aboutsummaryrefslogtreecommitdiff
path: root/config/dest_mlp_2_cswdt.py
diff options
context:
space:
mode:
Diffstat (limited to 'config/dest_mlp_2_cswdt.py')
-rw-r--r--config/dest_mlp_2_cswdt.py31
1 files changed, 31 insertions, 0 deletions
diff --git a/config/dest_mlp_2_cswdt.py b/config/dest_mlp_2_cswdt.py
new file mode 100644
index 0000000..592378a
--- /dev/null
+++ b/config/dest_mlp_2_cswdt.py
@@ -0,0 +1,31 @@
+from blocks.initialization import IsotropicGaussian, Constant
+
+import data
+from model.dest_mlp import Model, Stream
+
+
+n_begin_end_pts = 5 # how many points we consider at the beginning and end of the known trajectory
+
+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),
+ ('day_type', 3, 10),
+]
+
+dim_input = n_begin_end_pts * 2 * 2 + sum(x for (_, _, x) in dim_embeddings)
+dim_hidden = [200, 100]
+dim_output = 2
+
+embed_weights_init = IsotropicGaussian(0.001)
+mlp_weights_init = IsotropicGaussian(0.01)
+mlp_biases_init = Constant(0.001)
+
+learning_rate = 0.0001
+momentum = 0.99
+batch_size = 32
+
+valid_set = 'cuts/test_times_0'
+max_splits = 100