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// Copyright (c) 2017-2023, University of Tennessee. All rights reserved.
// SPDX-License-Identifier: BSD-3-Clause
// This program is free software: you can redistribute it and/or modify it under
// the terms of the BSD 3-Clause license. See the accompanying LICENSE file.
#ifndef BLAS_DEVICE_HH
#define BLAS_DEVICE_HH
#include "blas/util.hh"
#include "blas/defines.h"
#if defined( BLAS_HAVE_CUBLAS ) \
|| defined( BLAS_HAVE_ROCBLAS ) \
|| defined( BLAS_HAVE_SYCL )
#define BLAS_HAVE_DEVICE
#endif
#ifdef BLAS_HAVE_CUBLAS
#include <cuda_runtime.h>
#include <cublas_v2.h>
#elif defined(BLAS_HAVE_ROCBLAS)
// Default to HCC platform on ROCm
#if ! defined(__HIP_PLATFORM_NVCC__) && ! defined(__HIP_PLATFORM_HCC__)
#define __HIP_PLATFORM_HCC__
#define BLAS_HIP_PLATFORM_HCC
#endif
#include <hip/hip_runtime.h>
// Headers moved in ROCm 5.2
#if HIP_VERSION >= 50200000
#include <rocblas/rocblas.h>
#else
#include <rocblas.h>
#endif
// If we defined __HIP_PLATFORM_HCC__, undef it.
#ifdef BLAS_HIP_PLATFORM_HCC
#undef __HIP_PLATFORM_HCC__
#undef BLAS_HIP_PLATFORM_HCC
#endif
#elif defined(BLAS_HAVE_SYCL)
#include <sycl/detail/cl.h> // For CL version
#include <sycl.hpp>
#endif
namespace blas {
// -----------------------------------------------------------------------------
// types
#ifdef BLAS_HAVE_CUBLAS
typedef int device_blas_int;
#elif defined(BLAS_HAVE_ROCBLAS)
typedef int device_blas_int;
#elif defined(BLAS_HAVE_SYCL)
typedef std::int64_t device_blas_int;
#else
typedef int device_blas_int;
#endif
// -----------------------------------------------------------------------------
/// Direction to copy, one of:
///
/// - MemcpyKind::Default: [recommended] determine direction to copy
/// based on virtual addresses where src
/// and dst are allocated.
/// - MemcpyKind::HostToHost: both src and dst on CPU host.
/// - MemcpyKind::HostToDevice: src on CPU host, dst on GPU device.
/// - MemcpyKind::DeviceToHost: src on GPU device, dst on CPU host.
/// - MemcpyKind::DeviceToDevice: both src and dst on GPU devices,
/// which may be 2 different devices.
///
/// @deprecated use memcpy without kind. To be removed 2025-05.
/// Can't use [[deprecated]] because other deprecated functions here still use this.
enum class MemcpyKind : device_blas_int {
HostToHost = 0,
HostToDevice = 1,
DeviceToHost = 2,
DeviceToDevice = 3,
Default = 4,
};
// -----------------------------------------------------------------------------
#if defined(BLAS_HAVE_CUBLAS)
/// @return the corresponding cuda memcpy kind constant
/// @deprecated use memcpy without kind. To be removed 2025-05.
inline cudaMemcpyKind memcpy2cuda( MemcpyKind kind )
{
switch (kind) {
case MemcpyKind::HostToHost: return cudaMemcpyHostToHost; break;
case MemcpyKind::HostToDevice: return cudaMemcpyHostToDevice; break;
case MemcpyKind::DeviceToHost: return cudaMemcpyDeviceToHost; break;
case MemcpyKind::DeviceToDevice: return cudaMemcpyDeviceToDevice; break;
case MemcpyKind::Default: return cudaMemcpyDefault;
default: throw blas::Error( "unknown memcpy direction" );
}
}
#elif defined(BLAS_HAVE_ROCBLAS)
/// @return the corresponding hip memcpy kind constant
/// @deprecated use memcpy without kind. To be removed 2025-05.
inline hipMemcpyKind memcpy2hip( MemcpyKind kind )
{
switch (kind) {
case MemcpyKind::HostToHost: return hipMemcpyHostToHost; break;
case MemcpyKind::HostToDevice: return hipMemcpyHostToDevice; break;
case MemcpyKind::DeviceToHost: return hipMemcpyDeviceToHost; break;
case MemcpyKind::DeviceToDevice: return hipMemcpyDeviceToDevice; break;
case MemcpyKind::Default: return hipMemcpyDefault;
default: throw blas::Error( "unknown memcpy direction" );
}
}
#elif defined(BLAS_HAVE_SYCL)
/// @return the corresponding sycl memcpy kind constant
/// The memcpy method in the sycl::queue class does not accept
/// a direction (i.e. always operates in default mode).
