mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2024-12-25 10:54:36 +00:00
[SYCL] Fix SYCL im2col and convert Overflow with Large Dims (#9052)
* sycl: fix im2col overflow and sync with cuda Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: fix convert overflow Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: fix convert and dequantize Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: fix ib in dmmv Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl:refine convert Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: move downsample global_range into common Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * test: add im2col and convert test cases Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * test: make new cases only in sycl Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * test: comment new test_cases for only local testing Signed-off-by: zhentaoyu <zhentao.yu@intel.com> --------- Signed-off-by: zhentaoyu <zhentao.yu@intel.com>
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zhentaoyu
GitHub
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90db8146d5
commit
4f8d19ff17
@ -893,43 +893,6 @@ static void clamp_f32(const float * x, float * dst, const float min, const float
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dst[i] = x[i] < min ? min : (x[i] > max ? max : x[i]);
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}
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template <typename T>
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static void im2col_kernel(const float *x, T *dst, int offset_delta,
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int IW, int IH, int OW, int KW, int KH,
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int pelements, int CHW, int s0, int s1, int p0,
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int p1, int d0, int d1,
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const sycl::nd_item<3> &item_ct1) {
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const int i = item_ct1.get_local_id(2) +
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item_ct1.get_group(2) * item_ct1.get_local_range(2);
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if (i >= pelements) {
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return;
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}
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const int ksize = OW * (KH > 1 ? KW : 1);
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const int kx = i / ksize;
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const int kd = kx * ksize;
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const int ky = (i - kd) / OW;
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const int ix = i % OW;
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const int64_t iiw = ix * s0 + kx * d0 - p0;
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const int64_t iih = item_ct1.get_group(1) * s1 + ky * d1 - p1;
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const int64_t offset_dst =
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(item_ct1.get_group(1) * OW + ix) * CHW +
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(item_ct1.get_group(0) * (KW * KH) + ky * KW + kx);
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if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
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dst[offset_dst] =
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sycl::vec<float, 1>(0.0f)
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.convert<sycl::half, sycl::rounding_mode::automatic>()[0];
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} else {
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const int64_t offset_src = item_ct1.get_group(0) * offset_delta;
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dst[offset_dst] =
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sycl::vec<float, 1>(x[offset_src + iih * IW + iiw])
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.convert<sycl::half, sycl::rounding_mode::automatic>()[0];
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}
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}
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template <typename Ti, typename To>
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static void pool2d_nchw_kernel(
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const int ih, const int iw, const int oh, const int ow,
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@ -1742,32 +1705,6 @@ static void diag_mask_inf_f32_sycl(const float *x, float *dst,
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});
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}
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template <typename T>
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static void im2col_sycl(const float *x, T *dst, int IW, int IH,
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int OW, int OH, int KW, int KH, int IC,
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int offset_delta, int s0, int s1, int p0,
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int p1, int d0, int d1,
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queue_ptr stream) {
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const int parallel_elements = OW * KW * KH;
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const int num_blocks = (parallel_elements + SYCL_IM2COL_BLOCK_SIZE - 1) / SYCL_IM2COL_BLOCK_SIZE;
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sycl::range<3> block_nums(IC, OH, num_blocks);
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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stream->parallel_for(
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sycl::nd_range<3>(block_nums *
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sycl::range<3>(1, 1, SYCL_IM2COL_BLOCK_SIZE),
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sycl::range<3>(1, 1, SYCL_IM2COL_BLOCK_SIZE)),
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[=](sycl::nd_item<3> item_ct1) {
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im2col_kernel(x, dst, offset_delta, IW, IH, OW, KW, KH,
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parallel_elements, (IC * KH * KW), s0, s1, p0,
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p1, d0, d1, item_ct1);
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});
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}
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}
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static bool g_sycl_loaded = false;
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bool ggml_sycl_loaded(void) {
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@ -2636,47 +2573,6 @@ static void ggml_sycl_op_pool2d(ggml_backend_sycl_context & ctx, const ggml_tens
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(void) src1_dd;
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}
