diff options
Diffstat (limited to 'model/bidirectional.py')
| -rw-r--r-- | model/bidirectional.py | 15 |
1 files changed, 8 insertions, 7 deletions
diff --git a/model/bidirectional.py b/model/bidirectional.py index 483ea54..ba6440a 100644 --- a/model/bidirectional.py +++ b/model/bidirectional.py @@ -98,17 +98,18 @@ class Stream(object): self.config = config def train(self, req_vars): - valid = TaxiDataset(self.config.valid_set, 'valid.hdf5', sources=('trip_id',)) - valid_trips_ids = valid.get_data(None, slice(0, valid.num_examples))[0] - - stream = TaxiDataset('train') + stream = TaxiDataset('train', data.traintest_ds) if hasattr(self.config, 'use_cuts_for_training') and self.config.use_cuts_for_training: stream = DataStream(stream, iteration_scheme=TaxiTimeCutScheme()) else: stream = DataStream(stream, iteration_scheme=ShuffledExampleScheme(stream.num_examples)) - stream = transformers.TaxiExcludeTrips(stream, valid_trips_ids) + if not data.tvt: + valid = TaxiDataset(data.valid_set, data.valid_ds, sources=('trip_id',)) + valid_trips_ids = valid.get_data(None, slice(0, valid.num_examples))[0] + stream = transformers.TaxiExcludeTrips(stream, valid_trips_ids) + stream = transformers.TaxiGenerateSplits(stream, max_splits=self.config.max_splits) if hasattr(self.config, 'shuffle_batch_size'): @@ -128,7 +129,7 @@ class Stream(object): return stream def valid(self, req_vars): - stream = TaxiStream(self.config.valid_set, 'valid.hdf5') + stream = TaxiStream(data.valid_set, data.valid_ds) stream = transformers.taxi_add_datetime(stream) stream = transformers.Select(stream, tuple(v for v in req_vars if not v.endswith('_mask'))) @@ -139,7 +140,7 @@ class Stream(object): return stream def test(self, req_vars): - stream = TaxiStream('test') + stream = TaxiStream('test', data.traintest_ds) stream = transformers.taxi_add_datetime(stream) stream = transformers.taxi_remove_test_only_clients(stream) |