| | |
| | | #ifndef GEMM_H
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| | | #define GEMM_H
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| | | #include "activations.h"
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| | | #include <stdint.h>
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| | | #include <stddef.h>
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| | | #ifdef __cplusplus
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| | | extern "C" {
|
| | | #endif
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| | |
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| | | void convolution_2d(int w, int h, int ksize, int n, int c, int pad, int stride,
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| | | float *weights, float *input, float *output, float *mean);
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| | |
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| | | static inline void set_bit(unsigned char *const dst, size_t index) {
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| | | size_t dst_i = index / 8;
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| | | int dst_shift = index % 8;
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| | | dst[dst_i] |= 1 << dst_shift;
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| | | //dst[dst_i] |= 1 << (8 - dst_shift);
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| | | }
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| | |
|
| | | static inline unsigned char get_bit(unsigned char const*const src, size_t index) {
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| | | size_t src_i = index / 8;
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| | | int src_shift = index % 8;
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| | | unsigned char val = (src[src_i] & (1 << src_shift)) > 0;
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| | | //unsigned char val = (src[src_i] & (1 << (8 - src_shift))) > 0;
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| | | return val;
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| | | }
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| | |
|
| | | int is_avx();
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| | | int is_fma_avx2();
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| | |
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| | | void float_to_bit(float *src, unsigned char *dst, size_t size);
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| | |
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| | | void transpose_block_SSE4x4(float *A, float *B, const int n, const int m,
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| | | const int lda, const int ldb, const int block_size);
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| | |
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| | | void transpose_bin(uint32_t *A, uint32_t *B, const int n, const int m,
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| | | const int lda, const int ldb, const int block_size);
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| | |
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| | | void gemm_nn_custom_bin_mean_transposed(int M, int N, int K, float ALPHA_UNUSED,
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| | | unsigned char *A, int lda,
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| | | unsigned char *B, int ldb,
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| | | float *C, int ldc, float *mean_arr);
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| | |
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| | | void im2col_cpu_custom(float* data_im,
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| | | int channels, int height, int width,
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| | | int ksize, int stride, int pad, float* data_col);
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| | |
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| | | void im2col_cpu_custom_align(float* data_im,
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| | | int channels, int height, int width,
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| | | int ksize, int stride, int pad, float* data_col, int bit_align);
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| | |
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| | | void im2col_cpu_custom_bin(float* data_im,
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| | | int channels, int height, int width,
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| | | int ksize, int stride, int pad, float* data_col, int bit_align);
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| | |
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| | | void im2col_cpu_custom_transpose(float* data_im,
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| | | int channels, int height, int width,
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| | | int ksize, int stride, int pad, float* data_col, int ldb_align);
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| | |
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| | | void activate_array_cpu_custom(float *x, const int n, const ACTIVATION a);
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| | |
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| | | void transpose_32x32_bits_reversed_diagonale(uint32_t *A, uint32_t *B, int m, int n);
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| | |
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| | | void gemm_bin(int M, int N, int K, float ALPHA,
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| | | char *A, int lda,
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| | | float *B, int ldb,
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| | | float *C, int ldc);
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| | |
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| | | void repack_input(float *input, float *re_packed_input, int w, int h, int c);
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| | |
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| | | void convolution_repacked(uint32_t *packed_input, uint32_t *packed_weights, float *output,
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| | | int w, int h, int c, int n, int size, int pad, int new_lda, float *mean_arr);
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| | |
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| | | void gemm_nn_bin_32bit_packed(int M, int N, int K, float ALPHA,
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| | | uint32_t *A, int lda,
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| | | uint32_t *B, int ldb,
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| | | float *C, int ldc, float *mean_arr);
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| | |
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| | | void transpose_uint32(uint32_t *src, uint32_t *dst, int src_h, int src_w, int src_align, int dst_align);
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| | |
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| | | void gemm_nn_bin_transposed_32bit_packed(int M, int N, int K, float ALPHA,
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| | | uint32_t *A, int lda,
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| | | uint32_t *B, int ldb,
