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/******************************************************************************
* Copyright (c) 2011, Duane Merrill. All rights reserved.
* Copyright (c) 2011-2020, NVIDIA CORPORATION. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
* * Neither the name of the NVIDIA CORPORATION nor the
* names of its contributors may be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
* WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE FOR ANY
* DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
* ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
******************************************************************************/
/**
* \file
* Properties of a given CUDA device and the corresponding PTX bundle.
*
* \note
* This file contains __host__ only functions and utilities, and should not be
* included in code paths that could be online-compiled (ex: using NVRTC).
*/
#pragma once
#include <cub/config.cuh>
#if defined(_CCCL_IMPLICIT_SYSTEM_HEADER_GCC)
# pragma GCC system_header
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_CLANG)
# pragma clang system_header
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_MSVC)
# pragma system_header
#endif // no system header
#include <cuda/std/utility>
#include <cub/detail/device_synchronize.cuh>
#include <cub/util_debug.cuh>
#include <cub/util_type.cuh>
// for backward compatibility
#include <cub/util_temporary_storage.cuh>
#include <nv/target>
#include <atomic>
#include <array>
#include <cassert>
CUB_NAMESPACE_BEGIN
/**
* \addtogroup UtilMgmt
* @{
*/
#ifndef DOXYGEN_SHOULD_SKIP_THIS // Do not document
/**
* \brief Empty kernel for querying PTX manifest metadata (e.g., version) for the current device
*/
template <typename T>
CUB_DETAIL_KERNEL_ATTRIBUTES void EmptyKernel(void) { }
#endif // DOXYGEN_SHOULD_SKIP_THIS
/**
* \brief Returns the current device or -1 if an error occurred.
*/
CUB_RUNTIME_FUNCTION inline int CurrentDevice()
{
int device = -1;
if (CubDebug(cudaGetDevice(&device))) return -1;
return device;
}
/**
* \brief RAII helper which saves the current device and switches to the
* specified device on construction and switches to the saved device on
* destruction.
*/
struct SwitchDevice
{
private:
int const old_device;
bool const needs_reset;
public:
__host__ inline SwitchDevice(int new_device)
: old_device(CurrentDevice()), needs_reset(old_device != new_device)
{
if (needs_reset)
CubDebug(cudaSetDevice(new_device));
}
__host__ inline ~SwitchDevice()
{
if (needs_reset)
CubDebug(cudaSetDevice(old_device));
}
};
/**
* \brief Returns the number of CUDA devices available or -1 if an error
* occurred.
*/
CUB_RUNTIME_FUNCTION inline int DeviceCountUncached()
{
int count = -1;
if (CubDebug(cudaGetDeviceCount(&count)))
// CUDA makes no guarantees about the state of the output parameter if
// `cudaGetDeviceCount` fails; in practice, they don't, but out of
// paranoia we'll reset `count` to `-1`.
count = -1;
return count;
}
/**
* \brief Cache for an arbitrary value produced by a nullary function.
*/
template <typename T, T(*Function)()>
struct ValueCache
{
T const value;
/**
* \brief Call the nullary function to produce the value and construct the
* cache.
*/
__host__ inline ValueCache() : value(Function()) {}
};
// Host code, only safely usable in C++11 or newer, where thread-safe
// initialization of static locals is guaranteed. This is a separate function
// to avoid defining a local static in a host/device function.
__host__ inline int DeviceCountCachedValue()
{
static ValueCache<int, DeviceCountUncached> cache;
return cache.value;
}
/**
* \brief Returns the number of CUDA devices available.
*
* \note This function may cache the result internally.
*
* \note This function is thread safe.
*/
CUB_RUNTIME_FUNCTION inline int DeviceCount()
{
int result = -1;
NV_IF_TARGET(NV_IS_HOST,
(result = DeviceCountCachedValue();),
(result = DeviceCountUncached();));
return result;
}
/**
* \brief Per-device cache for a CUDA attribute value; the attribute is queried
* and stored for each device upon construction.
