* Copyright (c) 2025 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
#include <iostream>
#include <vector>
#include "acl/acl.h"
#include "aclnnop/aclnn_linalg_qr.h"
#define CHECK_RET(cond, return_expr) \
do { \
if (!(cond)) { \
return_expr; \
} \
} while (0)
#define LOG_PRINT(message, ...) \
do { \
printf(message, ##__VA_ARGS__); \
} while (0)
int64_t GetShapeSize(const std::vector<int64_t>& shape)
{
int64_t shapeSize = 1;
for (auto i : shape) {
shapeSize *= i;
}
return shapeSize;
}
int Init(int32_t deviceId, aclrtStream* stream)
{
auto ret = aclInit(nullptr);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclInit failed. ERROR: %d\n", ret); return ret);
ret = aclrtSetDevice(deviceId);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtSetDevice failed. ERROR: %d\n", ret); return ret);
ret = aclrtCreateStream(stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtCreateStream failed. ERROR: %d\n", ret); return ret);
return 0;
}
template <typename T>
int CreateAclTensor(
const std::vector<T>& hostData, const std::vector<int64_t>& shape, void** deviceAddr, aclDataType dataType,
aclTensor** tensor)
{
auto size = GetShapeSize(shape) * sizeof(T);
auto ret = aclrtMalloc(deviceAddr, size, ACL_MEM_MALLOC_HUGE_FIRST);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtMalloc failed. ERROR: %d\n", ret); return ret);
ret = aclrtMemcpy(*deviceAddr, size, hostData.data(), size, ACL_MEMCPY_HOST_TO_DEVICE);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtMemcpy failed. ERROR: %d\n", ret); return ret);
std::vector<int64_t> strides(shape.size(), 1);
for (int64_t i = shape.size() - 2; i >= 0; i--) {
strides[i] = shape[i + 1] * strides[i + 1];
}
*tensor = aclCreateTensor(
shape.data(), shape.size(), dataType, strides.data(), 0, aclFormat::ACL_FORMAT_ND, shape.data(), shape.size(),
*deviceAddr);
return 0;
}
aclError InitAcl(int32_t deviceId, aclrtStream* stream)
{
auto ret = Init(deviceId, stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("Init acl failed. ERROR: %d\n", ret); return ret);
return ACL_SUCCESS;
}
aclError CreateInputs(
std::vector<int64_t>& selfShape, std::vector<int64_t>& qOutShape, std::vector<int64_t>& rOutShape,
void** selfDeviceAddr, void** qOutDeviceAddr, void** rOutDeviceAddr, aclTensor** self, aclTensor** qOut,
aclTensor** rOut)
{
std::vector<float> selfHostData = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15};
std::vector<float> qOutHostData = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15};
std::vector<float> rOutHostData = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15};
auto ret = CreateAclTensor(selfHostData, selfShape, selfDeviceAddr, aclDataType::ACL_FLOAT, self);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(qOutHostData, qOutShape, qOutDeviceAddr, aclDataType::ACL_FLOAT, qOut);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(rOutHostData, rOutShape, rOutDeviceAddr, aclDataType::ACL_FLOAT, rOut);
CHECK_RET(ret == ACL_SUCCESS, return ret);
return ACL_SUCCESS;
}
aclError ExecOpApi(
aclTensor* self, aclTensor* qOut, aclTensor* rOut, int64_t mode, void** workspaceAddrOut, uint64_t& workspaceSize,
void* qOutDeviceAddr, void* rOutDeviceAddr, std::vector<int64_t>& qOutShape, std::vector<int64_t>& rOutShape,
aclrtStream stream)
{
aclOpExecutor* executor;
auto ret = aclnnLinalgQrGetWorkspaceSize(self, mode, qOut, rOut, &workspaceSize, &executor);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclnnLinalgQrGetWorkspaceSize failed. ERROR: %d\n", ret); return ret);
void* workspaceAddr = nullptr;
if (workspaceSize > 0) {
ret = aclrtMalloc(&workspaceAddr, workspaceSize, ACL_MEM_MALLOC_HUGE_FIRST);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("allocate workspace failed. ERROR: %d\n", ret); return ret);
}
*workspaceAddrOut = workspaceAddr;
ret = aclnnLinalgQr(workspaceAddr, workspaceSize, executor, stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclnnLinalgQr failed. ERROR: %d\n", ret); return ret);
ret = aclrtSynchronizeStream(stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtSynchronizeStream failed. ERROR: %d\n", ret); return ret);
auto size1 = GetShapeSize(qOutShape);
std::vector<double> resultData1(size1, 0);
ret = aclrtMemcpy(
resultData1.data(), resultData1.size() * sizeof(resultData1[0]), qOutDeviceAddr, size1 * sizeof(resultData1[0]),
ACL_MEMCPY_DEVICE_TO_HOST);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("copy result from device to host failed. ERROR: %d\n", ret); return ret);
for (int64_t i = 0; i < size1; i++) {
LOG_PRINT("result[%ld] is: %f\n", i, resultData1[i]);
}
auto size2 = GetShapeSize(rOutShape);
std::vector<float> resultData2(size2, 0);
ret = aclrtMemcpy(
resultData2.data(), resultData2.size() * sizeof(resultData2[0]), rOutDeviceAddr, size2 * sizeof(resultData2[0]),
ACL_MEMCPY_DEVICE_TO_HOST);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("copy result from device to host failed. ERROR: %d\n", ret); return ret);
for (int64_t i = 0; i < size2; i++) {
LOG_PRINT("result[%ld] is: %f\n", i, resultData2[i]);
}
return ACL_SUCCESS;
}
int main()
{
int32_t deviceId = 0;
aclrtStream stream;
auto ret = InitAcl(deviceId, &stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("InitAcl failed. ERROR: %d\n", ret); return ret);
std::vector<int64_t> selfShape = {1, 1, 4, 4};
std::vector<int64_t> qOutShape = {1, 1, 4, 4};
std::vector<int64_t> rOutShape = {1, 1, 4, 4};
void* selfDeviceAddr = nullptr;
void* qOutDeviceAddr = nullptr;
void* rOutDeviceAddr = nullptr;
aclTensor* self = nullptr;
aclTensor* qOut = nullptr;
aclTensor* rOut = nullptr;
ret = CreateInputs(
selfShape, qOutShape, rOutShape, &selfDeviceAddr, &qOutDeviceAddr, &rOutDeviceAddr, &self, &qOut, &rOut);
CHECK_RET(ret == ACL_SUCCESS, return ret);
int64_t mode = 0;
uint64_t workspaceSize = 0;
void* workspaceAddr = nullptr;
ret = ExecOpApi(
self, qOut, rOut, mode, &workspaceAddr, workspaceSize, qOutDeviceAddr, rOutDeviceAddr, qOutShape, rOutShape,
stream);
CHECK_RET(ret == ACL_SUCCESS, return ret);
aclDestroyTensor(self);
aclDestroyTensor(qOut);
aclDestroyTensor(rOut);
aclrtFree(selfDeviceAddr);
aclrtFree(qOutDeviceAddr);
aclrtFree(rOutDeviceAddr);
if (workspaceSize > 0) {
aclrtFree(workspaceAddr);
}
aclrtDestroyStream(stream);
aclrtResetDevice(deviceId);
aclFinalize();
return 0;
}