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inline void ggml_sycl_op_im2col(ggml_backend_sycl_context & ctx, const ggml_tensor *src0,
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const ggml_tensor *src1, ggml_tensor *dst,
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const float *src0_dd, const float *src1_dd,
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float *dst_dd,
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const queue_ptr &main_stream) {
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GGML_ASSERT(src0->type == GGML_TYPE_F16);
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GGML_ASSERT(src1->type == GGML_TYPE_F32);
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GGML_ASSERT( dst->type == GGML_TYPE_F16 || dst->type == GGML_TYPE_F32);
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const int32_t s0 = ((const int32_t*)(dst->op_params))[0];
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const int32_t s1 = ((const int32_t*)(dst->op_params))[1];
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const int32_t p0 = ((const int32_t*)(dst->op_params))[2];
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const int32_t p1 = ((const int32_t*)(dst->op_params))[3];
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const int32_t d0 = ((const int32_t*)(dst->op_params))[4];
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const int32_t d1 = ((const int32_t*)(dst->op_params))[5];
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const bool is_2D = ((const int32_t*)(dst->op_params))[6] == 1;
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const int64_t IC = src1->ne[is_2D ? 2 : 1];
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const int64_t IH = is_2D ? src1->ne[1] : 1;
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const int64_t IW = src1->ne[0];
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const int64_t KH = is_2D ? src0->ne[1] : 1;
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const int64_t KW = src0->ne[0];
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const int64_t OH = is_2D ? dst->ne[2] : 1;
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const int64_t OW = dst->ne[1];
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const size_t delta_offset = src1->nb[is_2D ? 2 : 1] / 4; // nb is byte offset, src is type float32
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if (dst->type == GGML_TYPE_F16) {
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im2col_sycl(src1_dd, (sycl::half *)dst_dd, IW, IH, OW, OH, KW, KH, IC, delta_offset, s0, s1, p0, p1, d0, d1, main_stream);
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} else {
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im2col_sycl(src1_dd, (float *)dst_dd, IW, IH, OW, OH, KW, KH, IC, delta_offset, s0, s1, p0, p1, d0, d1, main_stream);
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}
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(void) src0;
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(void) src0_dd;
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}
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inline void ggml_sycl_op_sum_rows(ggml_backend_sycl_context & ctx, const ggml_tensor *src0,
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const ggml_tensor *src1, ggml_tensor *dst,
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const float *src0_dd, const float *src1_dd,
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@ -25,5 +25,6 @@
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#include "norm.hpp"
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#include "softmax.hpp"
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#include "tsembd.hpp"
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#include "im2col.hpp"
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#endif // GGML_SYCL_BACKEND_HPP
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@ -51,3 +51,14 @@ void ggml_sycl_host_free(void* ptr) try {
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<< ", line:" << __LINE__ << std::endl;
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std::exit(1);
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}
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int64_t downsample_sycl_global_range(int64_t accumulate_block_num, int64_t block_size) {
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const int64_t max_range = std::numeric_limits<int>::max();
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int64_t sycl_down_blk_size = block_size;
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int64_t global_range = accumulate_block_num * sycl_down_blk_size;
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while(global_range > max_range) {
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sycl_down_blk_size /= 2;
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global_range = accumulate_block_num * sycl_down_blk_size;
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}
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return sycl_down_blk_size;
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}
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@ -352,4 +352,6 @@ static __dpct_inline__ Tp* get_pointer(sycl::local_accessor<Tp, dim> acc) {
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return acc.template get_multi_ptr<sycl::access::decorated::no>().get();
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}
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int64_t downsample_sycl_global_range(int64_t accumulate_block_num, int64_t block_size);
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#endif // GGML_SYCL_COMMON_HPP
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@ -3,19 +3,19 @@
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#include "presets.hpp"
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template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
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static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__ y, const int k,
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static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k,
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const sycl::nd_item<3> &item_ct1) {
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const int i = 2 * (item_ct1.get_local_range(2) * item_ct1.get_group(2) +
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const int64_t i = 2 * (item_ct1.get_local_range(2) * item_ct1.get_group(2) +
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item_ct1.get_local_id(2));
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if (i >= k) {
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return;
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}
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const int ib = i/qk; // block index
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const int iqs = (i%qk)/qr; // quant index
