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author | Étienne Simon <esimon@esimon.eu> | 2015-07-21 21:08:35 -0400 |
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committer | Étienne Simon <esimon@esimon.eu> | 2015-07-21 21:08:35 -0400 |
commit | 9013799ebca1c426c3c3e9019eb71018b253b025 (patch) | |
tree | b6cdaa6052478ce13204b16b5f42662cd69bd456 /config/bidirectional_tgtcls_1.py | |
parent | e1673538607a7c8d784013b21b753f0c05c4cc34 (diff) | |
download | taxi-9013799ebca1c426c3c3e9019eb71018b253b025.tar.gz taxi-9013799ebca1c426c3c3e9019eb71018b253b025.zip |
Add bidirectional
Diffstat (limited to 'config/bidirectional_tgtcls_1.py')
-rw-r--r-- | config/bidirectional_tgtcls_1.py | 36 |
1 files changed, 36 insertions, 0 deletions
diff --git a/config/bidirectional_tgtcls_1.py b/config/bidirectional_tgtcls_1.py new file mode 100644 index 0000000..4c9ed3e --- /dev/null +++ b/config/bidirectional_tgtcls_1.py @@ -0,0 +1,36 @@ +import os +import cPickle + +from blocks.initialization import IsotropicGaussian, Constant + +import data +from model.bidirectional_tgtcls import Model, Stream + + +with open(os.path.join(data.path, 'arrival-clusters.pkl')) as f: tgtcls = cPickle.load(f) + +dim_embeddings = [ + ('origin_call', data.origin_call_train_size, 10), + ('origin_stand', data.stands_size, 10), + ('week_of_year', 52, 10), + ('day_of_week', 7, 10), + ('qhour_of_day', 24 * 4, 10), + ('taxi_id', 448, 10), +] + +hidden_state_dim = 100 + +dim_hidden = [500, 500] + +embed_weights_init = IsotropicGaussian(0.01) +fork_weights_init = IsotropicGaussian(0.1) +fork_biases_init = Constant(0.01) +rec_weights_init = IsotropicGaussian(0.1) +mlp_weights_init = IsotropicGaussian(0.1) +mlp_biases_init = Constant(0.01) + +batch_size = 20 +batch_sort_size = 20 + +valid_set = 'cuts/large_valid' +max_splits = 100 |