mirror of
https://github.com/nomic-ai/kompute.git
synced 2026-05-12 01:19:58 +00:00
220 lines
7.0 KiB
C++
220 lines
7.0 KiB
C++
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#include "Tensor.hpp"
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namespace kp {
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Tensor::Tensor() {
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SPDLOG_DEBUG("Kompute Tensor base constructor");
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this->mTensorType = TensorTypes::eDevice;
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}
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Tensor::Tensor(std::array<uint32_t, KP_MAX_DIM_SIZE> shape, TensorTypes tensorType)
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{
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SPDLOG_DEBUG("Kompute Tensor constructor shape and type");
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this->mShape = shape;
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this->mTensorType = tensorType;
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}
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Tensor::~Tensor()
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{
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SPDLOG_DEBUG("Kompute Tensor destructor started");
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if (!this->mDevice) {
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spdlog::error(
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"Kompute Sequence destructor reached with null Device pointer");
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return;
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}
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if (this->mFreeBuffer) {
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if (!this->mBuffer) {
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spdlog::error("Kompose Tensor expected to free buffer but got null buffer");
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} else {
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SPDLOG_DEBUG("Kompose Tensor destroying buffer");
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this->mDevice->destroy(*this->mBuffer);
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}
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}
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if (this->mFreeMemory) {
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if (!this->mMemory) {
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spdlog::error("Kompose Tensor expected to free buffer but got null memory");
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} else {
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SPDLOG_DEBUG("Kompose Tensor freeing memory");
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this->mDevice->freeMemory(*this->mMemory);
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}
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}
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SPDLOG_DEBUG("Kompute Tensor destructor success");
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}
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void Tensor::init(std::shared_ptr<vk::PhysicalDevice> physicalDevice, std::shared_ptr<vk::Device> device, std::shared_ptr<vk::CommandBuffer> commandBuffer, std::vector<uint32_t> data) {
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SPDLOG_DEBUG("Kompute Tensor running init with physicalDevice and logical device");
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this->mPhysicalDevice = physicalDevice;
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this->mDevice = device;
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this->mCommandBuffer = commandBuffer;
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this->mIsInit = true;
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this->createBuffer(data.data());
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}
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std::vector<uint32_t> Tensor::data() {
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return this->mData;
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}
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uint64_t Tensor::memorySize() {
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return this->size() * sizeof(uint32_t);
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}
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uint32_t Tensor::size() {
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return this->mShape[0];
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}
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std::array<uint32_t, KP_MAX_DIM_SIZE> Tensor::shape() {
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return this->mShape;
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}
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Tensor::TensorTypes Tensor::tensorType() {
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return this->mTensorType;
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}
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bool Tensor::isInit() {
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return this->mIsInit;
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}
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void Tensor::recordCopyFrom(std::shared_ptr<Tensor> copyFromTensor) {
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SPDLOG_DEBUG("Kompute Tensor recordCopyFrom called");
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if (!this->mIsInit) {
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throw std::runtime_error("Kompute Tensor attempted to run createBuffer without init");
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}
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// TODO: Allow for dst and src offsets to be configured
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// TODO: Test and ensure sizes for tensors are compatible
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vk::DeviceSize bufferSize(this->memorySize());
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vk::BufferCopy copyRegion(0, 0, bufferSize);
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SPDLOG_DEBUG("Kompute Tensor copying data size {}.", bufferSize);
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// TODO: Ensure command buffer is in same device from buffer
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this->mCommandBuffer->copyBuffer(*copyFromTensor->mBuffer, *this->mBuffer, copyRegion);
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this->mData = copyFromTensor->mData;
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}
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vk::BufferUsageFlags Tensor::getBufferUsageFlags() {
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switch (this->mTensorType) {
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case TensorTypes::eDevice:
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return vk::BufferUsageFlagBits::eStorageBuffer |
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vk::BufferUsageFlagBits::eTransferSrc |
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vk::BufferUsageFlagBits::eTransferDst;
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break;
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case TensorTypes::eStaging:
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return vk::BufferUsageFlagBits::eTransferSrc|
