MMALIB User Guide
MMALIB_types.h
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1 /******************************************************************************
2  * *
3  * module name :MMALIB *
4  * *
5  * module descripton :Matrix Multiply Accelerator Library module for C7x+MMA *
6  * *
7  * Copyright (C) 2017-2018 Texas Instruments Incorporated - http://www.ti.com/ *
8  * ALL RIGHTS RESERVED *
9  * *
10  ******************************************************************************/
11 
23 #ifndef COMMON_MMALIB_TYPES_H_
24 #define COMMON_MMALIB_TYPES_H_ 1
25 
26 /* This header is needed to be included in OpenCL programs which link
27  * against MMALIB, but OpenCL doesn't need the following headers */
28 #ifndef __OPENCL_VERSION__
29 #include <stdint.h>
30 #include <stdlib.h>
31 #include <inttypes.h>
32 #include <stddef.h> // for NULL
33 #include <stdio.h> // for printf
34 #endif
35 #include <c7x.h> // for streaming engine, streaming address gen.
36 
37 
38 #include "MMALIB_bufParams.h"
39 #include "TI_platforms.h"
40 
41 #include "c71/MMALIB_defines.h"
42 
43 #include "c7524/MMALIB_types.h"
44 #include "c7524/MMALIB_defines.h"
45 
49 #if !defined(MMALIB_DEBUGPRINT)
50 #define MMALIB_DEBUGPRINT 0
51 #endif
52 
53 #if (defined(_HOST_BUILD) && (MMALIB_COMPILER_VERSION < 1003999))
54 #define MMALIB_const
55 #else
56 #define MMALIB_const const
57 #endif
58 
59 #define __PRAGMA(x) _Pragma(#x)
60 #ifdef __cplusplus
61 # define __INLINE_FUNC(x) __PRAGMA(FUNC_ALWAYS_INLINE)
62 #else
63 # define __INLINE_FUNC(x) __PRAGMA(FUNC_ALWAYS_INLINE(x))
64 #endif
65 
66 /* ---------------------------------------------------------------- */
67 /* MISRAC Rule 4.9(DEFINE.FUNC) Deviation: The following two */
68 /* function-like macros do not have equivalent function */
69 /* implementations. */
70 /* ---------------------------------------------------------------- */
71 #define MMALIB_PRINTF(fmt,...) \
72  do { \
73  fprintf(stdout, fmt, __VA_ARGS__); \
74  } while (0)
75 
76 #if MMALIB_DEBUGPRINT > 0
77 #define MMALIB_DEBUGPRINTFN(N, fmt, ...) \
78  do { \
79  if (MMALIB_DEBUGPRINT >= (N)) { \
80  fprintf(stdout, "MMALIB debug %s - %d: " fmt, __FUNCTION__, __LINE__, \
81  __VA_ARGS__); \
82  } \
83  } while (0)
84 
85 #else // MMALIB_DEBUGPRINT == 0
86 
87 #define MMALIB_DEBUGPRINTFN(N, fmt, ...)
88 //#define MMALIB_PRINTF(fmt, ...)
89 #endif // #if MMALIB_DEBUGPRINT
90 
91 #if defined(MMALIB_MESSAGES)
92 // if enabled, display messages to the library user
93 // MMALIB_MESSAGES should only be defined when TARGET_BUILD=debug or CHECKPARAMS=1
94 #define MMALIB_MESG(fmt, ...) fprintf(stderr, fmt, __VA_ARGS__)
95 #else
96 #define MMALIB_MESG(fmt, ...)
97 #endif //#if defined(MMALIB_MESSAGES)
98 
99 /* Original implementation that had the benefit of always being compiled and thus
100  receiving error checking. However, the fprintf generates a MISRA-C violation.
