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TheRock/rocm-libraries/projects/rocwmma/test/dlrm/dlrm_resource.hpp
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/*******************************************************************************
*
* MIT License
*
* Copyright (C) 2021-2025 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*
*******************************************************************************/
#ifndef DLRM_RESOURCE_HPP
#define DLRM_RESOURCE_HPP
#include <memory>
#include <tuple>
#include "hip_resource.hpp"
#include "singleton.hpp"
namespace rocwmma
{
// DlrmResource class is intended to manage a shared pool of resources for
// testing DLRM kernels on the GPU.
//
// It minimizes the memory handling overhead for launching thousands of GPU
// kernels by allowing re-use of existing memory allocations. Memory is only
// re-allocated as necessary to satisfy minimum size requirements.
//
// The interface indicates memory ownership by this class and shall only be
// used to access for read/write purposes.
//
// Currently uses HIP as the backend for device allocation.
template <typename DataT>
struct DlrmResource : public HipResource, public LazySingleton<DlrmResource<DataT>>
{
// For static initialization
friend std::unique_ptr<DlrmResource<DataT>> std::make_unique<DlrmResource<DataT>>();
using Base = HipResource;
template <typename T>
using DevicePtrT = Base::template DevicePtrT<T>;
template <typename T>
using HostPtrT = Base::template HostPtrT<T>;
// M, K, BatchSize
using ProblemSize = std::tuple<int64_t, int64_t, int64_t>;
// Forward pass data sizes
// Input, Output, Acc
// Differentiate from ProblemSize
using DummyT = DataT;
using ElementCountFwd = std::tuple<int64_t, int64_t, int64_t, DummyT>;
// Backward pass data sizes
// Input, UpstreamGrad, Acc, Grad, BottomMlpGrad
using ElementCountBwd = std::tuple<int64_t, int64_t, int64_t, int64_t, int64_t>;
enum : uint32_t
{
// Forward pass data size indices
Input = 0,
Output = 1,
Acc = 2,
// Backward pass data size indices
UpstreamGrad = 1,
Grad = 3,
BottomMlpGrad = 4,
// Problem size indices
M = 0,
K = 1,
B = 2
};
protected: // No public instantiation except make_unique.
// No copy
DlrmResource();
DlrmResource(DlrmResource const&) = delete;
DlrmResource& operator=(DlrmResource const&) = delete;
// Helpers
template <typename T>
static inline void conditionalReallocDeviceHostPair(DevicePtrT<T>& devicePtr,
HostPtrT<T>& hostPtr,
int64_t& currentMax,
int64_t newSize);
static inline int64_t calcTrilSize(ProblemSize const& size);
public:
DlrmResource(DlrmResource&&);
~DlrmResource() = default;
void copyHostToDeviceFwdAll();
void copyHostToDeviceBwdAll();
void copyDeviceToHostFwdInput();
void copyDeviceToHostFwdOutput();
void copyDeviceToHostBwdInput();
void copyDeviceToHostBwdOutput();
void resizeFwdStorage(ProblemSize const& size);
void resizeFwdStorage(ElementCountFwd const& size);
void resizeBwdStorage(ProblemSize const& size);
void resizeBwdStorage(ElementCountBwd const& size);
// Forward pass data
HostPtrT<DataT>& hostInput();
HostPtrT<DataT>& hostOutput();
HostPtrT<DataT>& hostOutputRef();
HostPtrT<float32_t>& hostAccFwd();
DevicePtrT<DataT>& deviceInput();
DevicePtrT<DataT>& deviceOutput();
DevicePtrT<float32_t>& deviceAccFwd();
// Backward pass data
HostPtrT<DataT>& hostUpstreamGrad();
HostPtrT<DataT>& hostGrad();
HostPtrT<DataT>& hostGradRef();
HostPtrT<DataT>& hostBottomMlpGrad();
HostPtrT<DataT>& hostBottomMlpGradRef();
HostPtrT<DataT>& hostAccBwd();
DevicePtrT<DataT>& deviceUpstreamGrad();
DevicePtrT<DataT>& deviceGrad();
DevicePtrT<DataT>& deviceBottomMlpGrad();
DevicePtrT<DataT>& deviceAccBwd();
// Data sizes
ElementCountFwd currentElementCountFwd() const;
ElementCountBwd currentElementCountBwd() const;
ElementCountFwd maxFwdCapacity() const;
ElementCountBwd maxBwdCapacity() const;
// Reset sizes
void reset() final;
protected:
// Forward pass data
DevicePtrT<DataT> mDeviceInput, mDeviceOutput;
DevicePtrT<float32_t> mDeviceAccFwd;
HostPtrT<DataT> mHostInput, mHostOutput, mHostOutputRef;
HostPtrT<float32_t> mHostAccFwd;
// Backward pass data
DevicePtrT<DataT> mDeviceUpstreamGrad, mDeviceGrad, mDeviceBottomMlpGrad, mDeviceAccBwd;
HostPtrT<DataT> mHostUpstreamGrad, mHostGrad, mHostGradRef, mHostBottomMlpGrad,
mHostBottomMlpGradRef, mHostAccBwd;
ElementCountFwd mCurrentElementCountFwd;
ElementCountBwd mCurrentElementCountBwd;
ElementCountFwd mMaxFwdCapacity;
ElementCountBwd mMaxBwdCapacity;
};
} // namespace rocwmma
#include "dlrm_resource_impl.hpp"
#endif // DLRM_RESOURCE_HPP