Subsets in dataset iterators

Summary: For the new API, filtering iterators over sequences by subsets is quite helpful. The change is backwards compatible.

Reviewed By: bottler

Differential Revision: D42739669

fbshipit-source-id: d150a404aeaf42fd04a81304c63a4cba203f897d
This commit is contained in:
Roman Shapovalov
2023-01-26 03:00:46 -08:00
committed by Facebook GitHub Bot
parent 54eb76d48c
commit 11959e0b24
3 changed files with 57 additions and 7 deletions

View File

@@ -40,3 +40,41 @@ class TestDataJsonIndex(TestCaseMixin, unittest.TestCase):
self.assertEqual(len(data_sets.train), 81)
self.assertEqual(len(data_sets.val), 102)
self.assertEqual(len(data_sets.test), 102)
def test_visitor_subsets(self):
args = get_default_args(ImplicitronDataSource)
args.dataset_map_provider_class_type = "JsonIndexDatasetMapProvider"
dataset_args = args.dataset_map_provider_JsonIndexDatasetMapProvider_args
dataset_args.category = "skateboard"
dataset_args.dataset_root = "manifold://co3d/tree/extracted"
dataset_args.test_restrict_sequence_id = 0
dataset_args.dataset_JsonIndexDataset_args.limit_sequences_to = 1
data_source = ImplicitronDataSource(**args)
datasets, _ = data_source.get_datasets_and_dataloaders()
dataset = datasets.test
sequences = list(dataset.sequence_names())
self.assertEqual(len(sequences), 1)
i = 0
for seq in sequences:
last_ts = float("-Inf")
seq_frames = list(dataset.sequence_frames_in_order(seq))
self.assertEqual(len(seq_frames), 102)
for ts, _, idx in seq_frames:
self.assertEqual(i, idx)
i += 1
self.assertGreaterEqual(ts, last_ts)
last_ts = ts
last_ts = float("-Inf")
known_frames = list(dataset.sequence_frames_in_order(seq, "test_known"))
self.assertEqual(len(known_frames), 81)
for ts, _, _ in known_frames:
self.assertGreaterEqual(ts, last_ts)
last_ts = ts
known_indices = list(dataset.sequence_indices_in_order(seq, "test_known"))
self.assertEqual(len(known_indices), 81)
break # testing only the first sequence