#include "cpy.hpp"
#include <float.h>
-#include <string>
#include "dequantize.hpp"
#include "ggml-sycl/common.hpp"
#include "ggml-sycl/presets.hpp"
#include "ggml.h"
-static __dpct_inline__ int best_index_int8(int n, const int8_t * val, float x) {
- if (x <= val[0]) {
- return 0;
- }
- if (x >= val[n - 1]) {
- return n - 1;
- }
- int ml = 0, mu = n - 1;
- while (mu - ml > 1) {
- int mav = (ml + mu) / 2;
- if (x < val[mav]) {
- mu = mav;
- } else {
- ml = mav;
- }
- }
- return x - val[mu - 1] < val[mu] - x ? mu - 1 : mu;
-}
static void cpy_1_f32_f32(const char * cxi, char * cdsti) {
const float * xi = (const float *) cxi;
cpy_1(cx + x_offset, cdst + dst_offset);
}
-static void cpy_blck_f32_q8_0(const char * cxi, char * cdsti) {
- const float * xi = (const float *) cxi;
- block_q8_0 * dsti = (block_q8_0 *) cdsti;
-
- float amax = 0.0f; // absolute max
-
- for (int j = 0; j < QK8_0; j++) {
- const float v = xi[j];
- amax = sycl::fmax(amax, sycl::fabs((float) v));
- }
-
- const float d = amax / ((1 << 7) - 1);
- const float id = d ? 1.0f / d : 0.0f;
-
- dsti->d = d;
-
- for (int j = 0; j < QK8_0; ++j) {
- const float x0 = xi[j] * id;
-
- dsti->qs[j] = sycl::round((float) x0);
- }
-}
/* quantized type same copy */
template<typename T>
}
}
-static void cpy_blck_f32_q4_0(const char * cxi, char * cdsti) {
- const float * xi = (const float *) cxi;
- block_q4_0 * dsti = (block_q4_0 *) cdsti;
-
- float amax = 0.0f;
- float vmax = 0.0f;
-
- for (int j = 0; j < QK4_0; ++j) {
- const float v = xi[j];
- if (amax < sycl::fabs((float) v)) {
- amax = sycl::fabs((float) v);
- vmax = v;
- }
- }
-
- const float d = vmax / -8;
- const float id = d ? 1.0f / d : 0.0f;
-
- dsti->d = d;
-
- for (int j = 0; j < QK4_0 / 2; ++j) {
- const float x0 = xi[0 + j] * id;
- const float x1 = xi[QK4_0 / 2 + j] * id;
-
- const uint8_t xi0 = dpct::min(15, (int8_t) (x0 + 8.5f));
- const uint8_t xi1 = dpct::min(15, (int8_t) (x1 + 8.5f));
-
- dsti->qs[j] = xi0;
- dsti->qs[j] |= xi1 << 4;
- }
-}
-
-static void cpy_blck_f32_q4_1(const char * cxi, char * cdsti) {
- const float * xi = (const float *) cxi;
- block_q4_1 * dsti = (block_q4_1 *) cdsti;
-
- float vmin = FLT_MAX;
- float vmax = -FLT_MAX;
-
- for (int j = 0; j < QK4_1; ++j) {
- const float v = xi[j];
-
- if (v < vmin) {
- vmin = v;
- }
- if (v > vmax) {
- vmax = v;
- }
- }
-
- const float d = (vmax - vmin) / ((1 << 4) - 1);
- const float id = d ? 1.0f / d : 0.0f;
-
- dsti->dm.x() = d;
- dsti->dm.y() = vmin;
-
- for (int j = 0; j < QK4_1 / 2; ++j) {
- const float x0 = (xi[0 + j] - vmin) * id;
- const float x1 = (xi[QK4_1 / 2 + j] - vmin) * id;
-
- const uint8_t xi0 = dpct::min(15, (int8_t) (x0 + 0.5f));
- const uint8_t xi1 = dpct::min(15, (int8_t) (x1 + 0.5f));
