* 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_flat_quant.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 shape_size = 1;
for (auto i : shape) {
shape_size *= i;
}
return shape_size;
}
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;
}
int main()
{
int32_t deviceId = 0;
aclrtStream stream;
auto ret = Init(deviceId, &stream);
CHECK_RET(ret == 0, LOG_PRINT("Init acl failed. ERROR: %d\n", ret); return ret);
std::vector<int64_t> xShape = {16, 16, 16};
std::vector<int64_t> kroneckerP1Shape = {16, 16};
std::vector<int64_t> kroneckerP2Shape = {16, 16};
std::vector<int64_t> outShape = {16, 16, 2};
std::vector<int64_t> quantScaleShape = {16};
void* xDeviceAddr = nullptr;
void* kroneckerP1DeviceAddr = nullptr;
void* kroneckerP2DeviceAddr = nullptr;
void* outDeviceAddr = nullptr;
void* quantScaleDeviceAddr = nullptr;
aclTensor* x = nullptr;
aclTensor* kroneckerP1 = nullptr;
aclTensor* kroneckerP2 = nullptr;
aclTensor* out = nullptr;
aclTensor* quantScale = nullptr;
double clipRatio = 1.0;
std::vector<aclFloat16> xHostData(16 * 16 * 16, aclFloatToFloat16(1));
std::vector<aclFloat16> kroneckerP1HostData(16 * 16, aclFloatToFloat16(1));
std::vector<aclFloat16> kroneckerP2HostData(16 * 16, aclFloatToFloat16(1));
std::vector<int32_t> outHostData(16 * 16 * 2, 1);
std::vector<float> quantScaleHostData(16, 0);
ret = CreateAclTensor(xHostData, xShape, &xDeviceAddr, aclDataType::ACL_FLOAT16, &x);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(kroneckerP1HostData, kroneckerP1Shape, &kroneckerP1DeviceAddr, aclDataType::ACL_FLOAT16,
&kroneckerP1);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(kroneckerP2HostData, kroneckerP2Shape, &kroneckerP2DeviceAddr, aclDataType::ACL_FLOAT16,
&kroneckerP2);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(outHostData, outShape, &outDeviceAddr, aclDataType::ACL_INT32, &out);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(quantScaleHostData, quantScaleShape, &quantScaleDeviceAddr, aclDataType::ACL_FLOAT,
&quantScale);
CHECK_RET(ret == ACL_SUCCESS, return ret);
uint64_t workspaceSize = 0;
aclOpExecutor* executor;
ret = aclnnFlatQuantGetWorkspaceSize(x, kroneckerP1, kroneckerP2, clipRatio, out, quantScale, &workspaceSize,
&executor);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclnnFlatQuantGetWorkspaceSize 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;);
}
ret = aclnnFlatQuant(workspaceAddr, workspaceSize, executor, stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclnnFlatQuant 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 size = GetShapeSize(outShape);
std::vector<int32_t> resultData(size, 0);
ret = aclrtMemcpy(resultData.data(), resultData.size() * sizeof(resultData[0]), outDeviceAddr,
size * sizeof(int32_t), 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 < size; i++) {
LOG_PRINT("result[%ld] is: %d\n", i, resultData[i]);
}
auto quantScaleSize = GetShapeSize(quantScaleShape);
std::vector<float> quantScaleResultData(quantScaleSize, 0);
ret = aclrtMemcpy(quantScaleResultData.data(), quantScaleResultData.size() * sizeof(quantScaleResultData[0]),
quantScaleDeviceAddr, quantScaleSize * sizeof(float), 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 < quantScaleSize; i++) {
LOG_PRINT("result[%ld] is: %f\n", i, quantScaleResultData[i]);
}
aclDestroyTensor(x);
aclDestroyTensor(kroneckerP1);
aclDestroyTensor(kroneckerP2);
aclDestroyTensor(out);
aclDestroyTensor(quantScale);
aclrtFree(xDeviceAddr);
aclrtFree(kroneckerP1DeviceAddr);
aclrtFree(kroneckerP2DeviceAddr);
aclrtFree(outDeviceAddr);
aclrtFree(quantScaleDeviceAddr);
if (workspaceSize > 0) {
aclrtFree(workspaceAddr);
}
aclrtDestroyStream(stream);
aclrtResetDevice(deviceId);
aclFinalize();
return 0;
}