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rocrand.h
1 // Copyright (c) 2017-2024 Advanced Micro Devices, Inc. All rights reserved.
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3 // Permission is hereby granted, free of charge, to any person obtaining a copy
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14 // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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19 // THE SOFTWARE.
20 
21 #ifndef ROCRAND_H_
22 #define ROCRAND_H_
23 
29 #include "rocrand/rocrand_discrete_types.h"
30 
31 #include <hip/hip_fp16.h>
32 #include <hip/hip_runtime.h>
33 #include <hip/hip_vector_types.h>
34 
35 #include "rocrand/rocrandapi.h"
36 
37 #include "rocrand/rocrand_version.h"
38 
41 typedef struct rocrand_generator_base_type * rocrand_generator;
43 
46 typedef __half half;
48 
50 #define ROCRAND_DEFAULT_MAX_BLOCK_SIZE 256
51 
52 #if defined(__cplusplus)
53 extern "C" {
54 #endif /* __cplusplus */
55 
59 typedef enum rocrand_status {
73 
77 typedef enum rocrand_rng_type
78 {
88  = 408,
90  = 409,
92  = 410,
94  = 411,
100 
102 
106 typedef enum rocrand_ordering
107 {
113  = 104,
116 
121 {
122  ROCRAND_DIRECTION_VECTORS_32_JOEKUO6 = 101,
123  ROCRAND_SCRAMBLED_DIRECTION_VECTORS_32_JOEKUO6 = 102,
124  ROCRAND_DIRECTION_VECTORS_64_JOEKUO6 = 103,
125  ROCRAND_SCRAMBLED_DIRECTION_VECTORS_64_JOEKUO6 = 104,
127 
128 // Host API function
129 
163 rocrand_status ROCRANDAPI
164 rocrand_create_generator(rocrand_generator * generator, rocrand_rng_type rng_type);
165 
186 rocrand_status ROCRANDAPI rocrand_create_generator_host(rocrand_generator* generator,
187  rocrand_rng_type rng_type);
188 
194 rocrand_status ROCRANDAPI rocrand_create_generator_host_blocking(rocrand_generator* generator,
195  rocrand_rng_type rng_type);
196 
208 rocrand_status ROCRANDAPI
209 rocrand_destroy_generator(rocrand_generator generator);
210 
231 rocrand_status ROCRANDAPI
232 rocrand_generate(rocrand_generator generator,
233  unsigned int * output_data, size_t n);
234 
256 rocrand_status ROCRANDAPI rocrand_generate_long_long(rocrand_generator generator,
257  unsigned long long int* output_data,
258  size_t n);
259 
280 rocrand_status ROCRANDAPI
281 rocrand_generate_char(rocrand_generator generator,
282  unsigned char * output_data, size_t n);
283 
304 rocrand_status ROCRANDAPI
305 rocrand_generate_short(rocrand_generator generator,
306  unsigned short * output_data, size_t n);
307 
328 rocrand_status ROCRANDAPI
329 rocrand_generate_uniform(rocrand_generator generator,
330  float * output_data, size_t n);
331 
352 rocrand_status ROCRANDAPI
353 rocrand_generate_uniform_double(rocrand_generator generator,
354  double * output_data, size_t n);
355 
376 rocrand_status ROCRANDAPI
377 rocrand_generate_uniform_half(rocrand_generator generator,
378  half * output_data, size_t n);
379 
399 rocrand_status ROCRANDAPI
400 rocrand_generate_normal(rocrand_generator generator,
401  float * output_data, size_t n,
402  float mean, float stddev);
403 
423 rocrand_status ROCRANDAPI
424 rocrand_generate_normal_double(rocrand_generator generator,
425  double * output_data, size_t n,
426  double mean, double stddev);
427 
447 rocrand_status ROCRANDAPI
448 rocrand_generate_normal_half(rocrand_generator generator,
449  half * output_data, size_t n,
450  half mean, half stddev);
451 
471 rocrand_status ROCRANDAPI
472 rocrand_generate_log_normal(rocrand_generator generator,
473  float * output_data, size_t n,
474  float mean, float stddev);
475 
495 rocrand_status ROCRANDAPI
496 rocrand_generate_log_normal_double(rocrand_generator generator,
497  double * output_data, size_t n,
498  double mean, double stddev);
499 
519 rocrand_status ROCRANDAPI
520 rocrand_generate_log_normal_half(rocrand_generator generator,
521  half * output_data, size_t n,
522  half mean, half stddev);
523 
543 rocrand_status ROCRANDAPI
544 rocrand_generate_poisson(rocrand_generator generator,
