| | |
| | | |
| | | //fprintf(stderr, "conv %5d %2d x%2d /%2d %4d x%4d x%4d -> %4d x%4d x%4d\n", n, size, size, stride, w, h, c, l.out_w, l.out_h, l.out_c); |
| | | l.bflops = (2.0 * l.n * l.size*l.size*l.c * l.out_h*l.out_w) / 1000000000.; |
| | | fprintf(stderr, "conv %5d %2d x%2d /%2d %4d x%4d x%4d -> %4d x%4d x%4d %5.3f BF\n", n, size, size, stride, w, h, c, l.out_w, l.out_h, l.out_c, l.bflops); |
| | | if (l.xnor) fprintf(stderr, "convX "); |
| | | else fprintf(stderr, "conv "); |
| | | fprintf(stderr, "%5d %2d x%2d /%2d %4d x%4d x%4d -> %4d x%4d x%4d %5.3f BF\n", n, size, size, stride, w, h, c, l.out_w, l.out_h, l.out_c, l.bflops); |
| | | |
| | | return l; |
| | | } |
| | |
| | | size_t new_ldb = k + (ldb_align - k%ldb_align); // (k / 8 + 1) * 8; |
| | | size_t t_intput_size = new_ldb * n; |
| | | size_t t_bit_input_size = t_intput_size / 8;// +1; |
| | | float *t_input = calloc(t_intput_size, sizeof(float)); |
| | | //float *t_input = calloc(t_intput_size, sizeof(float)); |
| | | //char * |
| | | *t_bit_input = calloc(t_bit_input_size, sizeof(char)); |
| | | |
| | |
| | | //printf("\n align_bit_weights_size = %d, k = %d, m = %d, new_lda = %d \n", align_bit_weights_size, k, m, new_ldb); |
| | | |
| | | int src_size = k * bit_align; |
| | | //printf("\n src_size = %d \n", src_size); |
| | | |
| | | float_to_bit(b, t_input, src_size); |
| | | //float_to_bit(b, t_input, src_size); |
| | | |
| | | // b - [bit_align, k] - [l.bit_align, l.size*l.size*l.c] = src_size |
| | | // t_input - [bit_align, k] - [n', k] |
| | | // t_bit_input - [new_ldb, n] - [k', n] |
| | | |
| | | transpose_bin(t_input, *t_bit_input, k, n, bit_align, new_ldb, 8); |
| | | //transpose_bin(b, *t_bit_input, k, n, bit_align, new_ldb, 8); |
| | | //transpose_bin(t_input, *t_bit_input, k, n, bit_align, new_ldb, 8); |
| | | transpose_bin(b, *t_bit_input, k, n, bit_align, new_ldb, 8); |
| | | |
| | | free(t_input); |
| | | //free(t_input); |
| | | |
| | | return t_intput_size; |
| | | } |
| | |
| | | |
| | | //gemm(0,0,m,n,k,1,a,k,b,n,1,c,n); |
| | | //gemm_nn_custom(m, n, k, 1, a, k, b, n, c, n); |
| | | if (l.xnor) { |
| | | //im2col_cpu_custom(state.input, l.c, l.h, l.w, l.size, l.stride, l.pad, b); |
| | | if (l.xnor && (l.stride == 1 && l.pad == 1)) { |
| | | memset(b, 0, l.bit_align*l.size*l.size*l.c * sizeof(float)); |
| | | //im2col_cpu_custom_align(state.input, l.c, l.h, l.w, l.size, l.stride, l.pad, b, l.bit_align); |
| | | im2col_cpu_custom_bin(state.input, l.c, l.h, l.w, l.size, l.stride, l.pad, b, l.bit_align); |
| | | |
| | | size_t output_size = l.outputs; |