/// For interface compatibility with cuda/hip, return a default value
/// @deprecated use memcpy without kind. To be removed 2025-05.
inline int64_t memcpy2sycl( MemcpyKind kind ) { return 0; }
#endif
// -----------------------------------------------------------------------------
// constants
const int MaxBatchChunk = 50000;
#if defined( BLAS_HAVE_CUBLAS ) || defined( BLAS_HAVE_ROCBLAS )
const int MaxForkSize = 10;
#else
// SYCL and no GPU code doesn't support fork mode.
const int MaxForkSize = 1;
#endif
//==============================================================================
/// Queue for executing GPU device routines.
/// This wraps CUDA stream and cuBLAS handle,
/// HIP stream and rocBLAS handle,
/// or SYCL queue.
///
class Queue
{
public:
// Define generic names for vendor types.
#if defined( BLAS_HAVE_CUBLAS )
using stream_t = cudaStream_t;
using event_t = cudaEvent_t;
using handle_t = cublasHandle_t;
#elif defined( BLAS_HAVE_ROCBLAS )
using stream_t = hipStream_t;
using event_t = hipEvent_t;
using handle_t = rocblas_handle;
#elif defined( BLAS_HAVE_SYCL )
using stream_t = sycl::queue;
#else
// No GPU code.
using stream_t = void*; // unused
#endif
Queue();
Queue( int device );
Queue( int device, stream_t& stream );
#if defined( BLAS_HAVE_CUBLAS ) || defined( BLAS_HAVE_ROCBLAS )
Queue( int device, handle_t handle );
#endif
// Disable copying; must construct anew.
Queue( Queue const& ) = delete;
Queue& operator=( Queue const& ) = delete;
~Queue();
int device() const { return device_; }
void sync();
/// @return device workspace.
void* work() { return (void*) work_; }
/// @return size of device workspace, in scalar_t elements.
template <typename scalar_t>
size_t work_size() const { return lwork_ / sizeof(scalar_t); }
template <typename scalar_t>
void work_ensure_size( size_t lwork );
// switch from default stream to parallel streams
void fork( int num_streams=MaxForkSize );
// switch back to the default stream
void join();
// return the next-in-line stream (for both default and fork modes)
void revolve();
#if defined( BLAS_HAVE_CUBLAS ) || defined( BLAS_HAVE_ROCBLAS )
// Common for CUDA, ROCm.
void set_handle( handle_t& in_handle );
handle_t handle() const { return handle_; }
#endif
// Common for all: CUDA, ROCm, SYCL, no GPU.
void set_stream( stream_t& in_stream );
stream_t& stream()
{
#if defined( BLAS_HAVE_CUBLAS ) || defined( BLAS_HAVE_ROCBLAS )
return streams_[ current_stream_index_ ];
#else
return streams_[ 0 ];
#endif
}
private:
// Workspace for pointer arrays of batch routines or other purposes.
char* work_;
size_t lwork_;
// streams_[ 0 ] is default stream; rest are parallel streams in fork mode.
stream_t streams_[ MaxForkSize ];
#if defined( BLAS_HAVE_CUBLAS ) || defined( BLAS_HAVE_ROCBLAS )
// Associated device BLAS handle.
handle_t handle_;
event_t events_[ MaxForkSize ];
// The number of streams the queue is currently using for
// launching kernels (1 by default).
int num_active_streams_;
// Index to the current stream in use.
int current_stream_index_;
// Whether the queue owns the BLAS handle and default stream,
// or the user provided them.
bool own_handle_;
bool own_default_stream_;
#endif
// Associated device ID.
int device_;
};
// -----------------------------------------------------------------------------
// Light wrappers around CUDA and cuBLAS functions.
