Stanley Tsang
116 Zeilen
4.6 KiB
C++
116 Zeilen
4.6 KiB
C++
/*************************************************************************
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* Copyright (c) 2019-2020 Advanced Micro Devices, Inc. All rights reserved.
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*
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* See LICENSE.txt for license information
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************************************************************************/
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#include "test_AllGather.hpp"
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namespace CorrectnessTests
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{
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TEST_P(AllGatherCorrectnessTest, Correctness)
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{
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if (numDevices > numDevicesAvailable) return;
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if (numElements % numDevices != 0) return;
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// Prepare input / output / expected results
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Dataset dataset;
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dataset.Initialize(numDevices, numElements, dataType, inPlace);
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FillDatasetWithPattern(dataset);
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ComputeExpectedResults(dataset);
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size_t const byteCount = dataset.NumBytes() / dataset.numDevices;
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size_t const sendCount = dataset.numElements / dataset.numDevices;
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// Launch the reduction (1 thread per GPU)
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ncclGroupStart();
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for (int i = 0; i < numDevices; i++)
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{
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ncclAllGather((int8_t *)dataset.inputs[i] + (i * byteCount),
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dataset.outputs[i], sendCount,
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dataType, comms[i], streams[i]);
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}
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ncclGroupEnd();
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// Wait for reduction to complete
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Synchronize();
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// Check results
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ValidateResults(dataset);
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dataset.Release();
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}
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TEST_P(AllGatherCorrectnessTest, Alignment)
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{
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if (numDevices > numDevicesAvailable) return;
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if (numElements % numDevices != 0) return;
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// Allocate dataset
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Dataset dataset;
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dataset.Initialize(numDevices, numElements, dataType, inPlace);
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// Loop over several offsets (so that device pointers are not aligned)
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for (int firstElement = 1; firstElement <= 11; firstElement += 2)
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{
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if (firstElement < numElements)
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{
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// Select last element so that total number of elements is multiple of numDevices
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int const lastElement = firstElement + ((numElements - firstElement) / numDevices) * numDevices - 1;
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if (lastElement >= numElements) break;
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Dataset subDataset;
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dataset.ExtractSubDataset(firstElement, lastElement, subDataset);
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// Compute reference results for sub-dataset
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FillDatasetWithPattern(subDataset);
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ComputeExpectedResults(subDataset);
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size_t const byteCount = subDataset.NumBytes() / subDataset.numDevices;
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size_t const sendCount = subDataset.numElements / subDataset.numDevices;
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// Launch the reduction (1 thread per GPU)
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ncclGroupStart();
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for (int i = 0; i < numDevices; i++)
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{
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ncclAllGather((int8_t *)subDataset.inputs[i] + (i * byteCount),
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subDataset.outputs[i], sendCount,
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dataType, comms[i], streams[i]);
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}
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ncclGroupEnd();
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// Wait for reduction to complete
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Synchronize();
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// Check results
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ValidateResults(subDataset);
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}
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}
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dataset.Release();
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}
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INSTANTIATE_TEST_SUITE_P(AllGatherCorrectnessSweep,
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AllGatherCorrectnessTest,
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testing::Combine(
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// Reduction operator (not used)
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testing::Values(ncclSum),
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// Data types
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testing::Values(ncclInt8,
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ncclUint8,
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ncclInt32,
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ncclUint32,
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ncclInt64,
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ncclUint64,
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//ncclFloat16,
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ncclFloat32,
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ncclFloat64,
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ncclBfloat16),
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// Number of elements
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testing::Values(2520, 3026520),
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// Number of devices
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testing::Values(2,3,4,5,6,7,8),
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// In-place or not
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testing::Values(false, true),
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testing::Values("")),
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CorrectnessTest::PrintToStringParamName());
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} // namespace
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