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const int iybs = i - i%qk; // y block start index
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const int y_offset = qr == 1 ? 1 : qk/2;
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const int64_t ib = i/qk; // block index
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const int64_t iqs = (i%qk)/qr; // quant index
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const int64_t iybs = i - i%qk; // y block start index
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const int64_t y_offset = qr == 1 ? 1 : qk/2;
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// dequantize
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dfloat2 v;
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@ -27,9 +27,9 @@ static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__
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template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
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static void dequantize_block_sycl(const void *__restrict__ vx,
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dst_t *__restrict__ y, const int k,
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dst_t *__restrict__ y, const int64_t k,
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dpct::queue_ptr stream) {
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const int num_blocks = (k + 2*SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / (2*SYCL_DEQUANTIZE_BLOCK_SIZE);
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const int64_t num_blocks = (k + 2*SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / (2*SYCL_DEQUANTIZE_BLOCK_SIZE);
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -45,9 +45,9 @@ static void dequantize_block_sycl(const void *__restrict__ vx,
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}
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template <typename dst_t>
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static void dequantize_row_q2_K_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q2_K_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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#if QK_K == 256
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{
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dpct::has_capability_or_fail(stream->get_device(),
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@ -77,9 +77,9 @@ static void dequantize_row_q2_K_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_q3_K_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q3_K_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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#if QK_K == 256
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{
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dpct::has_capability_or_fail(stream->get_device(),
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@ -108,10 +108,10 @@ static void dequantize_row_q3_K_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_q4_0_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q4_0_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb32 = k / 32;
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const int nb = (k + 255) / 256;
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const int64_t nb32 = k / 32;
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const int64_t nb = (k + 255) / 256;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -126,10 +126,10 @@ static void dequantize_row_q4_0_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_q4_1_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q4_1_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb32 = k / 32;
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const int nb = (k + 255) / 256;
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const int64_t nb32 = k / 32;
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const int64_t nb = (k + 255) / 256;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -145,9 +145,9 @@ static void dequantize_row_q4_1_sycl(const void *vx, dst_t *y, const int k,
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template <typename dst_t>
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static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -165,9 +165,9 @@ static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_q5_K_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q5_K_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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#if QK_K == 256
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{
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dpct::has_capability_or_fail(stream->get_device(),
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@ -197,9 +197,9 @@ static void dequantize_row_q5_K_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_q6_K_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_q6_K_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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#if QK_K == 256
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{
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dpct::has_capability_or_fail(stream->get_device(),
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@ -229,9 +229,9 @@ static void dequantize_row_q6_K_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_iq1_s_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_iq1_s_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -250,9 +250,9 @@ static void dequantize_row_iq1_s_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_iq1_m_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_iq1_m_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -271,9 +271,9 @@ static void dequantize_row_iq1_m_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_iq2_xxs_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_iq2_xxs_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -292,9 +292,9 @@ static void dequantize_row_iq2_xxs_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_iq2_xs_sycl(const void *vx, dst_t *y, const int k,
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static void dequantize_row_iq2_xs_sycl(const void *vx, dst_t *y, const int64_t k,
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dpct::queue_ptr stream) {
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const int nb = k / QK_K;
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const int64_t nb = k / QK_K;
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{
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dpct::has_capability_or_fail(stream->get_device(),
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{sycl::aspect::fp16});
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@ -313,9 +313,9 @@ static void dequantize_row_iq2_xs_sycl(const void *vx, dst_t *y, const int k,
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}
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template <typename dst_t>