101 #define MMALIB_DEBUGPRINTFN(N, fmt, ...) \
102  do { \
103  if (MMALIB_DEBUGPRINT >= (N)) { \
104  fprintf(stderr, "MMALIB debug %s - %d: " fmt, __FUNCTION__, __LINE__, \
105  __VA_ARGS__); \
106  } \
107  } while (0)
108 
109 #define MMALIB_PRINTF(fmt, ...) \
110  do { \
111  fprintf(stderr, fmt, __VA_ARGS__); \
112  } while (0)
113 #endif
114  */
115 
116 
117 #define MMALIB_SOFT_MMA_RESET 0
118 
119 // switch to enable or disable static inline for MMALIB functions defined in .c files (so not many functions)
120 #define MMALIB_STATIC_INLINE static inline
121 
122 
123 #ifdef __cplusplus
124 #include <c7x_scalable.h> // for device scalability
125 
126 extern const c7x::uchar_vec MMALIB_zeroVect_uchar_vec;
127 extern const c7x::ushort_vec MMALIB_zeroVect_ushort_vec;
128 extern const c7x::uchar_vec MMALIB_vperm_data_0_63;
129 
130 extern "C" {
131 #endif /* __cplusplus */
132 
142 /*******************************************************************************
143  *
144  * TYPEDEFS
145  *
146  ******************************************************************************/
147 
148 typedef double MMALIB_D64;
149 typedef float MMALIB_F32;
150 
152 typedef enum {
168  // MMALIB_CNN_convolve_row
184  // MMALIB_CNN_convolve_col_smallNo
201  // MMALIB_CNN_deconvolve_row
211  // MMALIB_CNN_fullyConnected
216  // MMALIB_CNN_pixelShuffle_row
233  // MMALIB_CNN_tensor_convert_ixX_oxX
242  // MMALIB_LINALG_matrixMatrixMultiply
246  // MMALIB_LINALG_matrixMatrixMultiplyAccumulate
250  // MMALIB_LINALG_matrixTranspose
254  // MMALIB_LINALG_pointwiseMatrixMatrixMultiply
259 
261 
262 typedef void *MMALIB_kernelHandle;
263 
265 typedef enum {
269  MMALIB_FUNCTION_MAX = 128
271 
274 typedef enum {
279 } MMALIB_buffer_mode_e; // formerly eMMABufferMode;
280 
282 typedef enum {
284  MMALIB_HWC
286 
288 
290 typedef enum {
294 
296 
297 
298 /*******************************************************************************
299  *
300  * DEFINES
301  *
302  ******************************************************************************/
303 
304 #define MMALIB_PARAM_SIZE 128
305 #define MMALIB_BYTE_WIDTH __MMA_A_COLS(sizeof(int8_t))
306 #define MMALIB_MMA_ACCUMULATOR_BYTE_WIDTH_8_BIT 4
307 #define MMALIB_MMA_ACCUMULATOR_BYTE_WIDTH_16_BIT 8
308 #define MMALIB_MMA_ACCUMULATOR_BYTE_WIDTH_32_BIT 16
309 
310 
311 /*******************************************************************************
312  *
313  * Macros
314  *
315  ******************************************************************************/
316 
317 #define MMALIB_ALIGN_SHIFT_64BYTES \
318  6
319 #define MMALIB_ALIGN_SHIFT_128BYTES \
320  7
321 #define MMALIB_ALIGN_SHIFT_256BYTES \
322  8
323 
324 #define MMALIB_ALIGN_64BYTES \
325  (1 << MMALIB_ALIGN_SHIFT_64BYTES)
326 #define MMALIB_ALIGN_128BYTES \
327  (1 << MMALIB_ALIGN_SHIFT_128BYTES)
328 #define MMALIB_ALIGN_256BYTES \
329  (1 << MMALIB_ALIGN_SHIFT_256BYTES)
330 
331 #define MMALIB_L2DATA_ALIGN_SHIFT \
332  MMALIB_ALIGN_SHIFT_64BYTES
333 
336 #define MMALIB_L2DATA_ALIGNMENT (((uint32_t)1) << ((uint32_t)MMALIB_L2DATA_ALIGN_SHIFT))
337 
338 /* ---------------------------------------------------------------- */
339 /* MISRAC Rule 4.9(DEFINE.FUNC) Deviation: The advisory is not */
340 /* being addressed */
341 /* ---------------------------------------------------------------- */
342 
345 #define MMALIB_MMA_SIZE_8_BIT __MMA_A_COLS(sizeof(int8_t))
346 #define MMALIB_MMA_SIZE_16_BIT __MMA_A_COLS(sizeof(int16_t))
347 #define MMALIB_MMA_SIZE_32_BIT __MMA_A_COLS(sizeof(int32_t))
348 
349 
350 #define MMALIB_MMA_BIAS_SIZE_32_BIT __MMA_A_COLS(sizeof(int32_t))
351 #define MMALIB_MMA_BIAS_SIZE_64_BIT ((MMALIB_MMA_BIAS_SIZE_32_BIT) >> 1)
352 
355 /******************************************************************************
356  *
357  * Do not document these in the User Guide
358  ******************************************************************************/
359 
366 /* ---------------------------------------------------------------- */
367 /* MISRAC Rule 4.9(DEFINE.FUNC) Deviation: The advisory is not */
368 /* being addressed */
369 /* ---------------------------------------------------------------- */
370 // remove asm comments for Loki testing as they may add cycles
371  #if defined(_HOST_BUILD)
372  #define MMALIB_asm(string) ;
373  #else
374  #define MMALIB_asm(string); asm(string);
375  #endif // _HOST_BUILD
