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TARGET ENTITY: minicpm.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [minicpm.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_minicpm::load_arch_hparams(llama_model_loader & ml) { // Backward-compatible defaults for older MiniCPM GGUFs hparams.f_embedding_scale = 12.0f; hparams.f_residual_scale = 1.4f / sqrtf(float(hparams.n_layer())); hparams.f_logit_scale = hparams.n_embd ? (256.0f ...
TARGET ENTITY: rnd1.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [rnd1.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_rnd1::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 48: type = LLM_TYPE_30B_A3B; bre...
TARGET ENTITY: phi3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [phi3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_phi3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 24: type = LLM_TYPE_1B; break; case 32: type = LLM_TYPE_3B; break; case 40: type = LLM_TYPE_...
TARGET ENTITY: gemma2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [gemma2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_gemma2::load_arch_hparams(llama_model_loader & ml) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; hparams.n_swa = 4096; // default value of gemma 2 uint32_t swa_period = 2; ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); hparams.set...
TARGET ENTITY: plamo3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [plamo3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_plamo3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.s...
TARGET ENTITY: seed-oss.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [seed-oss.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_seed_oss::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 64: type = LLM_TYPE_36B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_seed...
TARGET ENTITY: codeshell.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [codeshell.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_codeshell::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 42: type = LLM_TYPE_7B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_codeshell::l...
TARGET ENTITY: eurobert.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [eurobert.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_eurobert::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (hparams.n_layer() == 12) { type = LLM_TYPE_SMALL; // 0.2B } } void llama_model_eurobert::load_arch_tensors(llama_model_loader &)...
TARGET ENTITY: neo-bert.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [neo-bert.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_neo_bert::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (hparams.n_layer() == 28) { type = LLM_TYPE_250M; } } void llama_model_neo_bert::load_arch_tensors(llama_model_loader &) { LLA...
TARGET ENTITY: jamba.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [jamba.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_jamba::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); ml.get_key(LLM_KV_SSM_INNER_SIZE, hparams.ssm_d_inner); ml.get_key(LLM_KV_SSM_STATE_SIZE, hparams.ssm_d_state); ml.get_key(LLM_KV_SSM_TIME_STEP_RAN...
TARGET ENTITY: jina-bert-v3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [jina-bert-v3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safe...
#include "models.h" void llama_model_jina_bert_v3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 24: type = LLM_TYPE_558M; break; default: type = LLM_TYPE_UNKNOWN; } } void llam...
TARGET ENTITY: qwen.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_qwen::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_7B; break; case 40: type = LLM_TYPE_13B; break; default: type = LLM_TYPE...
TARGET ENTITY: starcoder.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [starcoder.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_starcoder::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 24: type = LLM_TYPE_1B; break; case 36: type = LLM_TYPE_3B; break; case 42: type = LLM_TYPE_7B;...
TARGET ENTITY: qwen2moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen2moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_qwen2moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams...
TARGET ENTITY: llama.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [llama.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_llama::load_arch_hparams(llama_model_loader & ml) { uint32_t n_vocab = 0; ml.get_key(LLM_KV_VOCAB_SIZE, n_vocab, false) || ml.get_arr_n(LLM_KV_TOKENIZER_LIST, n_vocab, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (hparams.n_ex...
TARGET ENTITY: rwkv6-base.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [rwkv6-base.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" #include "llama-memory-recurrent.h" llm_build_rwkv6_base::llm_build_rwkv6_base(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params), model(model) {} ggml_tensor * llm_build_rwkv6_base::build_rwkv6_channel_mix(const llama_layer * layer, ...
TARGET ENTITY: chameleon.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [chameleon.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" #include <float.h> void llama_model_chameleon::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); hparams.f_norm_eps = 1e-5; // eps for qk-norm, torch default ml.get_key(LLM_KV_SWIN_NORM, hparams.swin_norm, false); ...
TARGET ENTITY: talkie.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [talkie.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_talkie::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); switch (hparams.n_layer()) { case 40: type = LLM_TYPE_13B; break;...