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static void dequantize_row_iq2_s_sycl(const void *vx, dst_t *y, const int k,
|
||||
static void dequantize_row_iq2_s_sycl(const void *vx, dst_t *y, const int64_t k,
|
||||
dpct::queue_ptr stream) {
|
||||
const int nb = k / QK_K;
|
||||
const int64_t nb = k / QK_K;
|
||||
{
|
||||
dpct::has_capability_or_fail(stream->get_device(),
|
||||
{sycl::aspect::fp16});
|
||||
@ -333,9 +333,9 @@ static void dequantize_row_iq2_s_sycl(const void *vx, dst_t *y, const int k,
|
||||
|
||||
|
||||
template <typename dst_t>
|
||||
static void dequantize_row_iq3_xxs_sycl(const void *vx, dst_t *y, const int k,
|
||||
static void dequantize_row_iq3_xxs_sycl(const void *vx, dst_t *y, const int64_t k,
|
||||
dpct::queue_ptr stream) {
|
||||
const int nb = k / QK_K;
|
||||
const int64_t nb = k / QK_K;
|
||||
{
|
||||
dpct::has_capability_or_fail(stream->get_device(),
|
||||
{sycl::aspect::fp16});
|
||||
@ -354,9 +354,9 @@ static void dequantize_row_iq3_xxs_sycl(const void *vx, dst_t *y, const int k,
|
||||
}
|
||||
|
||||
template <typename dst_t>
|
||||
static void dequantize_row_iq3_s_sycl(const void *vx, dst_t *y, const int k,
|
||||
static void dequantize_row_iq3_s_sycl(const void *vx, dst_t *y, const int64_t k,
|
||||
dpct::queue_ptr stream) {
|
||||
const int nb = k / QK_K;
|
||||
const int64_t nb = k / QK_K;
|
||||
{
|
||||
dpct::has_capability_or_fail(stream->get_device(),
|
||||
{sycl::aspect::fp16});
|
||||
@ -374,9 +374,9 @@ static void dequantize_row_iq3_s_sycl(const void *vx, dst_t *y, const int k,
|
||||
}
|
||||
|
||||
template <typename dst_t>
|
||||
static void dequantize_row_iq4_xs_sycl(const void *vx, dst_t *y, const int k,
|
||||
static void dequantize_row_iq4_xs_sycl(const void *vx, dst_t *y, const int64_t k,
|
||||
dpct::queue_ptr stream) {
|
||||
const int nb = (k + QK_K - 1) / QK_K;
|
||||
const int64_t nb = (k + QK_K - 1) / QK_K;
|
||||
#if QK_K == 64
|
||||
dequantize_row_iq4_nl_sycl(vx, y, k, stream);
|
||||
#else
|
||||
@ -398,9 +398,9 @@ static void dequantize_row_iq4_xs_sycl(const void *vx, dst_t *y, const int k,
|
||||
}
|
||||
|
||||
template <typename dst_t>
|
||||
static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int k,
|
||||
static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int64_t k,
|
||||
dpct::queue_ptr stream) {
|
||||
const int nb = (k + QK_K - 1) / QK_K;
|
||||
const int64_t nb = (k + QK_K - 1) / QK_K;
|
||||
{
|
||||
dpct::has_capability_or_fail(stream->get_device(),
|
||||
{sycl::aspect::fp16});
|
||||
@ -418,34 +418,34 @@ static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int k,
|
||||
}
|
||||
|
||||
template <typename src_t, typename dst_t>
|
||||
static void convert_unary(const void * __restrict__ vx, dst_t * __restrict__ y, const int k,
|
||||
static void convert_unary(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k,
|
||||
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);
|
||||
|
||||
if (i >= k) {
|
||||
return;
|
||||
}
|
||||
const int64_t work_group_size = item_ct1.get_local_range(2);
|
||||
const int64_t global_id = item_ct1.get_local_id(2) + work_group_size * item_ct1.get_group(2);
|
||||
|
||||
// make each work-item deal with more elements since sycl global range can not exceed max int
|
||||
const src_t * x = (src_t *) vx;
|
||||
|
||||
y[i] = x[i];
|
||||
for (int64_t i = global_id; i < k; i += work_group_size * item_ct1.get_group_range(2)) {
|
||||
y[i] = x[i];
|
||||
}
|
||||
}
|
||||
|
||||
template <typename src_t, typename dst_t>
|
||||
static void convert_unary_sycl(const void *__restrict__ vx,
|
||||
dst_t *__restrict__ y, const int k,
|
||||
dst_t *__restrict__ y, const int64_t k,
|
||||
dpct::queue_ptr stream) {
|
||||
const int num_blocks = (k + SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / SYCL_DEQUANTIZE_BLOCK_SIZE;
|
||||
const int64_t num_blocks = (k + SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / SYCL_DEQUANTIZE_BLOCK_SIZE;
|
||||
|
||||
// decrease global range when it exceeds the max int
|
||||
int64_t local_size = downsample_sycl_global_range(num_blocks, SYCL_DEQUANTIZE_BLOCK_SIZE);
|
||||
sycl::range<3> block_nums(1, 1, num_blocks);
|
||||
sycl::range<3> local_range(1, 1, local_size);
|
||||
{
|
||||
dpct::has_capability_or_fail(stream->get_device(),
|
||||
{sycl::aspect::fp16});
|
||||
|
||||
stream->parallel_for(
|
||||
sycl::nd_range<3>(
|
||||
sycl::range<3>(1, 1, num_blocks) *
|
||||
sycl::range<3>(1, 1, SYCL_DEQUANTIZE_BLOCK_SIZE),
|
||||
sycl::range<3>(1, 1, SYCL_DEQUANTIZE_BLOCK_SIZE)),
|
||||
sycl::nd_range<3>(block_nums * local_range, local_range),
|
||||
[=](sycl::nd_item<3> item_ct1) {
|
||||
convert_unary<src_t>(vx, y, k, item_ct1);
|
||||
});
|
||||
|
||||
@ -17,7 +17,7 @@
|
||||
|
||||
template <typename T>
|
||||
using to_t_sycl_t = void (*)(const void *__restrict__ x, T *__restrict__ y,
|
||||
int k, dpct::queue_ptr stream);
|
||||
int64_t k, dpct::queue_ptr stream);
|
||||
typedef to_t_sycl_t<float> to_fp32_sycl_t;
|
||||
typedef to_t_sycl_t<sycl::half> to_fp16_sycl_t;
|
||||
|
||||
|
||||
@ -15,9 +15,9 @@
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
typedef void (*dequantize_kernel_t)(const void * vx, const int ib, const int iqs, dfloat2 & v);
|
||||
typedef void (*dequantize_kernel_t)(const void * vx, const int64_t ib, const int iqs, dfloat2 & v);
|
||||
|
||||
static __dpct_inline__ void dequantize_q4_0(const void *vx, const int ib,
|
||||
static __dpct_inline__ void dequantize_q4_0(const void *vx, const int64_t ib,
|
||||
const int iqs, dfloat2 &v) {
|
||||
const block_q4_0 * x = (const block_q4_0 *) vx;
|
||||
|
||||
@ -40,7 +40,7 @@ static __dpct_inline__ void dequantize_q4_0(const void *vx, const int ib,
|
||||
#endif // GGML_SYCL_F16
|
||||
}
|
||||
|
||||
static __dpct_inline__ void dequantize_q4_1(const void *vx, const int ib,
|
||||
static __dpct_inline__ void dequantize_q4_1(const void *vx, const int64_t ib,
|
||||
const int iqs, dfloat2 &v) {
|
||||
const block_q4_1 * x = (const block_q4_1 *) vx;
|
||||
|
||||
@ -64,7 +64,7 @@ static __dpct_inline__ void dequantize_q4_1(const void *vx, const int ib,
|
||||
#endif // GGML_SYCL_F16
|
||||
}
|
||||
|
||||
static __dpct_inline__ void dequantize_q5_0(const void *vx, const int ib,
|
||||
static __dpct_inline__ void dequantize_q5_0(const void *vx, const int64_t ib,
|
||||
const int iqs, dfloat2 &v) {
|
||||
const block_q5_0 * x = (const block_q5_0 *) vx;
|
||||
|
||||
@ -91,7 +91,7 @@ static __dpct_inline__ void dequantize_q5_0(const void *vx, const int ib,
|
||||
#endif // GGML_SYCL_F16
|
||||
}
|
||||
|
||||
static __dpct_inline__ void dequantize_q5_1(const void *vx, const int ib,
|
||||
static __dpct_inline__ void dequantize_q5_1(const void *vx, const int64_t ib,
|
||||
const int iqs, dfloat2 &v) {
|
||||
const block_q5_1 * x = (const block_q5_1 *) vx;
|
||||
|
||||
@ -118,7 +118,7 @@ static __dpct_inline__ void dequantize_q5_1(const void *vx, const int ib,
|
||||
#endif // GGML_SYCL_F16
|
||||
}
|
||||
|
||||
