From eeea8af04fb651f7183f7bd3f7be1f2d7d4a623b Mon Sep 17 00:00:00 2001 From: Iwan Kawrakow Date: Sun, 22 Jun 2025 18:49:42 +0200 Subject: [PATCH] iq5_ks 63.8 t/s -> 166 t/s. iq5_ks_r4 is at 107.4 t/s. But: iw5_ks_r4 TG performance is quite a bit better: 21.7 t/s vs 17.7 t/s for iq5_ks. --- ggml/src/iqk/iqk_gemm_iqk_quants.cpp | 63 +++++++++++++++++++++++++++- ggml/src/iqk/iqk_mul_mat.cpp | 1 + 2 files changed, 63 insertions(+), 1 deletion(-) diff --git a/ggml/src/iqk/iqk_gemm_iqk_quants.cpp b/ggml/src/iqk/iqk_gemm_iqk_quants.cpp index d38c7e88..971439ed 100644 --- a/ggml/src/iqk/iqk_gemm_iqk_quants.cpp +++ b/ggml/src/iqk/iqk_gemm_iqk_quants.cpp @@ -4076,6 +4076,67 @@ void iqk_convert_iq4_ks_q8_k_r8(int n, const void * vx, size_t bx, void * vy, in } } +void iqk_convert_iq5_ks_q8_k_r8(int n, const void * vx, size_t bx, void * vy, int nrc_x) { + GGML_ASSERT(n%QK_K == 0); + GGML_ASSERT(nrc_x%8 == 0); + + int nb = n/QK_K; + + const block_iq5_ks * x8[8]; + + block_q8_k_r8 * y = (block_q8_k_r8 *)vy; + + int8x16x2_t values[2]; + { + values[0] = vld1q_s8_x2(iq5nl_values); + values[1] = vld1q_s8_x2(iq5nl_values + 32); + } + + float drow[8]; + float dnew[8]; + int8_t ls[16]; + + int8x16x2_t xv[8]; + uint32_t block[8]; + + auto ml = vdupq_n_u8(0x0f); + auto mh = vdupq_n_u8(0x10); + + for (int ix = 0; ix < nrc_x; ix += 8) { + for (int k = 0; k < 8; ++k) { + const float * dptr = (const float *)((const char *)vx + (ix + k)*bx); + drow[k] = dptr[0]; + x8[k] = (const block_iq5_ks *)(dptr + 1); + } + auto vd = vld1q_f32_x2(drow); + for (int i = 0; i < nb; ++i) { + for (int k = 0; k < 8; ++k) { + auto hbits = vld1q_u8_x2(x8[k][i].qh); + for (int ib64 = 0; ib64 < 4; ++ib64) { + ls[4*ib64+0] = ls[4*ib64+1] = (x8[k][i].scales[2*ib64+0] & 254) - 127; + ls[4*ib64+2] = ls[4*ib64+3] = (x8[k][i].scales[2*ib64+1] & 254) - 127; + auto bits = vld1q_u8_x2(x8[k][i].qs+32*ib64); + auto& val1 = values[x8[k][i].scales[2*ib64+0] & 1]; + auto& val2 = values[x8[k][i].scales[2*ib64+1] & 1]; + xv[2*ib64+0].val[0] = vqtbl2q_s8(val1, vorrq_u8(vandq_u8(bits.val[0], ml), vandq_u8(vshlq_n_u8(hbits.val[0], 4), mh))); + xv[2*ib64+0].val[1] = vqtbl2q_s8(val1, vorrq_u8(vandq_u8(bits.val[1], ml), vandq_u8(vshlq_n_u8(hbits.val[1], 4), mh))); + xv[2*ib64+1].val[0] = vqtbl2q_s8(val2, vorrq_u8(vshrq_n_u8(bits.val[0], 4), vandq_u8(vshlq_n_u8(hbits.val[0], 3), mh))); + xv[2*ib64+1].val[1] = vqtbl2q_s8(val2, vorrq_u8(vshrq_n_u8(bits.val[1], 4), vandq_u8(vshlq_n_u8(hbits.val[1], 3), mh))); + hbits.val[0] = vshrq_n_u8(hbits.val[0], 2); + hbits.val[1] = vshrq_n_u8(hbits.val[1], 2); + } + dnew[k] = convert_to_q8_k_r8(1.f/127, xv, ls, block, (uint32_t *)y[i].qs + k); + } + auto d = vld1q_f32_x2(dnew); + d.val[0] = vmulq_f32(d.val[0], vd.val[0]); + d.val[1] = vmulq_f32(d.val[1], vd.val[1]); + vst1_f16((float16_t *)y[i].d + 0, vcvt_f16_f32(d.val[0])); + vst1_f16((float16_t *)y[i].d + 4, vcvt_f16_f32(d.val[1])); + } + y += nb; + } +} + } bool iqk_convert_iqk_quants_q80_r8(int type, int n, const void * vx, size_t bx, void * vy, int nrc_x) { @@ -4086,7 +4147,7 @@ bool iqk_convert_iqk_quants_q80_r8(int type, int n, const void * vx, size_t bx, // case GGML_TYPE_IQ3_K : iqk_convert_iq3_k_q8_k_r8 (n, vx, bx, vy, nrc_x); break; case GGML_TYPE_IQ4_KS : iqk_convert_iq4_ks_q8_k_r8(n, vx, bx, vy, nrc_x); break; // case GGML_TYPE_IQ4_K : iqk_convert_iq4_k_q8_k_r8 (n, vx, bx, vy, nrc_x); break; - // case GGML_TYPE_IQ5_KS : iqk_convert_iq5_ks_q8_k_r8(n, vx, bx, vy, nrc_x); break; + case GGML_TYPE_IQ5_KS : iqk_convert_iq5_ks_q8_k_r8(n, vx, bx, vy, nrc_x); break; // case GGML_TYPE_IQ5_K : iqk_convert_iq5_k_q8_k_r8 (n, vx, bx, vy, nrc_x); break; // case GGML_TYPE_IQ6_K : iqk_convert_iq6_k_q8_k_r8 (n, vx, bx, vy, nrc_x); break; default: return false; diff --git a/ggml/src/iqk/iqk_mul_mat.cpp b/ggml/src/iqk/iqk_mul_mat.cpp index 782d5054..13244007 100644 --- a/ggml/src/iqk/iqk_mul_mat.cpp +++ b/ggml/src/iqk/iqk_mul_mat.cpp @@ -283,6 +283,7 @@ struct MulMat { case GGML_TYPE_IQ4_KT : return nrc_y >= 32 ? GGML_TYPE_Q8_0_R8 : type; case GGML_TYPE_IQ2_KS : return nrc_y >= 32 ? GGML_TYPE_Q8_K_R8 : type; case GGML_TYPE_IQ4_KS : return nrc_y >= 32 ? GGML_TYPE_Q8_K_R8 : type; + case GGML_TYPE_IQ5_KS : return nrc_y >= 32 ? GGML_TYPE_Q8_K_R8 : type; default: break; } #endif