From 0fd3b1497ffa1bb625bf593c845e28901bc640b7 Mon Sep 17 00:00:00 2001 From: AdeB Date: Sun, 21 Jun 2015 17:00:25 -0400 Subject: Model with only embeddings. --- config/dest_simple_mlp_emb_only.py | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) create mode 100644 config/dest_simple_mlp_emb_only.py (limited to 'config/dest_simple_mlp_emb_only.py') diff --git a/config/dest_simple_mlp_emb_only.py b/config/dest_simple_mlp_emb_only.py new file mode 100644 index 0000000..e5c91b8 --- /dev/null +++ b/config/dest_simple_mlp_emb_only.py @@ -0,0 +1,31 @@ +from blocks.initialization import IsotropicGaussian, Constant + +import data +from model.mlp_emb import Model, Stream + +use_cuts_for_training = True + +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 = sum(x for (_, _, x) in dim_embeddings) +dim_hidden = [200, 100] +output_mode = "destination" +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 -- cgit v1.2.3