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@@ -76,6 +76,45 @@ class MockGroupClient final : public opr::GroupClient { |
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TEST(TestOprCollectiveComm, AllReduce) { |
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REQUIRE_GPU(2); |
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auto run_mode = [](const Mode mode) { |
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auto cn0 = CompNode::load("gpu0"); |
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auto cn1 = CompNode::load("gpu1"); |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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auto host_x1 = gen({28, 28}); |
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HostTensorND host_y0, host_y1, host_y_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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auto graph = ComputingGraph::make(); |
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auto x0 = opr::Host2DeviceCopy::make(*graph, host_x0, cn0); |
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auto x1 = opr::Host2DeviceCopy::make(*graph, host_x1, cn0); |
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auto x1c = opr::Copy::make(x1, cn1); |
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auto y0 = opr::CollectiveComm::make({x0}, graph.get(), "all_reduce", |
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2, 0, 0, client, {mode}, dtype::Float32(), "nccl")[0]; |
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auto y1 = opr::CollectiveComm::make({x1c}, graph.get(), "all_reduce", |
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2, 1, 0, client, {mode}, dtype::Float32(), "nccl")[0]; |
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auto y_expect = make_all_reduce_output(mode, {x0, x1}); |
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auto func = graph->compile({make_callback_copy(y0, host_y0), |
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make_callback_copy(y1, host_y1), |
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make_callback_copy(y_expect, host_y_expect)}); |
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func->execute(); |
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MGB_ASSERT_TENSOR_EQ(host_y_expect, host_y0); |
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MGB_ASSERT_TENSOR_EQ(host_y_expect, host_y1); |
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}; |
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run_mode(Mode::ALL_REDUCE_MAX); |
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run_mode(Mode::ALL_REDUCE_MIN); |
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run_mode(Mode::ALL_REDUCE_SUM); |
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} |
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TEST(TestOprCollectiveComm, AllReduceMultiThread) { |
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REQUIRE_GPU(2); |
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auto cn0 = CompNode::load("gpu0"); |
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auto cn1 = CompNode::load("gpu1"); |
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@@ -228,6 +267,38 @@ TEST(TestOprCollectiveComm, AllGather) { |
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HostTensorND host_y0, host_y1, host_y_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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auto graph = ComputingGraph::make(); |
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auto x0 = opr::Host2DeviceCopy::make(*graph, host_x0, cn0); |
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auto x1 = opr::Host2DeviceCopy::make(*graph, host_x1, cn0); |
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auto x1c = opr::Copy::make(x1, cn1); |
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auto y0 = opr::CollectiveComm::make({x0}, graph.get(), "all_gather", |
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2, 0, 0, client, {Mode::ALL_GATHER}, dtype::Float32(), "nccl")[0]; |
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auto y1 = opr::CollectiveComm::make({x1c}, graph.get(), "all_gather", |
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2, 1, 0, client, {Mode::ALL_GATHER}, dtype::Float32(), "nccl")[0]; |
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auto y_expect = opr::Concat::make({x0, x1}, 0); |
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auto func = graph->compile({make_callback_copy(y0, host_y0), |
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make_callback_copy(y1, host_y1), |
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make_callback_copy(y_expect, host_y_expect)}); |
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func->execute(); |
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MGB_ASSERT_TENSOR_EQ(host_y_expect, host_y0); |
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MGB_ASSERT_TENSOR_EQ(host_y_expect, host_y1); |
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} |
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TEST(TestOprCollectiveComm, AllGatherMultiThread) { |
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REQUIRE_GPU(2); |
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auto cn0 = CompNode::load("gpu0"); |
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auto cn1 = CompNode::load("gpu1"); |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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auto host_x1 = gen({28, 28}); |
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HostTensorND host_y0, host_y1, host_y_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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auto run_0 = [&]() { // rank 0 |
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auto graph0 = ComputingGraph::make(); |
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@@ -361,6 +432,39 @@ TEST(TestOprCollectiveComm, ReduceScatterSum) { |
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auto cn1 = CompNode::load("gpu1"); |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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auto host_x1 = gen({28, 28}); |
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HostTensorND host_y0, host_y1, host_y0_expect, host_y1_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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auto graph = ComputingGraph::make(); |
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auto x0 = opr::Host2DeviceCopy::make(*graph, host_x0, cn0); |
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auto x1 = opr::Host2DeviceCopy::make(*graph, host_x1, cn0); |
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auto x1c = opr::Copy::make(x1, cn1); |
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auto y0 = opr::CollectiveComm::make({x0}, graph.get(), "reduce_scatter_sum", |
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2, 0, 0, client, {Mode::REDUCE_SCATTER_SUM}, dtype::Float32(), "nccl")[0]; |