*/
struct PerDeviceAttributeCache
{
struct DevicePayload
{
int attribute;
cudaError_t error;
};
// Each entry starts in the `DeviceEntryEmpty` state, then proceeds to the
// `DeviceEntryInitializing` state, and then proceeds to the
// `DeviceEntryReady` state. These are the only state transitions allowed;
// e.g. a linear sequence of transitions.
enum DeviceEntryStatus
{
DeviceEntryEmpty = 0,
DeviceEntryInitializing,
DeviceEntryReady
};
struct DeviceEntry
{
std::atomic<DeviceEntryStatus> flag;
DevicePayload payload;
};
private:
std::array<DeviceEntry, CUB_MAX_DEVICES> entries_;
public:
/**
* \brief Construct the cache.
*/
__host__ inline PerDeviceAttributeCache() : entries_()
{
assert(DeviceCount() <= CUB_MAX_DEVICES);
}
/**
* \brief Retrieves the payload of the cached function \p f for \p device.
*
* \note You must pass a morally equivalent function in to every call or
* this function has undefined behavior.
*/
template <typename Invocable>
__host__ DevicePayload operator()(Invocable&& f, int device)
{
if (device >= DeviceCount())
return DevicePayload{0, cudaErrorInvalidDevice};
auto& entry = entries_[device];
auto& flag = entry.flag;
auto& payload = entry.payload;
DeviceEntryStatus old_status = DeviceEntryEmpty;
// First, check for the common case of the entry being ready.
if (flag.load(std::memory_order_acquire) != DeviceEntryReady)
{
// Assume the entry is empty and attempt to lock it so we can fill
// it by trying to set the state from `DeviceEntryReady` to
// `DeviceEntryInitializing`.
if (flag.compare_exchange_strong(old_status, DeviceEntryInitializing,
std::memory_order_acq_rel,
std::memory_order_acquire))
{
// We successfully set the state to `DeviceEntryInitializing`;
// we have the lock and it's our job to initialize this entry
// and then release it.
// We don't use `CubDebug` here because we let the user code
// decide whether or not errors are hard errors.
payload.error = ::cuda::std::forward<Invocable>(f)(payload.attribute);
if (payload.error)
// Clear the global CUDA error state which may have been
// set by the last call. Otherwise, errors may "leak" to
// unrelated kernel launches.
cudaGetLastError();
// Release the lock by setting the state to `DeviceEntryReady`.
flag.store(DeviceEntryReady, std::memory_order_release);
}
// If the `compare_exchange_weak` failed, then `old_status` has
// been updated with the value of `flag` that it observed.
else if (old_status == DeviceEntryInitializing)
{
// Another execution agent is initializing this entry; we need
// to wait for them to finish; we'll know they're done when we
// observe the entry status as `DeviceEntryReady`.
do { old_status = flag.load(std::memory_order_acquire); }
while (old_status != DeviceEntryReady);
// FIXME: Use `atomic::wait` instead when we have access to
// host-side C++20 atomics. We could use libcu++, but it only
// supports atomics for SM60 and up, even if you're only using
// them in host code.
}
}
// We now know that the state of our entry is `DeviceEntryReady`, so
// just return the entry's payload.
return entry.payload;
}
};
/**
* \brief Retrieves the PTX version that will be used on the current device (major * 100 + minor * 10).
*/
CUB_RUNTIME_FUNCTION inline cudaError_t PtxVersionUncached(int& ptx_version)
{
// Instantiate `EmptyKernel<void>` in both host and device code to ensure
// it can be called.
typedef void (*EmptyKernelPtr)();
EmptyKernelPtr empty_kernel = EmptyKernel<void>;
// This is necessary for unused variable warnings in host compilers. The
// usual syntax of (void)empty_kernel; was not sufficient on MSVC2015.
(void)reinterpret_cast<void*>(empty_kernel);
// Define a temporary macro that expands to the current target ptx version
// in device code.
// <nv/target> may provide an abstraction for this eventually. For now,
// we have to keep this usage of __CUDA_ARCH__.
