Spaces:
Runtime error
Runtime error
File size: 13,148 Bytes
4bdb245 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 |
// SPDX-License-Identifier: Apache-2.0
#include "kompute/Tensor.hpp"
namespace kp {
std::string
Tensor::toString(Tensor::TensorDataTypes dt)
{
switch (dt) {
case TensorDataTypes::eBool:
return "eBool";
case TensorDataTypes::eInt:
return "eInt";
case TensorDataTypes::eUnsignedInt:
return "eUnsignedInt";
case TensorDataTypes::eFloat:
return "eFloat";
case TensorDataTypes::eDouble:
return "eDouble";
default:
return "unknown";
}
}
std::string
Tensor::toString(Tensor::TensorTypes dt)
{
switch (dt) {
case TensorTypes::eDevice:
return "eDevice";
case TensorTypes::eHost:
return "eHost";
case TensorTypes::eStorage:
return "eStorage";
default:
return "unknown";
}
}
Tensor::Tensor(std::shared_ptr<vk::PhysicalDevice> physicalDevice,
std::shared_ptr<vk::Device> device,
void* data,
uint32_t elementTotalCount,
uint32_t elementMemorySize,
const TensorDataTypes& dataType,
vk::DeviceMemory *primaryMemory,
vk::Buffer *primaryBuffer,
vk::DeviceMemory *stagingMemory,
vk::Buffer *stagingBuffer,
vk::DeviceSize offset,
const TensorTypes& tensorType)
{
KP_LOG_DEBUG("Kompute Tensor constructor data length: {}, and type: {}",
elementTotalCount,
Tensor::toString(tensorType));
this->mPhysicalDevice = physicalDevice;
this->mDevice = device;
this->mDataType = dataType;
this->mTensorType = tensorType;
this->rebuild(data, elementTotalCount, elementMemorySize, primaryMemory, primaryBuffer, stagingMemory, stagingBuffer, offset);
}
Tensor::~Tensor()
{
KP_LOG_DEBUG("Kompute Tensor destructor started. Type: {}",
Tensor::toString(this->tensorType()));
if (this->mDevice) {
this->destroy();
}
KP_LOG_DEBUG("Kompute Tensor destructor success");
}
void
Tensor::rebuild(void* /*data*/,
uint32_t elementTotalCount,
uint64_t memorySize,
vk::DeviceMemory *primaryMemory,
vk::Buffer *primaryBuffer,
vk::DeviceMemory *stagingMemory,
vk::Buffer *stagingBuffer,
vk::DeviceSize offset)
{
KP_LOG_DEBUG("Kompute Tensor rebuilding with size {}", elementTotalCount);
this->mSize = elementTotalCount;
this->mMemorySize = memorySize;
this->mOffset = offset;
if (this->mPrimaryBuffer || this->mPrimaryMemory) {
KP_LOG_DEBUG(
"Kompute Tensor destroying existing resources before rebuild");
this->destroy();
}
this->setGPUResources(primaryMemory, primaryBuffer, stagingMemory, stagingBuffer, offset);
}
Tensor::TensorTypes
Tensor::tensorType()
{
return this->mTensorType;
}
bool
Tensor::isInit()
{
return this->mDevice && this->mPrimaryBuffer && this->mPrimaryMemory &&
this->mRawData;
}
uint32_t
Tensor::size()
{
return this->mSize;
}
uint64_t
Tensor::memorySize()
{
return this->mMemorySize;
}
kp::Tensor::TensorDataTypes
Tensor::dataType()
{
return this->mDataType;
}
void*
Tensor::rawData()
{
return this->mRawData;
}
void
Tensor::setRawData(const void* data)
{
memcpy(this->mRawData, data, this->memorySize());
}
void
Tensor::recordCopyFrom(const vk::CommandBuffer& commandBuffer,
std::shared_ptr<Tensor> copyFromTensor)
{
vk::DeviceSize bufferSize(this->memorySize());
vk::BufferCopy copyRegion(mOffset, mOffset, bufferSize);
KP_LOG_DEBUG("Kompute Tensor recordCopyFrom data size {}.", bufferSize);
this->recordCopyBuffer(commandBuffer,
copyFromTensor->mPrimaryBuffer,
this->mPrimaryBuffer,
bufferSize,
copyRegion);
}
void
