#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]) {
}
}
+/* quantized type same copy */
+template<typename T>
+static void cpy_blck_q_q(const char * cxi, char * cdsti) {
+ const T * xi = (const T *) cxi;
+ T * dsti = (T *) cdsti;
+ *dsti = *xi;
+}
+
+
static void cpy_blck_q8_0_f32(const char * cxi, char * cdsti) {
float * cdstf = (float *) (cdsti);
}
}
+
+template <typename T, int qk>
+static void cpy_q_q(const char * cx, char * cdst, const int ne, const int ne00, const int ne01, const int ne02,
+ const int nb00, const int nb01, const int nb02, const int nb03, const int ne10, const int ne11,
+ const int ne12, const int nb10, const int nb11, const int nb12, const int nb13,
+ const sycl::nd_item<3> & item_ct1) {
+ const int i = (item_ct1.get_local_range(2) * item_ct1.get_group(2) + item_ct1.get_local_id(2)) * qk;
+
+ if (i >= ne) {
+ return;
+ }
+
+ const int i03 = i / (ne00 * ne01 * ne02);
+ const int i02 = (i - i03 * ne00 * ne01 * ne02) / (ne00 * ne01);
+ const int i01 = (i - i03 * ne00 * ne01 * ne02 - i02 * ne01 * ne00) / ne00;
+ const int i00 = i - i03 * ne00 * ne01 * ne02 - i02 * ne01 * ne00 - i01 * ne00;
+ const int x_offset = (i00 / qk) * nb00 + i01 * nb01 + i02 * nb02 + i03 * nb03;
+
+
+ const int i13 = i / (ne10 * ne11 * ne12);
+ const int i12 = (i - i13 * ne10 * ne11 * ne12) / (ne10 * ne11);
+ const int i11 = (i - i13 * ne10 * ne11 * ne12 - i12 * ne10 * ne11) / ne10;
+ const int i10 = i - i13 * ne10 * ne11 * ne12 - i12 * ne10 * ne11 - i11 * ne10;
+ const int dst_offset = (i10 / qk) * nb10 + i11 * nb11 + i12 * nb12 + i13 * nb13;
+
+ cpy_blck_q_q<T>(cx + x_offset, cdst + dst_offset);
+}
+
template <cpy_kernel_t cpy_blck, int qk>
static void cpy_f32_q(const char * cx, char * cdst, const int ne, const int ne00, const int ne01, const int ne02,
const int nb00, const int nb01, const int nb02, const int nb03, const int ne10, const int ne11,
return;
}
+
const int i03 = i / (ne00 * ne01 * ne02);
const int i02 = (i - i03 * ne00 * ne01 * ne02) / (ne00 * ne01);
const int i01 = (i - i03 * ne00 * ne01 * ne02 - i02 * ne01 * ne00) / ne00;
}
}
+static void ggml_cpy_q8_0_q8_0(const char * cx, char * cdst, const int ne, const int ne00, const int ne01,
+ const int ne02, const int nb00, const int nb01, const int nb02, const int nb03,
+ const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+ const int nb12, const int nb13, queue_ptr stream) {
+ const int num_blocks = ceil_div(ne, SYCL_CPY_BLOCK_SIZE);
+ stream->parallel_for(
+ sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE),
+ sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE)), [=](sycl::nd_item<3> item_ct1) {
+ cpy_q_q<block_q8_0, QK8_0>(cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, item_ct1);
+ });
+}
+
+
+static void ggml_cpy_q5_0_q5_0(const char * cx, char * cdst, const int ne, const int ne00, const int ne01,
+ const int ne02, const int nb00, const int nb01, const int nb02, const int nb03,
+ const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+ const int nb12, const int nb13, queue_ptr stream) {
+ const int num_blocks = ceil_div(ne, SYCL_CPY_BLOCK_SIZE);
+ stream->parallel_for(
+ sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE),
+ sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE)), [=](sycl::nd_item<3> item_ct1) {
+ cpy_q_q<block_q5_0, QK5_0>(cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, item_ct1);
+ });
+}
+
+
+static void ggml_cpy_q5_1_q5_1(const char * cx, char * cdst, const int ne, const int ne00, const int ne01,
+ const int ne02, const int nb00, const int nb01, const int nb02, const int nb03,
+ const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+ const int nb12, const int nb13, queue_ptr stream) {
