vllm/tests/distributed/test_pipeline_partition.py

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import os
import pytest
from vllm.distributed.utils import get_pp_indices
def test_custom_layer_partition():
def _verify(partition_str, num_layers, pp_size, goldens):
bak = os.environ.get("VLLM_PP_LAYER_PARTITION", None)
os.environ["VLLM_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["VLLM_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)])