- dsti->qs[j] = xi0;
- dsti->qs[j] |= xi1 << 4;
- }
-}
-
-static void cpy_blck_f32_q5_0(const char * cxi, char * cdsti) {
- const float * xi = (const float *) cxi;
- block_q5_0 * dsti = (block_q5_0 *) cdsti;
-
- float amax = 0.0f;
- float vmax = 0.0f;
-
- for (int j = 0; j < QK5_0; ++j) {
- const float v = xi[j];
- if (amax < sycl::fabs((float) v)) {
- amax = sycl::fabs((float) v);
- vmax = v;
- }
- }
-
- const float d = vmax / -16;
- const float id = d ? 1.0f / d : 0.0f;
-
- dsti->d = d;
-
- uint32_t qh = 0;
- for (int j = 0; j < QK5_0 / 2; ++j) {
- const float x0 = xi[0 + j] * id;
- const float x1 = xi[QK5_0 / 2 + j] * id;
-
- const uint8_t xi0 = dpct::min(31, (int8_t) (x0 + 16.5f));
- const uint8_t xi1 = dpct::min(31, (int8_t) (x1 + 16.5f));
-
- dsti->qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
- qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
- qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0 / 2);
- }
- memcpy(dsti->qh, &qh, sizeof(qh));
-}
-
-static void cpy_blck_f32_q5_1(const char * cxi, char * cdsti) {
- const float * xi = (const float *) cxi;
- block_q5_1 * dsti = (block_q5_1 *) cdsti;
-
- float min = xi[0];
- float max = xi[0];
-
- for (int j = 1; j < QK5_1; ++j) {
- const float v = xi[j];
- min = v < min ? v : min;
- max = v > max ? v : max;
- }
-
- const float d = (max - min) / 31;
- const float id = d ? 1.0f / d : 0.0f;
-
- dsti->dm.x() = d;
- dsti->dm.y() = min;
-
- uint32_t qh = 0;
- for (int j = 0; j < QK5_1 / 2; ++j) {
- const float x0 = (xi[0 + j] - min) * id;
- const float x1 = (xi[QK5_1 / 2 + j] - min) * id;
-
- const uint8_t xi0 = (uint8_t) (x0 + 0.5f);
- const uint8_t xi1 = (uint8_t) (x1 + 0.5f);
-
- dsti->qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
- qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
- qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_1 / 2);
- }
- memcpy(dsti->qh, &qh, sizeof(qh));
-}
-
-static void cpy_blck_f32_iq4_nl(const char * cxi, char * cdsti) {
- const float * xi = (const float *) cxi;
- block_iq4_nl * dsti = (block_iq4_nl *) cdsti;
-
- float amax = 0.0f;
- float vmax = 0.0f;
-
- for (int j = 0; j < QK4_NL; ++j) {
- const float v = xi[j];
- if (amax < sycl::fabs((float) v)) {
- amax = sycl::fabs((float) v);
- vmax = v;
- }
- }
-
- float d = vmax / kvalues_iq4nl[0];
- const float id = d ? 1.0f / d : 0.0f;
-
- float sumqx = 0, sumq2 = 0;
- for (int j = 0; j < QK4_NL / 2; ++j) {
- const float x0 = xi[0 + j] * id;
- const float x1 = xi[QK4_NL / 2 + j] * id;
- const uint8_t xi0 = best_index_int8(16, kvalues_iq4nl, x0);
- const uint8_t xi1 = best_index_int8(16, kvalues_iq4nl, x1);
- dsti->qs[j] = xi0 | (xi1 << 4);
- const float v0 = kvalues_iq4nl[xi0];
- const float v1 = kvalues_iq4nl[xi1];