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vk::BufferUsageFlagBits::eTransferDst;
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break;
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case TensorTypes::eStorage:
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return vk::BufferUsageFlagBits::eStorageBuffer;
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break;
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default:
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throw std::runtime_error("Kompute Tensor invalid tensor type");
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}
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}
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vk::MemoryPropertyFlags Tensor::getMemoryPropertyFlags() {
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switch (this->mTensorType) {
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case TensorTypes::eDevice:
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return vk::MemoryPropertyFlagBits::eDeviceLocal;
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break;
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case TensorTypes::eStaging:
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return vk::MemoryPropertyFlagBits::eHostVisible;
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break;
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case TensorTypes::eStorage:
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return vk::MemoryPropertyFlagBits::eDeviceLocal;
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break;
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default:
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throw std::runtime_error("Kompute Tensor invalid tensor type");
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}
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}
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void
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Tensor::createBuffer(void* data)
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{
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SPDLOG_DEBUG("Kompute Tensor creating buffer");
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if (!this->mIsInit) {
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throw std::runtime_error("Kompute Tensor attempted to run createBuffer without init");
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}
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if (!this->mPhysicalDevice) {
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throw std::runtime_error("Kompute Tensor phyisical device is null");
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}
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if (!this->mDevice) {
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throw std::runtime_error("Kompute Tensor device is null");
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}
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this->mFreeBuffer = true;
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vk::BufferUsageFlags usageFlags = this->getBufferUsageFlags();
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vk::DeviceSize bufferSize = this->memorySize();
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SPDLOG_DEBUG("Kompute Tensor creating buffer with memory size: {}, and usage flags: {}", bufferSize, vk::to_string(usageFlags));
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vk::BufferCreateInfo bufferInfo(vk::BufferCreateFlags(), bufferSize, usageFlags, vk::SharingMode::eExclusive);
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this->mBuffer = std::make_shared<vk::Buffer>();
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this->mDevice->createBuffer(&bufferInfo, nullptr, this->mBuffer.get());
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SPDLOG_DEBUG("Kompute Tensor buffer created now creating memory");
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vk::PhysicalDeviceMemoryProperties memoryProperties = this->mPhysicalDevice->getMemoryProperties();
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vk::MemoryRequirements memoryRequirements = this->mDevice->getBufferMemoryRequirements(*this->mBuffer);
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vk::MemoryPropertyFlags memoryPropertyFlags =
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this->getMemoryPropertyFlags();
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uint32_t memoryTypeIndex = -1;
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for (uint32_t i = 0; i < memoryProperties.memoryTypeCount; i++) {
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if (memoryRequirements.memoryTypeBits & (1 << i)) {
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if ((memoryProperties.memoryTypes[i].propertyFlags & memoryPropertyFlags) == memoryPropertyFlags) {
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memoryTypeIndex = i;
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break;
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}
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}
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}
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if (memoryTypeIndex < 0) {
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throw std::runtime_error("Memory type index for buffer creation not found");
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}
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this->mFreeMemory = true;
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SPDLOG_DEBUG("Kompute Tensor allocating memory index: {}, size {}, flags: {}", memoryTypeIndex, memoryRequirements.size, vk::to_string(memoryPropertyFlags));
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vk::MemoryAllocateInfo memoryAllocateInfo(memoryRequirements.size, memoryTypeIndex);
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this->mMemory = std::make_shared<vk::DeviceMemory>();
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this->mDevice->allocateMemory(&memoryAllocateInfo, nullptr, this->mMemory.get());
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this->mDevice->bindBufferMemory(*this->mBuffer, *this->mMemory, 0);
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SPDLOG_DEBUG("Kompute Tensor buffer & memory creation successful");
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if (data != nullptr) {
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SPDLOG_DEBUG("Kompute Tensor mapping data to buffer");
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// TODO: Verify if flushed memory ranges should happend in sequence
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void* mapped = this->mDevice->mapMemory(*this->mMemory, 0, bufferSize, vk::MemoryMapFlags());
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memcpy(mapped, data, bufferSize);
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vk::MappedMemoryRange mappedRange(*this->mMemory, 0, bufferSize);
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this->mDevice->flushMappedMemoryRanges(1, &mappedRange);
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this->mDevice->unmapMemory(*this->mMemory);
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SPDLOG_DEBUG("Kompute Tensor successful copy data to tensor");
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}
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}
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}
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