#if defined(_NVHPC_CUDA)
#define CUB_TEMP_GET_PTX __builtin_current_device_sm()
#else
#define CUB_TEMP_GET_PTX __CUDA_ARCH__
#endif
cudaError_t result = cudaSuccess;
NV_IF_TARGET(
NV_IS_HOST,
(
cudaFuncAttributes empty_kernel_attrs;
result = CubDebug(cudaFuncGetAttributes(&empty_kernel_attrs,
reinterpret_cast<void*>(empty_kernel)));
ptx_version = empty_kernel_attrs.ptxVersion * 10;
),
// NV_IS_DEVICE
(
// This is necessary to ensure instantiation of EmptyKernel in device
// code. The `reinterpret_cast` is necessary to suppress a
// set-but-unused warnings. This is a meme now:
// https://twitter.com/blelbach/status/1222391615576100864
(void)reinterpret_cast<EmptyKernelPtr>(empty_kernel);
ptx_version = CUB_TEMP_GET_PTX;
));
#undef CUB_TEMP_GET_PTX
return result;
}
/**
* \brief Retrieves the PTX version that will be used on \p device (major * 100 + minor * 10).
*/
__host__ inline cudaError_t PtxVersionUncached(int& ptx_version, int device)
{
SwitchDevice sd(device);
(void)sd;
return PtxVersionUncached(ptx_version);
}
template <typename Tag>
__host__ inline PerDeviceAttributeCache& GetPerDeviceAttributeCache()
{
// C++11 guarantees that initialization of static locals is thread safe.
static PerDeviceAttributeCache cache;
return cache;
}
struct PtxVersionCacheTag {};
struct SmVersionCacheTag {};
/**
* \brief Retrieves the PTX version that will be used on \p device (major * 100 + minor * 10).
*
* \note This function may cache the result internally.
*
* \note This function is thread safe.
*/
__host__ inline cudaError_t PtxVersion(int& ptx_version, int device)
{
auto const payload = GetPerDeviceAttributeCache<PtxVersionCacheTag>()(
// If this call fails, then we get the error code back in the payload,
// which we check with `CubDebug` below.
[=] (int& pv) { return PtxVersionUncached(pv, device); },
device);
if (!CubDebug(payload.error))
ptx_version = payload.attribute;
return payload.error;
}
/**
* \brief Retrieves the PTX version that will be used on the current device (major * 100 + minor * 10).
*
* \note This function may cache the result internally.
*
* \note This function is thread safe.
*/
CUB_RUNTIME_FUNCTION inline cudaError_t PtxVersion(int &ptx_version)
{
cudaError_t result = cudaErrorUnknown;
NV_IF_TARGET(
NV_IS_HOST,
(
auto const device = CurrentDevice();
auto const payload = GetPerDeviceAttributeCache<PtxVersionCacheTag>()(
// If this call fails, then we get the error code back in the payload,
// which we check with `CubDebug` below.
[=](int &pv) { return PtxVersionUncached(pv, device); },
device);
if (!CubDebug(payload.error))
{
ptx_version = payload.attribute;
}
result = payload.error;
),
( // NV_IS_DEVICE:
result = PtxVersionUncached(ptx_version);
));
return result;
}
/**
* \brief Retrieves the SM version of \p device (major * 100 + minor * 10)
*/
CUB_RUNTIME_FUNCTION inline cudaError_t SmVersionUncached(int& sm_version, int device = CurrentDevice())
{
cudaError_t error = cudaSuccess;
do
{
int major = 0, minor = 0;
error = CubDebug(cudaDeviceGetAttribute(&major, cudaDevAttrComputeCapabilityMajor, device));
if (cudaSuccess != error)
{
break;
}
error = CubDebug(cudaDeviceGetAttribute(&minor, cudaDevAttrComputeCapabilityMinor, device));
if (cudaSuccess != error)
{
break;
}
sm_version = major * 100 + minor * 10;
}
while (0);
return error;
}
/**
* \brief Retrieves the SM version of \p device (major * 100 + minor * 10)
*
* \note This function may cache the result internally.
