fairydreamingandStanisław Szymczyk
00f5442cc4
* ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer * ggml : remove scale parameters from lightning indexer OP, add f16 mask parameter * tests : add GGML_OP_LIGHTNING_INDEXER tests * ggml : bump RPC version * chore : check if lightning indexer input tensors are not transposed * tests : count flops instead of bandwidth in lightning indexer test * chore : add missing const * chore : whitespace * ggml : renamed variables in CPU lightning indexer implementation * ggml : fix lightning indexer mask broadcasting * tests : tests for lightning indexer mask broadcasting * chore : whitespace * llama : use GGML_OP_LIGHTNING_INDEXER in DeepSeek V3.2 and DeepSeek V4 models --------- Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
122 lines
9.5 KiB
C++
122 lines
9.5 KiB
C++
#pragma once
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#include "ggml.h"
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//
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// cache line
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//
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#if defined(__cpp_lib_hardware_interference_size)
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#define CACHE_LINE_SIZE std::hardware_destructive_interference_size
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#else
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#if defined(__POWER9_VECTOR__)
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#define CACHE_LINE_SIZE 128
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#elif defined(__VXE__) || defined(__VXE2__)
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#define CACHE_LINE_SIZE 256
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#else
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#define CACHE_LINE_SIZE 64
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#endif
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#endif
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static const size_t CACHE_LINE_SIZE_F32 = CACHE_LINE_SIZE/sizeof(float);
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// Work buffer size for im2col operations in CONV2D
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#define GGML_IM2COL_WORK_SIZE (16 * 1024 * 1024)
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#ifdef __cplusplus
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extern "C" {
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#endif
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void ggml_compute_forward_dup(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_add(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_add_id(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_add1(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_acc(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_sum(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_sum_rows(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_cumsum(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_mean(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_argmax(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_count_equal(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_repeat(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_repeat_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_concat(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_silu_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_rms_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_rms_norm_mul_fused(const struct ggml_compute_params * params, struct ggml_tensor * dst_rms_norm, struct ggml_tensor * dst_mul);
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void ggml_compute_forward_rms_norm_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_group_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_l2_norm(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_out_prod(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_scale(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_set(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_cpy(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_cont(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_get_rows(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_get_rows_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_set_rows(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_diag(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_diag_mask_inf(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_diag_mask_zero(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_soft_max(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_soft_max_ext_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_rope(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_rope_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_clamp(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_conv_transpose_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_im2col(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_im2col_back_f32(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_im2col_3d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_col2im_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_conv_2d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_conv_3d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_conv_transpose_2d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_conv_2d_dw(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_pool_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_pool_2d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_pool_2d_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_upscale(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_pad(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_pad_reflect_1d(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_roll(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_arange(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_timestep_embedding(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_argsort(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_top_k(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_leaky_relu(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_tri(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_fill(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_flash_attn_ext(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_flash_attn_back(
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const struct ggml_compute_params * params,
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const bool masked,
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struct ggml_tensor * dst);
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void ggml_compute_forward_ssm_conv(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_ssm_scan(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_win_part(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_win_unpart(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_unary(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_glu(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_get_rel_pos(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_add_rel_pos(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_rwkv_wkv6(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_rwkv_wkv7(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_solve_tri(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_gla(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_gated_delta_net(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_lightning_indexer(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_map_custom1(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_map_custom2(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_map_custom3(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_custom(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_cross_entropy_loss(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_cross_entropy_loss_back(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_opt_step_adamw(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_mul_mat(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_fwht(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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void ggml_compute_forward_opt_step_sgd(const struct ggml_compute_params * params, struct ggml_tensor * dst);
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#ifdef __cplusplus
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}
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#endif
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