TARGET ENTITY: bitnet.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [bitnet.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_bitnet::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 26: type = LLM_TYPE_3B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_bitnet:...
TARGET ENTITY: olmo2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [olmo2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_olmo2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.s...
TARGET ENTITY: jais.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [jais.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_jais::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_ATTENTION_MAX_ALIBI_BIAS, hparams.f_max_alibi_bias, false); switch (hparams.n_layer()) { case 24: type = LLM_TYPE_1_3B; break; ...
TARGET ENTITY: rwkv7.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [rwkv7.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_rwkv7::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps, false); ml.get_key(LLM_KV_WKV_HEAD_SIZE, ...
TARGET ENTITY: dbrx.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [dbrx.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_dbrx::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV, hparams.f_clamp_kqv); switch (hparams.n_layer()) { case 40: type = LLM_TYPE_16x12B; break; defa...
TARGET ENTITY: qwen3vl.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen3vl.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_qwen3vl::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_NUM_DEEPSTACK_LAYERS, hparams.n_deepstack_layers, false); ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, true); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_...
TARGET ENTITY: t5encoder.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [t5encoder.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_t5encoder::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, hparams.n_rel_attn_bkts); type = LLM_TYPE_UNKNOWN; } void llama_model_t5encoder::load_arc...
TARGET ENTITY: t5.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [t5.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via str...
#include "models.h" void llama_model_t5::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, hparams.n_rel_attn_bkts); uint32_t dec_start_token_id; if (ml.get_key(LLM_KV_DECODER_ST...
TARGET ENTITY: mimo2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [mimo2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_mimo2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_ATTENTION_SLI...
TARGET ENTITY: openai-moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [openai-moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_openai_moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); hparams...
TARGET ENTITY: granite-moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [granite-moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safet...
#include "models.h" void llama_model_granite_moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); ml.get_key(LLM_KV_RESIDUAL_SCALE, hparams.f_residual_sca...
TARGET ENTITY: ernie4-5.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [ernie4-5.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_ernie4_5::load_arch_hparams(llama_model_loader & ml) { // paddleocr need mrope_section ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (arch == LLM_ARCH_E...
TARGET ENTITY: arcee.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [arcee.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_arcee::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); // Arcee uses the same structure as Llama switch (hparams.n_layer()) { case 36: type = LLM_TYPE_4B; break; default: type = LLM_TY...
TARGET ENTITY: afmoe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [afmoe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_afmoe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp...
TARGET ENTITY: llada-moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [llada-moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_llada_moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); // diffusion language model uses non-causal attention hparams.cau...
TARGET ENTITY: hunyuan-moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [hunyuan-moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safet...
#include "models.h" void llama_model_hunyuan_moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n...
TARGET ENTITY: qwen3moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen3moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_qwen3moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 48: type = LLM_TYPE_30B_A3B...
TARGET ENTITY: nemotron.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [nemotron.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_nemotron::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_4B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_nemotron::loa...
TARGET ENTITY: gptneox.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [gptneox.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_gptneox::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_USE_PARALLEL_RESIDUAL, hparams.use_par_res); switch (hparams.n_layer()) { case 6: switch (hparams.n_ff()) { ...
TARGET ENTITY: rwkv6.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [rwkv6.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_rwkv6::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps, false); ml.get_key(LLM_KV_WKV_HEAD_SIZE, hparams.wkv_head_...
TARGET ENTITY: plm.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [plm.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via st...
#include "models.h" void llama_model_plm::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_ATTENTION_KV_LORA_RANK, hparams.n_lora_kv); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_1_8B; break; de...
TARGET ENTITY: bert.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [bert.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_bert::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 3: type = LLM_TYPE_17M; break; // bge-micro case 6: type = LLM_TYPE_22M; break; // M...
TARGET ENTITY: chatglm.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [chatglm.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_chatglm::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 28: { if (hparams.n_head(0) == 16) { type = LLM_TYPE_1_5B; } else...
TARGET ENTITY: granite-hybrid.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [granite-hybrid.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread sa...