*
* \note This function is thread safe.
*/
CUB_RUNTIME_FUNCTION inline cudaError_t SmVersion(int &sm_version,
int device = CurrentDevice())
{
cudaError_t result = cudaErrorUnknown;
NV_IF_TARGET(
NV_IS_HOST,
(
auto const payload = GetPerDeviceAttributeCache<SmVersionCacheTag>()(
// If this call fails, then we get the error code back in
// the payload, which we check with `CubDebug` below.
[=](int &pv) { return SmVersionUncached(pv, device); },
device);
if (!CubDebug(payload.error))
{
sm_version = payload.attribute;
};
result = payload.error;
),
( // NV_IS_DEVICE
result = SmVersionUncached(sm_version, device);
));
return result;
}
/**
* Synchronize the specified \p stream.
*/
CUB_RUNTIME_FUNCTION inline cudaError_t SyncStream(cudaStream_t stream)
{
cudaError_t result = cudaErrorNotSupported;
NV_IF_TARGET(NV_IS_HOST,
(result = CubDebug(cudaStreamSynchronize(stream));),
((void)stream;
result = CubDebug(cub::detail::device_synchronize());));
return result;
}
namespace detail
{
/**
* Same as SyncStream, but intended for use with the debug_synchronous flags
* in device algorithms. This should not be used if synchronization is required
* for correctness.
*
* If `debug_synchronous` is false, this function will immediately return
* cudaSuccess. If true, one of the following will occur:
*
* If synchronization is supported by the current compilation target and
* settings, the sync is performed and the sync result is returned.
*
* If syncs are not supported then no sync is performed, but a message is logged
* via _CubLog and cudaSuccess is returned.
*/
CUB_RUNTIME_FUNCTION inline cudaError_t DebugSyncStream(cudaStream_t stream)
{
#ifndef CUB_DETAIL_DEBUG_ENABLE_SYNC
(void)stream;
return cudaSuccess;
#else // CUB_DETAIL_DEBUG_ENABLE_SYNC:
#define CUB_TMP_SYNC_AVAILABLE \
_CubLog("%s\n", "Synchronizing..."); \
return SyncStream(stream)
#define CUB_TMP_DEVICE_SYNC_UNAVAILABLE \
(void)stream; \
_CubLog("WARNING: Skipping CUB `debug_synchronous` synchronization (%s).\n", \
"device-side sync requires <sm_90, RDC, and CDPv1"); \
return cudaSuccess
#ifdef CUB_DETAIL_CDPv1
// Can sync everywhere but SM_90+
NV_IF_TARGET(NV_PROVIDES_SM_90,
(CUB_TMP_DEVICE_SYNC_UNAVAILABLE;),
(CUB_TMP_SYNC_AVAILABLE;));
#else // CDPv2 or no CDP:
// Can only sync on host
NV_IF_TARGET(NV_IS_HOST,
(CUB_TMP_SYNC_AVAILABLE;),
(CUB_TMP_DEVICE_SYNC_UNAVAILABLE;));
#endif // CDP version
#undef CUB_TMP_DEVICE_SYNC_UNAVAILABLE
#undef CUB_TMP_SYNC_AVAILABLE
#endif // CUB_DETAIL_DEBUG_ENABLE_SYNC
}
/** \brief Gets whether the current device supports unified addressing */
CUB_RUNTIME_FUNCTION inline cudaError_t HasUVA(bool& has_uva)
{
has_uva = false;
cudaError_t error = cudaSuccess;
int device = -1;
error = CubDebug(cudaGetDevice(&device));
if (cudaSuccess != error)
{
return error;
}
int uva = 0;
error = CubDebug(cudaDeviceGetAttribute(&uva, cudaDevAttrUnifiedAddressing, device));
if (cudaSuccess != error)
{
return error;
}
has_uva = uva == 1;
return error;
}
} // namespace detail
/**
* @brief Computes maximum SM occupancy in thread blocks for executing the given kernel function
* pointer @p kernel_ptr on the current device with @p block_threads per thread block.