#ifdef BLAS_HAVE_CUBLAS
inline bool is_device_error( cudaError_t error )
{
return (error != cudaSuccess);
}
inline bool is_device_error( cublasStatus_t error )
{
return (error != CUBLAS_STATUS_SUCCESS);
}
inline const char* device_error_string( cudaError_t error )
{
return cudaGetErrorString( error );
}
// see device_error.cc
const char* device_error_string( cublasStatus_t error );
#endif // HAVE_CUBLAS
// -----------------------------------------------------------------------------
// Light wrappers around HIP and rocBLAS functions.
#ifdef BLAS_HAVE_ROCBLAS
inline bool is_device_error( hipError_t error )
{
return (error != hipSuccess);
}
inline bool is_device_error( rocblas_status error )
{
return (error != rocblas_status_success);
}
inline const char* device_error_string( hipError_t error )
{
return hipGetErrorString( error );
}
inline const char* device_error_string( rocblas_status error )
{
return rocblas_status_to_string( error );
}
#endif // HAVE_ROCBLAS
// -----------------------------------------------------------------------------
// device errors
#if defined(BLAS_ERROR_NDEBUG) || (defined(BLAS_ERROR_ASSERT) && defined(NDEBUG))
// BLAS++ does no error checking on device errors;
#define blas_dev_call( error ) \
error
#elif defined(BLAS_ERROR_ASSERT)
// BLAS++ aborts on device errors
#if defined(BLAS_HAVE_SYCL)
#define blas_dev_call( error ) \
do { \
try { \
error; \
} \
catch (sycl::exception const& e) { \
blas::internal::abort_if( true, __func__, \
"%s", e.what() ); \
} \
catch (std::exception const& e) { \
blas::internal::abort_if( true, __func__, \
"%s", e.what() ); \
} \
catch (...) { \
blas::internal::abort_if( true, __func__, \
"%s", "unknown exception" ); \
} \
} while(0)
#else
#define blas_dev_call( error ) \
do { \
auto e = error; \
blas::internal::abort_if( blas::is_device_error(e), __func__, \
"%s", blas::device_error_string(e) ); \
} while(0)
#endif
#else
// BLAS++ throws device errors (default)
#if defined(BLAS_HAVE_SYCL)
#define blas_dev_call( error ) \
do { \
try { \
error; \
} \
catch (sycl::exception const& e) { \
blas::internal::throw_if( true, \
e.what(), __func__ ); \
} \
catch (std::exception const& e) { \
blas::internal::throw_if( true, \
e.what(), __func__ ); \
} \
catch (...) { \
blas::internal::throw_if( true, \
"unknown exception", __func__ ); \
} \
} while(0)
#else
#define blas_dev_call( error ) \
do { \
auto e = error; \
blas::internal::throw_if( blas::is_device_error(e), \
blas::device_error_string(e), \
__func__ ); \
} while(0)
#endif
#endif
// -----------------------------------------------------------------------------
// set/get device functions
// private, internal routine; sets device for CUDA, ROCm; nothing for SYCL
void internal_set_device( int device );
int get_device_count();
// -----------------------------------------------------------------------------
// memory functions
void device_free( void* ptr, blas::Queue &queue );
void host_free_pinned( void* ptr, blas::Queue &queue );
// -----------------------------------------------------------------------------
// Template functions declared here
// -----------------------------------------------------------------------------
//------------------------------------------------------------------------------
/// @return a pointer to an allocated GPU device memory.
///
/// @param[in] nelements
/// Number of elements of type T to allocate.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
/// Determines the GPU device on which to allocate memory.
///
template <typename T>
T* device_malloc(
int64_t nelements, blas::Queue &queue )
{
blas_error_if( nelements < 0 );
T* ptr = nullptr;
#ifdef BLAS_HAVE_CUBLAS
blas::internal_set_device( queue.device() );
blas_dev_call(
cudaMalloc( (void**)&ptr, nelements * sizeof(T) ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas::internal_set_device( queue.device() );
blas_dev_call(
hipMalloc( (void**)&ptr, nelements * sizeof(T) ) );
#elif defined(BLAS_HAVE_SYCL)
blas_dev_call(
ptr = (T*)sycl::malloc_shared( nelements*sizeof(T), queue.stream() ) );
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
return ptr;
}
//------------------------------------------------------------------------------
/// @return a pointer to an allocated CPU host memory.
/// In CUDA and ROCm, the memory will be pinned.
/// SYCL does not have an explicit pinned memory allocation, so this
/// just calls sycl::malloc_host.
