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https://github.com/hpcaitech/ColossalAI.git
synced 2025-09-09 04:50:17 +00:00
[Tensor] distributed view supports inter-process hybrid parallel (#1169)
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@@ -101,4 +101,4 @@ def test_gpt(world_size, use_ddp):
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if __name__ == '__main__':
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test_gpt(4, False)
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test_gpt(4, True)
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@@ -60,6 +60,19 @@ def test_operand():
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#### Test Distributed init a Colotensor
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def _run_view(world_size):
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t_ref = torch.randn(4, 5)
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t = ColoTensor.from_torch_tensor(
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t_ref, TensorSpec(distspec.shard(process_group=gpc.get_group(ParallelMode.DATA), dims=[0], num_partitions=[2])))
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assert t.size()[0] == 4 * world_size
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assert t.size(1) == 5
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assert t.size() == torch.Size([4 * world_size, 5])
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t = t.view(4 * 5 * world_size)
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assert t.shape == torch.Size([4 * 5 * world_size])
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def _run_tensor_shard_init(world_size):
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t_ref = torch.randn(4, 5)
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print(gpc.get_group(ParallelMode.DATA).size())
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@@ -77,20 +90,21 @@ def _run_tensor_replicated_init(world_size):
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assert t.shape == torch.Size((4 * world_size, 5)), f"{t.shape}"
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def run_tensor_init(rank, world_size, port):
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def run_dist_tests(rank, world_size, port):
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colossalai.launch(config={}, rank=rank, world_size=world_size, host='localhost', port=port, backend='nccl')
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_run_tensor_shard_init(world_size)
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_run_tensor_replicated_init(world_size)
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_run_view(world_size)
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@pytest.mark.dist
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@pytest.mark.parametrize('world_size', [1, 2])
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@rerun_if_address_is_in_use()
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def _test_dist_init(world_size):
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run_func = partial(run_tensor_init, world_size=world_size, port=free_port())
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def _test_dist_cases(world_size):
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run_func = partial(run_dist_tests, world_size=world_size, port=free_port())
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mp.spawn(run_func, nprocs=world_size)
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if __name__ == '__main__':
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# _test_dist_init(4)
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test_new()
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_test_dist_cases(2)
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