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@ -43,33 +43,48 @@ namespace f = paddle::framework;
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namespace p = paddle::platform;
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static std::vector<int> gpu_list;
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static std::vector<std::unique_ptr<p::DeviceContext>> dev_ctxs;
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std::mutex mu;
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// test data amount
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const f::DDim kDims = {100, 100};
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// ncclInitOp with desc
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TEST(NCCL, ncclInitOp) {
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std::unique_ptr<f::OpDescBind> op_desc(new f::OpDescBind);
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// nccl op common tester, init communicator.
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class NCCLTester : public ::testing::Test {
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public:
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virtual void SetUp() override {
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cpu_ctx = new p::CPUDeviceContext(p::CPUPlace());
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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p::GPUPlace place(i);
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dev_ctxs.emplace_back(new p::CUDADeviceContext(place));
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}
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op_desc->SetType("ncclInit");
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op_desc->SetOutput("Communicator", {"x1"});
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op_desc->SetAttr("gpus", {gpu_list});
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f::Scope g_scope;
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p::DeviceContext *ctx = new p::CPUDeviceContext(p::CPUPlace());
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NCCLInitOp();
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}
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auto *var = g_scope.Var("x1");
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virtual void TearDown() override {
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for (auto &device_context : dev_ctxs) {
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delete device_context;
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}
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}
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void NCCLInitOp() {
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std::unique_ptr<f::OpDescBind> op1(new f::OpDescBind);
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op1->SetType("ncclInit");
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op1->SetOutput("Communicator", {"comm"});
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op1->SetAttr("gpus", {gpu_list});
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auto *var = g_scope.Var("comm");
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var->GetMutable<p::Communicator>();
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auto op = f::OpRegistry::CreateOp(*op_desc);
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auto op = f::OpRegistry::CreateOp(*op1);
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VLOG(1) << "invoke NCCLInitOp.";
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op->Run(g_scope, *ctx);
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op->Run(g_scope, *cpu_ctx);
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VLOG(1) << "NCCLInitOp finished.";
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}
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}
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template <class T>
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void DeviceProgram(int gpu_id, const f::OpDescBind &op_desc, f::Scope *scope) {
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template <class T>
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void PerThreadProgram(int gpu_id, const f::OpDescBind &op_desc,
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f::Scope *scope) {
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std::unique_lock<std::mutex> lk(mu);
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f::ProgramDescBind program;
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f::BlockDescBind *block = program.Block(0);
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@ -77,7 +92,7 @@ void DeviceProgram(int gpu_id, const f::OpDescBind &op_desc, f::Scope *scope) {
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*op1 = op_desc;
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p::GPUPlace place(gpu_id);
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auto ctx = dev_ctxs.at(gpu_id);
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auto &ctx = dev_ctxs.at(gpu_id);
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auto *send_tensor = scope->Var("st")->GetMutable<f::LoDTensor>();
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auto *recv_tensor = scope->Var("rt")->GetMutable<f::LoDTensor>();
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@ -97,27 +112,38 @@ void DeviceProgram(int gpu_id, const f::OpDescBind &op_desc, f::Scope *scope) {
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VLOG(1) << "Device : " << gpu_id << " invoke " << op_desc.Type();
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op->Run(*scope, *ctx);
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VLOG(1) << "Device : " << gpu_id << " finished " << op_desc.Type();
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}
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}
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// ncclAllReduceOp with desc
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TEST(NCCL, ncclAllReduceOp) {
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std::unique_ptr<p::DeviceContext> ctx(new p::CPUDeviceContext(p::CPUPlace()));
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std::unique_ptr<f::Scope> g_scope(new Scope);
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public:
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std::vector<p::DeviceContext *> dev_ctxs;
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p::DeviceContext *cpu_ctx;
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f::Scope g_scope;
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std::mutex mu;
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};
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std::unique_ptr<f::OpDescBind> op1(new f::OpDescBind);
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op1->SetType("ncclInit");
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op1->SetOutput("Communicator", {"comm"});
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op1->SetAttr("gpus", {gpu_list});
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// ncclInitOp with desc
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// TEST(NCCL, ncclInitOp) {
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// std::unique_ptr<f::OpDescBind> op_desc(new f::OpDescBind);
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auto *var = g_scope.Var("comm");
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var->GetMutable<p::Communicator>();
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// op_desc->SetType("ncclInit");
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// op_desc->SetOutput("Communicator", {"x1"});
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// op_desc->SetAttr("gpus", {gpu_list});
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auto op = f::OpRegistry::CreateOp(*op1);
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VLOG(1) << "invoke NCCLInitOp.";
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op->Run(g_scope, *ctx);
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VLOG(1) << "NCCLInitOp finished.";
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delete ctx;
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// f::Scope g_scope;
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// std::unique_ptr<p::DeviceContext> ctx(new
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// p::CPUDeviceContext(p::CPUPlace()));
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// auto *var = g_scope.Var("x1");
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// var->GetMutable<p::Communicator>();
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// auto op = f::OpRegistry::CreateOp(*op_desc);
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// VLOG(1) << "invoke NCCLInitOp.";
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// op->Run(g_scope, *ctx.get());
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// VLOG(1) << "NCCLInitOp finished.";