static __dpct_inline__ void dequantize_q8_0(const void *vx, const int ib,
|
||||
static __dpct_inline__ void dequantize_q8_0(const void *vx, const int64_t ib,
|
||||
const int iqs, dfloat2 &v) {
|
||||
const block_q8_0 * x = (const block_q8_0 *) vx;
|
||||
|
||||
@ -138,16 +138,16 @@ static __dpct_inline__ void dequantize_q8_0(const void *vx, const int ib,
|
||||
}
|
||||
|
||||
template<typename dst_t>
|
||||
static void dequantize_block_q4_0(const void * __restrict__ vx, dst_t * __restrict__ yy, int nb32,
|
||||
static void dequantize_block_q4_0(const void * __restrict__ vx, dst_t * __restrict__ yy, int64_t nb32,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
|
||||
// assume 32 threads
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int il = tid/8;
|
||||
const int ir = tid%8;
|
||||
const int ib = 8*i + ir;
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t il = tid/8;
|
||||
const int64_t ir = tid%8;
|
||||
const int64_t ib = 8*i + ir;
|
||||
if (ib >= nb32) {
|
||||
return;
|
||||
}
|
||||
@ -168,16 +168,16 @@ static void dequantize_block_q4_0(const void * __restrict__ vx, dst_t * __restri
|
||||
}
|
||||
|
||||
template<typename dst_t>
|
||||
static void dequantize_block_q4_1(const void * __restrict__ vx, dst_t * __restrict__ yy, int nb32,
|
||||
static void dequantize_block_q4_1(const void * __restrict__ vx, dst_t * __restrict__ yy, int64_t nb32,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
|
||||
// assume 32 threads
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int il = tid/8;
|
||||
const int ir = tid%8;
|
||||
const int ib = 8*i + ir;
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t il = tid/8;
|
||||
const int64_t ir = tid%8;
|
||||
const int64_t ib = 8*i + ir;
|
||||
if (ib >= nb32) {
|
||||
return;
|
||||
}
|
||||
@ -203,14 +203,14 @@ template<typename dst_t>
|
||||
static void dequantize_block_q2_K(const void * __restrict__ vx, dst_t * __restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_q2_K * x = (const block_q2_K *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int n = tid/32;
|
||||
const int l = tid - 32*n;
|
||||
const int is = 8*n + l/16;
|
||||
const int64_t n = tid/32;
|
||||
const int64_t l = tid - 32*n;
|
||||
const int64_t is = 8*n + l/16;
|
||||
|
||||
const uint8_t q = x[i].qs[32*n + l];
|
||||
dst_t * y = yy + i*QK_K + 128*n;
|
||||
@ -222,8 +222,8 @@ static void dequantize_block_q2_K(const void * __restrict__ vx, dst_t * __restri
|
||||
y[l+64] = dall * (x[i].scales[is+4] & 0xF) * ((q >> 4) & 3) - dmin * (x[i].scales[is+4] >> 4);
|
||||
y[l+96] = dall * (x[i].scales[is+6] & 0xF) * ((q >> 6) & 3) - dmin * (x[i].scales[is+6] >> 4);
|
||||
#else
|
||||
const int is = tid/16; // 0 or 1
|
||||
const int il = tid%16; // 0...15
|
||||
const int64_t is = tid/16; // 0 or 1
|
||||
const int64_t il = tid%16; // 0...15
|
||||
const uint8_t q = x[i].qs[il] >> (2*is);
|
||||
dst_t * y = yy + i*QK_K + 16*is + il;
|
||||
|
||||
@ -239,19 +239,19 @@ template<typename dst_t>
|
||||
static void dequantize_block_q3_K(const void * __restrict__ vx, dst_t * __restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_q3_K * x = (const block_q3_K *) vx;
|
||||
|
||||
#if QK_K == 256
|
||||
const int r = item_ct1.get_local_id(2) / 4;
|
||||
const int tid = r/2;
|
||||
const int is0 = r%2;
|
||||
const int l0 = 16 * is0 + 4 * (item_ct1.get_local_id(2) % 4);
|
||||
const int n = tid / 4;
|
||||
const int j = tid - 4*n;
|
||||
const int64_t r = item_ct1.get_local_id(2) / 4;
|
||||
const int64_t tid = r/2;
|
||||
const int64_t is0 = r%2;
|
||||
const int64_t l0 = 16 * is0 + 4 * (item_ct1.get_local_id(2) % 4);
|
||||
const int64_t n = tid / 4;
|
||||
const int64_t j = tid - 4*n;
|
||||
|
||||
uint8_t m = 1 << (4*n + j);
|
||||
int is = 8*n + 2*j + is0;
|
||||
int64_t is = 8*n + 2*j + is0;
|
||||
int shift = 2*j;
|
||||
|
||||
int8_t us = is < 4 ? (x[i].scales[is-0] & 0xF) | (((x[i].scales[is+8] >> 0) & 3) << 4) :
|
||||
@ -267,11 +267,11 @@ static void dequantize_block_q3_K(const void * __restrict__ vx, dst_t * __restri
|
||||
|
||||
for (int l = l0; l < l0+4; ++l) y[l] = dl * ((int8_t)((q[l] >> shift) & 3) - ((hm[l] & m) ? 0 : 4));
|
||||
#else
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int is = tid/16; // 0 or 1
|
||||
const int il = tid%16; // 0...15
|
||||
const int im = il/8; // 0...1
|
||||
const int in = il%8; // 0...7
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t is = tid/16; // 0 or 1
|
||||
const int64_t il = tid%16; // 0...15
|
||||
const int64_t im = il/8; // 0...1
|
||||
const int64_t in = il%8; // 0...7
|
||||
|
||||
dst_t * y = yy + i*QK_K + 16*is + il;
|
||||
|
||||
@ -307,15 +307,15 @@ static void dequantize_block_q4_K(const void * __restrict__ vx, dst_t * __restri
|
||||
uint8_t* scales_local, const sycl::nd_item<3> &item_ct1) {
|
||||
const block_q4_K * x = (const block_q4_K *) vx;
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
|
||||
#if QK_K == 256
|
||||
// assume 32 threads
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int il = tid/8;
|
||||
const int ir = tid%8;
|
||||
const int is = 2*il;
|
||||
const int n = 4;
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t il = tid/8;
|
||||
const int64_t ir = tid%8;
|
||||
const int64_t is = 2*il;
|
||||
const int64_t n = 4;
|
||||
|
||||
dst_t * y = yy + i*QK_K + 64*il + n*ir;
|
||||
|
||||
@ -341,7 +341,7 @@ static void dequantize_block_q4_K(const void * __restrict__ vx, dst_t * __restri
|
||||
y[l +32] = d2 * (q_vec[l] >> 4) - m2;
|
||||
}
|
||||
#else
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const uint8_t * q = x[i].qs;
|
||||
dst_t * y = yy + i*QK_K;
|
||||
const float d = (float)x[i].dm[0];
|
||||
@ -356,14 +356,14 @@ static void dequantize_block_q5_K(const void * __restrict__ vx, dst_t * __restri
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
const block_q5_K * x = (const block_q5_K *) vx;
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
|
||||
#if QK_K == 256
|
||||
// assume 64 threads - this is very slightly better than the one below
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int il = tid/16; // il is in 0...3
|
||||
const int ir = tid%16; // ir is in 0...15
|
||||
const int is = 2*il; // is is in 0...6
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t il = tid/16; // il is in 0...3
|
||||
const int64_t ir = tid%16; // ir is in 0...15
|
||||
const int64_t is = 2*il; // is is in 0...6
|
||||
|
||||
dst_t * y = yy + i*QK_K + 64*il + 2*ir;
|
||||
|
||||
@ -386,11 +386,11 @@ static void dequantize_block_q5_K(const void * __restrict__ vx, dst_t * __restri
|
||||
y[32] = d2 * ((ql[ 0] >> 4) + (qh[ 0] & hm ? 16 : 0)) - m2;
|
||||
y[33] = d2 * ((ql[ 1] >> 4) + (qh[ 1] & hm ? 16 : 0)) - m2;
|
||||
#else
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const uint8_t q = x[i].qs[tid];
|
||||
const int im = tid/8; // 0...3
|
||||
const int in = tid%8; // 0...7
|
||||
const int is = tid/16; // 0 or 1
|
||||
const int64_t im = tid/8; // 0...3
|
||||
const int64_t in = tid%8; // 0...7
|
||||
const int64_t is = tid/16; // 0 or 1
|
||||
