diff --git a/config/condlstm.py b/config/condlstm.py new file mode 100644 index 0000000..f846972 --- /dev/null +++ b/config/condlstm.py @@ -0,0 +1,85 @@ +from blocks.algorithms import AdaDelta +from blocks.bricks import Tanh +from blocks.initialization import IsotropicGaussian, Constant + +from model.condlstm import Model + +dataset = 'data/logcompil.txt' +io_dim = 256 + +# An epoch will be composed of 'num_seqs' sequences of len 'seq_len' +# divided in chunks of lengh 'seq_div_size' +num_seqs = 50 +seq_len = 5000 +seq_div_size = 200 + +layers = [ + # Slowlier + {'dim': 128, + 'reset_after': ' \t\n,.:;/!?()[]{}<>\\\'"*+-^_|#~&`@$%', + }, + {'dim': 128, + 'run_on': ' \t\n,.:;/!?()[]{}<>\\\'"*+-^_|#~&`@$%', + 'reset_after': ' \t\n', + }, + {'dim': 128, + 'run_on': ' \t\n', + 'reset_after': '\t\n', + }, + {'dim': 256, + 'run_on': ' \t\n', + 'reset_after': '\n', + }, + {'dim': 512, + 'run_on': '\t\n', + }, + # Slowest + {'dim': 512, + 'run_on': '\n', + }, + # Fastlier + {'dim': 512, + 'run_on': '\t\n', + }, + {'dim': 256, + 'run_on': ' \t\n', + 'reset_before':'\n', + }, + {'dim': 128, + 'run_on': ' \t\n', + 'reset_before': '\t\n', + }, + {'dim': 128, + 'run_on': ' \t\n,.:;/!?()[]{}<>\\\'"*+-^_|#~&`@$%', + 'reset_before': ' \t\n', + }, + {'dim': 128, + 'reset_before': ' \t\n,.:;/!?()[]{}<>\\\'"*+-^_|#~&`@$%', + }, +] +activation_function = Tanh() + +w_noise_std = 0 +i_dropout = 0 + +l1_reg = 0 +l1_reg_weight = 0 + +step_rule = AdaDelta() + +weights_init = IsotropicGaussian(0.01) +biases_init = Constant(0.) + +# parameter saving freq (number of batches) +monitor_freq = 100 +save_freq = 100 + +# used for sample generation and IRC mode +#sample_temperature = 0.7 #0.5 +sample_temperature = 0.9 #0.5 + +# do we want to generate samples at times during training? +sample_len = 500 +sample_freq = 100 +sample_init = '\nalex\ttu crois?\n' + -- cgit v1.2.3