- const float w0 = xi[0 + j] * xi[0 + j];
- const float w1 = xi[QK4_NL / 2 + j] * xi[QK4_NL / 2 + j];
- sumqx += w0 * v0 * xi[j] + w1 * v1 * xi[QK4_NL / 2 + j];
- sumq2 += w0 * v0 * v0 + w1 * v1 * v1;
- }
-
- dsti->d = sumq2 > 0 ? sumqx / sumq2 : d;
-}
template <dequantize_kernel_t dequant, int qk> static void cpy_blck_q_f32(const char * cxi, char * cdsti) {
float * cdstf = (float *) (cdsti);
#define GGML_SYCL_CPY_HPP
#include "common.hpp"
+#include <float.h>
typedef void (*cpy_kernel_t)(const char * cx, char * cdst);
+__dpct_inline__ int best_index_int8(int n, const int8_t * val, float x) {
+ if (x <= val[0]) {
+ return 0;
+ }
+ if (x >= val[n - 1]) {
+ return n - 1;
+ }
+ int ml = 0, mu = n - 1;
+ while (mu - ml > 1) {
+ int mav = (ml + mu) / 2;
+ if (x < val[mav]) {
+ mu = mav;
+ } else {
+ ml = mav;
+ }
+ }
+ return x - val[mu - 1] < val[mu] - x ? mu - 1 : mu;
+}
+
+inline void cpy_blck_f32_q8_0(const char * cxi, char * cdsti) {
+ const float * xi = (const float *) cxi;
+ block_q8_0 * dsti = (block_q8_0 *) cdsti;
+
+ float amax = 0.0f; // absolute max
+
+ for (int j = 0; j < QK8_0; j++) {
+ const float v = xi[j];
+ amax = sycl::fmax(amax, sycl::fabs((float) v));
+ }
+
+ const float d = amax / ((1 << 7) - 1);
+ const float id = d ? 1.0f / d : 0.0f;
+
+ dsti->d = d;
+
+ for (int j = 0; j < QK8_0; ++j) {
+ const float x0 = xi[j] * id;
+
+ dsti->qs[j] = sycl::round((float) x0);
+ }
+}
+
+inline void cpy_blck_f32_q4_0(const char * cxi, char * cdsti) {
+ const float * xi = (const float *) cxi;
+ block_q4_0 * dsti = (block_q4_0 *) cdsti;
+
+ float amax = 0.0f;
+ float vmax = 0.0f;
+
+ for (int j = 0; j < QK4_0; ++j) {
+ const float v = xi[j];
+ if (amax < sycl::fabs((float) v)) {
+ amax = sycl::fabs((float) v);
+ vmax = v;
+ }
+ }
+
+ const float d = vmax / -8;
+ const float id = d ? 1.0f / d : 0.0f;
+
+ dsti->d = d;
+
+ for (int j = 0; j < QK4_0 / 2; ++j) {
+ const float x0 = xi[0 + j] * id;
+ const float x1 = xi[QK4_0 / 2 + j] * id;
+
+ const uint8_t xi0 = dpct::min(15, (int8_t) (x0 + 8.5f));
+ const uint8_t xi1 = dpct::min(15, (int8_t) (x1 + 8.5f));
+
+ dsti->qs[j] = xi0;
+ dsti->qs[j] |= xi1 << 4;
+ }
+}
+
+inline void cpy_blck_f32_q4_1(const char * cxi, char * cdsti) {
+ const float * xi = (const float *) cxi;
+ block_q4_1 * dsti = (block_q4_1 *) cdsti;
+
+ float vmin = FLT_MAX;
+ float vmax = -FLT_MAX;
+
+ for (int j = 0; j < QK4_1; ++j) {
+ const float v = xi[j];
+
+ vmin = sycl::min(v, vmin);
+ vmax = sycl::max(v, vmax);
+ }
+
+ const float d = (vmax - vmin) / ((1 << 4) - 1);
+ const float id = d ? 1.0f / d : 0.0f;
+
+ dsti->dm.x() = d;
+ dsti->dm.y() = vmin;
+
+ for (int j = 0; j < QK4_1 / 2; ++j) {
+ const float x0 = (xi[0 + j] - vmin) * id;