#include "models.h" void llama_model_granite_hybrid::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale, /* required */ false); ml.get_key(LLM_KV_RESIDUAL_SCALE, ...
TARGET ENTITY: xverse.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [xverse.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_xverse::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_7B; break; case 40: type = LLM_TYPE_13B; break; case 80: type = LLM_TY...
TARGET ENTITY: gpt2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [gpt2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_gpt2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 12: type = LLM_TYPE_SMALL; break; case 24: type = LLM_TYPE_MEDIUM; break; case 36: type = LLM_TYPE_L...
TARGET ENTITY: glm4.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [glm4.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_glm4::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, false); // NextN/MTP parameters (GLM-OCR) ml.get_key(LLM_KV_NEX...
TARGET ENTITY: glm4-moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [glm4-moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_glm4_moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections...
TARGET ENTITY: eagle3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [eagle3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_eagle3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (!ml.get_arr(LLM_KV_TARGET_LAYERS, target_layer_ids, false)) { throw std::runtime_error("EAGLE3 model requires 'extract_layers' in GGUF m...
TARGET ENTITY: jais2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [jais2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_jais2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_8B; break; case 68: type = LLM_TYPE_70B; break; default: type = LLM_TYPE_UNKNOW...
TARGET ENTITY: plamo.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [plamo.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_plamo::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 40: type = LLM_TYPE_13B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_plamo::l...
TARGET ENTITY: minicpm3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [minicpm3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_minicpm3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_ATTENTION_Q_LORA_RANK, hparams.n_lora_q); ml.get_key(LLM_KV_ATTENTION_KV_LORA_RANK, hparams.n_lora_kv); switc...
TARGET ENTITY: baichuan.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [baichuan.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_baichuan::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_7B; break; case 40: type = LLM_TYPE_13B; break; default: type = LLM_T...
TARGET ENTITY: exaone.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [exaone.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_exaone::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_8B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_exaone:...
TARGET ENTITY: modern-bert.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [modern-bert.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safet...
#include "models.h" void llama_model_modern_bert::load_arch_hparams(llama_model_loader & ml) { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.swa_type = LLAMA_SWA_TYPE_SYMMETRIC; ml.get_key(LLM_KV_ROPE_FREQ...
TARGET ENTITY: deci.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [deci.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_deci::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_7B; break; case 80: type = LLM_TYPE_70B; break; case 162: type = LLM_TYP...
TARGET ENTITY: qwen3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_qwen3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 28: type = hparams.n_embd == 1024 ? LLM_TYPE_0_6B : LLM_TYPE_1_7B; break; case 36: type = hparams.n...
TARGET ENTITY: smallthinker.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [smallthinker.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safe...
#include "models.h" void llama_model_smallthinker::load_arch_hparams(llama_model_loader & ml) { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; hparams.n_swa = 4...
TARGET ENTITY: minimax-m2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [minimax-m2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_minimax_m2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_fun...
TARGET ENTITY: hunyuan-vl.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [hunyuan-vl.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_hunyuan_vl::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, false); // XDRoPE / NTK-aware scaling: base = rope_theta * alpha...
TARGET ENTITY: arwkv7.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [arwkv7.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_arwkv7::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps, false); ml.get_key(LLM_KV_WKV_HEAD_SIZE, ...
TARGET ENTITY: falcon-h1.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [falcon-h1.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_falcon_h1::load_arch_hparams(llama_model_loader & ml) { // Common parameters ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); // SSM parameters ml.get_key(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); ml.get_key(LLM_KV_SSM_INNER_SIZE, ...
TARGET ENTITY: exaone4.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [exaone4.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_exaone4::load_arch_hparams(llama_model_loader & ml) { if (hparams.n_layer() == 64) { // 32B hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; hparams.n_swa = 4096; uint32_t swa_period = 4; ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, s...
TARGET ENTITY: olmo.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [olmo.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via s...
#include "models.h" void llama_model_olmo::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_ATTENTION_CLAMP_KQV, hparams.f_clamp_kqv, false); switch (hparams.n_layer()) { case 22: type = LLM_TYPE_1B; break; c...