const uint8_t h = x[i].qh[in] >> im;
|
||||
const float d = x[i].d;
|
||||
dst_t * y = yy + i*QK_K + tid;
|
||||
@ -404,14 +404,14 @@ static void dequantize_block_q6_K(const void * __restrict__ vx, dst_t * __restri
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
const block_q6_K * x = (const block_q6_K *) vx;
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
#if QK_K == 256
|
||||
|
||||
// assume 64 threads - this is very slightly better than the one below
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int ip = tid/32; // ip is 0 or 1
|
||||
const int il = tid - 32*ip; // 0...32
|
||||
const int is = 8*ip + il/16;
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t ip = tid/32; // ip is 0 or 1
|
||||
const int64_t il = tid - 32*ip; // 0...32
|
||||
const int64_t is = 8*ip + il/16;
|
||||
|
||||
dst_t * y = yy + i*QK_K + 128*ip + il;
|
||||
|
||||
@ -428,9 +428,9 @@ static void dequantize_block_q6_K(const void * __restrict__ vx, dst_t * __restri
|
||||
#else
|
||||
|
||||
// assume 32 threads
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int ip = tid/16; // 0 or 1
|
||||
const int il = tid - 16*ip; // 0...15
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t ip = tid/16; // 0 or 1
|
||||
const int64_t il = tid - 16*ip; // 0...15
|
||||
|
||||
dst_t * y = yy + i*QK_K + 16*ip + il;
|
||||
|
||||
@ -452,13 +452,13 @@ static void dequantize_block_iq2_xxs(const void * __restrict__ vx, dst_t * __res
|
||||
const uint8_t *ksigns_iq2xs_ptr,
|
||||
const uint8_t *kmask_iq2xs_ptr) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq2_xxs * x = (const block_iq2_xxs *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const uint16_t * q2 = x[i].qs + 4*ib;
|
||||
const uint8_t * aux8 = (const uint8_t *)q2;
|
||||
@ -480,13 +480,13 @@ static void dequantize_block_iq2_xs(const void * __restrict__ vx, dst_t * __rest
|
||||
const uint8_t *ksigns_iq2xs,
|
||||
const uint8_t *kmask_iq2xs) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq2_xs * x = (const block_iq2_xs *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const uint16_t * q2 = x[i].qs + 4*ib;
|
||||
const uint8_t * grid = (const uint8_t *)(iq2xs_grid + (q2[il] & 511));
|
||||
@ -504,13 +504,13 @@ __dpct_inline__ static void
|
||||
dequantize_block_iq2_s(const void *__restrict__ vx, dst_t *__restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq2_s * x = (const block_iq2_s *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const uint8_t * grid = (const uint8_t *)(iq2s_grid + (x[i].qs[4*ib+il] | ((x[i].qh[ib] << (8-2*il)) & 0x300)));
|
||||
const float d = (float)x[i].d * (0.5f + ((x[i].scales[ib] >> 4*(il/2)) & 0xf)) * 0.25f;
|
||||
@ -532,13 +532,13 @@ static void dequantize_block_iq3_xxs(const void * __restrict__ vx, dst_t * __res
|
||||
const uint8_t *ksigns_iq2xs,
|
||||
const uint8_t *kmask_iq2xs) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq3_xxs * x = (const block_iq3_xxs *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const uint8_t * q3 = x[i].qs + 8*ib;
|
||||
const uint16_t * gas = (const uint16_t *)(x[i].qs + QK_K/4) + 2*ib;
|
||||
@ -563,13 +563,13 @@ dequantize_block_iq3_s(const void *__restrict__ vx, dst_t *__restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1,
|
||||
const uint8_t *kmask_iq2xs, const uint32_t *iq3s_grid) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq3_s * x = (const block_iq3_s *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const uint8_t * qs = x[i].qs + 8*ib;
|
||||
const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*il+0] | ((x[i].qh[ib] << (8-2*il)) & 256)));
|
||||
@ -593,13 +593,13 @@ dequantize_block_iq1_s(const void *__restrict__ vx, dst_t *__restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1,
|
||||
const uint32_t *iq1s_grid_gpu) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq1_s * x = (const block_iq1_s *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const float delta = x[i].qh[ib] & 0x8000 ? -1 - IQ1S_DELTA : -1 + IQ1S_DELTA;
|
||||
const float d = (float)x[i].d * (2*((x[i].qh[ib] >> 12) & 7) + 1);
|
||||
@ -623,13 +623,13 @@ dequantize_block_iq1_m(const void *__restrict__ vx, dst_t *__restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1,
|
||||
const uint32_t *iq1s_grid_gpu) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq1_m * x = (const block_iq1_m *) vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
#if QK_K == 256
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 8*il;
|
||||
const uint16_t * sc = (const uint16_t *)x[i].scales;
|
||||
iq1m_scale_t scale;
|
||||
@ -656,12 +656,12 @@ __dpct_inline__ static void
|
||||
dequantize_block_iq4_nl(const void *__restrict__ vx, dst_t *__restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq4_nl * x = (const block_iq4_nl *) vx + i*(QK_K/QK4_NL);
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 4*il;
|
||||
const uint8_t * q4 = x[ib].qs + 4*il;
|
||||
const float d = (float)x[ib].d;
|
||||
@ -678,12 +678,12 @@ template <typename dst_t>
|
||||
__dpct_inline__ static void
|
||||
dequantize_block_iq4_xs(const void *__restrict__ vx, dst_t *__restrict__ yy,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
const int i = item_ct1.get_group(2);
|
||||
const int64_t i = item_ct1.get_group(2);
|
||||
const block_iq4_xs * x = (const block_iq4_xs *)vx;
|
||||
|
||||
const int tid = item_ct1.get_local_id(2);
|
||||
const int il = tid/8; // 0...3
|
||||
const int ib = tid%8; // 0...7
|
||||
const int64_t tid = item_ct1.get_local_id(2);
|
||||
const int64_t il = tid/8; // 0...3
|
||||
const int64_t ib = tid%8; // 0...7
|
||||
dst_t * y = yy + i*QK_K + 32*ib + 4*il;
|
||||
const uint8_t * q4 = x[i].qs + 16*ib + 4*il;
|
||||
const float d = (float)x[i].d * ((((x[i].scales_l[ib/2] >> 4*(ib%2)) & 0xf) | (((x[i].scales_h >> 2*ib) & 3) << 4)) - 32);
|
||||
|
||||
@ -4,7 +4,7 @@
|
||||
#include "presets.hpp"
|
||||
|
||||
|
||||
static void convert_f16(const void * vx, const int ib, const int iqs, dfloat2 & v){
|
||||
static void convert_f16(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
|
||||
const sycl::half *x = (const sycl::half *)vx;
|
||||
|
||||
// automatic half -> float type cast if dfloat == float
|
||||
@ -12,7 +12,7 @@ static void convert_f16(const void * vx, const int ib, const int iqs, dfloat2 &
|
||||
v.y() = x[ib + iqs + 1];
|
||||
}
|
||||
|
||||
static void convert_f32(const void * vx, const int ib, const int iqs, dfloat2 & v){
|
||||
static void convert_f32(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){
|
||||
const float * x = (const float *) vx;
|
||||
|
||||
// automatic half -> float type cast if dfloat == float
|
||||
|
||||
125
ggml/src/ggml-sycl/im2col.cpp
Normal file
125
ggml/src/ggml-sycl/im2col.cpp
Normal file
@ -0,0 +1,125 @@
|
||||
//
|
||||
// MIT license
|
||||
// Copyright (C) 2024 Intel Corporation
|
||||
// SPDX-License-Identifier: MIT
|
||||
//
|
||||
|
||||
//
|
||||
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
|
||||
// See https://llvm.org/LICENSE.txt for license information.
