test_pipeline_partition.py

# SPDX-License-Identifier: Apache-2.0

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)])