486 lines
18 KiB
C++
486 lines
18 KiB
C++
#pragma once
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#include "../llama-model.h"
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#include "../llama-graph.h"
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#include "../llama-memory-recurrent.h"
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#include <cmath>
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struct llm_graph_context_mamba : public llm_graph_context {
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llm_graph_context_mamba(const llm_graph_params & params);
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virtual ~llm_graph_context_mamba() = default;
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ggml_tensor * build_mamba_layer(llm_graph_input_rs * inp, ggml_tensor * cur, const llama_model & model, const llama_ubatch & ubatch, int il);
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ggml_tensor * build_mamba2_layer(llm_graph_input_rs * inp, ggml_tensor * cur, const llama_model & model, const llama_ubatch & ubatch, int il) const;
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};
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// Base class for RWKV-related models
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struct llm_build_rwkv6_base : public llm_graph_context {
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const llama_model & model;
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llm_build_rwkv6_base(const llama_model & model, const llm_graph_params & params);
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virtual ~llm_build_rwkv6_base() = default;
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ggml_tensor * build_rwkv6_channel_mix(const llama_layer * layer,
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ggml_tensor * cur,
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ggml_tensor * x_prev,
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llm_arch arch) const;
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ggml_tensor * build_rwkv6_time_mix(llm_graph_input_rs * inp,
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ggml_tensor * cur,
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ggml_tensor * x_prev,
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const llama_ubatch & ubatch,
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int il) const;
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};
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// Base class for RWKV7-related models
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struct llm_build_rwkv7_base : public llm_graph_context {
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const llama_model & model;
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llm_build_rwkv7_base(const llama_model & model, const llm_graph_params & params);
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virtual ~llm_build_rwkv7_base() = default;
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// RWKV7-specific graph building methods
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ggml_tensor * build_rwkv7_channel_mix(const llama_layer * layer,
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ggml_tensor * cur,
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ggml_tensor * x_prev,
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llm_arch arch) const;
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ggml_tensor * build_rwkv7_time_mix(llm_graph_input_rs * inp,
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ggml_tensor * cur,
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ggml_tensor * x_prev,
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ggml_tensor *& first_layer_value,
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const llama_ubatch & ubatch,
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int il) const;
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};
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struct llm_build_afmoe : public llm_graph_context {
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llm_build_afmoe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_apertus : public llm_graph_context {
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llm_build_apertus(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_arcee : public llm_graph_context {
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llm_build_arcee(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_arctic : public llm_graph_context {
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llm_build_arctic(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_arwkv7 : public llm_build_rwkv7_base {
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llm_build_arwkv7(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_baichuan : public llm_graph_context {
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llm_build_baichuan(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_bailingmoe2 : public llm_graph_context {
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llm_build_bailingmoe2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_bailingmoe : public llm_graph_context {
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llm_build_bailingmoe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_bert : public llm_graph_context {
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llm_build_bert(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_bitnet : public llm_graph_context {
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llm_build_bitnet(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_bloom : public llm_graph_context {
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llm_build_bloom(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_chameleon : public llm_graph_context {
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llm_build_chameleon(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_chatglm : public llm_graph_context {
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llm_build_chatglm(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_codeshell : public llm_graph_context {
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llm_build_codeshell(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_cogvlm : public llm_graph_context {
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llm_build_cogvlm(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_cohere2_iswa : public llm_graph_context {
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llm_build_cohere2_iswa(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_command_r : public llm_graph_context {
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llm_build_command_r(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_dbrx : public llm_graph_context {
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llm_build_dbrx(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_deci : public llm_graph_context {
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llm_build_deci(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_deepseek2 : public llm_graph_context {
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llm_build_deepseek2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_deepseek : public llm_graph_context {
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llm_build_deepseek(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_dots1 : public llm_graph_context {
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llm_build_dots1(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_dream : public llm_graph_context {
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llm_build_dream(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_ernie4_5 : public llm_graph_context {
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llm_build_ernie4_5(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_ernie4_5_moe : public llm_graph_context {
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llm_build_ernie4_5_moe(const llama_model & model, const llm_graph_params & params);
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};
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template <bool iswa>
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struct llm_build_exaone4 : public llm_graph_context {
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llm_build_exaone4(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_exaone : public llm_graph_context {
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llm_build_exaone(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_falcon : public llm_graph_context {
