Benchmarks: Add Feature - Support AMD and CUDA platform for DockerBenchmark. (#226)
Description Add CudaDockerBenchmark and RocmDockerBenchmark to support amd and cuda platform for DockerBenchmark.
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Родитель
b592a7c793
Коммит
f841c8f466
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@ -11,6 +11,7 @@ pool:
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container:
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image: nvcr.io/nvidia/pytorch:20.12-py3
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options: '-v /var/run/docker.sock:/var/run/docker.sock -v /usr/bin/docker:/usr/bin/docker'
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steps:
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- script: |
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@ -3,6 +3,7 @@
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"""A module containing all the benchmarks packaged in docker."""
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from superbench.benchmarks.docker_benchmarks.docker_base import DockerBenchmark
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from superbench.benchmarks.docker_benchmarks.docker_base import DockerBenchmark, CudaDockerBenchmark, \
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RocmDockerBenchmark
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__all__ = ['DockerBenchmark']
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__all__ = ['DockerBenchmark', 'CudaDockerBenchmark', 'RocmDockerBenchmark']
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@ -31,6 +31,18 @@ class DockerBenchmark(Benchmark):
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# Container name of the current docker-benchmark.
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self._container_name = None
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# Default options for docker run.
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self._default_options = '-i --rm --privileged --net=host --ipc=host'
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# Platform-specific options for docker run.
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self._platform_options = None
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# Entrypoint option of the current docker-benchmark.
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self._entrypoint = None
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# CMD option of the current docker-benchmark.
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self._cmd = None
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'''
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# If need to add new arguments, super().add_parser_arguments() must be called.
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def add_parser_arguments(self):
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@ -67,6 +79,19 @@ class DockerBenchmark(Benchmark):
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)
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return False
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command = 'docker run '
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command += self._default_options
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command += ' --name={container_name} {platform_options} {entrypoint} {image} {cmd}'
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self._commands.append(
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command.format(
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container_name=self._container_name,
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platform_options=self._platform_options or '',
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entrypoint='' if self._entrypoint is None else '--entrypoint {}'.format(self._entrypoint),
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image=self._image_uri,
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cmd=self._cmd or ''
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)
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)
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return True
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def _postprocess(self):
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@ -132,3 +157,29 @@ class DockerBenchmark(Benchmark):
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"""Print environments or dependencies information."""
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# TODO: will implement it when add real benchmarks in the future.
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pass
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class CudaDockerBenchmark(DockerBenchmark):
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"""The base class of benchmarks packaged in nvidia docker container."""
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def __init__(self, name, parameters=''):
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"""Constructor.
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Args:
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name (str): benchmark name.
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parameters (str): benchmark parameters.
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"""
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super().__init__(name, parameters)
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self._platform_options = '--gpus=all'
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class RocmDockerBenchmark(DockerBenchmark):
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"""The base class of benchmarks packaged in amd docker container."""
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def __init__(self, name, parameters=''):
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"""Constructor.
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Args:
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name (str): benchmark name.
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parameters (str): benchmark parameters.
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"""
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super().__init__(name, parameters)
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self._platform_options = '--security-opt seccomp=unconfined --group-add video'
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@ -5,8 +5,9 @@
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import re
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from tests.helper import decorator
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from superbench.benchmarks import BenchmarkType, ReturnCode
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from superbench.benchmarks.docker_benchmarks import DockerBenchmark
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from superbench.benchmarks.docker_benchmarks import DockerBenchmark, CudaDockerBenchmark, RocmDockerBenchmark
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class FakeDockerBenchmark(DockerBenchmark):
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@ -49,8 +50,61 @@ class FakeDockerBenchmark(DockerBenchmark):
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return True
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class FakeCudaDockerBenchmark(CudaDockerBenchmark):
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"""Fake benchmark inherit from CudaDockerBenchmark."""
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def __init__(self, name, parameters=''):
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"""Constructor.
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Args:
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name: benchmark name.
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parameters: benchmark parameters.
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"""
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super().__init__(name, parameters)
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def _process_raw_result(self, cmd_idx, raw_output):
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"""Function to process raw results and save the summarized results.
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self._result.add_raw_data() and self._result.add_result() need to be called to save the results.
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Args:
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cmd_idx (int): the index of command corresponding with the raw_output.
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raw_output (str): raw output string of the docker-benchmark.
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Return:
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True if the raw output string is valid and result can be extracted.
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"""
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return True
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class FakeRocmDockerBenchmark(RocmDockerBenchmark):
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"""Fake benchmark inherit from RocmDockerBenchmark."""
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def __init__(self, name, parameters=''):
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"""Constructor.
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Args:
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name: benchmark name.
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parameters: benchmark parameters.
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"""
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super().__init__(name, parameters)
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def _process_raw_result(self, cmd_idx, raw_output):
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"""Function to process raw results and save the summarized results.
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self._result.add_raw_data() and self._result.add_result() need to be called to save the results.
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Args:
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cmd_idx (int): the index of command corresponding with the raw_output.
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raw_output (str): raw output string of the docker-benchmark.
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Return:
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True if the raw output string is valid and result can be extracted.
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"""
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return True
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@decorator.cuda_test
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def test_docker_benchmark_base():
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"""Test MicroBenchmarkWithInvoke."""
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"""Test DockerBenchmark."""
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# Negative case - DOCKERBENCHMARK_IMAGE_NOT_SET.
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benchmark = FakeDockerBenchmark('fake')
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assert (benchmark._benchmark_type == BenchmarkType.DOCKER)
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@ -70,9 +124,21 @@ def test_docker_benchmark_base():
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assert (benchmark.run() is False)
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assert (benchmark.return_code == ReturnCode.DOCKERBENCHMARK_IMAGE_PULL_FAILURE)
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# Test for DockerBenchmark._benchmark().
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benchmark._commands.append("echo -n 'cost1: 10.2, cost2: 20.2'")
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benchmark._benchmark()
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assert (benchmark.raw_data['raw_output_0'] == ['cost1: 10.2, cost2: 20.2'])
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assert (benchmark.result['cost1'] == [10.2])
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assert (benchmark.result['cost2'] == [20.2])
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# Positive case
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benchmark = FakeDockerBenchmark('fake')
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benchmark._image_uri = 'ubuntu'
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benchmark._container_name = 'fake-docker-benchmark-test'
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benchmark._entrypoint = 'echo'
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benchmark._cmd = '-n "cost1: 10.2, cost2: 20.2"'
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benchmark.run()
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assert (
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benchmark._commands[0] ==
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'docker run -i --rm --privileged --net=host --ipc=host --name=fake-docker-benchmark-test'
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' --entrypoint echo ubuntu -n "cost1: 10.2, cost2: 20.2"'
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)
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# Test for _platform_options.
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benchmark = FakeCudaDockerBenchmark('fake')
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assert (benchmark._platform_options == '--gpus=all')
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benchmark = FakeRocmDockerBenchmark('fake')
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assert (benchmark._platform_options == '--security-opt seccomp=unconfined --group-add video')
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