+ const int num_blocks = ceil_div(ne, SYCL_CPY_BLOCK_SIZE);
+
+ stream->parallel_for(
+ sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE),
+ sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE)), [=](sycl::nd_item<3> item_ct1) {
+ cpy_q_q<block_q5_1, QK5_1>(cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, item_ct1);
+ });
+}
+
+
+static void ggml_cpy_q4_0_q4_0(const char * cx, char * cdst, const int ne, const int ne00, const int ne01,
+ const int ne02, const int nb00, const int nb01, const int nb02, const int nb03,
+ const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+ const int nb12, const int nb13, queue_ptr stream) {
+ const int num_blocks = ceil_div(ne, SYCL_CPY_BLOCK_SIZE);
+ stream->parallel_for(
+ sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE), sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE)), [=](sycl::nd_item<3> item_ct1) {
+ cpy_q_q<block_q4_0, QK4_0>(cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, item_ct1);
+ });
+}
+
+
+static void ggml_cpy_q4_1_q4_1(const char * cx, char * cdst, const int ne, const int ne00, const int ne01,
+ const int ne02, const int nb00, const int nb01, const int nb02, const int nb03,
+ const int ne10, const int ne11, const int ne12, const int nb10, const int nb11,
+ const int nb12, const int nb13, queue_ptr stream) {
+
+ const int num_blocks = ceil_div(ne, SYCL_CPY_BLOCK_SIZE);
+ stream->parallel_for(
+ sycl::nd_range<3>(sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE), sycl::range<3>(1, 1, SYCL_CPY_BLOCK_SIZE)), [=](sycl::nd_item<3> item_ct1) {
+ cpy_q_q<block_q4_1, QK4_1>(cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, item_ct1);
+ });
+}
+
void ggml_sycl_cpy(ggml_backend_sycl_context & ctx, const ggml_tensor * src0, const ggml_tensor * src1) try {
// Unlike other operators ggml_sycl_cpy takes 2 distinct tensors instead of a dst ggml_tensor and rely on its src field
scope_op_debug_print scope_dbg_print(__func__, src1, /*num_src=*/0,
char * src0_ddc = (char *) src0->data;
char * src1_ddc = (char *) src1->data;
-
- if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) {
+ if ((src0->type == src1->type) && (ggml_is_contiguous(src0) && ggml_is_contiguous(src1))) {
+ GGML_SYCL_DEBUG("%s: memcpy path\n", __func__);
+ main_stream->memcpy(src1_ddc, src0_ddc, ggml_nbytes(src0));
+ } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) {
ggml_cpy_f32_f32_sycl(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10,
nb11, nb12, nb13, main_stream);
} else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16) {
} else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_IQ4_NL) {
ggml_cpy_f32_iq4_nl_sycl(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12,
nb10, nb11, nb12, nb13, main_stream);
+ } else if (src0->type == GGML_TYPE_Q8_0 && src1->type == GGML_TYPE_Q8_0) {
+ ggml_cpy_q8_0_q8_0(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream);
+ } else if (src0->type == GGML_TYPE_Q5_0 && src1->type == GGML_TYPE_Q5_0) {
+ ggml_cpy_q5_0_q5_0(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream);
+ } else if (src0->type == GGML_TYPE_Q5_1 && src1->type == GGML_TYPE_Q5_1) {
+ ggml_cpy_q5_1_q5_1(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream);
+ } else if (src0->type == GGML_TYPE_Q4_0 && src1->type == GGML_TYPE_Q4_0) {
+ ggml_cpy_q4_0_q4_0(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream);
+ } else if (src0->type == GGML_TYPE_Q4_1 && src1->type == GGML_TYPE_Q4_1) {
+ ggml_cpy_q4_1_q4_1(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream);
} else {
GGML_LOG_ERROR("%s: unsupported type combination (%s to %s)\n", __func__, ggml_type_name(src0->type),
ggml_type_name(src1->type));