376 
377 /* ---------------------------------------------------------------- */
378 /* MISRAC Rule 4.9(DEFINE.FUNC) Deviation: The advisory is not */
379 /* being addressed so as not to lose portability across different */
380 /* platforms. */
381 /* ---------------------------------------------------------------- */
382 // cl7x unroll attributes not recognized by gcc/gpp compiler and generate
383 // warnings. Remove them with macro
384 #if defined(_HOST_BUILD)
385 #define str(x) #x
386 #define xstr(x) str(x)
387 #ifdef WIN32
388 #define __attribute__()
389 #define MMALIB_UNROLL(count)
390 #else
391 #define MMALIB_UNROLL(count) _Pragma(str(UNROLL(count)))
392 #endif
393 #else
394 #define MMALIB_UNROLL(COUNT) [[TI::unroll(COUNT)]]
395 #endif
396 
397 #if defined(_HOST_BUILD)
398 #ifdef WIN32
399 #define __attribute__()
400 #define MMALIB_MUST_ITERATE(initial, max, multiple)
401 #else
402 #define MMALIB_MUST_ITERATE(initial, max, multiple) _Pragma(str(MUST_ITERATE(initial, max, multiple)))
403 #endif
404 #else
405 #define MMALIB_MUST_ITERATE(INTIAL, MAX, MULTIPLE) [[TI::must_iterate(INTIAL, MAX, MULTIPLE)]]
406 #endif
407 
408 #ifndef MMALIB_NUMBER_RANDOM_DIM_TESTS
409 #define MMALIB_MAX_TEST_PER_KERNEL 1024
410 #endif
411 
412 #ifndef MMALIB_NUMBER_RANDOM_DIM_TESTS
413 #define MMALIB_NUMBER_RANDOM_DIM_TESTS 1
414 #endif
415 
416 #define MMALIB_PERFORMANCE_TEST_PATTERN RANDOM_SIGNED
417 
418 #define MMALIB_TEST_OUTPUT_HEAP 0
419 #if defined(_HOST_BUILD)
420  // Valgrind works better when output is in the heap (it can't track statically allocated memory), so
421  // in host emulation mode, place test outputs in the heap rather than statically allocated MSMC
422  #define MMALIB_TEST_OUTPUT_MSMC MMALIB_TEST_OUTPUT_HEAP
423 #else
424  #define MMALIB_TEST_OUTPUT_MSMC 1
425 #endif
426 
427 #define STRIDE_OPT_4CYCLE 1
428 
429 /*******************************************************************************
430  *
431  * MACROS
432  *
433  ******************************************************************************/
434 
435 /* ---------------------------------------------------------------- */
436 /* MISRAC Rule 4.9(DEFINE.FUNC) Deviation: The following */
437 /* function-like macros are intended to be used across different */
438 /* data types. */
439 /* ---------------------------------------------------------------- */
440 #define MMALIB_min(x, y) \
441  (((x) < (y)) ? (x) : (y))
442 #define MMALIB_max(x, y) \
443  (((x) < (y)) ? (y) : (x))
444 #define MMALIB_ceilingDiv(x, y) \
445  (((x) + (y)-1) / \
446  (y))
449 /******************************************************************************
450  *
451  * COMMON MMA CONIFGURATIONS
452  *
453  ******************************************************************************/
454 
455  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i32f_i32f_o32f;
456  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i32s_i32s_o32s;
457 
458  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i16s_i16s_o16s;
459  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i16s_i16s_o16u;
460  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i16u_i16s_o16s;
461  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i16u_i16s_o16u;
462 
463  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8s_i8s_o8s;
464  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8s_i8s_o8u;
465  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8u_i8s_o8s;
466  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8u_i8s_o8u;
467  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8s_i8u_o8s;
468  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8u_i8u_o8s;
469  extern const MMALIB_MMA_CONFIG_REG configRegisterStruct_i8u_i8u_o8u;
470 
471  extern const __HWA_OFFSET_REG offsetRegStruct_zeros;
472  extern const __HWA_OFFSET_REG offsetRegStruct_diagonal_32bit;
473  extern const __HWA_OFFSET_REG offsetRegStruct_diagonal_16bit;
474  extern const __HWA_OFFSET_REG offsetRegStruct_diagonal_8bit;
475 
476 
480 #ifdef __cplusplus
481 }
482 #endif /* __cplusplus */
483 #endif /* COMMON_MMALIB_TYPES_H_ */
484 
485 /* ======================================================================== */
486 /* End of file: MMALIB_types.h */
487 /* ======================================================================== */
File to hold buffer parameter related info for MMALIB.