|
||||
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
|
||||
//
|
||||
|
||||
#include "im2col.hpp"
|
||||
|
||||
template <typename T>
|
||||
static void im2col_kernel(
|
||||
const float *x, T *dst, int64_t batch_offset, int64_t offset_delta,
|
||||
int64_t IC, int64_t IW, int64_t IH, int64_t OH, int64_t OW, int64_t KW, int64_t KH,
|
||||
int64_t pelements, int64_t CHW, int s0, int s1, int p0, int p1, int d0, int d1,
|
||||
const sycl::nd_item<3> &item_ct1) {
|
||||
const int64_t work_group_size = item_ct1.get_local_range(2);
|
||||
const int64_t global_id = item_ct1.get_local_id(2) + work_group_size * item_ct1.get_group(2);
|
||||
|
||||
// make each work-item deal with more elements since sycl global range can not exceed max int
|
||||
for (int64_t i = global_id; i < pelements; i += work_group_size * item_ct1.get_group_range(2)) {
|
||||
|
||||
const int64_t ksize = OW * (KH > 1 ? KW : 1);
|
||||
const int64_t kx = i / ksize;
|
||||
const int64_t kd = kx * ksize;
|
||||
const int64_t ky = (i - kd) / OW;
|
||||
const int64_t ix = i % OW;
|
||||
|
||||
const int64_t oh = item_ct1.get_group(1);
|
||||
const int64_t batch = item_ct1.get_group(0) / IC;
|
||||
const int64_t ic = item_ct1.get_group(0) % IC;
|
||||
|
||||
const int64_t iiw = ix * s0 + kx * d0 - p0;
|
||||
const int64_t iih = oh * s1 + ky * d1 - p1;
|
||||
|
||||
const int64_t offset_dst =
|
||||
((batch * OH + oh) * OW + ix) * CHW +
|
||||
(ic * (KW * KH) + ky * KW + kx);
|
||||
|
||||
if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
|
||||
dst[offset_dst] =
|
||||
sycl::vec<float, 1>(0.0f)
|
||||
.convert<sycl::half, sycl::rounding_mode::automatic>()[0];
|
||||
} else {
|
||||
const int64_t offset_src = ic * offset_delta + batch * batch_offset;
|
||||
dst[offset_dst] =
|
||||
sycl::vec<float, 1>(x[offset_src + iih * IW + iiw])
|
||||
.convert<sycl::half, sycl::rounding_mode::automatic>()[0];
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
template <typename T>
|
||||
static void im2col_sycl(
|
||||
const float *x, T *dst, int64_t IW, int64_t IH, int64_t OW, int64_t OH, int64_t KW,
|
||||
int64_t KH, int64_t IC, int64_t batch, int64_t batch_offset, int64_t offset_delta,
|
||||
int s0, int s1, int p0, int p1, int d0, int d1,
|
||||
queue_ptr stream) {
|
||||
const int64_t parallel_elements = OW * KW * KH;
|
||||
const int64_t num_blocks = (parallel_elements + SYCL_IM2COL_BLOCK_SIZE - 1) / SYCL_IM2COL_BLOCK_SIZE;
|
||||
|
||||
// decrease global range when it exceeds the max int
|
||||
int64_t local_size = downsample_sycl_global_range(batch * IC * OH * num_blocks, SYCL_IM2COL_BLOCK_SIZE);
|
||||
sycl::range<3> block_nums(batch * IC, OH, num_blocks);
|
||||
sycl::range<3> local_range(1, 1, local_size);
|
||||
|
||||
{
|
||||
dpct::has_capability_or_fail(stream->get_device(),
|
||||
{sycl::aspect::fp16});
|
||||
|
||||
stream->parallel_for(
|
||||
sycl::nd_range<3>(block_nums * local_range, local_range),
|
||||
[=](sycl::nd_item<3> item_ct1) {
|
||||
im2col_kernel(x, dst, batch_offset, offset_delta, IC, IW, IH, OH, OW, KW, KH,
|
||||
parallel_elements, (IC * KH * KW), s0, s1, p0,
|
||||
p1, d0, d1, item_ct1);
|
||||
});
|
||||
}
|
||||
}
|
||||
|
||||
void ggml_sycl_op_im2col(
|
||||
ggml_backend_sycl_context & ctx, const ggml_tensor *src0, const ggml_tensor *src1,
|
||||
ggml_tensor *dst, const float *src0_dd, const float *src1_dd, float *dst_dd,
|
||||
const queue_ptr &main_stream) {
|
||||
|
||||
GGML_ASSERT(src0->type == GGML_TYPE_F16);
|
||||
GGML_ASSERT(src1->type == GGML_TYPE_F32);
|
||||
GGML_ASSERT(dst->type == GGML_TYPE_F16 || dst->type == GGML_TYPE_F32);
|
||||
|
||||
const int32_t s0 = ((const int32_t*)(dst->op_params))[0];
|
||||
const int32_t s1 = ((const int32_t*)(dst->op_params))[1];
|
||||
const int32_t p0 = ((const int32_t*)(dst->op_params))[2];
|
||||
const int32_t p1 = ((const int32_t*)(dst->op_params))[3];
|
||||
const int32_t d0 = ((const int32_t*)(dst->op_params))[4];
|
||||
const int32_t d1 = ((const int32_t*)(dst->op_params))[5];
|
||||
|
||||
const bool is_2D = ((const int32_t*)(dst->op_params))[6] == 1;
|
||||
|
||||
const int64_t IC = src1->ne[is_2D ? 2 : 1];
|
||||
const int64_t IH = is_2D ? src1->ne[1] : 1;
|
||||
const int64_t IW = src1->ne[0];
