File size: 19,339 Bytes
d1be154 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 | #pragma once
#include "cuda_device.hpp"
/**
@file cuda_memory.hpp
@brief CUDA memory utilities include file
*/
namespace tf {
// ----------------------------------------------------------------------------
// memory
// ----------------------------------------------------------------------------
/**
@brief queries the free memory (expensive call)
*/
inline size_t cuda_get_free_mem(int d) {
cudaScopedDevice ctx(d);
size_t free, total;
TF_CHECK_CUDA(
cudaMemGetInfo(&free, &total), "failed to get mem info on device ", d
);
return free;
}
/**
@brief queries the total available memory (expensive call)
*/
inline size_t cuda_get_total_mem(int d) {
cudaScopedDevice ctx(d);
size_t free, total;
TF_CHECK_CUDA(
cudaMemGetInfo(&free, &total), "failed to get mem info on device ", d
);
return total;
}
/**
@brief allocates memory on the given device for holding @c N elements of type @c T
The function calls @c cudaMalloc to allocate <tt>N*sizeof(T)</tt> bytes of memory
on the given device @c d and returns a pointer to the starting address of
the device memory.
*/
template <typename T>
T* cuda_malloc_device(size_t N, int d) {
cudaScopedDevice ctx(d);
T* ptr {nullptr};
TF_CHECK_CUDA(
cudaMalloc(&ptr, N*sizeof(T)),
"failed to allocate memory (", N*sizeof(T), "bytes) on device ", d
)
return ptr;
}
/**
@brief allocates memory on the current device associated with the caller
The function calls malloc_device from the current device associated
with the caller.
*/
template <typename T>
T* cuda_malloc_device(size_t N) {
T* ptr {nullptr};
TF_CHECK_CUDA(
cudaMalloc(&ptr, N*sizeof(T)),
"failed to allocate memory (", N*sizeof(T), "bytes)"
)
return ptr;
}
/**
@brief allocates shared memory for holding @c N elements of type @c T
The function calls @c cudaMallocManaged to allocate <tt>N*sizeof(T)</tt> bytes
of memory and returns a pointer to the starting address of the shared memory.
*/
template <typename T>
T* cuda_malloc_shared(size_t N) {
T* ptr {nullptr};
TF_CHECK_CUDA(
cudaMallocManaged(&ptr, N*sizeof(T)),
"failed to allocate shared memory (", N*sizeof(T), "bytes)"
)
return ptr;
}
/**
@brief frees memory on the GPU device
@tparam T pointer type
@param ptr device pointer to memory to free
@param d device context identifier
This methods call @c cudaFree to free the memory space pointed to by @c ptr
using the given device context.
*/
template <typename T>
void cuda_free(T* ptr, int d) {
cudaScopedDevice ctx(d);
TF_CHECK_CUDA(cudaFree(ptr), "failed to free memory ", ptr, " on GPU ", d);
}
/**
@brief frees memory on the GPU device
@tparam T pointer type
@param ptr device pointer to memory to free
This methods call @c cudaFree to free the memory space pointed to by @c ptr
using the current device context of the caller.
*/
template <typename T>
void cuda_free(T* ptr) {
TF_CHECK_CUDA(cudaFree(ptr), "failed to free memory ", ptr);
}
/**
@brief copies data between host and device asynchronously through a stream
@param stream stream identifier
@param dst destination memory address
@param src source memory address
@param count size in bytes to copy
The method calls @c cudaMemcpyAsync with the given @c stream
using @c cudaMemcpyDefault to infer the memory space of the source and
the destination pointers. The memory areas may not overlap.
*/
inline void cuda_memcpy_async(
cudaStream_t stream, void* dst, const void* src, size_t count
) {
TF_CHECK_CUDA(
cudaMemcpyAsync(dst, src, count, cudaMemcpyDefault, stream),
"failed to perform cudaMemcpyAsync"
);
}
/**
@brief initializes or sets GPU memory to the given value byte by byte
@param stream stream identifier
@param devPtr pointer to GPU memory
@param value value to set for each byte of the specified memory
@param count size in bytes to set
The method calls @c cudaMemsetAsync with the given @c stream
to fill the first @c count bytes of the memory area pointed to by @c devPtr
with the constant byte value @c value.
