diff options
Diffstat (limited to 'test/benchmarks/ml')
-rw-r--r-- | test/benchmarks/ml/BUILD | 22 | ||||
-rw-r--r-- | test/benchmarks/ml/ml.go | 31 | ||||
-rw-r--r-- | test/benchmarks/ml/tensorflow_test.go | 69 |
3 files changed, 122 insertions, 0 deletions
diff --git a/test/benchmarks/ml/BUILD b/test/benchmarks/ml/BUILD new file mode 100644 index 000000000..970f52706 --- /dev/null +++ b/test/benchmarks/ml/BUILD @@ -0,0 +1,22 @@ +load("//tools:defs.bzl", "go_library", "go_test") + +package(licenses = ["notice"]) + +go_library( + name = "ml", + testonly = 1, + srcs = ["ml.go"], + deps = ["//test/benchmarks/harness"], +) + +go_test( + name = "ml_test", + size = "large", + srcs = ["tensorflow_test.go"], + library = ":ml", + visibility = ["//:sandbox"], + deps = [ + "//pkg/test/dockerutil", + "//test/benchmarks/harness", + ], +) diff --git a/test/benchmarks/ml/ml.go b/test/benchmarks/ml/ml.go new file mode 100644 index 000000000..13282d7bb --- /dev/null +++ b/test/benchmarks/ml/ml.go @@ -0,0 +1,31 @@ +// Copyright 2020 The gVisor Authors. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +// Package ml holds benchmarks around machine learning performance. +package ml + +import ( + "os" + "testing" + + "gvisor.dev/gvisor/test/benchmarks/harness" +) + +var h harness.Harness + +// TestMain is the main method for package ml. +func TestMain(m *testing.M) { + h.Init() + os.Exit(m.Run()) +} diff --git a/test/benchmarks/ml/tensorflow_test.go b/test/benchmarks/ml/tensorflow_test.go new file mode 100644 index 000000000..f7746897d --- /dev/null +++ b/test/benchmarks/ml/tensorflow_test.go @@ -0,0 +1,69 @@ +// Copyright 2020 The gVisor Authors. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. +package ml + +import ( + "context" + "testing" + + "gvisor.dev/gvisor/pkg/test/dockerutil" + "gvisor.dev/gvisor/test/benchmarks/harness" +) + +// BenchmarkTensorflow runs workloads from a TensorFlow tutorial. +// See: https://github.com/aymericdamien/TensorFlow-Examples +func BenchmarkTensorflow(b *testing.B) { + workloads := map[string]string{ + "GradientDecisionTree": "2_BasicModels/gradient_boosted_decision_tree.py", + "Kmeans": "2_BasicModels/kmeans.py", + "LogisticRegression": "2_BasicModels/logistic_regression.py", + "NearestNeighbor": "2_BasicModels/nearest_neighbor.py", + "RandomForest": "2_BasicModels/random_forest.py", + "ConvolutionalNetwork": "3_NeuralNetworks/convolutional_network.py", + "MultilayerPerceptron": "3_NeuralNetworks/multilayer_perceptron.py", + "NeuralNetwork": "3_NeuralNetworks/neural_network.py", + } + + machine, err := h.GetMachine() + if err != nil { + b.Fatalf("failed to get machine: %v", err) + } + defer machine.CleanUp() + + for name, workload := range workloads { + b.Run(name, func(b *testing.B) { + ctx := context.Background() + container := machine.GetContainer(ctx, b) + defer container.CleanUp(ctx) + + b.ResetTimer() + for i := 0; i < b.N; i++ { + b.StopTimer() + if err := harness.DropCaches(machine); err != nil { + b.Skipf("failed to drop caches: %v. You probably need root.", err) + } + b.StartTimer() + + if out, err := container.Run(ctx, dockerutil.RunOpts{ + Image: "benchmarks/tensorflow", + Env: []string{"PYTHONPATH=$PYTHONPATH:/TensorFlow-Examples/examples"}, + WorkDir: "/TensorFlow-Examples/examples", + }, "python", workload); err != nil { + b.Fatalf("failed to run container: %v logs: %s", err, out) + } + } + }) + } + +} |