MMALIB_tensor_format_e MMALIB_tensor_format
Definition: MMALIB_types.h:287
MMALIB_LUT_type_e
The enumeration of possible look-up table (LUT) settings.
Definition: MMALIB_types.h:290
MMALIB_STATUS_NAME
The enumeration of all status codes.
Definition: MMALIB_types.h:152
MMALIB_STATUS_NAME MMALIB_STATUS
Return value for MMALIB functions.
Definition: MMALIB_types.h:260
float MMALIB_F32
Single precision floating point.
Definition: MMALIB_types.h:149
MMALIB_FUNCTION_STYLE
Enumeration for the style of function implementation.
Definition: MMALIB_types.h:265
void * MMALIB_kernelHandle
Handle type for MMALIB operations.
Definition: MMALIB_types.h:262
MMALIB_buffer_mode_e
Buffer structure for input feature maps and coefficients of MMALIB_CNN_convolve_row_ixX_ixX_oxX.
Definition: MMALIB_types.h:274
double MMALIB_D64
Double precision floating point.
Definition: MMALIB_types.h:148
MMALIB_LUT_type_e MMALIB_LUT_type
Definition: MMALIB_types.h:295
MMALIB_tensor_format_e
Tensor format.
Definition: MMALIB_types.h:282
@ MMALIB_LUT_NONE
No lookup table post processing.
Definition: MMALIB_types.h:291
@ MMALIB_LUT_ILUT
Use ILUT post processing.
Definition: MMALIB_types.h:292
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_SUBMCHANNELS
Definition: MMALIB_types.h:174
@ MMALIB_ERR_INVALID_ACTIVATION
Definition: MMALIB_types.h:165
@ MMALIB_ERR_MATRIX_MATRIX_MULTIPLY_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:245
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_WEIGHTS_TYPE
Definition: MMALIB_types.h:192
@ MMALIB_ERR_CONVOLVE_COL_INVALID_SHIFTMETHOD
Definition: MMALIB_types.h:185
@ MMALIB_ERR_POINTWISE_MATRIX_MATRIX_MULTIPLY_UNSUPPORTED_INPUT_TYPE
Definition: MMALIB_types.h:255
@ MMALIB_ERR_INVALID_VALUE
Definition: MMALIB_types.h:156
@ MMALIB_ERR_CONVOLVE_COL_INVALID_BIASB_TYPE
Definition: MMALIB_types.h:190
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_ROWS_STRIDE
Definition: MMALIB_types.h:224
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_BUFFER_SIZES
Definition: MMALIB_types.h:209
@ MMALIB_ERR_TENSOR_CONVERT_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:236
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_NUM_OUTPUT_CHANNELS_PER_GROUP
Definition: MMALIB_types.h:180
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_WEIGHTS_DIMENSION
Definition: MMALIB_types.h:193
@ MMALIB_ERR_MATRIX_TRANSPOSE_UNSUPPORTED_INPUT_TYPE
Definition: MMALIB_types.h:251
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_PAD
Definition: MMALIB_types.h:205
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_ROWS_STRIDE
Definition: MMALIB_types.h:176
@ MMALIB_ERR_POINTWISE_MATRIX_MATRIX_MULTIPLY_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:257
@ MMALIB_ERR_MATRIX_MATRIX_MULTIPLY_ACCUMULATE_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:249
@ MMALIB_ERR_NOT_EQUAL_WIDTH_STRIDE
Definition: MMALIB_types.h:161
@ MMALIB_STATUS_NOT_SET
Definition: MMALIB_types.h:153
@ MMALIB_ERR_PIXELSHUFFLE_ROW_UNSUPPORTED_STRIDE
Definition: MMALIB_types.h:218
@ MMALIB_ERROR_MAX
Definition: MMALIB_types.h:167
