Added new unit tests for AllReduce with Bias API (#2036)

* Added new unit tests for AllReduce with Bias API

* Address review comments
This commit is contained in:
Atul Kulkarni
2025-12-03 17:37:34 -06:00
committed by GitHub
parent 185e78a8f0
commit 7c12b0b76b
9 changed files with 586 additions and 18 deletions
+444
View File
@@ -249,4 +249,448 @@ namespace RcclUnitTesting
}
callCollectiveForked(nranks, ncclCollAllReduce, sendBuff, recvBuff, expected, use_managed_mem);
}
#ifdef RCCL_ALLREDUCE_WITH_BIAS
// Note: All bias tests require:
// nRanks >= 2 (bias NOT supported for single rank)
// Named constants for bias test configuration
namespace BiasTestConstants
{
// Element counts for different operations
constexpr std::initializer_list<int> STANDARD_ELEM_COUNTS = {2048, 384}; // For Sum/Max/Min
constexpr std::initializer_list<int> PROD_ELEM_COUNTS_MEDIUM = {32}; // For Int32/Uint32 Prod
constexpr std::initializer_list<int> PROD_ELEM_COUNTS_LARGE = {64}; // For Int8/Uint8/Int64/Uint64/Float Prod
// Bias and input pattern constants
constexpr int BIAS_CONSTANT_ONE = 1; // Use constant bias value of 1 (prevents overflow)
constexpr int BIAS_INCREMENTAL_PATTERN
= -1; // Use incremental pattern: bias[i] = i (more thorough testing)
constexpr int INPUT_RANK_BASED_PATTERN
= -1; // Use rank-based pattern: input[rank][i] = (rank+i)%256
constexpr int INPUT_CONSTANT_ONE = 1; // Use constant input value of 1 (prevents overflow)
} // namespace BiasTestConstants
/*
* @brief Helper function for running bias tests with specific datatype and redOp
* @param dataType Data type
* @param redOp Reduction operation
* @param numElements Number of elements
* @param biasConstVal Bias constant value, -1 for incremental bias
* @param inputConstVal Input constant value, -1 for rank-based input
*/
void RunBiasTest(ncclDataType_t dataType,
ncclRedOp_t redOp,
std::vector<int> numElements,
int biasConstVal = BiasTestConstants::BIAS_INCREMENTAL_PATTERN,
int inputConstVal = BiasTestConstants::INPUT_RANK_BASED_PATTERN)
{
// Create TestBed first (doesn't create child processes yet)
TestBed testBed;
// Check if architecture is gfx94 (covers gfx942) or gfx95 (covers gfx950)
if (!testBed.ev.isGfx94 && !testBed.ev.isGfx95)
{
INFO("SKIPPED: AllReduce with Bias is only supported on gfx942 or gfx950 architectures.\n");
return;
}
bool const inPlace = false;
bool const useManagedMem = false;
bool const useHipGraph = false;
OptionalColArgs options;
options.useBias = true;
options.redOp = redOp;
options.biasConstantValue = biasConstVal;
options.inputConstantValue = inputConstVal;
bool isCorrect = true;
for(int totalRanks : testBed.ev.GetNumGpusList())
{
if(totalRanks < 2)
continue;
int const numProcesses = totalRanks;
bool const isMultiProcess = true;
const std::vector<int>& gpuPriorityOrder = testBed.ev.GetGpuPriorityOrder();
testBed.InitComms(TestBed::GetDeviceIdsList(numProcesses, totalRanks, gpuPriorityOrder));
for(auto numElem : numElements)
{
if(!isCorrect)
break;
if(testBed.ev.showNames)
{
std::string name = testBed.GetTestCaseName(totalRanks,
isMultiProcess,
ncclCollAllReduce,
dataType,
redOp,
-1,
inPlace,
useManagedMem,
useHipGraph);
INFO(" %s (with bias, count=%d)\n", name.c_str(), numElem);
}
options.biasNumElements = numElem;
testBed.SetCollectiveArgs(ncclCollAllReduce,
dataType,
numElem,
numElem,
options,
-1,
0,
-1);
testBed.AllocateMem(inPlace, useManagedMem);
testBed.PrepareData();
testBed.ExecuteCollectives({}, useHipGraph);
testBed.ValidateResults(isCorrect);
testBed.DeallocateMem();
}
testBed.DestroyComms();
}
testBed.Finalize();
}
// Int8 Tests
TEST(AllReduce, BiasInt8_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt8,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt8_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt8,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt8_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt8,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt8_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt8,
ncclProd,
PROD_ELEM_COUNTS_LARGE,
BIAS_CONSTANT_ONE,
INPUT_CONSTANT_ONE);
}
// Uint8 Tests
TEST(AllReduce, BiasUint8_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint8,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint8_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint8,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint8_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint8,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint8_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint8,
ncclProd,
PROD_ELEM_COUNTS_LARGE,
BIAS_CONSTANT_ONE,
INPUT_CONSTANT_ONE);
}
// Int32 Tests
TEST(AllReduce, BiasInt32_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt32,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt32_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt32,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt32_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt32,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt32_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt32,
ncclProd,
PROD_ELEM_COUNTS_MEDIUM,
BIAS_CONSTANT_ONE,
INPUT_CONSTANT_ONE);
}
// Uint32 Tests
TEST(AllReduce, BiasUint32_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint32,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint32_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint32,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint32_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint32,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_CONSTANT_ONE,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint32_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint32,
ncclProd,
PROD_ELEM_COUNTS_MEDIUM,
BIAS_CONSTANT_ONE,
INPUT_CONSTANT_ONE);
}
// Int64 Tests
TEST(AllReduce, BiasInt64_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt64,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt64_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt64,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt64_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt64,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasInt64_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclInt64,
ncclProd,
PROD_ELEM_COUNTS_LARGE,
BIAS_INCREMENTAL_PATTERN,
INPUT_CONSTANT_ONE);
}
// Uint64 Tests
TEST(AllReduce, BiasUint64_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint64,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint64_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint64,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint64_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint64,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasUint64_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclUint64,
ncclProd,
PROD_ELEM_COUNTS_LARGE,
BIAS_INCREMENTAL_PATTERN,
INPUT_CONSTANT_ONE);
}
// Float32 Tests
TEST(AllReduce, BiasFloat32_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat32,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasFloat32_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat32,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasFloat32_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat32,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasFloat32_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat32,
ncclProd,
PROD_ELEM_COUNTS_LARGE,
BIAS_INCREMENTAL_PATTERN,
INPUT_CONSTANT_ONE);
}
// Float64 Tests
TEST(AllReduce, BiasFloat64_Sum)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat64,
ncclSum,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasFloat64_Max)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat64,
ncclMax,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasFloat64_Min)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat64,
ncclMin,
STANDARD_ELEM_COUNTS,
BIAS_INCREMENTAL_PATTERN,
INPUT_RANK_BASED_PATTERN);
}
TEST(AllReduce, BiasFloat64_Prod)
{
using namespace BiasTestConstants;
RunBiasTest(ncclFloat64,
ncclProd,
PROD_ELEM_COUNTS_LARGE,
BIAS_INCREMENTAL_PATTERN,
INPUT_CONSTANT_ONE);
}
#else
// If RCCL_ALLREDUCE_WITH_BIAS is not defined, skip all bias tests
TEST(AllReduce, BiasNotAvailable)
{
INFO("SKIPPED: RCCL_ALLREDUCE_WITH_BIAS not defined - bias tests skipped\n");
return;
}
#endif
}