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llm_build_falcon(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_falcon_h1 : public llm_graph_context_mamba {
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llm_build_falcon_h1(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_gemma2_iswa : public llm_graph_context {
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llm_build_gemma2_iswa(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_gemma3_iswa : public llm_graph_context {
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llm_build_gemma3_iswa(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_gemma3n_iswa : public llm_graph_context {
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const llama_model & model;
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const int64_t n_embd_head;
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const int64_t n_embd_altup;
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const int64_t n_altup;
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const int i_altup_act;
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const int n_layer_sparsity = 10; // number of layers using activation sparsity
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const float f_sparsity_std_mul = 1.6448533535003662f; // std_multiplier = normal_dist.icdf(0.95)
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llm_build_gemma3n_iswa(const llama_model & model, const llm_graph_params & params);
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ggml_tensor * calc_magnitude(ggml_tensor * x);
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ggml_tensor * view_2d_slice(ggml_tensor * x, int idx);
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ggml_tensor * get_per_layer_inputs();
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ggml_tensor * project_per_layer_inputs(ggml_tensor * inputs_embeds, ggml_tensor * inp_per_layer);
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ggml_tensor * gaussian_topk(ggml_tensor * x);
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ggml_tensor * altup_compute_router_modalities(ggml_tensor * x, int il);
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ggml_tensor * altup_predict(ggml_tensor * cur, int il);
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ggml_tensor * laurel(ggml_tensor * cur, int il);
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ggml_tensor * altup_correct(ggml_tensor * predictions, ggml_tensor * activated, int il);
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};
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struct llm_build_gemma_embedding : public llm_graph_context {
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llm_build_gemma_embedding(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_gemma : public llm_graph_context {
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llm_build_gemma(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_glm4 : public llm_graph_context {
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llm_build_glm4(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_glm4_moe : public llm_graph_context {
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llm_build_glm4_moe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_gpt2 : public llm_graph_context {
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llm_build_gpt2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_gptneox : public llm_graph_context {
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llm_build_gptneox(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_granite : public llm_graph_context {
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llm_build_granite(const llama_model & model, const llm_graph_params & params);
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private:
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ggml_tensor * build_attention_layer(
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ggml_tensor * cur,
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ggml_tensor * inp_pos,
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llm_graph_input_attn_kv * inp_attn,
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const llama_model & model,
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const int64_t n_embd_head,
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const int il);
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ggml_tensor * build_layer_ffn(
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ggml_tensor * cur,
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ggml_tensor * inpSA,
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const llama_model & model,
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const int il);
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};
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struct llm_build_granite_hybrid : public llm_graph_context_mamba {
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llm_build_granite_hybrid(const llama_model & model, const llm_graph_params & params);
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ggml_tensor * build_layer_ffn(ggml_tensor * cur, ggml_tensor * inpSA, const llama_model & model, const int il);
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ggml_tensor * build_attention_layer(ggml_tensor * cur, ggml_tensor * inp_pos, llm_graph_input_attn_kv * inp_attn,
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const llama_model & model,const int64_t n_embd_head, const int il);
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};
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struct llm_build_grok : public llm_graph_context {
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llm_build_grok(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_grovemoe : public llm_graph_context {
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llm_build_grovemoe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_hunyuan_dense : public llm_graph_context {
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llm_build_hunyuan_dense(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_hunyuan_moe : public llm_graph_context {
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llm_build_hunyuan_moe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_internlm2 : public llm_graph_context {
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llm_build_internlm2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_jais : public llm_graph_context {
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llm_build_jais(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_jamba : public llm_graph_context_mamba {
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llm_build_jamba(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_lfm2 : public llm_graph_context {
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const llama_model & model;
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llm_build_lfm2(const llama_model & model, const llm_graph_params & params);
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ggml_tensor * build_moe_feed_forward(ggml_tensor * cur, int il) const;
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ggml_tensor * build_dense_feed_forward(ggml_tensor * cur, int il) const;
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ggml_tensor * build_attn_block(ggml_tensor * cur, ggml_tensor * inp_pos, llm_graph_input_attn_kv * inp_attn, int il) const;
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ggml_tensor * build_shortconv_block(ggml_tensor * cur, llm_graph_input_rs * inp_recr, int il);
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};
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struct llm_build_llada : public llm_graph_context {
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llm_build_llada(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_llada_moe : public llm_graph_context {
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llm_build_llada_moe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_llama : public llm_graph_context {
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llm_build_llama(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_llama_iswa : public llm_graph_context {
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llm_build_llama_iswa(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_mamba : public llm_graph_context_mamba {