*/
inline void cuda_memset_async(
cudaStream_t stream, void* devPtr, int value, size_t count
){
TF_CHECK_CUDA(
cudaMemsetAsync(devPtr, value, count, stream),
"failed to perform cudaMemsetAsync"
);
}
// ----------------------------------------------------------------------------
// Shared Memory
// ----------------------------------------------------------------------------
//
// Because dynamically sized shared memory arrays are declared "extern",
// we can't templatize them directly. To get around this, we declare a
// simple wrapper struct that will declare the extern array with a different
// name depending on the type. This avoids compiler errors about duplicate
// definitions.
//
// To use dynamically allocated shared memory in a templatized __global__ or
// __device__ function, just replace code like this:
//
// template<class T>
// __global__ void
// foo( T* g_idata, T* g_odata)
// {
// // Shared mem size is determined by the host app at run time
// extern __shared__ T sdata[];
// ...
// doStuff(sdata);
// ...
// }
//
// With this:
//
// template<class T>
// __global__ void
// foo( T* g_idata, T* g_odata)
// {
// // Shared mem size is determined by the host app at run time
// cudaSharedMemory<T> smem;
// T* sdata = smem.get();
// ...
// doStuff(sdata);
// ...
// }
// ----------------------------------------------------------------------------
// This is the un-specialized struct. Note that we prevent instantiation of this
// struct by putting an undefined symbol in the function body so it won't compile.
/**
@private
*/
template <typename T>
struct cudaSharedMemory
{
// Ensure that we won't compile any un-specialized types
__device__ T *get()
{
extern __device__ void error(void);
error();
return NULL;
}
};
// Following are the specializations for the following types.
// int, uint, char, uchar, short, ushort, long, ulong, bool, float, and double
// One could also specialize it for user-defined types.
/**
@private
*/
template <>
struct cudaSharedMemory <int>
{
__device__ int *get()
{
extern __shared__ int s_int[];
return s_int;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <unsigned int>
{
__device__ unsigned int *get()
{
extern __shared__ unsigned int s_uint[];
return s_uint;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <char>
{
__device__ char *get()
{
extern __shared__ char s_char[];
return s_char;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <unsigned char>
{
__device__ unsigned char *get()
{
extern __shared__ unsigned char s_uchar[];
return s_uchar;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <short>
{
__device__ short *get()
{
extern __shared__ short s_short[];
return s_short;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <unsigned short>
{
__device__ unsigned short *get()
{
extern __shared__ unsigned short s_ushort[];
return s_ushort;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <long>
{
__device__ long *get()
{
extern __shared__ long s_long[];
return s_long;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <unsigned long>
{
__device__ unsigned long *get()
{
extern __shared__ unsigned long s_ulong[];
return s_ulong;
}
};
//template <>
//struct cudaSharedMemory <size_t>
//{
// __device__ size_t *get()
// {
// extern __shared__ size_t s_sizet[];
// return s_sizet;
// }
//};
/**
@private
*/
template <>
struct cudaSharedMemory <bool>
{
__device__ bool *get()
{
extern __shared__ bool s_bool[];
return s_bool;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <float>
{
__device__ float *get()
{
extern __shared__ float s_float[];
return s_float;
}
};
/**
@private
*/
template <>
struct cudaSharedMemory <double>
{
__device__ double *get()
{
extern __shared__ double s_double[];
return s_double;
}
};
// ----------------------------------------------------------------------------
// cudaDeviceAllocator
// ----------------------------------------------------------------------------
/**
@private
*/
template<typename T>
class cudaDeviceAllocator {
public:
/**
@brief element type
*/
using value_type = T;
/**
@brief element pointer type
*/
using pointer = T*;
/**
@brief element reference type
*/
using reference = T&;
/**
@brief const element pointer type
*/
using const_pointer = const T*;
/**
@brief constant element reference type
*/
using const_reference = const T&;
/**
@brief size type
*/
using size_type = std::size_t;
/**
@brief pointer difference type
*/
using difference_type = std::ptrdiff_t;
/**
@brief its member type @c U is the equivalent allocator type to allocate elements of type U
*/
template<typename U>
struct rebind {
/**
@brief allocator of a different data type
*/
using other = cudaDeviceAllocator<U>;
};
/**
@brief Constructs a device allocator object.
*/
cudaDeviceAllocator() noexcept {}
/**
@brief Constructs a device allocator object from another device allocator object.
