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author | Étienne Simon <esimon@esimon.eu> | 2015-07-21 18:26:43 -0400 |
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committer | Étienne Simon <esimon@esimon.eu> | 2015-07-21 18:27:55 -0400 |
commit | e1673538607a7c8d784013b21b753f0c05c4cc34 (patch) | |
tree | f42e316e0c5bf67e3c9953aad6ba8fe9656829f2 /config/rnn_tgtcls_1.py | |
parent | 58dcf7b17e9db6af53808994a7d39a759fcc5028 (diff) | |
download | taxi-e1673538607a7c8d784013b21b753f0c05c4cc34.tar.gz taxi-e1673538607a7c8d784013b21b753f0c05c4cc34.zip |
Genericize RNNs
Diffstat (limited to 'config/rnn_tgtcls_1.py')
-rw-r--r-- | config/rnn_tgtcls_1.py | 37 |
1 files changed, 37 insertions, 0 deletions
diff --git a/config/rnn_tgtcls_1.py b/config/rnn_tgtcls_1.py new file mode 100644 index 0000000..3204559 --- /dev/null +++ b/config/rnn_tgtcls_1.py @@ -0,0 +1,37 @@ +import os +import cPickle + +from blocks.initialization import IsotropicGaussian, Constant + +import data +from model.rnn_tgtcls import Model, Stream + +class EmbedderConfig(object): + __slots__ = ('dim_embeddings', 'embed_weights_init') + +pre_embedder = EmbedderConfig() +pre_embedder.embed_weights_init = IsotropicGaussian(0.001) +pre_embedder.dim_embeddings = [ + ('week_of_year', 52, 10), + ('day_of_week', 7, 10), + ('qhour_of_day', 24 * 4, 10), + ('day_type', 3, 10), + ('taxi_id', 448, 10), +] + +post_embedder = EmbedderConfig() +post_embedder.embed_weights_init = IsotropicGaussian(0.001) +post_embedder.dim_embeddings = [ + ('origin_call', data.origin_call_train_size, 10), + ('origin_stand', data.stands_size, 10), +] + +with open(os.path.join(data.path, 'arrival-clusters.pkl')) as f: tgtcls = cPickle.load(f) + +hidden_state_dim = 100 +weights_init = IsotropicGaussian(0.01) +biases_init = Constant(0.001) + +batch_size = 10 +batch_sort_size = 10 +valid_set = 'cuts/test_times_0' |