(const int*)(x8 + sizeof(int) * i32)); // assume at least 4 byte alignment
}
+static __dpct_inline__ int byte_sub_4(const int a, const int b) {
+ const uint32_t ua = static_cast<uint32_t>(a);
+ const uint32_t ub = static_cast<uint32_t>(b);
+ return static_cast<int>(((ua | 0x80808080u) - ub) ^ 0x80808080u);
+}
+
+static __dpct_inline__ float vec_dot_q6_K_q8_1_impl_mmvq_scalar(
+ const int vl, const int vh, const int u0, const int u1, const int8_t sc0,
+ const int8_t sc1, const float d, const float d80, const float d81) {
+ static_assert(QR6_K == 2, "q6_K MMVQ scalar fast path assumes QR6_K == 2");
+
+ const int vil0 = (vl >> 0) & 0x0F0F0F0F;
+ const int vih0 = ((vh >> 0) << 4) & 0x30303030;
+ const int vi0 = byte_sub_4(vil0 | vih0, 0x20202020);
+
+ const int vil1 = (vl >> 4) & 0x0F0F0F0F;
+ const int vih1 = ((vh >> 4) << 4) & 0x30303030;
+ const int vi1 = byte_sub_4(vil1 | vih1, 0x20202020);
+
+ const float sumf =
+ d80 * (dpct::dp4a(vi0, u0, 0) * sc0) +
+ d81 * (dpct::dp4a(vi1, u1, 0) * sc1);
+
+ return d * sumf;
+}
+
static __dpct_inline__ void get_int_from_table_16(const uint32_t &q4,
const uint8_t *values,
int &val1, int &val2) {
const int *__restrict__ u,
const int8_t *__restrict__ scales, const float &d,
const float *__restrict__ d8) {
-
- float sumf = 0.0f;
-
-#pragma unroll
- for (int i = 0; i < QR6_K; ++i) {
- const int sc = scales[4*i];
-
- const int vil = (vl >> (4*i)) & 0x0F0F0F0F;
-
- const int vih = ((vh >> (4*i)) << 4) & 0x30303030;
-
- const int vi = dpct::vectorized_binary<sycl::char4>(
- (vil | vih), 0x20202020, dpct::sub_sat()); // vi = (vil | vih) - 32
-
- sumf += d8[i] * (dpct::dp4a(vi, u[i], 0) * sc); // SIMD dot product
- }
-
- return d*sumf;
+ return vec_dot_q6_K_q8_1_impl_mmvq_scalar(
+ vl, vh, u[0], u[1], scales[0], scales[4], d, d8[0], d8[1]);
}
// VDR = vec dot ratio, how many contiguous integers each thread processes when the vec dot kernel is called
__dpct_inline__ float vec_dot_q6_K_q8_1_impl_mmvq(const int vl, const int vh, const int * __restrict__ u,
const int8_t * __restrict__ scales, const float d,
const float * __restrict__ d8) {
- float sumf = 0.0f;
-
-#pragma unroll
- for (int i = 0; i < QR6_K; ++i) {
- const int sc = scales[4 * i];
-
- const int vil = (vl >> (4 * i)) & 0x0F0F0F0F;
-
- const int vih = ((vh >> (4 * i)) << 4) & 0x30303030;
-
- const int vi = dpct::vectorized_binary<sycl::char4>((vil | vih), 0x20202020,
- dpct::sub_sat()); // vi = (vil | vih) - 32
-
- sumf += d8[i] * (dpct::dp4a(vi, u[i], 0) * sc); // SIMD dot product
- }
-
- return d * sumf;
+ return vec_dot_q6_K_q8_1_impl_mmvq_scalar(
+ vl, vh, u[0], u[1], scales[0], scales[4], d, d8[0], d8[1]);
}
__dpct_inline__ float operator()(const void * __restrict__ vbq, const std::pair<int, int> ibx_offset,
const int8_t * scs = scales + scale_offset;
- int u[QR6_K];
- float d8[QR6_K];
+ const int u0 = get_int_from_int8_aligned(
+ q8_1_quant_ptr + bq8_offset * QK8_1, iqs % QI8_1);
+ const int u1 = get_int_from_int8_aligned(
+ q8_1_quant_ptr + (bq8_offset + 2) * QK8_1, iqs % QI8_1);
+ const float d80 = (*(q8_1_ds + bq8_offset + 0))[0];
+ const float d81 = (*(q8_1_ds + bq8_offset + 2))[0];
-#pragma unroll
- for (int i = 0; i < QR6_K; ++i) {
- u[i] = get_int_from_int8_aligned(q8_1_quant_ptr + (bq8_offset + 2 * i) * QK8_1, iqs % QI8_1);
- const sycl::half2 ds_values = *(q8_1_ds + bq8_offset + 2 * i);
- d8[i] = ds_values[0];
- }
- return vec_dot_q6_K_q8_1_impl_mmvq(vl, vh, u, scs, *d, d8);
+ return vec_dot_q6_K_q8_1_impl_mmvq_scalar(
+ vl, vh, u0, u1, scs[0], scs[4], *d, d80, d81);
}
};
#define VDR_Q4_0_Q8_1_MMVQ 2
const int8_t * scales = bq6_K->scales + scale_offset;
- int u[QR6_K];
- float d8[QR6_K];
-
-#pragma unroll
- for (int i = 0; i < QR6_K; ++i) {
- u[i] = get_int_from_int8_aligned(bq8_1[bq8_offset + 2*i].qs, iqs % QI8_1);
- d8[i] = bq8_1[bq8_offset + 2 * i].ds[0];
- }
+ const int u0 = get_int_from_int8_aligned(
+ bq8_1[bq8_offset + 0].qs, iqs % QI8_1);
+ const int u1 = get_int_from_int8_aligned(
+ bq8_1[bq8_offset + 2].qs, iqs % QI8_1);
+ const float d80 = bq8_1[bq8_offset + 0].ds[0];
+ const float d81 = bq8_1[bq8_offset + 2].ds[0];
- return vec_dot_q6_K_q8_1_impl_mmvq(vl, vh, u, scales, bq6_K->d, d8);
+ return vec_dot_q6_K_q8_1_impl_mmvq_scalar(
+ vl, vh, u0, u1, scales[0], scales[4], bq6_K->d, d80, d81);
}