*/
cudaDeviceAllocator( const cudaDeviceAllocator& ) noexcept {}
/**
@brief Constructs a device allocator object from another device allocator
object with a different element type.
*/
template<typename U>
cudaDeviceAllocator( const cudaDeviceAllocator<U>& ) noexcept {}
/**
@brief Destructs the device allocator object.
*/
~cudaDeviceAllocator() noexcept {}
/**
@brief Returns the address of x.
This effectively means returning &x.
@param x reference to an object
@return a pointer to the object
*/
pointer address( reference x ) { return &x; }
/**
@brief Returns the address of x.
This effectively means returning &x.
@param x reference to an object
@return a pointer to the object
*/
const_pointer address( const_reference x ) const { return &x; }
/**
@brief allocates block of storage.
Attempts to allocate a block of storage with a size large enough to contain
@c n elements of member type, @c value_type, and returns a pointer
to the first element.
The storage is aligned appropriately for object of type @c value_type,
but they are not constructed.
The block of storage is allocated using cudaMalloc and throws std::bad_alloc
if it cannot allocate the total amount of storage requested.
@param n number of elements (each of size sizeof(value_type)) to be allocated
@return a pointer to the initial element in the block of storage.
*/
pointer allocate( size_type n, const void* = 0 )
{
void* ptr = NULL;
TF_CHECK_CUDA(
cudaMalloc( &ptr, n*sizeof(T) ),
"failed to allocate ", n, " elements (", n*sizeof(T), "bytes)"
)
return static_cast<pointer>(ptr);
}
/**
@brief Releases a block of storage previously allocated with member allocate and not yet released
The elements in the array are not destroyed by a call to this member function.
@param ptr pointer to a block of storage previously allocated with allocate
*/
void deallocate( pointer ptr, size_type )
{
if(ptr){
cudaFree(ptr);
}
}
/**
@brief returns the maximum number of elements that could potentially
be allocated by this allocator
A call to member allocate with the value returned by this function
can still fail to allocate the requested storage.
@return the number of elements that might be allocated as maximum
by a call to member allocate
*/
size_type max_size() const noexcept { return size_type {-1}; }
/**
@brief ignored to avoid de-referencing device pointer from the host
*/
void construct( pointer, const_reference) { }
/**
@brief ignored to avoid de-referencing device pointer from the host
*/
void destroy( pointer) { }
/**
@brief compares two allocator of different types using @c ==
Device allocators of different types are always equal to each other
because the storage allocated by the allocator @c a1 can be deallocated
through @c a2.
*/
template <typename U>
bool operator == (const cudaDeviceAllocator<U>&) const noexcept {
return true;
}
/**
@brief compares two allocator of different types using @c !=
Device allocators of different types are always equal to each other
because the storage allocated by the allocator @c a1 can be deallocated
through @c a2.
*/
template <typename U>
bool operator != (const cudaDeviceAllocator<U>&) const noexcept {
return false;
}
};
// ----------------------------------------------------------------------------
// cudaUSMAllocator
// ----------------------------------------------------------------------------
/**
@private
*/
template<typename T>
class cudaUSMAllocator {
public:
/**
@brief element type
*/
using value_type = T;
/**
@brief element pointer type
*/
using pointer = T*;
/**
@brief element reference type
*/
using reference = T&;
/**
@brief const element pointer type
*/
using const_pointer = const T*;
/**
@brief constant element reference type
*/
using const_reference = const T&;
/**
@brief size type
*/
using size_type = std::size_t;
/**
@brief pointer difference type
*/
using difference_type = std::ptrdiff_t;
/**
@brief its member type @c U is the equivalent allocator type to allocate elements of type U
*/
template<typename U>
struct rebind {
/**
@brief allocator of a different data type
*/
using other = cudaUSMAllocator<U>;
};
/**
@brief Constructs a device allocator object.
*/
cudaUSMAllocator() noexcept {}
/**
@brief Constructs a device allocator object from another device allocator object.
*/
cudaUSMAllocator( const cudaUSMAllocator& ) noexcept {}
/**
@brief Constructs a device allocator object from another device allocator
object with a different element type.
*/
template<typename U>
cudaUSMAllocator( const cudaUSMAllocator<U>& ) noexcept {}
/**
@brief Destructs the device allocator object.
*/
~cudaUSMAllocator() noexcept {}
/**
@brief Returns the address of x.
This effectively means returning &x.
