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author | Alex Auvolat <alex.auvolat@ens.fr> | 2015-05-05 10:56:21 -0400 |
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committer | Alex Auvolat <alex.auvolat@ens.fr> | 2015-05-05 10:56:21 -0400 |
commit | 5b496677ea1db59a6718e5c9b2958177c76cb25f (patch) | |
tree | 5eb66c6c12450edda762de94e46f5aeac805ac93 /config/simple_mlp_tgtcls_0_cs.py | |
parent | 95b565afb7e1c2a6eb23ca9f7c13cd6efaf55a39 (diff) | |
download | taxi-5b496677ea1db59a6718e5c9b2958177c76cb25f.tar.gz taxi-5b496677ea1db59a6718e5c9b2958177c76cb25f.zip |
Refactor architecture so that embedding sizes can be easily changed.
Diffstat (limited to 'config/simple_mlp_tgtcls_0_cs.py')
-rw-r--r-- | config/simple_mlp_tgtcls_0_cs.py | 29 |
1 files changed, 29 insertions, 0 deletions
diff --git a/config/simple_mlp_tgtcls_0_cs.py b/config/simple_mlp_tgtcls_0_cs.py new file mode 100644 index 0000000..b174517 --- /dev/null +++ b/config/simple_mlp_tgtcls_0_cs.py @@ -0,0 +1,29 @@ +import cPickle + +import data + +import model.simple_mlp_tgtcls as model + +n_dow = 7 # number of division for dayofweek/dayofmonth/hourofday +n_dom = 31 +n_hour = 24 + +n_begin_end_pts = 5 # how many points we consider at the beginning and end of the known trajectory +n_end_pts = 5 + +n_valid = 1000 + +with open(data.DATA_PATH + "/arrival-clusters.pkl") as f: tgtcls = cPickle.load(f) + +dim_embeddings = [ + ('origin_call', data.n_train_clients+1, 10), + ('origin_stand', data.n_stands+1, 10) +] + +dim_input = n_begin_end_pts * 2 * 2 + sum(x for (_, _, x) in dim_embeddings) +dim_hidden = [] +dim_output = tgtcls.shape[0] + +learning_rate = 0.0001 +momentum = 0.99 +batch_size = 32 |