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/* 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/grappler/costs/virtual_placer.h"
#include "tensorflow/core/framework/node_def.pb.h"
#include "tensorflow/core/grappler/clusters/virtual_cluster.h"
#include "tensorflow/core/platform/test.h"
#include "tensorflow/core/protobuf/device_properties.pb.h"
namespace tensorflow {
namespace grappler {
TEST(VirtualPlacerTest, LocalDevices) {
// Create a virtual cluster with a local CPU and a local GPU
std::unordered_map<string, DeviceProperties> devices;
DeviceProperties cpu_device;
cpu_device.set_type("CPU");
devices["/job:localhost/replica:0/task:0/cpu:0"] = cpu_device;
DeviceProperties gpu_device;
gpu_device.set_type("GPU");
devices["/job:localhost/replica:0/task:0/gpu:0"] = gpu_device;
VirtualCluster cluster(devices);
VirtualPlacer placer(&cluster);
NodeDef node;
node.set_op("Conv2D");
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:localhost/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
node.set_device("CPU");
EXPECT_EQ("CPU", placer.get_device(node).type());
EXPECT_EQ("/job:localhost/replica:0/task:0/cpu:0",
placer.get_canonical_device_name(node));
node.set_device("GPU:0");
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:localhost/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
}
TEST(VirtualPlacerTest, EmptyJobBecomesLocalhost) {
// Virtual placer should use "localhost" if device is empty.
// First create a cluster with only localhost devices.
std::unordered_map<string, DeviceProperties> devices;
DeviceProperties cpu_device;
cpu_device.set_type("CPU");
devices["/job:localhost/replica:0/task:0/cpu:0"] = cpu_device;
DeviceProperties gpu_device;
gpu_device.set_type("GPU");
devices["/job:localhost/replica:0/task:0/gpu:0"] = gpu_device;
VirtualCluster cluster(devices);
VirtualPlacer placer(&cluster);
NodeDef node;
node.set_op("Conv2D");
node.set_device("/device:CPU:0");
EXPECT_EQ("/job:localhost/replica:0/task:0/cpu:0",
placer.get_canonical_device_name(node));
node.set_device("/device:GPU:0");
EXPECT_EQ("/job:localhost/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
}
TEST(VirtualPlacerTest, FallBackUnknown) {
// Virtual placer falls back to "UNKNOWN" only if there are no devices in the
// cluster.
std::unordered_map<string, DeviceProperties> devices;
VirtualCluster cluster(devices);
VirtualPlacer placer(&cluster);
NodeDef node;
node.set_op("Conv2D");
// Device falls back to UNKNOWN since the cluster has no devices.
EXPECT_EQ("UNKNOWN", placer.get_device(node).type());
EXPECT_EQ("UNKNOWN", placer.get_canonical_device_name(node));
}
TEST(VirtualPlacerTest, FallBackCPU) {
std::unordered_map<string, DeviceProperties> devices;
DeviceProperties cpu_device;
cpu_device.set_type("CPU");
devices["/job:my_job/replica:0/task:0/cpu:0"] = cpu_device;
VirtualCluster cluster(devices);
VirtualPlacer placer(&cluster);
NodeDef node;
node.set_op("Conv2D");
// Device falls back to CPU since there is no GPU.
EXPECT_EQ("CPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/cpu:0",
placer.get_canonical_device_name(node));
}
TEST(VirtualPlacerTest, RemoteDevices) {
std::unordered_map<string, DeviceProperties> devices;
DeviceProperties cpu_device;
cpu_device.set_type("CPU");
devices["/job:my_job/replica:0/task:0/cpu:0"] = cpu_device;
DeviceProperties gpu_device;
gpu_device.set_type("GPU");
devices["/job:my_job/replica:0/task:0/gpu:0"] = gpu_device;
VirtualCluster cluster(devices);
VirtualPlacer placer(&cluster);
NodeDef node;
node.set_op("Conv2D");
// Device falls back to GPU.
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
node.set_device("/job:my_job/replica:0/task:0/cpu:0");
EXPECT_EQ("CPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/cpu:0",
placer.get_canonical_device_name(node));
node.set_device("/job:my_job/replica:0/task:0/gpu:0");
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
// There is no local cpu available. Device falls back to GPU.
node.set_device("CPU");
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
node.set_device("GPU:0");
// There is no local GPU available. Fall back to default GPU.
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
// This isn't a valid name. Fall back to GPU.
node.set_device("/job:my_job/replica:0/task:0");
EXPECT_EQ("GPU", placer.get_device(node).type());
EXPECT_EQ("/job:my_job/replica:0/task:0/gpu:0",
placer.get_canonical_device_name(node));
}
} // end namespace grappler
} // end namespace tensorflow
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