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https://github.com/ggerganov/llama.cpp.git
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rm get_work_group_size() by local cache for performance (#8286)
Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
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@ -49,7 +49,7 @@ bool ggml_backend_is_sycl(ggml_backend_t backend);
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int ggml_backend_sycl_get_device(ggml_backend_t backend);
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static bool ggml_backend_buffer_is_sycl_split(ggml_backend_buffer_t buffer);
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static inline int get_sycl_env(const char *env_name, int default_val);
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static inline int get_work_group_size(const sycl::device& device);
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void dev2dev_memcpy(sycl::queue &q_dst, sycl::queue &q_src, void *ptr_dst,
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const void *ptr_src, size_t size) {
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@ -1912,9 +1912,9 @@ static void soft_max_f32_submitter(const float * x, const float * mask, float *
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static void soft_max_f32_sycl(const float * x, const float * mask,
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float * dst, const int ncols_x, const int nrows_x,
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const int nrows_y, const float scale, const float max_bias,
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queue_ptr stream) {
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queue_ptr stream, int device) {
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int nth = WARP_SIZE;
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int max_block_size = get_work_group_size(stream->get_device());
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int max_block_size = ggml_sycl_info().max_work_group_sizes[device];
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while (nth < ncols_x && nth < max_block_size) nth *= 2;
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if (nth>max_block_size) nth = max_block_size;
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@ -2156,6 +2156,8 @@ static ggml_sycl_device_info ggml_sycl_init() {
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info.devices[i].cc =
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100 * prop.get_major_version() + 10 * prop.get_minor_version();
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info.max_work_group_sizes[i] = prop.get_max_work_group_size();
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}
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for (int id = 0; id < info.device_count; ++id) {
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@ -3031,7 +3033,7 @@ inline void ggml_sycl_op_soft_max(ggml_backend_sycl_context & ctx, const ggml_te
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memcpy(&max_bias, dst->op_params + 1, sizeof(float));
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soft_max_f32_sycl(src0_dd, src1 ? src1_dd : nullptr, dst_dd, ne00,
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nrows_x, nrows_y, scale, max_bias, main_stream);
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nrows_x, nrows_y, scale, max_bias, main_stream, ctx.device);
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}
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inline void ggml_sycl_op_scale(ggml_backend_sycl_context & ctx, const ggml_tensor *src0, const ggml_tensor *src1,
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@ -47,10 +47,6 @@ static int g_ggml_sycl_debug = 0;
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} \
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}()
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// #define DEBUG_SYCL_MALLOC
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static int g_work_group_size = 0;
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// typedef sycl::half ggml_fp16_t;
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#define __SYCL_ARCH__ DPCT_COMPATIBILITY_TEMP
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#define VER_4VEC 610 // todo for hardward optimize.
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@ -193,6 +189,8 @@ struct ggml_sycl_device_info {
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sycl_device_info devices[GGML_SYCL_MAX_DEVICES] = {};
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std::array<float, GGML_SYCL_MAX_DEVICES> default_tensor_split = {};
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int max_work_group_sizes[GGML_SYCL_MAX_DEVICES] = {0};
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};
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const ggml_sycl_device_info & ggml_sycl_info();
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@ -295,15 +293,6 @@ struct ggml_backend_sycl_context {
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}
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};
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// common host functions
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static inline int get_work_group_size(const sycl::device& device) {
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dpct::device_info prop;
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dpct::get_device_info(prop, device);
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return prop.get_max_work_group_size();
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}
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// common device functions
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static __dpct_inline__ float warp_reduce_sum(float x,
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@ -181,7 +181,7 @@ static void rms_norm_f32(const float* x, float* dst, const int ncols, const floa
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static void norm_f32_sycl(const float* x, float* dst, const int ncols,
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const int nrows, const float eps,
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queue_ptr stream) {
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queue_ptr stream, int device) {
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GGML_ASSERT(ncols % WARP_SIZE == 0);
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if (ncols < 1024) {
