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Break up loop for numeric stability
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16
ggml.c
16
ggml.c
@ -1700,12 +1700,19 @@ inline static void ggml_vec_dot_q4_1(const int n, float * restrict s, const void
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#if defined(__AVX2__)
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#if defined(__AVX2__)
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#if QK == 32
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#if QK == 32
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// Initialize accumulator with zeros
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// Initialize accumulator with zeros
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__m256 acc = _mm256_setzero_ps();
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__m256 acc;
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// Accumulator for constant offsets
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// Accumulator for constant offsets
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__m128 acc_offset = _mm_setzero_ps(); //0.0f;
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__m128 acc_offset;
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int i = 0;
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#define LOOP_SPLITS 2
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#pragma GCC unroll 999
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for(int j = 1; j <= LOOP_SPLITS; ++j) {
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acc = _mm256_setzero_ps();
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acc_offset = _mm_setzero_ps();
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// Main loop
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// Main loop
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for (int i = 0; i < nb; ++i) {
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for (; i < (j*nb)/LOOP_SPLITS; ++i) {
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const float * m0 = (const float *) (pm0 + i*bs);
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const float * m0 = (const float *) (pm0 + i*bs);
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const float * m1 = (const float *) (pm1 + i*bs);
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const float * m1 = (const float *) (pm1 + i*bs);
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@ -1775,7 +1782,8 @@ inline static void ggml_vec_dot_q4_1(const int n, float * restrict s, const void
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res = _mm_add_ps( res, _mm_movehl_ps( res, res ) );
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res = _mm_add_ps( res, _mm_movehl_ps( res, res ) );
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res = _mm_add_ss( res, _mm_movehdup_ps( res ) );
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res = _mm_add_ss( res, _mm_movehdup_ps( res ) );
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sumf = _mm_cvtss_f32( res ) + _mm_cvtss_f32( acc_offset )* QK;
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sumf += _mm_cvtss_f32( res ) + _mm_cvtss_f32( acc_offset )* QK;
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}
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#else
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#else
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#error "not implemented for QK"
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#error "not implemented for QK"
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#endif
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#endif
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