///
/// @param[in] nelements
/// Number of elements of type T to allocate.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
/// In CUDA and ROCm, queue is ignored.
/// In SYCL, queue is passed to sycl::malloc_host to provide context.
///
template <typename T>
T* host_malloc_pinned(
int64_t nelements, blas::Queue &queue )
{
blas_error_if( nelements < 0 );
T* ptr = nullptr;
#ifdef BLAS_HAVE_CUBLAS
blas_dev_call(
cudaMallocHost( (void**)&ptr, nelements * sizeof(T) ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas_dev_call(
hipHostMalloc( (void**)&ptr, nelements * sizeof(T) ) );
#elif defined(BLAS_HAVE_SYCL)
blas_dev_call(
ptr = (T*)sycl::malloc_host( nelements*sizeof(T), queue.stream() ) );
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
return ptr;
}
//------------------------------------------------------------------------------
/// Sets each byte of memory to a constant value (often 0).
/// Asynchronous with respect to host.
///
/// @param[out] ptr
/// Pointer to memory to set.
///
/// @param[in] value
/// Value to set each byte; cast to unsigned char.
///
/// @param[in] nelements
/// Number of elements of type T to set. Sets nelements * sizeof(T) bytes.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
///
template <typename T>
void device_memset(
T* ptr,
int value, int64_t nelements, Queue& queue)
{
blas_error_if( nelements < 0 );
#ifdef BLAS_HAVE_CUBLAS
blas::internal_set_device( queue.device() );
blas_dev_call(
cudaMemsetAsync(
ptr, value,
nelements * sizeof(T), queue.stream() ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas::internal_set_device( queue.device() );
blas_dev_call(
hipMemsetAsync(
ptr, value,
nelements * sizeof(T), queue.stream() ) );
#elif defined(BLAS_HAVE_SYCL)
blas_dev_call(
queue.stream().memset( ptr, value, nelements * sizeof(T) ) );
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
}
//------------------------------------------------------------------------------
/// @deprecated: recommend using
/// blas::device_memcpy( dst, src, nelements, queue )
/// instead, which sets kind = MemcpyKind::Default.
///
/// @copydoc device_memcpy(T*,T const*,int64_t,Queue&)
///
/// @param[in] kind
/// @copydoc MemcpyKind
///
/// @see device_memcpy(T*,T const*,int64_t,Queue&)
///
template <typename T>
[[deprecated("Use device_memcpy without kind. To be removed 2025-05.")]]
void device_memcpy(
T* dst,
T const* src,
int64_t nelements, MemcpyKind kind, Queue& queue)
{
blas_error_if( nelements < 0 );
#ifdef BLAS_HAVE_CUBLAS
blas::internal_set_device( queue.device() );
blas_dev_call(
cudaMemcpyAsync(
dst, src, sizeof(T)*nelements,
memcpy2cuda(kind), queue.stream() ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas::internal_set_device( queue.device() );
blas_dev_call(
hipMemcpyAsync(
dst, src, sizeof(T)*nelements,
memcpy2hip(kind), queue.stream() ) );
#elif defined(BLAS_HAVE_SYCL)
blas_dev_call(
queue.stream().memcpy( dst, src, sizeof(T)*nelements ) );
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
}
//------------------------------------------------------------------------------
/// Copy nelements of type T from src to dst memory region.
/// src and dst regions must not overlap.
/// May be asynchronous with respect to host, depending on memory types;
/// host memory may need to be pinned for this to be async.
///
/// @param[out] dst
/// Pointer to destination memory region of size nelements.
///
/// @param[in] src
/// Pointer to source memory region of size nelements.
///
/// @param[in] nelements
/// Number of elements of type T to copy.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
///
template <typename T>
void device_memcpy(
T* dst,
T const* src,
int64_t nelements, Queue& queue)
{
blas_error_if( nelements < 0 );
#ifdef BLAS_HAVE_CUBLAS
blas::internal_set_device( queue.device() );
blas_dev_call(
cudaMemcpyAsync(
dst, src, sizeof(T)*nelements,
cudaMemcpyDefault, queue.stream() ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas::internal_set_device( queue.device() );
blas_dev_call(
hipMemcpyAsync(
dst, src, sizeof(T)*nelements,
hipMemcpyDefault, queue.stream() ) );
#elif defined(BLAS_HAVE_SYCL)
blas_dev_call(
queue.stream().memcpy( dst, src, sizeof(T)*nelements ) );
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
}
//------------------------------------------------------------------------------
/// @deprecated: recommend using
/// device_memcpy_2d( dst, dst_pitch, src, src_pitch, width, height, queue )
/// instead, which sets kind = MemcpyKind::Default.