545  unsigned int * output_data, size_t n,
546  double lambda);
547 
565 rocrand_status ROCRANDAPI
566 rocrand_initialize_generator(rocrand_generator generator);
567 
581 rocrand_status ROCRANDAPI
582 rocrand_set_stream(rocrand_generator generator, hipStream_t stream);
583 
609 rocrand_status ROCRANDAPI
610 rocrand_set_seed(rocrand_generator generator, unsigned long long seed);
611 
634 rocrand_status ROCRANDAPI rocrand_set_seed_uint4(rocrand_generator generator, uint4 seed);
635 
656 rocrand_status ROCRANDAPI
657 rocrand_set_offset(rocrand_generator generator, unsigned long long offset);
658 
687 rocrand_status ROCRANDAPI rocrand_set_ordering(rocrand_generator generator, rocrand_ordering order);
688 
707 rocrand_status ROCRANDAPI
709  unsigned int dimensions);
710 
723 rocrand_status ROCRANDAPI
725 
740 rocrand_status ROCRANDAPI
742  rocrand_discrete_distribution * discrete_distribution);
743 
762 rocrand_status ROCRANDAPI
763 rocrand_create_discrete_distribution(const double * probabilities,
764  unsigned int size,
765  unsigned int offset,
766  rocrand_discrete_distribution * discrete_distribution);
767 
780 rocrand_status ROCRANDAPI
782 
794 rocrand_status ROCRANDAPI rocrand_get_direction_vectors32(const unsigned int** vectors,
796 
808 rocrand_status ROCRANDAPI rocrand_get_direction_vectors64(const unsigned long long** vectors,
810 
819 rocrand_status ROCRANDAPI rocrand_get_scramble_constants32(const unsigned int** constants);
820 
829 rocrand_status ROCRANDAPI rocrand_get_scramble_constants64(const unsigned long long** constants);
830 
831 #if defined(__cplusplus)
832 }
833 #endif /* __cplusplus */
834  // end of group rocrandhost
836 
837 #endif // ROCRAND_H_
rocrand_status ROCRANDAPI rocrand_create_poisson_distribution(double lambda, rocrand_discrete_distribution *discrete_distribution)
Construct the histogram for a Poisson distribution.
rocrand_status ROCRANDAPI rocrand_generate_short(rocrand_generator generator, unsigned short *output_data, size_t n)
Generates uniformly distributed 16-bit unsigned integers.
rocrand_status ROCRANDAPI rocrand_generate_normal(rocrand_generator generator, float *output_data, size_t n, float mean, float stddev)
Generates normally distributed float values.
rocrand_status ROCRANDAPI rocrand_set_offset(rocrand_generator generator, unsigned long long offset)
Sets the offset of a random number generator.
rocrand_status ROCRANDAPI rocrand_create_generator_host_blocking(rocrand_generator *generator, rocrand_rng_type rng_type)
Creates a new host random number generator, similar to rocrand_create_generator_host....
rocrand_status ROCRANDAPI rocrand_initialize_generator(rocrand_generator generator)
Initializes the generator's state on GPU or host.
rocrand_status ROCRANDAPI rocrand_get_direction_vectors32(const unsigned int **vectors, rocrand_direction_vector_set set)
Get the vector for 32-bit (scrambled-)sobol generation.
rocrand_status ROCRANDAPI rocrand_create_generator_host(rocrand_generator *generator, rocrand_rng_type rng_type)
Creates a new host random number generator.
rocrand_status ROCRANDAPI rocrand_generate_normal_double(rocrand_generator generator, double *output_data, size_t n, double mean, double stddev)
Generates normally distributed double values.
rocrand_ordering
rocRAND generator ordering
Definition: rocrand.h:107
rocrand_status ROCRANDAPI rocrand_generate_char(rocrand_generator generator, unsigned char *output_data, size_t n)
Generates uniformly distributed 8-bit unsigned integers.
rocrand_status ROCRANDAPI rocrand_generate_log_normal(rocrand_generator generator, float *output_data, size_t n, float mean, float stddev)
Generates log-normally distributed float values.
rocrand_status
rocRAND function call status type
Definition: rocrand.h:59
rocrand_status ROCRANDAPI rocrand_create_generator(rocrand_generator *generator, rocrand_rng_type rng_type)
Creates a new random number generator.