|
||||
|
||||
const int64_t KH = is_2D ? src0->ne[1] : 1;
|
||||
const int64_t KW = src0->ne[0];
|
||||
|
||||
const int64_t OH = is_2D ? dst->ne[2] : 1;
|
||||
const int64_t OW = dst->ne[1];
|
||||
|
||||
const size_t delta_offset = src1->nb[is_2D ? 2 : 1] / 4; // nb is byte offset, src is type float32
|
||||
const int64_t batch = src1->ne[3];
|
||||
const size_t batch_offset = src1->nb[3] / 4; // nb is byte offset, src is type float32
|
||||
|
||||
if (dst->type == GGML_TYPE_F16) {
|
||||
im2col_sycl(src1_dd, (sycl::half *)dst_dd, IW, IH, OW, OH, KW, KH, IC, batch, batch_offset, delta_offset, s0, s1, p0, p1, d0, d1, main_stream);
|
||||
} else {
|
||||
im2col_sycl(src1_dd, (float *)dst_dd, IW, IH, OW, OH, KW, KH, IC, batch, batch_offset, delta_offset, s0, s1, p0, p1, d0, d1, main_stream);
|
||||
}
|
||||
|
||||
(void) src0;
|
||||
(void) src0_dd;
|
||||
}
|
||||
23
ggml/src/ggml-sycl/im2col.hpp
Normal file
23
ggml/src/ggml-sycl/im2col.hpp
Normal file
@ -0,0 +1,23 @@
|
||||
//
|
||||
// MIT license
|
||||
// Copyright (C) 2024 Intel Corporation
|
||||
// SPDX-License-Identifier: MIT
|
||||
//
|
||||
|
||||
//
|
||||
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
|
||||
// See https://llvm.org/LICENSE.txt for license information.
|
||||
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
|
||||
//
|
||||
|
||||
#ifndef GGML_SYCL_IM2COL_HPP
|
||||
#define GGML_SYCL_IM2COL_HPP
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
void ggml_sycl_op_im2col(
|
||||
ggml_backend_sycl_context & ctx, const ggml_tensor *src0, const ggml_tensor *src1,
|
||||
ggml_tensor *dst, const float *src0_dd, const float *src1_dd, float *dst_dd,
|
||||
const queue_ptr &main_stream);
|
||||
|
||||
#endif // GGML_SYCL_IM2COL_HPP
|
||||
@ -2145,6 +2145,13 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op
|
||||
test_cases.emplace_back(new test_im2col(GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_F16, {3000, 128, 1, 1}, {3, 128, 1280, 1}, 1, 0, 1, 0, 1, 0, false));
|
||||
test_cases.emplace_back(new test_im2col(GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_F32, {3000, 128, 1, 1}, {3, 128, 1280, 1}, 1, 0, 1, 0, 1, 0, false));
|
||||
|
||||
// sycl backend will limit task global_range < MAX_INT
|
||||
// test cases for 2D im2col with large input W and H (occurs in stable-diffusion)
|
||||
// however these cases need to alloc more memory which may fail in some devices (Intel Arc770, etc.)
|
||||
// these cases are verified (pass) in Intel(R) Data Center GPU Max 1100 (sycl backend) and NV A30 (cuda backend)
|
||||
// test_cases.emplace_back(new test_im2col(GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_F16, {1024, 1024, 256, 1}, {3, 3, 256, 1}, 1, 1, 1, 1, 1, 1, true));
|
||||
// test_cases.emplace_back(new test_im2col(GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_F32, {1024, 1024, 256, 1}, {3, 3, 256, 1}, 1, 1, 1, 1, 1, 1, true));
|
||||
|
||||
test_cases.emplace_back(new test_conv_transpose_1d());
|
||||
test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {2,3,2,1}, 3, 0, 1));
|
||||
test_cases.emplace_back(new test_conv_transpose_1d({3,2,1,1}, {2,3,2,1}, 2, 0, 1));
|
||||
@ -2287,6 +2294,12 @@ static bool test_backend(ggml_backend_t backend, test_mode mode, const char * op
|
||||
test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 64, 45, 128, { 8, 1}, {4, 1}));
|
||||
test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F32, 128, 45, 64, { 8, 1}, {4, 1}));
|
||||
|
||||
// sycl backend will limit task global_range < MAX_INT
|
||||
// test case for f16-type-convert-to-fp32 kernel with large k under fp32 compute dtype (occurs in stable-diffusion)
|
||||
// however this case needs to alloc more memory which may fail in some devices (Intel Arc770, etc.)
|
||||
// this case is verified (pass) in Intel(R) Data Center GPU Max 1100 (sycl backend) and NV A30 (cuda backend)
|
||||
// test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F16, GGML_TYPE_F16, 512, 262144, 9216, {1, 1}, {1, 1}));
|
||||
|
||||
for (ggml_type type_a : base_types) {
|
||||
for (ggml_type type_b : {GGML_TYPE_F32 /*, GGML_TYPE_F16 */}) {
|
||||
for (int n_mats : {4, 8}) {
|
||||
|
||||
Loading…
Reference in New Issue
Block a user