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// }
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// ncclAllReduceOp with desc
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TEST_F(NCCLTester, ncclAllReduceOp) {
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std::unique_ptr<f::OpDescBind> op2(new f::OpDescBind);
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op2->SetType("ncclAllReduce");
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op2->SetInput("X", {"st"});
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@ -126,36 +152,18 @@ TEST(NCCL, ncclAllReduceOp) {
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std::vector<std::thread> ths;
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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std::thread th(DeviceProgram<float>, gpu_list[i], *op2,
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&g_scope.NewScope());
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std::thread th(&NCCLTester::PerThreadProgram<float>, this, gpu_list[i],
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*op2.get(), &g_scope.NewScope());
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ths.emplace_back(std::move(th));
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}
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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ths[i].join();
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}
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g_scope->reset(nullptr);
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}
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// ncclReduceOp with desc
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TEST(NCCL, ncclReduceOp) {
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std::unique_ptr<p::DeviceContext> ctx(new p::CPUDeviceContext(p::CPUPlace()));
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std::unique_ptr<f::Scope> g_scope(new Scope);
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std::unique_ptr<f::OpDescBind> op1(new f::OpDescBind);
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op1->SetType("ncclInit");
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op1->SetOutput("Communicator", {"comm"});
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op1->SetAttr("gpus", {gpu_list});
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auto *var = g_scope.Var("comm");
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var->GetMutable<p::Communicator>();
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auto op = f::OpRegistry::CreateOp(*op1);
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VLOG(1) << "invoke NCCLInitOp.";
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op->Run(g_scope, *ctx);
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VLOG(1) << "NCCLInitOp finished.";
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delete ctx;
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std::unique_ptr<f::OpDescBind> op2(new f::OpDescBind);
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op2->SetType("ncclReduce");
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op2->SetInput("X", {"st"});
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@ -164,53 +172,36 @@ TEST(NCCL, ncclReduceOp) {
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std::vector<std::thread> ths;
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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std::thread th(DeviceProgram<float>, gpu_list[i], *op2,
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&g_scope.NewScope());
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std::thread th(&NCCLTester::PerThreadProgram<float>, this, gpu_list[i],
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*op2.get(), &g_scope.NewScope());
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ths.emplace_back(std::move(th));
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}
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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ths[i].join();
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}
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g_scope->reset(nullptr);
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}
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// ncclBcastOp with desc
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TEST(NCCL, ncclBcastOp) {
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f::ProgramDescBind program;
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f::BlockDescBind *block = program.Block(0);
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f::OpDescBind *op1 = block->AppendOp();
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p::DeviceContext *ctx = new p::CPUDeviceContext(p::CPUPlace());
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op1->SetType("ncclInit");
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op1->SetOutput("Communicator", {"comm"});
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op1->SetAttr("gpus", {gpu_list});
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auto *var = g_scope.Var("comm");
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var->GetMutable<p::Communicator>();
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auto op = f::OpRegistry::CreateOp(*op1);
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VLOG(1) << "invoke NCCLInitOp.";
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op->Run(g_scope, *ctx);
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VLOG(1) << "NCCLInitOp finished.";
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f::OpDescBind *op2 = new f::OpDescBind;
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op2->SetType("ncclBcastSend");
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op2->SetInput("X", {"st"});
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op2->SetInput("Communicator", {"comm"});
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op2->SetOutput("Out", {"rt"});
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std::vector<std::thread> ths;
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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std::thread th(DeviceProgram<float>, gpu_list[i], *op2);
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ths.emplace_back(std::move(th));
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}
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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ths[i].join();
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}
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}
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// TEST(NCCL, ncclBcastOp) {
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// std::unique_ptr<f::OpDescBind> op2(new f::OpDescBind);
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// op2->SetType("ncclBcastSend");
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// op2->SetInput("X", {"st"});
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// op2->SetInput("Communicator", {"comm"});
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// op2->SetOutput("Out", {"rt"});
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// std::vector<std::thread> ths;
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// for (size_t i = 0; i < gpu_list.size(); ++i) {
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// std::thread th(&NCCLTester::PerThreadProgram<float>, this, gpu_list[i],
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// *op2.get(),
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// &g_scope.NewScope());
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// ths.emplace_back(std::move(th));
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// }
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// for (size_t i = 0; i < gpu_list.size(); ++i) {
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// ths[i].join();
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// }
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// }
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int main(int argc, char **argv) {
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const int dev_count = p::GetCUDADeviceCount();
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@ -228,9 +219,5 @@ int main(int argc, char **argv) {
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// device context should be release before scope.
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// otherwise driver will down.
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for (size_t i = 0; i < gpu_list.size(); ++i) {
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p::GPUPlace place(i);
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dev_ctxs.emplace_back(new p::CUDADeviceContext(place));
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}
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return RUN_ALL_TESTS();
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}
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