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https://github.com/ikawrakow/ik_llama.cpp.git
synced 2026-03-01 01:24:08 +00:00
Fixes for k-quants
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@@ -1971,7 +1971,7 @@ static float make_qkx2_quants(int n, int nmax, const float * restrict x, const f
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sum_x += w * x[i];
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}
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if (min > 0) min = 0;
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if (max == min) {
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if (max - min < 1e-10f) {
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for (int i = 0; i < n; ++i) L[i] = 0;
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*the_min = -min;
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return 0.f;
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@@ -2218,7 +2218,7 @@ static float make_qkx3_quants(int n, int nmax, const float * restrict x, const f
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if (min > 0) {
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min = 0;
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}
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if (max <= min) {
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if (max - min < 1e-10f) {
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memset(L, 0, n);
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*the_min = -min;
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return 0.f;
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@@ -2340,7 +2340,7 @@ static float make_qp_quants(int n, int nmax, const float * restrict x, uint8_t *
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for (int i = 0; i < n; ++i) {
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max = MAX(max, x[i]);
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}
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if (!max) { // all zero
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if (max < 1e-16f) { // all zero
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for (int i = 0; i < n; ++i) { L[i] = 0; }
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return 0.f;
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}
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@@ -2733,6 +2733,10 @@ void quantize_row_q4_K_ref(const float * restrict x, block_q4_K * restrict y, in
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float av_x = sqrtf(sum_x2/32);
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for (int l = 0; l < 32; ++l) weights[l] = av_x + fabsf(x[32*j + l]);
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scales[j] = make_qkx2_quants(32, 15, x + 32*j, weights, L + 32*j, &mins[j], Laux, -1.f, 0.1f, 20, false);
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if (isnan(scales[j])) {
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printf("Oops: NaN scale\n");
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GGML_ABORT("Fatal error");
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}
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float scale = scales[j];
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if (scale > max_scale) {
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max_scale = scale;
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@@ -2846,10 +2850,18 @@ static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restri
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for (int l = 0; l < 32; ++l) sumw += weights[l];
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sw[j] = sumw;
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scales[j] = make_qkx3_quants(32, 15, x + 32*j, weights, L + 32*j, &mins[j], Laux, -0.9f, 0.05f, 36, false);
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if (isnan(scales[j])) {
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printf("%s: got NaN scale\n", __func__);
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GGML_ABORT("Fatal error");
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}
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}
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float d_block = make_qp_quants(QK_K/32, 63, scales, Ls, sw);
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float m_block = make_qp_quants(QK_K/32, 63, mins, Lm, sw);
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if (isnan(d_block) || isnan(m_block)) {
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printf("%s: d_block = %g, m_block = %g\n", __func__, (double)d_block, (double)m_block);
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GGML_ABORT("Fatal error");
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}
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for (int j = 0; j < QK_K/32; ++j) {
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uint8_t ls = Ls[j];
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uint8_t lm = Lm[j];
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