+ const float x1 = (xi[QK4_1 / 2 + j] - vmin) * id;
+
+ const uint8_t xi0 = dpct::min(15, (int8_t) (x0 + 0.5f));
+ const uint8_t xi1 = dpct::min(15, (int8_t) (x1 + 0.5f));
+
+ dsti->qs[j] = xi0;
+ dsti->qs[j] |= xi1 << 4;
+ }
+}
+
+inline void cpy_blck_f32_q5_0(const char * cxi, char * cdsti) {
+ const float * xi = (const float *) cxi;
+ block_q5_0 * dsti = (block_q5_0 *) cdsti;
+
+ float amax = 0.0f;
+ float vmax = 0.0f;
+
+ for (int j = 0; j < QK5_0; ++j) {
+ const float v = xi[j];
+ if (amax < sycl::fabs((float) v)) {
+ amax = sycl::fabs((float) v);
+ vmax = v;
+ }
+ }
+
+ const float d = vmax / -16;
+ const float id = d ? 1.0f / d : 0.0f;
+
+ dsti->d = d;
+
+ uint32_t qh = 0;
+ for (int j = 0; j < QK5_0 / 2; ++j) {
+ const float x0 = xi[0 + j] * id;
+ const float x1 = xi[QK5_0 / 2 + j] * id;
+
+ const uint8_t xi0 = dpct::min(31, (int8_t) (x0 + 16.5f));
+ const uint8_t xi1 = dpct::min(31, (int8_t) (x1 + 16.5f));
+
+ dsti->qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+ qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+ qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_0 / 2);
+ }
+ memcpy(dsti->qh, &qh, sizeof(qh));
+}
+
+inline void cpy_blck_f32_q5_1(const char * cxi, char * cdsti) {
+ const float * xi = (const float *) cxi;
+ block_q5_1 * dsti = (block_q5_1 *) cdsti;
+
+ float min = xi[0];
+ float max = xi[0];
+
+ for (int j = 1; j < QK5_1; ++j) {
+ const float v = xi[j];
+ min = v < min ? v : min;
+ max = v > max ? v : max;
+ }
+
+ const float d = (max - min) / 31;
+ const float id = d ? 1.0f / d : 0.0f;
+
+ dsti->dm.x() = d;
+ dsti->dm.y() = min;
+
+ uint32_t qh = 0;
+ for (int j = 0; j < QK5_1 / 2; ++j) {
+ const float x0 = (xi[0 + j] - min) * id;
+ const float x1 = (xi[QK5_1 / 2 + j] - min) * id;
+
+ const uint8_t xi0 = (uint8_t) (x0 + 0.5f);
+ const uint8_t xi1 = (uint8_t) (x1 + 0.5f);
+
+ dsti->qs[j] = (xi0 & 0xf) | ((xi1 & 0xf) << 4);
+ qh |= ((xi0 & 0x10u) >> 4) << (j + 0);
+ qh |= ((xi1 & 0x10u) >> 4) << (j + QK5_1 / 2);
+ }
+ memcpy(dsti->qh, &qh, sizeof(qh));
+}
+
+inline void cpy_blck_f32_iq4_nl(const char * cxi, char * cdsti) {
+ const float * xi = (const float *) cxi;
+ block_iq4_nl * dsti = (block_iq4_nl *) cdsti;
+
+ float amax = 0.0f;
+ float vmax = 0.0f;
+
+ for (int j = 0; j < QK4_NL; ++j) {
+ const float v = xi[j];
+ if (amax < sycl::fabs((float) v)) {
+ amax = sycl::fabs((float) v);
+ vmax = v;
+ }
+ }
+
+ float d = vmax / kvalues_iq4nl[0];
+ const float id = d ? 1.0f / d : 0.0f;
+
+ float sumqx = 0, sumq2 = 0;
+ for (int j = 0; j < QK4_NL / 2; ++j) {
+ const float x0 = xi[0 + j] * id;
+ const float x1 = xi[QK4_NL / 2 + j] * id;
+ const uint8_t xi0 = best_index_int8(16, kvalues_iq4nl, x0);
+ const uint8_t xi1 = best_index_int8(16, kvalues_iq4nl, x1);