rocrand_rng_type
rocRAND generator type
Definition: rocrand.h:78
rocrand_status ROCRANDAPI rocrand_generate_long_long(rocrand_generator generator, unsigned long long int *output_data, size_t n)
Generates uniformly distributed 64-bit unsigned integers.
rocrand_status ROCRANDAPI rocrand_generate_uniform_half(rocrand_generator generator, half *output_data, size_t n)
Generates uniformly distributed half-precision floating-point values.
rocrand_status ROCRANDAPI rocrand_set_stream(rocrand_generator generator, hipStream_t stream)
Sets the current stream for kernel launches.
rocrand_status ROCRANDAPI rocrand_generate_normal_half(rocrand_generator generator, half *output_data, size_t n, half mean, half stddev)
Generates normally distributed half values.
rocrand_status ROCRANDAPI rocrand_get_scramble_constants32(const unsigned int **constants)
Get the scramble constants for 32-bit scrambled sobol generation.
rocrand_status ROCRANDAPI rocrand_generate_uniform_double(rocrand_generator generator, double *output_data, size_t n)
Generates uniformly distributed double-precision floating-point values.
rocrand_status ROCRANDAPI rocrand_get_direction_vectors64(const unsigned long long **vectors, rocrand_direction_vector_set set)
Get the vector for 64-bit (scrambled-)sobol generation.
rocrand_status ROCRANDAPI rocrand_generate_uniform(rocrand_generator generator, float *output_data, size_t n)
Generates uniformly distributed float values.
rocrand_status ROCRANDAPI rocrand_create_discrete_distribution(const double *probabilities, unsigned int size, unsigned int offset, rocrand_discrete_distribution *discrete_distribution)
Construct the histogram for a custom discrete distribution.
rocrand_status ROCRANDAPI rocrand_set_ordering(rocrand_generator generator, rocrand_ordering order)
Sets the ordering of a random number generator.
rocrand_status ROCRANDAPI rocrand_generate_poisson(rocrand_generator generator, unsigned int *output_data, size_t n, double lambda)
Generates Poisson-distributed 32-bit unsigned integers.
rocrand_status ROCRANDAPI rocrand_set_quasi_random_generator_dimensions(rocrand_generator generator, unsigned int dimensions)
Set the number of dimensions of a quasi-random number generator.
rocrand_status ROCRANDAPI rocrand_get_version(int *version)
Returns the version number of the library.
rocrand_status ROCRANDAPI rocrand_set_seed_uint4(rocrand_generator generator, uint4 seed)
Sets the seeds of a pseudo-random number generator.
rocrand_status ROCRANDAPI rocrand_generate(rocrand_generator generator, unsigned int *output_data, size_t n)
Generates uniformly distributed 32-bit unsigned integers.
rocrand_direction_vector_set
rocRAND vector set
Definition: rocrand.h:121
rocrand_status ROCRANDAPI rocrand_destroy_discrete_distribution(rocrand_discrete_distribution discrete_distribution)
Destroy the histogram array for a discrete distribution.
rocrand_status ROCRANDAPI rocrand_generate_log_normal_double(rocrand_generator generator, double *output_data, size_t n, double mean, double stddev)
Generates log-normally distributed double values.
rocrand_status ROCRANDAPI rocrand_set_seed(rocrand_generator generator, unsigned long long seed)
Sets the seed of a pseudo-random number generator.
rocrand_status ROCRANDAPI rocrand_get_scramble_constants64(const unsigned long long **constants)
Get the scramble constants for 64-bit scrambled sobol generation.
rocrand_status ROCRANDAPI rocrand_generate_log_normal_half(rocrand_generator generator, half *output_data, size_t n, half mean, half stddev)
Generates log-normally distributed half values.
rocrand_status ROCRANDAPI rocrand_destroy_generator(rocrand_generator generator)
Destroys random number generator.
@ ROCRAND_ORDERING_PSEUDO_DEFAULT
Default ordering for pseudorandom results.
Definition: rocrand.h:109
@ ROCRAND_ORDERING_QUASI_DEFAULT
n-dimensional ordering for quasirandom results
Definition: rocrand.h:114
@ ROCRAND_ORDERING_PSEUDO_SEEDED
Fast lower quality pseudorandom results.
Definition: rocrand.h:110
@ ROCRAND_ORDERING_PSEUDO_DYNAMIC
Adjust to the device executing the generator. The global memory usage may be higher than with the oth...