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llm_build_mamba(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_minicpm3 : public llm_graph_context {
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llm_build_minicpm3(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_minimax_m2 : public llm_graph_context {
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llm_build_minimax_m2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_mpt : public llm_graph_context {
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llm_build_mpt(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_nemotron : public llm_graph_context {
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llm_build_nemotron(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_nemotron_h : public llm_graph_context_mamba {
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llm_build_nemotron_h(const llama_model & model, const llm_graph_params & params);
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ggml_tensor * build_ffn_layer(ggml_tensor * cur, const llama_model & model, const int il);
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ggml_tensor * build_attention_layer(ggml_tensor * cur, llm_graph_input_attn_kv * inp_attn,
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const llama_model & model, const int64_t n_embd_head, const int il);
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};
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struct llm_build_neo_bert : public llm_graph_context {
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llm_build_neo_bert(const llama_model & model, const llm_graph_params & params);
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};
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template <bool iswa>
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struct llm_build_olmo2 : public llm_graph_context {
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llm_build_olmo2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_olmoe : public llm_graph_context {
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llm_build_olmoe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_olmo : public llm_graph_context {
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llm_build_olmo(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_openai_moe_iswa : public llm_graph_context {
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llm_build_openai_moe_iswa(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_openelm : public llm_graph_context {
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llm_build_openelm(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_orion : public llm_graph_context {
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llm_build_orion(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_pangu_embedded : public llm_graph_context {
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llm_build_pangu_embedded(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_phi2 : public llm_graph_context {
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llm_build_phi2(const llama_model & model, const llm_graph_params & params);
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};
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template<bool iswa>
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struct llm_build_phi3 : public llm_graph_context {
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llm_build_phi3(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_plamo2 : public llm_graph_context_mamba {
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llm_build_plamo2(const llama_model & model, const llm_graph_params & params);
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private:
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ggml_tensor * build_plamo2_mamba_layer(llm_graph_input_rs * inp, ggml_tensor * cur, const llama_model & model, const llama_ubatch & ubatch, int il);
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ggml_tensor * build_plamo2_attn_layer(llm_graph_input_attn_kv * inp, ggml_tensor * inp_pos, ggml_tensor * cur,
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const llama_model & model, int il);
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};
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struct llm_build_plamo : public llm_graph_context {
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llm_build_plamo(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_plm : public llm_graph_context {
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llm_build_plm(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen2 : public llm_graph_context {
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llm_build_qwen2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen2moe : public llm_graph_context {
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llm_build_qwen2moe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen2vl : public llm_graph_context {
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llm_build_qwen2vl(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen3 : public llm_graph_context {
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llm_build_qwen3(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen3moe : public llm_graph_context {
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llm_build_qwen3moe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen3vl : public llm_graph_context {
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llm_build_qwen3vl(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen3vlmoe : public llm_graph_context {
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llm_build_qwen3vlmoe(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_qwen : public llm_graph_context {
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llm_build_qwen(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_refact : public llm_graph_context {
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llm_build_refact(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_rwkv6 : public llm_build_rwkv6_base {
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llm_build_rwkv6(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_rwkv6qwen2 : public llm_build_rwkv6_base {
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llm_build_rwkv6qwen2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_rwkv7 : public llm_build_rwkv7_base {
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llm_build_rwkv7(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_seed_oss : public llm_graph_context {
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llm_build_seed_oss(const llama_model & model, const llm_graph_params & params);
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};
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template <bool iswa>
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struct llm_build_smallthinker : public llm_graph_context {
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llm_build_smallthinker(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_smollm3 : public llm_graph_context {
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llm_build_smollm3(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_stablelm : public llm_graph_context {
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llm_build_stablelm(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_starcoder2 : public llm_graph_context {
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llm_build_starcoder2(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_starcoder : public llm_graph_context {
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llm_build_starcoder(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_t5_dec : public llm_graph_context {
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llm_build_t5_dec(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_t5_enc : public llm_graph_context {
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llm_build_t5_enc(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_wavtokenizer_dec : public llm_graph_context {
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llm_build_wavtokenizer_dec(const llama_model & model, const llm_graph_params & params);
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};
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struct llm_build_xverse : public llm_graph_context {
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llm_build_xverse(const llama_model & model, const llm_graph_params & params);
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};
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