Tensor::recordCopyFromStagingToDevice(const vk::CommandBuffer& commandBuffer)
{
if (!this->mStagingBuffer)
return;
vk::DeviceSize bufferSize(this->memorySize());
vk::BufferCopy copyRegion(mOffset, mOffset, bufferSize);
KP_LOG_DEBUG("Kompute Tensor copying data size {}.", bufferSize);
this->recordCopyBuffer(commandBuffer,
this->mStagingBuffer,
this->mPrimaryBuffer,
bufferSize,
copyRegion);
}
void
Tensor::recordCopyFromDeviceToStaging(const vk::CommandBuffer& commandBuffer)
{
if (!this->mStagingBuffer)
return;
vk::DeviceSize bufferSize(this->memorySize());
vk::BufferCopy copyRegion(mOffset, mOffset, bufferSize);
KP_LOG_DEBUG("Kompute Tensor copying data size {}.", bufferSize);
this->recordCopyBuffer(commandBuffer,
this->mPrimaryBuffer,
this->mStagingBuffer,
bufferSize,
copyRegion);
}
void
Tensor::recordCopyBuffer(const vk::CommandBuffer& commandBuffer,
vk::Buffer *bufferFrom,
vk::Buffer *bufferTo,
vk::DeviceSize /*bufferSize*/,
vk::BufferCopy copyRegion)
{
commandBuffer.copyBuffer(*bufferFrom, *bufferTo, copyRegion);
}
void
Tensor::recordFill(const vk::CommandBuffer &commandBuffer,
uint32_t fill)
{
commandBuffer.fillBuffer(*this->mPrimaryBuffer, mOffset, this->memorySize(), fill);
}
void
Tensor::recordPrimaryBufferMemoryBarrier(const vk::CommandBuffer& commandBuffer,
vk::AccessFlagBits srcAccessMask,
vk::AccessFlagBits dstAccessMask,
vk::PipelineStageFlagBits srcStageMask,
vk::PipelineStageFlagBits dstStageMask)
{
KP_LOG_DEBUG("Kompute Tensor recording PRIMARY buffer memory barrier");
this->recordBufferMemoryBarrier(commandBuffer,
*this->mPrimaryBuffer,
srcAccessMask,
dstAccessMask,
srcStageMask,
dstStageMask);
}
void
Tensor::recordStagingBufferMemoryBarrier(const vk::CommandBuffer& commandBuffer,
vk::AccessFlagBits srcAccessMask,
vk::AccessFlagBits dstAccessMask,
vk::PipelineStageFlagBits srcStageMask,
vk::PipelineStageFlagBits dstStageMask)
{
if (!this->mStagingBuffer)
return;
KP_LOG_DEBUG("Kompute Tensor recording STAGING buffer memory barrier");
this->recordBufferMemoryBarrier(commandBuffer,
*this->mStagingBuffer,
srcAccessMask,
dstAccessMask,
srcStageMask,
dstStageMask);
}
void
Tensor::recordBufferMemoryBarrier(const vk::CommandBuffer& commandBuffer,
const vk::Buffer& buffer,
vk::AccessFlagBits srcAccessMask,
vk::AccessFlagBits dstAccessMask,
vk::PipelineStageFlagBits srcStageMask,
vk::PipelineStageFlagBits dstStageMask)
{
KP_LOG_DEBUG("Kompute Tensor recording buffer memory barrier");
vk::DeviceSize bufferSize = this->memorySize();
vk::BufferMemoryBarrier bufferMemoryBarrier;
bufferMemoryBarrier.buffer = buffer;
bufferMemoryBarrier.size = bufferSize;
bufferMemoryBarrier.srcAccessMask = srcAccessMask;
bufferMemoryBarrier.dstAccessMask = dstAccessMask;
bufferMemoryBarrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
bufferMemoryBarrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
commandBuffer.pipelineBarrier(srcStageMask,
dstStageMask,
vk::DependencyFlags(),
nullptr,
bufferMemoryBarrier,
nullptr);
}
vk::DescriptorBufferInfo
Tensor::constructDescriptorBufferInfo()
{
KP_LOG_DEBUG("Kompute Tensor construct descriptor buffer info size {}",
this->memorySize());
vk::DeviceSize bufferSize = this->memorySize();
return vk::DescriptorBufferInfo(*this->mPrimaryBuffer,
mOffset, // offset
bufferSize);
}
vk::BufferUsageFlags
Tensor::getPrimaryBufferUsageFlags()
{
switch (this->mTensorType) {
