diff --git a/multi_node_test/__init__.py b/multi_node_test/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/multi_node_test/test.py b/multi_node_test/test.py new file mode 100644 index 0000000..67abff6 --- /dev/null +++ b/multi_node_test/test.py @@ -0,0 +1,49 @@ +import torch +import os +import torch.distributed as dist + +WORLD_SIZE = int(os.environ.get("WORLD_SIZE", 1)) +LOCAL_RANK = int(os.environ.get("LOCAL_RANK", 0)) +GLOBAL_RANK = int(os.environ.get("RANK", 0)) + + +if __name__ == "__main__": + print("Initializing process group...") + dist.init_process_group("nccl") + print(f"WORLD_SIZE: {WORLD_SIZE}, LOCAL_RANK: {LOCAL_RANK}, GLOBAL_RANK: {GLOBAL_RANK}") + + if GLOBAL_RANK == 0: + A = torch.ones(10, 10).to("cuda") * 5 + B = torch.ones(10, 10).to("cuda") * 6 + scalar = torch.tensor([12.0]).to("cuda") + A_chunks = [A[:5], A[5:]] + B_chunks = [B[:5], B[5:]] + scalar_chunks = [scalar, scalar] + A_local = torch.zeros(5, 10, device=f"cuda:{LOCAL_RANK}") + B_local = torch.zeros(5, 10, device=f"cuda:{LOCAL_RANK}") + scalar_local = torch.zeros(1, device=f"cuda:{LOCAL_RANK}") + + torch.distributed.scatter(A_local, A_chunks, src=0) + torch.distributed.scatter(B_local, B_chunks, src=0) + torch.distributed.scatter(scalar_local, scalar_chunks, src=0) + else: + A_local = torch.zeros(5, 10, device=f"cuda:{LOCAL_RANK}") + B_local = torch.zeros(5, 10, device=f"cuda:{LOCAL_RANK}") + scalar_local = torch.zeros(1, device=f"cuda:{LOCAL_RANK}") + + torch.distributed.scatter(A_local, None, src=0) + torch.distributed.scatter(B_local, None, src=0) + torch.distributed.scatter(scalar_local, None, src=0) + + local_result = torch.addcmul(A_local, B_local, scalar_local) + + if GLOBAL_RANK == 0: + result = torch.zeros(10, 10, device=f"cuda:{LOCAL_RANK}") + result_chunks = [torch.zeros(5, 10, device=f"cuda:{LOCAL_RANK}") for _ in range(WORLD_SIZE)] + torch.distributed.gather(local_result, result_chunks, dst=0) + result[:5] = result_chunks[0] + result[5:] = result_chunks[1] + print(f"Result: {result}") + else: + torch.distributed.gather(local_result, None, dst=0) + dist.destroy_process_group() diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..99b486e --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,18 @@ +#:schema https://json.schemastore.org/pyproject.json +[build-system] +requires = ["setuptools"] +build-backend = "setuptools.build_meta" + +[project] +name = "multi_node_test" +requires-python = ">=3.12,<3.13" +# https://packaging.python.org/en/latest/guides/writing-pyproject-toml/#static-vs-dynamic-metadata +dynamic = ["version"] +dependencies = [ + "numpy>=2.2.2", + "torch>=2.4.1", +] + + +[tool.setuptools] +packages = ["multi_node_test"] diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000..f1f00eb --- /dev/null +++ b/uv.lock @@ -0,0 +1,290 @@ +version = 1 +requires-python = "==3.12.*" + +[[package]] +name = "filelock" +version = "3.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = 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