+ dsti->qs[j] = xi0 | (xi1 << 4);
+ const float v0 = kvalues_iq4nl[xi0];
+ const float v1 = kvalues_iq4nl[xi1];
+ const float w0 = xi[0 + j] * xi[0 + j];
+ const float w1 = xi[QK4_NL / 2 + j] * xi[QK4_NL / 2 + j];
+ sumqx += w0 * v0 * xi[j] + w1 * v1 * xi[QK4_NL / 2 + j];
+ sumq2 += w0 * v0 * v0 + w1 * v1 * v1;
+ }
+
+ dsti->d = sumq2 > 0 ? sumqx / sumq2 : d;
+}
+
void ggml_sycl_cpy(ggml_backend_sycl_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1);
void ggml_sycl_dup(ggml_backend_sycl_context & ctx, ggml_tensor * dst);
-#endif // GGML_SYCL_CPY_HPP
+#endif // GGML_SYCL_CPY_HPP
}
case GGML_OP_SET_ROWS:
{
- // TODO: add support
- // ref: https://github.com/ggml-org/llama.cpp/pull/14274
-#pragma message("TODO: implement BF16, Q4_0, Q4_1, Q5_0, Q5_1, Q8_0, IQ4_NL support (https://github.com/ggml-org/llama.cpp/pull/14661)")
- return (op->type == GGML_TYPE_F32 || (op->type == GGML_TYPE_F16 && op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_I64));
- } break;
+ return ((op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16 || op->type == GGML_TYPE_BF16 ||
+ op->type == GGML_TYPE_Q8_0 || op->type == GGML_TYPE_Q5_1 || op->type == GGML_TYPE_Q5_0 ||
+ op->type == GGML_TYPE_Q4_1 || op->type == GGML_TYPE_Q4_0 || op->type == GGML_TYPE_IQ4_NL) &&
+ (op->src[1]->type == GGML_TYPE_I64));
+ }
+ break;
case GGML_OP_CPY:
{
ggml_type src0_type = op->src[0]->type;
#include "set_rows.hpp"
+#include "cpy.hpp"
namespace utils {
template<typename T>
*reinterpret_cast<TOut*>(dst) = dst_val;
}
+template <typename blockType, int qk, cpy_kernel_t cpyblck>
+static void set_rows_sycl_q(const char * __restrict__ src0_d,
+ const int64_t * __restrict__ src1_d,
+ blockType * __restrict__ dst_d,
+ // tensor dimensions src0 and src1
+ const int64_t ne00,
+ const int64_t ne01,
+ const int64_t ne02,
+ const int64_t ne03,
+ const int64_t ne10,
+ const int64_t ne11,
+ const int64_t ne12,
+ const int64_t ne13,
+ // strides for src0
+ const size_t nb00,
+ const size_t nb01,
+ const size_t nb02,
+ const size_t nb03,
+ // strides for src1
+ const size_t nb10,
+ const size_t nb11,
+ const size_t nb12,
+ const size_t nb13,
+ // strides for dst
+ const size_t nb1,
+ const size_t nb2,
+ const size_t nb3,
+ queue_ptr stream) {
+ const int64_t total_blocks = (ne00 * ne01 * ne02 * ne03) / qk;
+ constexpr int block_size = 256;
+ const int64_t grid_size = ceil_div(total_blocks, block_size);
+
+ sycl_parallel_for(stream, sycl::nd_range<1>(grid_size * block_size, block_size), [=](sycl::nd_item<1> item_ct1) {
+ const int64_t i = item_ct1.get_global_linear_id();
+ if (i >= total_blocks) {
+ return;
+ }
+ const int64_t i_base = i * qk;
+ const int64_t i03 = i_base / (ne00 * ne01 * ne02);