///
/// @copydoc device_memcpy_2d(T*,int64_t,T const*,int64_t,int64_t,int64_t,Queue&)
///
/// @param[in] kind
/// @copydoc MemcpyKind
///
/// @see device_memcpy_2d(T*,int64_t,T const*,int64_t,int64_t,int64_t,Queue&)
///
template <typename T>
[[deprecated("Use device_memcpy_2d without kind. To be removed 2025-05.")]]
void device_memcpy_2d(
T* dst, int64_t dst_pitch,
T const* src, int64_t src_pitch,
int64_t width, int64_t height, MemcpyKind kind, Queue& queue)
{
blas_error_if( width < 0 );
blas_error_if( height < 0 );
blas_error_if( dst_pitch < width );
blas_error_if( src_pitch < width );
#ifdef BLAS_HAVE_CUBLAS
blas::internal_set_device( queue.device() );
blas_dev_call(
cudaMemcpy2DAsync(
dst, sizeof(T)*dst_pitch,
src, sizeof(T)*src_pitch,
sizeof(T)*width, height, memcpy2cuda(kind), queue.stream() ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas::internal_set_device( queue.device() );
blas_dev_call(
hipMemcpy2DAsync(
dst, sizeof(T)*dst_pitch,
src, sizeof(T)*src_pitch,
sizeof(T)*width, height, memcpy2hip(kind), queue.stream() ) );
#elif defined(BLAS_HAVE_SYCL)
if (dst_pitch == width && src_pitch == width) {
// one contiguous memcpy
blas_dev_call(
queue.stream().memcpy( dst, src, width * height * sizeof(T) ) );
}
else {
// Copy each contiguous image row (matrix column).
// SYCL does not support set/get/lacpy matrix.
for (int64_t i = 0; i < height; ++i) {
T* dst_row = dst + i*dst_pitch;
T const* src_row = src + i*src_pitch;
blas_dev_call(
queue.stream().memcpy( dst_row, src_row, width*sizeof(T) ) );
}
}
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
}
//------------------------------------------------------------------------------
/// Copy width-by-height sub-array of type T from src to dst memory region.
/// Sub-arrays of src and dst must not overlap.
/// May be asynchronous with respect to host, depending on memory types;
/// host memory may need to be pinned for this to be async.
///
/// Memory here refers to 2D images, which by convention are
/// width-by-height (e.g., 1024 x 768), and stored with contiguous rows.
/// Each row has width elements, and may have padding, making a row
/// pitch (stride, leading dimension) = width + padding.
///
/// If declared as a C-style row-major matrix, the y-coordinate is first,
/// the x-coordinate second: A[ height ][ row_pitch ].
///
/// For a column-major matrix A, m == width, n == height, lda = pitch.
///
/// @param[out] dst
/// The destination width-by-height sub-array,
/// in a dst_pitch-by-height array.
/// Each row of width elements is contiguous.
///
/// @param[in] dst_pitch
/// Stride (leading dimension) between rows of the dst array.
/// dst_pitch >= width.
///
/// @param[in] src
/// The source width-by-height sub-array,
/// in a src_pitch-by-height array.
/// Each row of width elements is contiguous.
///
/// @param[in] src_pitch
/// Stride (leading dimension) between rows of the src array.
/// src_pitch >= width.
///
/// @param[in] width
/// Number of columns in each contiguous row to copy. width >= 0.