TARGET ENTITY: dflash.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [dflash.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" #include "llama-kv-cache.h" #include "llama-kv-cache-iswa.h" void llama_model_dflash::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (!ml.get_arr(LLM_KV_TARGET_LAYERS, target_layer_ids, false)) { throw std::...
TARGET ENTITY: grovemoe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [grovemoe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_grovemoe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_EXPERT_CHUNK_FEED_FORWARD_LENGTH, hparams.n_ff_chexp, false); ml.get_key(LLM_KV_EXPERT_GROUP_SCALE, hparams.e...
TARGET ENTITY: pangu-embed.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [pangu-embed.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safet...
#include "models.h" void llama_model_pangu_embed::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 26: type = LLM_TYPE_1B; break; // openPangu-Embedded-1B-V1.1 case 34: type = LLM_TYPE_7B; bre...
TARGET ENTITY: deepseek2ocr.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [deepseek2ocr.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safe...
#include "models.h" void llama_model_deepseek2ocr::load_arch_hparams(llama_model_loader & ml) { // similar to deepseek2, but without MLA ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(...
TARGET ENTITY: jina-bert-v2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [jina-bert-v2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safe...
#include "models.h" void llama_model_jina_bert_v2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); hparams.f_max_alibi_bias = 8.0f; switch (hparams.n_layer()) { case 4: type = LLM_TYPE_33M; break; // jina-embeddings-small ca...
TARGET ENTITY: qwen3vlmoe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen3vlmoe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_qwen3vlmoe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_NUM_DEEPSTACK_LAYERS, hparams.n_deepstack_layers, false); ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, true); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams....
TARGET ENTITY: phimoe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [phimoe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_phimoe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_16x3_8B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_ph...
TARGET ENTITY: nomic-bert-moe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [nomic-bert-moe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread sa...
#include "models.h" void llama_model_nomic_bert_moe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); ml.get_key(LLM_KV_MOE_EVERY_N_LAYERS, hparams.moe_every_n_layers, 0); if (hparams.n_layer() == 12 && hparams.n_embd == 768) { ...
TARGET ENTITY: granite.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [granite.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" #include <sstream> void llama_model_granite::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); ml.get_key(LLM_KV_RESIDUAL_SCALE, hparam...
TARGET ENTITY: cohere2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [cohere2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_cohere2::load_arch_hparams(llama_model_loader & ml) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; uint32_t swa_period = 4; ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); hparams.set_swa_pattern(swa_period); hparams.rope_freq_base...
TARGET ENTITY: gemma-embedding.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [gemma-embedding.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread s...
#include "models.h" void llama_model_gemma_embedding::load_arch_hparams(llama_model_loader & ml) { hparams.swa_type = LLAMA_SWA_TYPE_SYMMETRIC; uint32_t swa_period = 6; ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false); hparams.set_swa_pattern(swa_period); hparams.causa...
TARGET ENTITY: dream.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [dream.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_dream::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); // Dream models are primarily 7B with 28 layers switch (hparams.n_layer()) { case 28: type = LLM_TYPE_7B; break; ...
TARGET ENTITY: deepseek.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [deepseek.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_deepseek::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_...
TARGET ENTITY: gemma3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [gemma3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_gemma3::load_arch_hparams(llama_model_loader & ml) { const bool found_swa = ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (found_swa && hparams.n_swa > 0) { hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; uint32_t swa_period = 6; ...
TARGET ENTITY: internlm2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [internlm2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_internlm2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_7B; break; case 48: type = LLM_TYPE_20B; break; default: type = LLM...
TARGET ENTITY: bailingmoe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [bailingmoe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_bailingmoe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_f...
TARGET ENTITY: starcoder2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [starcoder2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_starcoder2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 30: type = LLM_TYPE_3B; break; case 32: type = LLM_TYPE_7B; break; case 40: type = LLM_TYPE_15...
TARGET ENTITY: maincoder.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [maincoder.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_maincoder::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_1B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_main...
TARGET ENTITY: command-r.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [command-r.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety ...