@param x reference to an object
@return a pointer to the object
*/
pointer address( reference x ) { return &x; }
/**
@brief Returns the address of x.
This effectively means returning &x.
@param x reference to an object
@return a pointer to the object
*/
const_pointer address( const_reference x ) const { return &x; }
/**
@brief allocates block of storage.
Attempts to allocate a block of storage with a size large enough to contain
@c n elements of member type, @c value_type, and returns a pointer
to the first element.
The storage is aligned appropriately for object of type @c value_type,
but they are not constructed.
The block of storage is allocated using cudaMalloc and throws std::bad_alloc
if it cannot allocate the total amount of storage requested.
@param n number of elements (each of size sizeof(value_type)) to be allocated
@return a pointer to the initial element in the block of storage.
*/
pointer allocate( size_type n, const void* = 0 )
{
void* ptr {nullptr};
TF_CHECK_CUDA(
cudaMallocManaged( &ptr, n*sizeof(T) ),
"failed to allocate ", n, " elements (", n*sizeof(T), "bytes)"
)
return static_cast<pointer>(ptr);
}
/**
@brief Releases a block of storage previously allocated with member allocate and not yet released
The elements in the array are not destroyed by a call to this member function.
@param ptr pointer to a block of storage previously allocated with allocate
*/
void deallocate( pointer ptr, size_type )
{
if(ptr){
cudaFree(ptr);
}
}
/**
@brief returns the maximum number of elements that could potentially
be allocated by this allocator
A call to member allocate with the value returned by this function
can still fail to allocate the requested storage.
@return the number of elements that might be allocated as maximum
by a call to member allocate
*/
size_type max_size() const noexcept { return size_type {-1}; }
/**
@brief Constructs an element object on the location pointed by ptr.
@param ptr pointer to a location with enough storage soace to contain
an element of type @c value_type
@param val value to initialize the constructed element to
*/
void construct( pointer ptr, const_reference val ) {
new ((void*)ptr) value_type(val);
}
/**
@brief destroys in-place the object pointed by @c ptr
Notice that this does not deallocate the storage for the element but calls
its destructor.
@param ptr pointer to the object to be destroye
*/
void destroy( pointer ptr ) {
ptr->~value_type();
}
/**
@brief compares two allocator of different types using @c ==
USM allocators of different types are always equal to each other
because the storage allocated by the allocator @c a1 can be deallocated
through @c a2.
*/
template <typename U>
bool operator == (const cudaUSMAllocator<U>&) const noexcept {
return true;
}
/**
@brief compares two allocator of different types using @c !=
USM allocators of different types are always equal to each other
because the storage allocated by the allocator @c a1 can be deallocated
through @c a2.
*/
template <typename U>
bool operator != (const cudaUSMAllocator<U>&) const noexcept {
return false;
}
};
// ----------------------------------------------------------------------------
// GPU vector object
// ----------------------------------------------------------------------------
//template <typename T>
//using cudaDeviceVector = std::vector<NoInit<T>, cudaDeviceAllocator<NoInit<T>>>;
//template <typename T>
//using cudaUSMVector = std::vector<T, cudaUSMAllocator<T>>;
/**
@private
*/
template <typename T>
class cudaDeviceVector {
public:
cudaDeviceVector() = default;
cudaDeviceVector(size_t N) : _N {N} {
if(N) {
TF_CHECK_CUDA(
cudaMalloc(&_data, N*sizeof(T)),
"failed to allocate device memory (", N*sizeof(T), " bytes)"
);
}
}
cudaDeviceVector(cudaDeviceVector&& rhs) :
_data{rhs._data}, _N {rhs._N} {
rhs._data = nullptr;
rhs._N = 0;
}
~cudaDeviceVector() {
if(_data) {
cudaFree(_data);
}
}
cudaDeviceVector& operator = (cudaDeviceVector&& rhs) {
if(_data) {
cudaFree(_data);
}
_data = rhs._data;
_N = rhs._N;
rhs._data = nullptr;
rhs._N = 0;
return *this;
}
size_t size() const { return _N; }
T* data() { return _data; }
const T* data() const { return _data; }
cudaDeviceVector(const cudaDeviceVector&) = delete;
cudaDeviceVector& operator = (const cudaDeviceVector&) = delete;
private:
T* _data {nullptr};
size_t _N {0};
};
} // end of namespace tf -----------------------------------------------------
|