Add models for time predictioAdd models for time prediction

1 files changed, 26 insertions, 0 deletions

diff --git a/config/time_simple_mlp_2_cswdtx.py b/config/time_simple_mlp_2_cswdtx.py
new file mode 100644
index 0000000..ceb66e8
--- /dev/null
+++ b/config/time_simple_mlp_2_cswdtx.py
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+import model.time_simple_mlp as model
+
+import data
+
+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
+
+dim_embeddings = [
+    ('origin_call', data.n_train_clients+1, 10),
+    ('origin_stand', data.n_stands+1, 10),
+    ('week_of_year', 52, 10),
+    ('day_of_week', 7, 10),
+    ('qhour_of_day', 24 * 4, 10),
+    ('day_type', 3, 10),
+    ('taxi_id', 448, 10),
+]
+
+dim_input = n_begin_end_pts * 2 * 2 + sum(x for (_, _, x) in dim_embeddings)
+dim_hidden = [500, 100]
+dim_output = 1
+
+learning_rate = 0.00001
+momentum = 0.99
+batch_size = 32