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| 1 | +#include "ggml.h" |
| 2 | +#undef NDEBUG |
| 3 | +#include <assert.h> |
| 4 | +#include <math.h> |
| 5 | + |
| 6 | +int main(void) { |
| 7 | +// Sorry, but I have to disable these for RMSE-optimized quantization |
| 8 | +#ifdef GGML_NO_RMSE |
| 9 | + #define QK 32 |
| 10 | + float src[QK]; |
| 11 | + uint8_t dst[24]; |
| 12 | + int64_t hist[16]; |
| 13 | + |
| 14 | + for (int i = 0; i < QK; i++) { |
| 15 | + src[i] = (float)(i + 1); |
| 16 | + } |
| 17 | + |
| 18 | + size_t size = ggml_quantize_q4_0(src, dst, QK, QK, hist); |
| 19 | + assert(size == 20); |
| 20 | + float max_result = ((float *)dst)[0]; |
| 21 | + float max_expected = src[31] / ((1 << 3) - 1); |
| 22 | + assert(max_result == max_expected); |
| 23 | + for (int i = 0; i < QK; i++) { |
| 24 | + uint8_t q4_result = (i % 2) ? (dst[sizeof(float) + i/2] >> 4) : (dst[sizeof(float) + i/2] & 0xF); |
| 25 | + uint8_t q4_expected = roundf(src[i] / max_expected) + 8; |
| 26 | + assert(q4_result == q4_expected); |
| 27 | + } |
| 28 | + |
| 29 | + size = ggml_quantize_q4_1(src, dst, QK, QK, hist); |
| 30 | + assert(size == 24); |
| 31 | + float delta_result = ((float *)dst)[0]; |
| 32 | + float delta_expected = (src[31] - src[0]) / ((1 << 4) - 1); |
| 33 | + assert(delta_result == delta_expected); |
| 34 | + float min_result = ((float *)dst)[1]; |
| 35 | + float min_expected = src[0]; |
| 36 | + assert(min_result == min_expected); |
| 37 | + for (int i = 0; i < QK; i++) { |
| 38 | + uint8_t q4_result = (i % 2) ? (dst[sizeof(float)*2 + i/2] >> 4) : (dst[sizeof(float)*2 + i/2] & 0xF); |
| 39 | + uint8_t q4_expected = roundf((src[i] - min_expected) / delta_expected); |
| 40 | + assert(q4_result == q4_expected); |
| 41 | + } |
| 42 | +#endif |
| 43 | + |
| 44 | + return 0; |
| 45 | +} |
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