Definition: rocrand.h:112
@ ROCRAND_ORDERING_PSEUDO_BEST
Best ordering for pseudorandom results.
Definition: rocrand.h:108
@ ROCRAND_ORDERING_PSEUDO_LEGACY
Legacy ordering for pseudorandom results.
Definition: rocrand.h:111
@ ROCRAND_STATUS_NOT_CREATED
Generator was not created using rocrand_create_generator.
Definition: rocrand.h:62
@ ROCRAND_STATUS_LAUNCH_FAILURE
Kernel launch failure.
Definition: rocrand.h:70
@ ROCRAND_STATUS_VERSION_MISMATCH
Header file and linked library version do not match.
Definition: rocrand.h:61
@ ROCRAND_STATUS_LENGTH_NOT_MULTIPLE
Definition: rocrand.h:66
@ ROCRAND_STATUS_DOUBLE_PRECISION_REQUIRED
GPU does not have double precision.
Definition: rocrand.h:69
@ ROCRAND_STATUS_SUCCESS
No errors.
Definition: rocrand.h:60
@ ROCRAND_STATUS_INTERNAL_ERROR
Internal library error.
Definition: rocrand.h:71
@ ROCRAND_STATUS_OUT_OF_RANGE
Argument out of range.
Definition: rocrand.h:65
@ ROCRAND_STATUS_ALLOCATION_FAILED
Memory allocation failed during execution.
Definition: rocrand.h:63
@ ROCRAND_STATUS_TYPE_ERROR
Generator type is wrong.
Definition: rocrand.h:64
@ ROCRAND_RNG_PSEUDO_DEFAULT
Default pseudorandom generator.
Definition: rocrand.h:79
@ ROCRAND_RNG_QUASI_SOBOL64
Sobol64 quasirandom generator.
Definition: rocrand.h:98
@ ROCRAND_RNG_PSEUDO_LFSR113
LFSR113 pseudorandom generator.
Definition: rocrand.h:85
@ ROCRAND_RNG_PSEUDO_THREEFRY2_64_20
ThreeFry 64 bit state size 2 pseudorandom generator.
Definition: rocrand.h:89
@ ROCRAND_RNG_QUASI_DEFAULT
Default quasirandom generator.
Definition: rocrand.h:95
@ ROCRAND_RNG_PSEUDO_XORWOW
XORWOW pseudorandom generator.
Definition: rocrand.h:80
@ ROCRAND_RNG_PSEUDO_THREEFRY4_32_20
ThreeFry 32 bit state size 4 pseudorandom generator.
Definition: rocrand.h:91
@ ROCRAND_RNG_PSEUDO_MRG31K3P
MRG31k3p pseudorandom generator.
Definition: rocrand.h:84
@ ROCRAND_RNG_PSEUDO_MT19937
Mersenne Twister MT19937 pseudorandom generator.
Definition: rocrand.h:86
@ ROCRAND_RNG_PSEUDO_PHILOX4_32_10
PHILOX-4x32-10 pseudorandom generator.
Definition: rocrand.h:83
@ ROCRAND_RNG_PSEUDO_THREEFRY2_32_20
ThreeFry 32 bit state size 2 pseudorandom generator.
Definition: rocrand.h:87
@ ROCRAND_RNG_PSEUDO_THREEFRY4_64_20
ThreeFry 64 bit state size 4 pseudorandom generator.
Definition: rocrand.h:93
@ ROCRAND_RNG_PSEUDO_MTGP32
Mersenne Twister MTGP32 pseudorandom generator.
Definition: rocrand.h:82
@ ROCRAND_RNG_QUASI_SOBOL32
Sobol32 quasirandom generator.
Definition: rocrand.h:96
@ ROCRAND_RNG_QUASI_SCRAMBLED_SOBOL32
Scrambled Sobol32 quasirandom generator.
Definition: rocrand.h:97
@ ROCRAND_RNG_QUASI_SCRAMBLED_SOBOL64
Scrambled Sobol64 quasirandom generator.
Definition: rocrand.h:99
@ ROCRAND_RNG_PSEUDO_MRG32K3A
MRG32k3a pseudorandom generator.
Definition: rocrand.h:81
int version()
Returns rocRAND version.
Definition: rocrand.hpp:3771
Represents a discrete probability distribution.
Definition: rocrand_discrete_types.h:26