Simple benchmark of resource manager overhead.

Change: 148778464

1 files changed, 68 insertions, 0 deletions

diff --git a/tensorflow/core/kernels/variable_ops_test.cc b/tensorflow/core/kernels/variable_ops_test.cc
new file mode 100644
index 0000000000..7a615788cc
--- /dev/null
+++ b/tensorflow/core/kernels/variable_ops_test.cc
@@ -0,0 +1,68 @@
+/* Copyright 2017 The TensorFlow Authors. All Rights Reserved.
+
+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.
+==============================================================================*/
+
+#include "tensorflow/core/framework/op.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/graph/graph.h"
+#include "tensorflow/core/graph/node_builder.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/platform/test_benchmark.h"
+#include "tensorflow/core/public/session.h"
+
+namespace tensorflow {
+namespace {
+
+// Benchmark to simulate the overhead in training and serving workloads from too
+// many threads grabbing the ResourceMgr lock at the same time because of the
+// variable and queue ops.
+void ManyManyVariablesHelper(int threads, int variables, int iters) {
+  testing::StopTiming();
+  Graph g(OpRegistry::Global());
+  std::vector<string> targets;
+  for (int i = 0; i < variables; ++i) {
+    Node* v;
+    TF_CHECK_OK(
+        NodeBuilder(
+            g.NewName("VeryVeryLongRealistSoundingVariableName/weights"),
+            "VariableV2")
+            .Attr("shape", TensorShape())
+            .Attr("dtype", DT_FLOAT)
+            .Finalize(&g, &v));
+    targets.push_back(v->name());
+  }
+  GraphDef gd;
+  g.ToGraphDef(&gd);
+  SessionOptions opts;
+  opts.config.set_inter_op_parallelism_threads(threads);
+  Session* sess = NewSession(opts);
+  TF_CHECK_OK(sess->Create(gd));
+  TF_CHECK_OK(sess->Run({}, {}, targets, nullptr));
+  testing::StartTiming();
+  for (int i = 0; i < iters; ++i) {
+    TF_CHECK_OK(sess->Run({}, {}, targets, nullptr));
+  }
+  testing::StopTiming();
+  delete sess;
+}
+
+void BM_ManyManyVariablesManyThreads(int iters, int threads) {
+  ManyManyVariablesHelper(threads, 1000, iters);
+}
+
+BENCHMARK(BM_ManyManyVariablesManyThreads)->Arg(50);
+
+}  // namespace
+}  // namespace tensorflow