///
/// @param[in] height
/// Number of rows to copy. height >= 0.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
///
template <typename T>
void device_memcpy_2d(
T* dst, int64_t dst_pitch,
T const* src, int64_t src_pitch,
int64_t width, int64_t height, Queue& queue)
{
blas_error_if( width < 0 );
blas_error_if( height < 0 );
blas_error_if( dst_pitch < width );
blas_error_if( src_pitch < width );
#ifdef BLAS_HAVE_CUBLAS
blas::internal_set_device( queue.device() );
blas_dev_call(
cudaMemcpy2DAsync(
dst, sizeof(T)*dst_pitch,
src, sizeof(T)*src_pitch,
sizeof(T)*width, height,
cudaMemcpyDefault, queue.stream() ) );
#elif defined(BLAS_HAVE_ROCBLAS)
blas::internal_set_device( queue.device() );
blas_dev_call(
hipMemcpy2DAsync(
dst, sizeof(T)*dst_pitch,
src, sizeof(T)*src_pitch,
sizeof(T)*width, height,
hipMemcpyDefault, queue.stream() ) );
#elif defined(BLAS_HAVE_SYCL)
if (dst_pitch == width && src_pitch == width) {
// one contiguous memcpy
blas_dev_call(
queue.stream().memcpy( dst, src, width * height * sizeof(T) ) );
}
else {
// Copy each contiguous image row (matrix column).
// SYCL does not support set/get/lacpy matrix.
for (int64_t i = 0; i < height; ++i) {
T* dst_row = dst + i*dst_pitch;
T const* src_row = src + i*src_pitch;
blas_dev_call(
queue.stream().memcpy( dst_row, src_row, width*sizeof(T) ) );
}
}
#else
throw blas::Error( "device BLAS not available", __func__ );
#endif
}
//------------------------------------------------------------------------------
/// Copy n-element vector from host or device memory, to host or device memory.
/// May be asynchronous with respect to host, depending on memory types;
/// host memory may need to be pinned for this to be async.
///
/// @param[in] n
/// Number of elements to copy. n >= 0.
///
/// @param[in] src
/// The source n-element vector.
///
/// @param[in] inc_src
/// Stride between elements of src. inc_src >= 1.
///
/// @param[in] dst
/// The destination n-element vector.
///
/// @param[in] inc_dst
/// Stride between elements of src. inc_dst >= 1.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
///
template <typename T>
void device_copy_vector(
int64_t n,
T const* src, int64_t inc_src,
T* dst, int64_t inc_dst, Queue& queue)
{
if (inc_src == 1 && inc_dst == 1) {
// Copy contiguous vector.
device_memcpy( dst, src, n, queue );
}
else {
// Interpret as copying one row from inc-by-n matrix.
device_memcpy_2d( dst, inc_dst, src, inc_src, 1, n, queue );
}
}
//------------------------------------------------------------------------------
/// Copy m-by-n column-major matrix in ld-by-n array
/// from host or device memory, to host or device memory.
/// May be asynchronous with respect to host, depending on memory types;
/// host memory may need to be pinned for this to be async.
///
/// This is exactly the same as device_memcpy_2d, but with conventions
/// consistent with BLAS/LAPACK routines: matrices are column-major;
/// argument order is dimensions, src, dst.
///
/// @param[in] m
/// Number of rows. m >= 0.
///
/// @param[in] n
/// Number of columns. n >= 0.
///
/// @param[in] src
/// The source m-by-n matrix, in ld_src-by-n array.
///
/// @param[in] ld_src
/// Leading dimension of src. ld_src >= m.
///
/// @param[in] dst
/// The destination m-by-n matrix, in ld_dst-by-n array.
///
/// @param[in] ld_dst
/// Leading dimension of dst. ld_dst >= m.
///
/// @param[in] queue
/// BLAS++ queue to execute in.
///
template <typename T>
void device_copy_matrix(
int64_t m, int64_t n,
T const* src, int64_t ld_src,
T* dst, int64_t ld_dst, Queue& queue)
{
device_memcpy_2d( dst, ld_dst, src, ld_src, m, n, queue );
}
//------------------------------------------------------------------------------
/// Ensures GPU device workspace is of size at least lwork elements of
/// scalar_t, synchronizing and reallocating if needed.
/// Allocates at least 3 * MaxBatchChunk * sizeof(void*), needed for
/// batch gemm.
///
/// @param[in] lwork
/// Minimum size of workspace.
///
template <typename scalar_t>
void Queue::work_ensure_size( size_t lwork )
{
lwork *= sizeof(scalar_t);
if (lwork > lwork_) {
sync();
if (work_) {
device_free( work_, *this );
}
lwork_ = max( lwork, 3*MaxBatchChunk*sizeof(void*) );
work_ = device_malloc<char>( lwork_, *this );
}
}
} // namespace blas
#endif // #ifndef BLAS_DEVICE_HH
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