case TensorTypes::eDevice:
return vk::BufferUsageFlagBits::eStorageBuffer |
vk::BufferUsageFlagBits::eTransferSrc |
vk::BufferUsageFlagBits::eTransferDst;
break;
case TensorTypes::eHost:
return vk::BufferUsageFlagBits::eStorageBuffer |
vk::BufferUsageFlagBits::eTransferSrc |
vk::BufferUsageFlagBits::eTransferDst;
break;
case TensorTypes::eStorage:
return vk::BufferUsageFlagBits::eStorageBuffer;
break;
default:
throw std::runtime_error("Kompute Tensor invalid tensor type");
}
}
vk::MemoryPropertyFlags
Tensor::getPrimaryMemoryPropertyFlags()
{
switch (this->mTensorType) {
case TensorTypes::eDevice:
return vk::MemoryPropertyFlagBits::eDeviceLocal;
break;
case TensorTypes::eHost:
return vk::MemoryPropertyFlagBits::eHostVisible |
vk::MemoryPropertyFlagBits::eHostCoherent;
break;
case TensorTypes::eStorage:
return vk::MemoryPropertyFlagBits::eDeviceLocal;
break;
default:
throw std::runtime_error("Kompute Tensor invalid tensor type");
}
}
vk::BufferUsageFlags
Tensor::getStagingBufferUsageFlags()
{
switch (this->mTensorType) {
case TensorTypes::eDevice:
return vk::BufferUsageFlagBits::eTransferSrc |
vk::BufferUsageFlagBits::eTransferDst;
break;
default:
throw std::runtime_error("Kompute Tensor invalid tensor type");
}
}
vk::MemoryPropertyFlags
Tensor::getStagingMemoryPropertyFlags()
{
switch (this->mTensorType) {
case TensorTypes::eDevice:
return vk::MemoryPropertyFlagBits::eHostVisible |
vk::MemoryPropertyFlagBits::eHostCoherent;
break;
default:
throw std::runtime_error("Kompute Tensor invalid tensor type");
}
}
void
Tensor::setGPUResources(vk::DeviceMemory *primaryMemory,
vk::Buffer *primaryBuffer,
vk::DeviceMemory *stagingMemory,
vk::Buffer *stagingBuffer,
vk::DeviceSize /*offset*/)
{
KP_LOG_DEBUG("Kompute Tensor creating buffer");
if (!this->mPhysicalDevice) {
throw std::runtime_error("Kompute Tensor phyisical device is null");
}
if (!this->mDevice) {
throw std::runtime_error("Kompute Tensor device is null");
}
KP_LOG_DEBUG("Kompute Tensor creating primary buffer and memory");
this->mPrimaryBuffer = primaryBuffer;
this->mPrimaryMemory = primaryMemory;
if (this->mTensorType == TensorTypes::eDevice) {
KP_LOG_DEBUG("Kompute Tensor creating staging buffer and memory");
this->mStagingBuffer = stagingBuffer;
this->mStagingMemory = stagingMemory;
}
KP_LOG_DEBUG("Kompute Tensor buffer & memory creation successful");
}
void
Tensor::destroy()
{
KP_LOG_DEBUG("Kompute Tensor started destroy()");
// Setting raw data to null regardless whether device is available to
// invalidate Tensor
this->mRawData = nullptr;
this->mSize = 0;
this->mMemorySize = 0;
if (!this->mDevice) {
KP_LOG_WARN(
"Kompute Tensor destructor reached with null Device pointer");
return;
}
if (this->mDevice) {
this->mDevice = nullptr;
}
KP_LOG_DEBUG("Kompute Tensor successful destroy()");
}
template<>
Tensor::TensorDataTypes
TensorT<bool>::dataType()
{
return Tensor::TensorDataTypes::eBool;
}
template<>
Tensor::TensorDataTypes
TensorT<int32_t>::dataType()
{
return Tensor::TensorDataTypes::eInt;
}
template<>
Tensor::TensorDataTypes
TensorT<uint32_t>::dataType()
{
return Tensor::TensorDataTypes::eUnsignedInt;
}
template<>
Tensor::TensorDataTypes
TensorT<float>::dataType()
{
return Tensor::TensorDataTypes::eFloat;
}
template<>
Tensor::TensorDataTypes
TensorT<double>::dataType()
{
return Tensor::TensorDataTypes::eDouble;
}
}
|