// These tests may take a long time! // They are to prove that conversion from double to float of various functions in ggml.c doesn't affect the result. // This is done by checking all finite (non-NaN, non-infinite) floats. #undef NDEBUG #include #if !defined(__riscv) && !defined(__s390__) && !defined(__ARM_NEON) #include #endif #include #include #include #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Wdouble-promotion" // ggml.c::quantize_row_q4_0_reference inline static uint8_t round_orig(float v0) { return ((int8_t) (round(v0))) + 8; } // ggml.c::ggml_silu_f32 inline static float silu_orig(float x) { return x/(1.0 + exp(-x)); } #pragma GCC diagnostic pop // ggml.c::quantize_row_q4_0_reference inline static uint8_t round_float(float v0) { return (int8_t)roundf(v0) + 8; } // ggml.c::ggml_silu_f32 inline static float silu_float(float x) { return x/(1.0f + expf(-x)); } int main(void) { uint32_t x = UINT32_MAX; do { float f; memcpy(&f, &x, sizeof(x)); assert(!std::isfinite(f) || (round_orig(f) == round_float(f))); } while (x--); #ifdef __F16C__ // GELU and SILU implementations are used with a FP16 lookup table. // The original and float-only results are not equal for all inputs after converting to FP16. // GELU is an approximation anyway (tanh), not tested here. // For SILU, verify that the results are at least the closest floating point numbers, if the FP16 values don't match. for (x = 0; x <= UINT16_MAX; x++) { float f = _cvtsh_ss(x); const float so = silu_orig(f); const float sf = silu_float(f); assert( (_cvtss_sh(so, 0) == _cvtss_sh(sf, 0)) || (nextafterf(so, sf) == sf) || (nextafterf(sf, so) == so)); } #endif }