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_INITARGS
Definition: MMALIB_types.h:225
@ MMALIB_ERR_CONVOLVE_COL_INVALID_SHIFTVALUES
Definition: MMALIB_types.h:186
@ MMALIB_ERR_CONVOLVE_COL_INVALID_BIASBVALUES
Definition: MMALIB_types.h:189
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_SUBMCHANNELS
Definition: MMALIB_types.h:208
@ MMALIB_ERR_CONVOLVE_COL_INVALID_CASE
Definition: MMALIB_types.h:198
@ MMALIB_ERR_POINTWISE_MATRIX_MATRIX_MULTIPLY_UNSUPPORTED_OUTPUT_TYPE
Definition: MMALIB_types.h:256
@ MMALIB_ERR_PIXELSHUFFLE_ROW_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:219
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_STRIDE
Definition: MMALIB_types.h:203
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:195
@ MMALIB_ERR_NULL_POINTER
Definition: MMALIB_types.h:159
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_INCHOFFSET_CIRCULAR
Definition: MMALIB_types.h:169
@ MMALIB_ERR_MATRIX_MATRIX_MULTIPLY_UNSUPPORTED_OUTPUT_TYPE
Definition: MMALIB_types.h:244
@ MMALIB_ERR_MATRIX_TRANSPOSE_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:253
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_SUBMCHANNELS
Definition: MMALIB_types.h:222
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_OUTPUT_FEATURE_MAP_TYPE
Definition: MMALIB_types.h:194
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_STRIDE
Definition: MMALIB_types.h:196
@ MMALIB_ERR_NOT_ALIGNED_PTRS_STRIDES
Definition: MMALIB_types.h:162
@ MMALIB_ERR_MATRIX_TRANSPOSE_UNSUPPORTED_OUTPUT_TYPE
Definition: MMALIB_types.h:252
@ MMALIB_ERR_MATRIX_MATRIX_MULTIPLY_ACCUMULATE_UNSUPPORTED_INPUT_TYPE
Definition: MMALIB_types.h:247
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_KDIM
Definition: MMALIB_types.h:228
@ MMALIB_ERR_INVALID_SHIFT
Definition: MMALIB_types.h:166
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_STRIDE_DILATION_COMBINATION
Definition: MMALIB_types.h:199
@ MMALIB_ERR_INVALID_TYPE
Definition: MMALIB_types.h:157
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_VALIDCOLSIN
Definition: MMALIB_types.h:178
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_SUBMCHANNELS_STRIDE
Definition: MMALIB_types.h:173
@ MMALIB_ERR_FULLYCONNECTED_INVALID_TYPE_COMBINATION
Definition: MMALIB_types.h:212
@ MMALIB_ERR_CONVOLVE_COL_INVALID_NUMBIASVALS
Definition: MMALIB_types.h:188
@ MMALIB_ERR_FULLYCONNECTED_INVALID_TYPE_RELU_COMBINATION
Definition: MMALIB_types.h:214
@ MMALIB_ERR_NOT_ALIGNED_WIDTHS
Definition: MMALIB_types.h:163
@ MMALIB_ERR_TENSOR_CONVERT_INVALID_TYPE_COMBINATION
Definition: MMALIB_types.h:234
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_INCHOFFSET_CIRCULAR
Definition: MMALIB_types.h:217
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_INIT_ARGS
Definition: MMALIB_types.h:206
@ MMALIB_ERR_MATRIX_MATRIX_MULTIPLY_UNSUPPORTED_INPUT_TYPE
Definition: MMALIB_types.h:243
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_BUFFER_DIMENSION
Definition: MMALIB_types.h:223
@ MMALIB_ERR_NOT_IMPLEMENTED
Definition: MMALIB_types.h:160
@ MMALIB_ERR_TENSOR_CONVERT_UNSUPPORTED_PAD_DIMENSION
Definition: MMALIB_types.h:239