+ const int64_t rem1 = i_base - i03 * (ne00 * ne01 * ne02);
+ const int64_t i02 = rem1 / (ne00 * ne01);
+ const int64_t rem2 = rem1 - i02 * ne00 * ne01;
+ const int64_t i01 = rem2 / ne00;
+ const int64_t i00 = rem2 - i01 * ne00;
+ const int64_t i12 = i03 % ne12;
+ const int64_t i11 = i02 % ne11;
+ const int64_t i10 = i01;
+ const size_t src_offset = calculate_offset<3>({ nb01, nb02, nb03 }, { i01, i02, i03 });
+ const char * src_block = src0_d + src_offset + i00 * sizeof(float);
+ const size_t src1_offset = calculate_offset<3>({ nb10, nb11, nb12 }, { i10, i11, i12 });
+ const int64_t dst_row = src1_d[src1_offset / sizeof(int64_t)];
+ const size_t dst_offset =
+ calculate_offset<3>({ nb1, nb2, nb3 }, { dst_row, i02, i03 }) + (i00 / qk) * sizeof(blockType);
+ char * dst_block = reinterpret_cast<char *>(reinterpret_cast<char *>(dst_d) + dst_offset);
+ cpyblck(src_block, dst_block);
+ });
+ GGML_UNUSED(ne10);
+ GGML_UNUSED(ne13);
+ GGML_UNUSED(nb00);
+ GGML_UNUSED(nb13);
+}
+
template<typename TIn, typename TOut>
static void k_set_rows(
const char * __restrict__ src0, const int64_t * __restrict__ src1, char * __restrict__ dst,
stream
);
break;
+ case GGML_TYPE_BF16:
+ set_rows_sycl<float, sycl::ext::oneapi::bfloat16>(
+ (const char *)src0->data, src1_dd, (char *)dst->data,
+ ne00, ne01, ne02, ne03,
+ ne11, ne12,
+ nb01, nb02, nb03,
+ nb10, nb11, nb12,
+ nb1, nb2, nb3,
+ sizeof(float), sizeof(sycl::ext::oneapi::bfloat16),
+ stream
+ );
+ break;
+ case GGML_TYPE_Q8_0:
+ set_rows_sycl_q<block_q8_0, QK8_0, cpy_blck_f32_q8_0>((const char *)src0->data, src1_dd, (block_q8_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+ break;
+ case GGML_TYPE_Q5_1:
+ set_rows_sycl_q<block_q5_1, QK5_1, cpy_blck_f32_q5_1>((const char *)src0->data, src1_dd, (block_q5_1 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+ break;
+ case GGML_TYPE_Q5_0:
+ set_rows_sycl_q<block_q5_0, QK5_0, cpy_blck_f32_q5_0>((const char *)src0->data, src1_dd, (block_q5_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+ break;
+ case GGML_TYPE_Q4_1:
+ set_rows_sycl_q<block_q4_1, QK4_1, cpy_blck_f32_q4_1>((const char *)src0->data, src1_dd, (block_q4_1 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+ break;
+ case GGML_TYPE_Q4_0:
+ set_rows_sycl_q<block_q4_0, QK4_0, cpy_blck_f32_q4_0>((const char *)src0->data, src1_dd, (block_q4_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+ break;
+ case GGML_TYPE_IQ4_NL:
+ set_rows_sycl_q<block_iq4_nl, QK4_NL, cpy_blck_f32_iq4_nl>((const char *)src0->data, src1_dd, (block_iq4_nl *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+ break;
+
default:
GGML_ABORT("Unsupported tensor type!");
break;
overview / pkg / ggml / sources / llama.cpp / commitdiff