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mscclpp/python/test/executor_test_verifier.cu
Ziyue Yang 9526d76fc7 Add kernel-based verification for executor_test (#378)
Add kernels to fill and test data for correctness test in
executor_test.py.
2024-11-07 14:14:20 +08:00

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4.7 KiB
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// Copyright (c) Microsoft Corporation.
// Licensed under the MIT license.
#include <assert.h>
#if defined(__HIP_PLATFORM_AMD__)
#include <hip/hip_fp16.h>
#else
#include <cuda_fp16.h>
#endif
// Numerical Recipes ranqd1, Chapter 7.1, §An Even Quicker Generator, Eq. 7.1.6
// parameters from Knuth and H. W. Lewis
static __device__ unsigned int ranqd1(unsigned int seed) {
const unsigned int a = 1664525;
const unsigned int c = 1013904223;
return a * seed + c;
}
// fill/test kernel pairs must have the same thread block size to
// match their random number series.
#define FILL_DATA(FuncNameType, DataType) \
extern "C" __global__ void __launch_bounds__(1024, 1) \
fill_data_##FuncNameType(DataType* input_buf, size_t num_elems, int rank, int seq) { \
unsigned int seed = (unsigned int)(blockIdx.x * blockDim.x + threadIdx.x + rank + seq); \
for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < num_elems; i += blockDim.x * gridDim.x) { \
seed = ranqd1(seed); \
input_buf[i] = DataType(seed % blockDim.x) / DataType(blockDim.x); \
} \
}
FILL_DATA(float16, __half)
FILL_DATA(float32, float)
FILL_DATA(int32, int)
#define TEST_DATA_ALL_GATHER(FuncNameType, DataType) \
extern "C" __global__ void __launch_bounds__(1024, 1) test_data_all_gather_##FuncNameType( \
DataType* result_buf, DataType* test_buf, size_t num_elems, int num_ranks, int seq) { \
for (int rank = 0; rank < num_ranks; rank++) { \
size_t rank_offset = rank * num_elems; \
unsigned int seed = (unsigned int)(blockIdx.x * blockDim.x + threadIdx.x + rank + seq); \
for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < num_elems; i += blockDim.x * gridDim.x) { \
seed = ranqd1(seed); \
test_buf[rank_offset + i] = DataType(seed % blockDim.x) / DataType(blockDim.x); \
assert(result_buf[i] == test_buf[i]); \
} \
} \
}
TEST_DATA_ALL_GATHER(float16, __half)
TEST_DATA_ALL_GATHER(float32, float)
TEST_DATA_ALL_GATHER(int32, int)
#define TEST_DATA_ALL_REDUCE(FuncNameType, DataType) \
extern "C" __global__ void __launch_bounds__(1024, 1) test_data_all_reduce_##FuncNameType( \
DataType* result_buf, DataType* test_buf, size_t num_elems, int num_ranks, int seq) { \
for (int rank = 0; rank < num_ranks; rank++) { \
unsigned int seed = (unsigned int)(blockIdx.x * blockDim.x + threadIdx.x + rank + seq); \
for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < num_elems; i += blockDim.x * gridDim.x) { \
if (rank == 0) { \
test_buf[i] = 0; \
} \
seed = ranqd1(seed); \
test_buf[i] += DataType(seed % blockDim.x) / DataType(blockDim.x); \
} \
} \
for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < num_elems; i += blockDim.x * gridDim.x) { \
assert(abs(float(result_buf[i]) - float(test_buf[i])) < 1e-3 * num_ranks); \
} \
}
TEST_DATA_ALL_REDUCE(float16, __half)
TEST_DATA_ALL_REDUCE(float32, float)
TEST_DATA_ALL_REDUCE(int32, int)