* 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.
*/
* \file test_aclnn_nsa_compress.cpp
* \brief
*/
#include <iostream>
#include <vector>
#include "acl/acl.h"
#include "aclnnop/aclnn_nsa_compress.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;
}
void PrintOutResult(std::vector<int64_t> &shape, void **deviceAddr)
{
auto size = GetShapeSize(shape);
std::vector<aclFloat16> resultData(size, 0);
auto ret = aclrtMemcpy(resultData.data(), resultData.size() * sizeof(resultData[0]), *deviceAddr,
size * sizeof(resultData[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);
for (int64_t i = 0; i < size; i++)
{
LOG_PRINT("mean result[%ld] is: %f\n", i, aclFloat16ToFloat(resultData[i]));
}
}
int Init(int32_t deviceId, aclrtContext *context, 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 = aclrtCreateContext(context, deviceId);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtCreateContext failed. ERROR: %d\n", ret); return ret);
ret = aclrtSetCurrentContext(*context);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclrtSetCurrentContext 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);
*tensor = aclCreateTensor(shape.data(), shape.size(), dataType, nullptr, 0, aclFormat::ACL_FORMAT_ND, shape.data(),
shape.size(), *deviceAddr);
return ACL_SUCCESS;
}
int main()
{
int32_t deviceId = 0;
aclrtContext context;
aclrtStream stream;
auto ret = Init(deviceId, &context, &stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("Init acl failed. ERROR: %d\n", ret); return ret);
void *inputDeviceAddr = nullptr;
void *weightDeviceAddr = nullptr;
void *outputDeviceAddr = nullptr;
aclTensor *input = nullptr;
aclTensor *weight = nullptr;
aclIntArray *actSeqLenOptional = nullptr;
aclTensor *output = nullptr;
int64_t compressBlockSize = 32;
int64_t compressStride = 32;
int64_t actSeqLenType = 0;
char *layout = "TND";
int32_t batchSize = 1;
int32_t sampleLen = 64;
int32_t headNum = 4;
int32_t headDim = 32;
std::vector<int64_t> inputShape = {batchSize * sampleLen, headNum, headDim};
std::vector<int64_t> weightShape = {compressBlockSize, headNum};
std::vector<int64_t> actSeqShape = {batchSize};
std::vector<aclFloat16> inputHostData(batchSize * sampleLen * headNum * headDim);
std::vector<aclFloat16> weightHostData(compressBlockSize * headNum);
std::vector<int64_t> actSeqHostData(batchSize);
for (int i = 0; i < inputHostData.size(); i++)
{
inputHostData[i] = aclFloatToFloat16(1.0);
}
for (int i = 0; i < weightHostData.size(); i++)
{
weightHostData[i] = aclFloatToFloat16(1.0);
}
int outputNum = 0;
int preActSeqLen = 0;
for (int i = 0; i < batchSize; i++)
{
if (actSeqLenType == 0)
{
actSeqHostData[i] = sampleLen + preActSeqLen;
preActSeqLen = actSeqHostData[i];
}
else if (actSeqLenType == 1)
{
actSeqHostData[i] = sampleLen;
}
if (sampleLen >= compressBlockSize)
{
outputNum += (sampleLen - compressBlockSize) / compressStride + 1;
}
}
std::vector<int64_t> outputShape = {outputNum, headNum, headDim};
std::vector<aclFloat16> outputHostData(outputNum * headNum * headDim);
ret = CreateAclTensor(inputHostData, inputShape, &inputDeviceAddr, aclDataType::ACL_FLOAT16, &input);
CHECK_RET(ret == ACL_SUCCESS, return ret);
ret = CreateAclTensor(weightHostData, weightShape, &weightDeviceAddr, aclDataType::ACL_FLOAT16, &weight);
CHECK_RET(ret == ACL_SUCCESS, return ret);
actSeqLenOptional = aclCreateIntArray(actSeqHostData.data(), actSeqHostData.size());
ret = CreateAclTensor(outputHostData, outputShape, &outputDeviceAddr, aclDataType::ACL_FLOAT16, &output);
CHECK_RET(ret == ACL_SUCCESS, return ret);
uint64_t workspaceSize = 0;
aclOpExecutor *executor;
ret = aclnnNsaCompressGetWorkspaceSize(input, weight, actSeqLenOptional, layout, compressBlockSize, compressStride,
actSeqLenType, output, &workspaceSize, &executor);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclnnNsaCompressGetWorkspaceSize 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 = aclnnNsaCompress(workspaceAddr, workspaceSize, executor, stream);
CHECK_RET(ret == ACL_SUCCESS, LOG_PRINT("aclnnNsaCompress 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);
PrintOutResult(outputShape, &outputDeviceAddr);
aclDestroyTensor(input);
aclDestroyTensor(weight);
aclDestroyIntArray(actSeqLenOptional);
aclDestroyTensor(output);
aclrtFree(inputDeviceAddr);
aclrtFree(weightDeviceAddr);
aclrtFree(outputDeviceAddr);
if (workspaceSize > 0)
{
aclrtFree(workspaceAddr);
}
aclrtDestroyStream(stream);
aclrtDestroyContext(context);
aclrtResetDevice(deviceId);
aclFinalize();
return 0;
}