import os import pytest from aphrodite.distributed.utils import get_pp_indices def test_custom_layer_partition(): def _verify(partition_str, num_layers, pp_size, goldens): bak = os.environ.get("APHRODITE_PP_LAYER_PARTITION", None) os.environ["APHRODITE_PP_LAYER_PARTITION"] = partition_str for pp_rank, golden in enumerate(goldens): assert get_pp_indices(num_layers, pp_rank, pp_size) == golden if bak is not None: os.environ["APHRODITE_PP_LAYER_PARTITION"] = bak # Even partition _verify("5,5,5,5", 20, 4, [(0, 5), (5, 10), (10, 15), (15, 20)]) # Balanced partition _verify("4,6,6,4", 20, 4, [(0, 4), (4, 10), (10, 16), (16, 20)]) # Put reminder somewhere _verify("5,6,5,6", 22, 4, [(0, 5), (5, 11), (11, 16), (16, 22)]) # Invalid partition strings with pytest.raises(ValueError): _verify("5,5,5,5,", 20, 4, [(0, 5), (5, 10), (10, 15), (15, 20)]) with pytest.raises(ValueError): _verify("5,5,5,a", 20, 4, [(0, 5), (5, 10), (10, 15), (15, 20)]) # Wrong number of partitions with pytest.raises(ValueError): _verify("5,5,5", 20, 4, [(0, 5), (5, 10), (10, 15), (15, 20)]) # Wrong number of layers with pytest.raises(ValueError): _verify("5,5,5,5", 21, 4, [(0, 5), (5, 10), (10, 15), (15, 20)])