dmlc--dgl
10beb7b2e0
* Correctly pass all DGL client/server env vars if udf is a multi-command * Refactor to use wrap_cmd_with_local_envvars() helper fn
155 行
5.5 KiB
Python
155 行
5.5 KiB
Python
import unittest
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from tools.launch import wrap_udf_in_torch_dist_launcher, wrap_cmd_with_local_envvars, construct_dgl_server_env_vars, \
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construct_dgl_client_env_vars
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class TestWrapUdfInTorchDistLauncher(unittest.TestCase):
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"""wrap_udf_in_torch_dist_launcher()"""
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def test_simple(self):
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# test that a simple udf_command is correctly wrapped
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udf_command = "python3.7 path/to/some/trainer.py arg1 arg2"
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wrapped_udf_command = wrap_udf_in_torch_dist_launcher(
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udf_command=udf_command,
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num_trainers=2,
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num_nodes=2,
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node_rank=1,
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master_addr="127.0.0.1",
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master_port=1234,
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)
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expected = "python3.7 -m torch.distributed.launch " \
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"--nproc_per_node=2 --nnodes=2 --node_rank=1 --master_addr=127.0.0.1 " \
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"--master_port=1234 path/to/some/trainer.py arg1 arg2"
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self.assertEqual(wrapped_udf_command, expected)
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def test_chained_udf(self):
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# test that a chained udf_command is properly handled
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udf_command = "cd path/to && python3.7 path/to/some/trainer.py arg1 arg2"
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wrapped_udf_command = wrap_udf_in_torch_dist_launcher(
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udf_command=udf_command,
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num_trainers=2,
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num_nodes=2,
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node_rank=1,
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master_addr="127.0.0.1",
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master_port=1234,
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)
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expected = "cd path/to && python3.7 -m torch.distributed.launch " \
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"--nproc_per_node=2 --nnodes=2 --node_rank=1 --master_addr=127.0.0.1 " \
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"--master_port=1234 path/to/some/trainer.py arg1 arg2"
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self.assertEqual(wrapped_udf_command, expected)
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def test_py_versions(self):
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# test that this correctly handles different py versions/binaries
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py_binaries = (
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"python3.7", "python3.8", "python3.9", "python3", "python"
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)
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udf_command = "{python_bin} path/to/some/trainer.py arg1 arg2"
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for py_bin in py_binaries:
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wrapped_udf_command = wrap_udf_in_torch_dist_launcher(
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udf_command=udf_command.format(python_bin=py_bin),
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num_trainers=2,
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num_nodes=2,
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node_rank=1,
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master_addr="127.0.0.1",
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master_port=1234,
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)
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expected = "{python_bin} -m torch.distributed.launch ".format(python_bin=py_bin) + \
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"--nproc_per_node=2 --nnodes=2 --node_rank=1 --master_addr=127.0.0.1 " \
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"--master_port=1234 path/to/some/trainer.py arg1 arg2"
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self.assertEqual(wrapped_udf_command, expected)
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class TestWrapCmdWithLocalEnvvars(unittest.TestCase):
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"""wrap_cmd_with_local_envvars()"""
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def test_simple(self):
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self.assertEqual(
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wrap_cmd_with_local_envvars("ls && pwd", "VAR1=value1 VAR2=value2"),
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"(export VAR1=value1 VAR2=value2; ls && pwd)"
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)
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class TestConstructDglServerEnvVars(unittest.TestCase):
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"""construct_dgl_server_env_vars()"""
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def test_simple(self):
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self.assertEqual(
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construct_dgl_server_env_vars(
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num_samplers=2,
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num_server_threads=3,
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tot_num_clients=4,
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part_config="path/to/part.config",
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ip_config="path/to/ip.config",
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num_servers=5,
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graph_format="csc"
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),
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(
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"DGL_ROLE=server "
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"DGL_NUM_SAMPLER=2 "
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"OMP_NUM_THREADS=3 "
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"DGL_NUM_CLIENT=4 "
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"DGL_CONF_PATH=path/to/part.config "
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"DGL_IP_CONFIG=path/to/ip.config "
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"DGL_NUM_SERVER=5 "
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"DGL_GRAPH_FORMAT=csc "
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)
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)
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class TestConstructDglClientEnvVars(unittest.TestCase):
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"""construct_dgl_client_env_vars()"""
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def test_simple(self):
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# with pythonpath
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self.assertEqual(
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construct_dgl_client_env_vars(
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num_samplers=1,
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tot_num_clients=2,
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part_config="path/to/part.config",
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ip_config="path/to/ip.config",
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num_servers=3,
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graph_format="csc",
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num_omp_threads=4,
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pythonpath="some/pythonpath/"
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),
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(
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"DGL_DIST_MODE=distributed "
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"DGL_ROLE=client "
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"DGL_NUM_SAMPLER=1 "
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"DGL_NUM_CLIENT=2 "
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"DGL_CONF_PATH=path/to/part.config "
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"DGL_IP_CONFIG=path/to/ip.config "
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"DGL_NUM_SERVER=3 "
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"DGL_GRAPH_FORMAT=csc "
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"OMP_NUM_THREADS=4 "
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"PYTHONPATH=some/pythonpath/ "
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)
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)
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# without pythonpath
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self.assertEqual(
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construct_dgl_client_env_vars(
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num_samplers=1,
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tot_num_clients=2,
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part_config="path/to/part.config",
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ip_config="path/to/ip.config",
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num_servers=3,
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graph_format="csc",
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num_omp_threads=4,
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),
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(
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"DGL_DIST_MODE=distributed "
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"DGL_ROLE=client "
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"DGL_NUM_SAMPLER=1 "
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"DGL_NUM_CLIENT=2 "
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"DGL_CONF_PATH=path/to/part.config "
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"DGL_IP_CONFIG=path/to/ip.config "
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"DGL_NUM_SERVER=3 "
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"DGL_GRAPH_FORMAT=csc "
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"OMP_NUM_THREADS=4 "
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)
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)
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if __name__ == '__main__':
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unittest.main()
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