*
* @par Snippet
* The code snippet below illustrates the use of the MaxSmOccupancy function.
* @par
* @code
* #include <cub/cub.cuh> // or equivalently <cub/util_device.cuh>
*
* template <typename T>
* __global__ void ExampleKernel()
* {
* // Allocate shared memory for BlockScan
* __shared__ volatile T buffer[4096];
*
* ...
* }
*
* ...
*
* // Determine SM occupancy for ExampleKernel specialized for unsigned char
* int max_sm_occupancy;
* MaxSmOccupancy(max_sm_occupancy, ExampleKernel<unsigned char>, 64);
*
* // max_sm_occupancy <-- 4 on SM10
* // max_sm_occupancy <-- 8 on SM20
* // max_sm_occupancy <-- 12 on SM35
*
* @endcode
*
* @param[out] max_sm_occupancy
* maximum number of thread blocks that can reside on a single SM
*
* @param[in] kernel_ptr
* Kernel pointer for which to compute SM occupancy
*
* @param[in] block_threads
* Number of threads per thread block
*
* @param[in] dynamic_smem_bytes
* Dynamically allocated shared memory in bytes. Default is 0.
*/
template <typename KernelPtr>
CUB_RUNTIME_FUNCTION inline cudaError_t MaxSmOccupancy(int &max_sm_occupancy,
KernelPtr kernel_ptr,
int block_threads,
int dynamic_smem_bytes = 0)
{
return CubDebug(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
&max_sm_occupancy,
kernel_ptr,
block_threads,
dynamic_smem_bytes));
}
/******************************************************************************
* Policy management
******************************************************************************/
/**
* Kernel dispatch configuration
*/
struct KernelConfig
{
int block_threads;
int items_per_thread;
int tile_size;
int sm_occupancy;
CUB_RUNTIME_FUNCTION __forceinline__
KernelConfig() : block_threads(0), items_per_thread(0), tile_size(0), sm_occupancy(0) {}
template <typename AgentPolicyT, typename KernelPtrT>
CUB_RUNTIME_FUNCTION __forceinline__
cudaError_t Init(KernelPtrT kernel_ptr)
{
block_threads = AgentPolicyT::BLOCK_THREADS;
items_per_thread = AgentPolicyT::ITEMS_PER_THREAD;
tile_size = block_threads * items_per_thread;
cudaError_t retval = MaxSmOccupancy(sm_occupancy, kernel_ptr, block_threads);
return retval;
}
};
/// Helper for dispatching into a policy chain
template <int PTX_VERSION, typename PolicyT, typename PrevPolicyT>
struct ChainedPolicy
{
/// The policy for the active compiler pass
using ActivePolicy =
cub::detail::conditional_t<(CUB_PTX_ARCH < PTX_VERSION),
typename PrevPolicyT::ActivePolicy,
PolicyT>;
/// Specializes and dispatches op in accordance to the first policy in the chain of adequate PTX version
template <typename FunctorT>
CUB_RUNTIME_FUNCTION __forceinline__
static cudaError_t Invoke(int ptx_version, FunctorT& op)
{
if (ptx_version < PTX_VERSION) {
return PrevPolicyT::Invoke(ptx_version, op);
}
return op.template Invoke<PolicyT>();
}
};
/// Helper for dispatching into a policy chain (end-of-chain specialization)
template <int PTX_VERSION, typename PolicyT>
struct ChainedPolicy<PTX_VERSION, PolicyT, PolicyT>
{
/// The policy for the active compiler pass
typedef PolicyT ActivePolicy;
/// Specializes and dispatches op in accordance to the first policy in the chain of adequate PTX version
template <typename FunctorT>
CUB_RUNTIME_FUNCTION __forceinline__
static cudaError_t Invoke(int /*ptx_version*/, FunctorT& op) {
return op.template Invoke<PolicyT>();
}
};
/** @} */ // end group UtilMgmt
CUB_NAMESPACE_END
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