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const sycl::range<3> block_dims(1, 1, WARP_SIZE);
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@ -197,7 +197,7 @@ static void norm_f32_sycl(const float* x, float* dst, const int ncols,
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});
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}
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else {
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const int work_group_size = get_work_group_size(stream->get_device());
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const int work_group_size = ggml_sycl_info().max_work_group_sizes[device];
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const sycl::range<3> block_dims(1, 1, work_group_size);
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/*
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DPCT1049:17: The work-group size passed to the SYCL kernel may exceed
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@ -222,7 +222,7 @@ static void norm_f32_sycl(const float* x, float* dst, const int ncols,
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static void group_norm_f32_sycl(const float* x, float* dst,
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const int num_groups, const int group_size,
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const int ne_elements, queue_ptr stream) {
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const int ne_elements, queue_ptr stream, int device) {
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static const float eps = 1e-6f;
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if (group_size < 1024) {
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const sycl::range<3> block_dims(1, 1, WARP_SIZE);
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@ -240,7 +240,7 @@ static void group_norm_f32_sycl(const float* x, float* dst,
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});
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}
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else {
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const int work_group_size = get_work_group_size(stream->get_device());
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const int work_group_size = ggml_sycl_info().max_work_group_sizes[device];
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const sycl::range<3> block_dims(1, 1, work_group_size);
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/*
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DPCT1049:18: The work-group size passed to the SYCL kernel may exceed
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@ -269,7 +269,7 @@ static void group_norm_f32_sycl(const float* x, float* dst,
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static void rms_norm_f32_sycl(const float* x, float* dst, const int ncols,
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const int nrows, const float eps,
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queue_ptr stream) {
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queue_ptr stream, int device) {
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GGML_ASSERT(ncols % WARP_SIZE == 0);
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// printf("%s ncols=%d, nrows=%d, WARP_SIZE=%d\n", __func__, ncols, nrows, WARP_SIZE);
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if (ncols < 1024) {
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@ -286,7 +286,7 @@ static void rms_norm_f32_sycl(const float* x, float* dst, const int ncols,
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});
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}
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else {
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const int work_group_size = get_work_group_size(stream->get_device());
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const int work_group_size = ggml_sycl_info().max_work_group_sizes[device];
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const sycl::range<3> block_dims(1, 1, work_group_size);
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/*
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DPCT1049:19: The work-group size passed to the SYCL kernel may exceed
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@ -322,7 +322,7 @@ void ggml_sycl_op_norm(ggml_backend_sycl_context& ctx, const ggml_tensor* src0,
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float eps;
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memcpy(&eps, dst->op_params, sizeof(float));
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norm_f32_sycl(src0_dd, dst_dd, ne00, nrows, eps, main_stream);
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norm_f32_sycl(src0_dd, dst_dd, ne00, nrows, eps, main_stream, ctx.device);
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(void)src1;
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(void)dst;
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@ -340,7 +340,7 @@ void ggml_sycl_op_group_norm(ggml_backend_sycl_context& ctx, const ggml_tensor*
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int num_groups = dst->op_params[0];
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int group_size = src0->ne[0] * src0->ne[1] * ((src0->ne[2] + num_groups - 1) / num_groups);
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group_norm_f32_sycl(src0_dd, dst_dd, num_groups, group_size, src0->ne[0] * src0->ne[1] * src0->ne[2], main_stream);
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group_norm_f32_sycl(src0_dd, dst_dd, num_groups, group_size, src0->ne[0] * src0->ne[1] * src0->ne[2], main_stream, ctx.device);
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(void)src1;
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(void)dst;
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@ -362,7 +362,7 @@ void ggml_sycl_op_rms_norm(ggml_backend_sycl_context& ctx, const ggml_tensor* sr
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float eps;
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memcpy(&eps, dst->op_params, sizeof(float));
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rms_norm_f32_sycl(src0_dd, dst_dd, ne00, nrows, eps, main_stream);
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rms_norm_f32_sycl(src0_dd, dst_dd, ne00, nrows, eps, main_stream, ctx.device);
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(void)src1;
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(void)dst;
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