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auto y1 = opr::CollectiveComm::make({x1c}, graph.get(), "reduce_scatter_sum", |
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2, 1, 0, client, {Mode::REDUCE_SCATTER_SUM}, dtype::Float32(), "nccl")[0]; |
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auto y_expect = make_reduce_scatter_sum_output({x0, x1}); |
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auto func = graph->compile({make_callback_copy(y0, host_y0), |
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make_callback_copy(y1, host_y1), |
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make_callback_copy(y_expect[0], host_y0_expect), |
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make_callback_copy(y_expect[1], host_y1_expect)}); |
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func->execute(); |
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MGB_ASSERT_TENSOR_EQ(host_y0_expect, host_y0); |
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MGB_ASSERT_TENSOR_EQ(host_y1_expect, host_y1); |
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} |
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TEST(TestOprCollectiveComm, ReduceScatterSumMultiThread) { |
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REQUIRE_GPU(2); |
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auto cn0 = CompNode::load("gpu0"); |
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auto cn1 = CompNode::load("gpu1"); |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({8}); |
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auto host_x1 = gen({8}); |
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HostTensorND host_y0, host_y1, host_y0_expect, host_y1_expect; |
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@@ -502,6 +606,37 @@ TEST(TestOprCollectiveComm, ReduceSum) { |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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auto host_x1 = gen({28, 28}); |
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HostTensorND host_y0, host_y1, host_y_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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auto graph = ComputingGraph::make(); |
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auto x0 = opr::Host2DeviceCopy::make(*graph, host_x0, cn0); |
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auto x1 = opr::Host2DeviceCopy::make(*graph, host_x1, cn0); |
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auto x1c = opr::Copy::make(x1, cn1); |
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auto y0 = opr::CollectiveComm::make({x0}, graph.get(), "reduce_sum", |
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2, 0, 0, client, {Mode::REDUCE_SUM}, dtype::Float32(), "nccl")[0]; |
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auto y1 = opr::CollectiveComm::make({x1c}, graph.get(), "reduce_sum", |
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2, 1, 0, client, {Mode::REDUCE_SUM}, dtype::Float32(), "nccl")[0]; |
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auto y_expect = x0 + x1; |
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auto func = graph->compile({make_callback_copy(y0, host_y0), |
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make_callback_copy(y1, host_y1), |
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make_callback_copy(y_expect, host_y_expect)}); |
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func->execute(); |
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MGB_ASSERT_TENSOR_EQ(host_y_expect, host_y0); |
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} |
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TEST(TestOprCollectiveComm, ReduceSumMultiThread) { |
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REQUIRE_GPU(2); |
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auto cn0 = CompNode::load("gpu0"); |
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auto cn1 = CompNode::load("gpu1"); |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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auto host_x1 = gen({28, 28}); |
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HostTensorND host_y0, host_y_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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@@ -625,6 +760,36 @@ TEST(TestOprCollectiveComm, Broadcast) { |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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HostTensorND host_y0, host_y1, host_y_expect; |
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auto client = std::make_shared<MockGroupClient>(); |
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auto graph = ComputingGraph::make(); |
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auto x0 = opr::Host2DeviceCopy::make(*graph, host_x0, cn0); |
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auto y0 = opr::CollectiveComm::make({x0}, graph.get(), "broadcast", |
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2, 0, 0, client, {Mode::BROADCAST}, dtype::Float32(), "nccl")[0]; |
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auto y_dev = std::make_shared<DeviceTensorND>(DeviceTensorND() |
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.comp_node(cn1) |
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.dtype(dtype::Float32()) |
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.resize(host_x0->shape())); |
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auto y1 = opr::CollectiveComm::make({}, graph.get(), "broadcast", 2, 1, 0, |
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client, {y_dev}, {Mode::BROADCAST}, dtype::Float32(), "nccl", {cn1})[0]; |
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auto func = graph->compile({make_callback_copy(y0, host_y0), |
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make_callback_copy(y1, host_y1)}); |
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func->execute(); |
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MGB_ASSERT_TENSOR_EQ(*host_x0, host_y0); |
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MGB_ASSERT_TENSOR_EQ(*host_x0, host_y1); |
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} |
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TEST(TestOprCollectiveComm, BroadcastMultiThread) { |
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REQUIRE_GPU(2); |
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auto cn0 = CompNode::load("gpu0"); |
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auto cn1 = CompNode::load("gpu1"); |
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HostTensorGenerator<> gen; |
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auto host_x0 = gen({28, 28}); |
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HostTensorND host_y0, host_y1; |
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auto client = std::make_shared<MockGroupClient>(); |
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