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authorZach Koopmans <zkoopmans@google.com>2020-07-28 12:51:54 -0700
committergVisor bot <gvisor-bot@google.com>2020-07-28 12:56:06 -0700
commit5873b0f43f5ff4d811f951baaacb7bbe8b1a486c (patch)
tree564e3300700900c47bd453ebc303e45c8ad19a4e
parent15d13e3398d519c48e9278889d7047a937f95d9c (diff)
Port tensorflow benchmark.
PiperOrigin-RevId: 323633737
-rw-r--r--images/benchmarks/tensorflow/Dockerfile7
-rw-r--r--test/benchmarks/media/ffmpeg_test.go1
-rw-r--r--test/benchmarks/ml/BUILD21
-rw-r--r--test/benchmarks/ml/ml.go31
-rw-r--r--test/benchmarks/ml/tensorflow_test.go69
5 files changed, 129 insertions, 0 deletions
diff --git a/images/benchmarks/tensorflow/Dockerfile b/images/benchmarks/tensorflow/Dockerfile
new file mode 100644
index 000000000..7564a4ee5
--- /dev/null
+++ b/images/benchmarks/tensorflow/Dockerfile
@@ -0,0 +1,7 @@
+FROM tensorflow/tensorflow:1.13.2
+
+RUN apt-get update \
+ && apt-get install -y git
+RUN git clone --depth 1 https://github.com/aymericdamien/TensorFlow-Examples.git
+RUN python -m pip install -U pip setuptools
+RUN python -m pip install matplotlib
diff --git a/test/benchmarks/media/ffmpeg_test.go b/test/benchmarks/media/ffmpeg_test.go
index bfcfbab80..7822dfad7 100644
--- a/test/benchmarks/media/ffmpeg_test.go
+++ b/test/benchmarks/media/ffmpeg_test.go
@@ -33,6 +33,7 @@ func BenchmarkFfmpeg(b *testing.B) {
ctx := context.Background()
container := machine.GetContainer(ctx, b)
+ defer container.CleanUp(ctx)
cmd := strings.Split("ffmpeg -i video.mp4 -c:v libx264 -preset veryslow output.mp4", " ")
b.ResetTimer()
diff --git a/test/benchmarks/ml/BUILD b/test/benchmarks/ml/BUILD
new file mode 100644
index 000000000..2430b60a7
--- /dev/null
+++ b/test/benchmarks/ml/BUILD
@@ -0,0 +1,21 @@
+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",
+ 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)
+ }
+ }
+ })
+ }
+
+}