@ MMALIB_ERR_TENSOR_CONVERT_UNSUPPORTED_CONVRSION_FORMAT
Definition: MMALIB_types.h:238
@ MMALIB_ERR_BUFFER_TOO_SMALL
Definition: MMALIB_types.h:164
@ MMALIB_ERR_FULLYCONNECTED_INVALID_DIMENSION_COMBINATION
Definition: MMALIB_types.h:213
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_NUM_GROUPS_PER_KERNEL
Definition: MMALIB_types.h:179
@ MMALIB_ERR_CONVOLVE_ROW_UNSUPPORTED_STRIDE
Definition: MMALIB_types.h:170
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_UPSCALE_FACTOR
Definition: MMALIB_types.h:227
@ MMALIB_ERR_INVALID_DIMENSION
Definition: MMALIB_types.h:158
@ MMALIB_ERR_CONVOLVE_ROW_UNSUPPORTED_TYPE_COMBINATION
Definition: MMALIB_types.h:171
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_KERNEL_SIZE
Definition: MMALIB_types.h:202
@ MMALIB_ERR_TENSOR_CONVERT_UNSUPPORTED_CHANNEL_DIMENSION
Definition: MMALIB_types.h:237
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_INPUT_FEATURE_MAP_TYPE
Definition: MMALIB_types.h:191
@ MMALIB_ERR_CONVOLVE_COL_UNSUPPORTED_GROUPING
Definition: MMALIB_types.h:197
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_PAD_VALUES
Definition: MMALIB_types.h:182
@ MMALIB_SUCCESS
Definition: MMALIB_types.h:154
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_PTR_STRIDE
Definition: MMALIB_types.h:172
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_NUM_GROUPS_PER_KERNEL_STRIDED
Definition: MMALIB_types.h:181
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_PITCHA
Definition: MMALIB_types.h:230
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_INITARGS
Definition: MMALIB_types.h:177
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_NUMOFOUTPUTCHKERBUF
Definition: MMALIB_types.h:229
@ MMALIB_ERR_MATRIX_MATRIX_MULTIPLY_ACCUMULATE_UNSUPPORTED_OUTPUT_TYPE
Definition: MMALIB_types.h:248
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_PTR_STRIDE
Definition: MMALIB_types.h:220
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_VALIDCOLSIN
Definition: MMALIB_types.h:226
@ MMALIB_ERR_CONVOLVE_COL_INVALID_PAD_VALUES
Definition: MMALIB_types.h:187
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_BUFFER_DIMENSION_WEIGHTS
Definition: MMALIB_types.h:207
@ MMALIB_ERR_CONVOLVE_ROW_INVALID_BUFFER_DIMENSION
Definition: MMALIB_types.h:175
@ MMALIB_ERR_PIXELSHUFFLE_ROW_INVALID_SUBMCHANNELS_STRIDE
Definition: MMALIB_types.h:221
@ MMALIB_ERR_DECONVOLVE_ROW_INVALID_DILATION
Definition: MMALIB_types.h:204
@ MMALIB_ERR_FAILURE
Definition: MMALIB_types.h:155
@ MMALIB_ERR_TENSOR_CONVERT_INVALID_DIMENSION_COMBINATION
Definition: MMALIB_types.h:235
@ MMALIB_FUNCTION_MAX
Definition: MMALIB_types.h:269
@ MMALIB_FUNCTION_NATC
Definition: MMALIB_types.h:266
@ MMALIB_FUNCTION_OPTIMIZED
Definition: MMALIB_types.h:267
@ MMALIB_BUF_CIRCULAR
Circular buffer for coefficients.
Definition: MMALIB_types.h:278
@ MMALIB_LINEAR
Linear buffer.
Definition: MMALIB_types.h:275
@ MMALIB_SE_CIRCULAR
Definition: MMALIB_types.h:276
@ MMALIB_HWC
Used when tensor is in NHWC format.
Definition: MMALIB_types.h:284
@ MMALIB_CHW
Used when tensor is in NCHW format.
Definition: MMALIB_types.h:283