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| | | float *C, int ldc, float *mean_arr);
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| | |
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| | |
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| | | void forward_maxpool_layer_avx(float *src, float *dst, int *indexes, int size, int w, int h, int out_w, int out_h, int c,
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| | | int pad, int stride, int batch);
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| | |
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| | |
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| | | void gemm(int TA, int TB, int M, int N, int K, float ALPHA,
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| | | float *A, int lda,
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| | | float *B, int ldb,
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| | | float BETA,
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| | | float *C, int ldc);
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| | |
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| | | void gemm_cpu(int TA, int TB, int M, int N, int K, float ALPHA,
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| | | float *A, int lda,
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| | | float *B, int ldb,
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| | | float BETA,
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| | | float *C, int ldc);
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| | |
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| | | #ifdef GPU
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| | | void gemm_ongpu(int TA, int TB, int M, int N, int K, float ALPHA,
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| | | float *A_gpu, int lda,
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| | | float *B_gpu, int ldb,
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| | | float BETA,
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| | | float *C_gpu, int ldc);
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| | |
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| | | void gemm_gpu(int TA, int TB, int M, int N, int K, float ALPHA,
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| | | float *A, int lda,
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| | | float *B, int ldb,
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| | | float BETA,
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| | | float *C, int ldc);
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| | | #endif
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| | | #ifdef __cplusplus
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| | | }
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| | | #endif
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| | | #endif
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| | | #ifndef GEMM_H |
| | | #define GEMM_H |
| | | #include "activations.h" |
| | | #include <stdint.h> |
| | | #include <stddef.h> |
| | | #ifdef __cplusplus |
| | | extern "C" { |
| | | #endif |
| | | |
| | | void convolution_2d(int w, int h, int ksize, int n, int c, int pad, int stride, |
| | | float *weights, float *input, float *output, float *mean); |
| | | |
| | | static inline void set_bit(unsigned char *const dst, size_t index) { |
| | | size_t dst_i = index / 8; |
| | | int dst_shift = index % 8; |
| | | dst[dst_i] |= 1 << dst_shift; |
| | | //dst[dst_i] |= 1 << (8 - dst_shift); |
| | | } |
| | | |
| | | static inline unsigned char get_bit(unsigned char const*const src, size_t index) { |
| | | size_t src_i = index / 8; |
| | | int src_shift = index % 8; |
| | | unsigned char val = (src[src_i] & (1 << src_shift)) > 0; |
| | | //unsigned char val = (src[src_i] & (1 << (8 - src_shift))) > 0; |
| | | return val; |
| | | } |
| | | |
| | | int is_avx(); |
| | | int is_fma_avx2(); |
| | | |
| | | void float_to_bit(float *src, unsigned char *dst, size_t size); |
| | | |
| | | void transpose_block_SSE4x4(float *A, float *B, const int n, const int m, |
| | | const int lda, const int ldb, const int block_size); |
| | | |
| | | void transpose_bin(uint32_t *A, uint32_t *B, const int n, const int m, |
| | | const int lda, const int ldb, const int block_size); |
| | | |
| | | void gemm_nn_custom_bin_mean_transposed(int M, int N, int K, float ALPHA_UNUSED, |
| | | unsigned char *A, int lda, |
| | | unsigned char *B, int ldb, |
| | | float *C, int ldc, float *mean_arr); |
| | | |
| | | void im2col_cpu_custom(float* data_im, |
| | | int channels, int height, int width, |
| | | int ksize, int stride, int pad, float* data_col); |
| | | |
| | | void im2col_cpu_custom_align(float* data_im, |
| | | int channels, int height, int width, |
| | | int ksize, int stride, int pad, float* data_col, int bit_align); |
| | | |
| | | void im2col_cpu_custom_bin(float* data_im, |
| | | int channels, int height, int width, |
| | | int ksize, int stride, int pad, float* data_col, int bit_align); |
| | | |
| | | void im2col_cpu_custom_transpose(float* data_im, |
| | | int channels, int height, int width, |
| | | int ksize, int stride, int pad, float* data_col, int ldb_align); |
| | | |
| | | void activate_array_cpu_custom(float *x, const int n, const ACTIVATION a); |
| | | |
| | | void transpose_32x32_bits_reversed_diagonale(uint32_t *A, uint32_t *B, int m, int n); |
| | | |
| | | void gemm_bin(int M, int N, int K, float ALPHA, |
| | | char *A, int lda, |
| | | float *B, int ldb, |
| | | float *C, int ldc); |
| | | |
| | | void repack_input(float *input, float *re_packed_input, int w, int h, int c); |
| | | |
| | | void convolution_repacked(uint32_t *packed_input, uint32_t *packed_weights, float *output, |
| | | int w, int h, int c, int n, int size, int pad, int new_lda, float *mean_arr); |
| | | |
| | | void gemm_nn_bin_32bit_packed(int M, int N, int K, float ALPHA, |
| | | uint32_t *A, int lda, |
| | | uint32_t *B, int ldb, |
| | | float *C, int ldc, float *mean_arr); |
| | | |
| | | void transpose_uint32(uint32_t *src, uint32_t *dst, int src_h, int src_w, int src_align, int dst_align); |
| | | |
| | | void gemm_nn_bin_transposed_32bit_packed(int M, int N, int K, float ALPHA, |
| | | uint32_t *A, int lda, |
| | | uint32_t *B, int ldb, |
| | | float *C, int ldc, float *mean_arr); |
| | | |
| | | |
| | | void forward_maxpool_layer_avx(float *src, float *dst, int *indexes, int size, int w, int h, int out_w, int out_h, int c, |
| | | int pad, int stride, int batch); |
| | | |
| | | |
| | | void gemm(int TA, int TB, int M, int N, int K, float ALPHA, |
| | | float *A, int lda, |
| | | float *B, int ldb, |
| | | float BETA, |
| | | float *C, int ldc); |
| | | |
| | | void gemm_cpu(int TA, int TB, int M, int N, int K, float ALPHA, |
| | | float *A, int lda, |
| | | float *B, int ldb, |
| | | float BETA, |
| | | float *C, int ldc); |
| | | |
| | | #ifdef GPU |
| | | void gemm_ongpu(int TA, int TB, int M, int N, int K, float ALPHA, |
| | | float *A_gpu, int lda, |
| | | float *B_gpu, int ldb, |
| | | float BETA, |
| | | float *C_gpu, int ldc); |
| | | |
| | | void gemm_gpu(int TA, int TB, int M, int N, int K, float ALPHA, |
| | | float *A, int lda, |
| | | float *B, int ldb, |
| | | float BETA, |
| | | float *C, int ldc); |
| | | #endif |
| | | #ifdef __cplusplus |
| | | } |
| | | #endif |
| | | #endif |