#include "models.h" void llama_model_command_r::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale, false); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 40: type = LLM_TYPE_35B; break; ...
TARGET ENTITY: nemotron-h.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [nemotron-h.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" void llama_model_nemotron_h::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); ml.get_key(LLM_KV_SSM_INNER_SIZE, hparams.ssm_d_inner); ml.get_key(LLM_KV_SSM_STATE_SIZE, hparams.ssm_d_state); ml.get_key(LLM_KV_SSM_TIME_STE...
TARGET ENTITY: mamba-base.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [mamba-base.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" #include "llama-memory-recurrent.h" llm_build_mamba_base::llm_build_mamba_base(const llm_graph_params & params) : llm_graph_context(params) {} ggml_tensor * llm_build_mamba_base::build_mamba_layer(llm_graph_input_rs * inp, ggml_tensor * ...
TARGET ENTITY: falcon.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [falcon.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_falcon::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_7B; break; case 60: type = LLM_TYPE_40B; break; default: type = LLM_TYPE_UNKNO...
TARGET ENTITY: refact.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [refact.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_refact::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_1B; break; default: type = LLM_TYPE_UNKNOWN; } // TODO: become GGUF K...
TARGET ENTITY: qwen2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_qwen2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 24: type = hparams.n_embd == 1024 ? LLM_TYPE_0_5B : LLM_TYPE_1B; break; case 28: type = hparams.n_e...
TARGET ENTITY: stablelm.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [stablelm.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_stablelm::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 24: type = LLM_TYPE_1B; break; case 32: type = LLM_TYPE_3B; break; case 40: type = LLM_TYPE_12B;...
TARGET ENTITY: mistral3.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [mistral3.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety v...
#include "models.h" void llama_model_mistral3::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_SCALE, hparams.f_attn_temp_scale, false); ml.get_key(LLM_KV_ROPE_SCALING_YARN_BETA_FAST, hparams.yarn_...
TARGET ENTITY: rwkv7-base.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [rwkv7-base.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety...
#include "models.h" #include "llama-memory-recurrent.h" llm_build_rwkv7_base::llm_build_rwkv7_base(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params), model(model) {} ggml_tensor * llm_build_rwkv7_base::build_rwkv7_channel_mix(const llama_layer * layer, ...
TARGET ENTITY: llada.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [llada.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_llada::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); // LLaDA-8B has 32 layers, similar to LLaMA but for diffusion switch (hparams.n_layer()) { case 32: type = LLM_TYPE_8B; ...
TARGET ENTITY: olmoe.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [olmoe.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_olmoe::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 16: type = LLM_TYPE_A1_7B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_olmoe...
TARGET ENTITY: dots1.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [dots1.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_dots1::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp...
TARGET ENTITY: qwen2vl.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [qwen2vl.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety vi...
#include "models.h" void llama_model_qwen2vl::load_arch_hparams(llama_model_loader & ml) { ml.get_key_or_arr(LLM_KV_ROPE_DIMENSION_SECTIONS, hparams.rope_sections, 4, true); } // fall through void llama_model_qwen2vl::load_arch_tensors(llama_model_loader &) { LLAMA_LOAD_LOCALS; tok_embd = create_tensor(t...
TARGET ENTITY: bailingmoe2.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [bailingmoe2.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safet...
#include "models.h" void llama_model_bailingmoe2::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead, false); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,...
TARGET ENTITY: mamba.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [mamba.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_mamba::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_SSM_CONV_KERNEL, hparams.ssm_d_conv); ml.get_key(LLM_KV_SSM_INNER_SIZE, hparams.ssm_d_inner); ml.get_key(LLM_KV_SSM_STATE_SIZE, hparams.ssm_d_state); ml.get_key(LLM_KV_SSM_TIME_STEP_RAN...
TARGET ENTITY: orion.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [orion.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_orion::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps); switch (hparams.n_layer()) { case 40: type = LLM_TYPE_14B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_orion::load_arc...
TARGET ENTITY: gemma.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [gemma.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via ...
#include "models.h" void llama_model_gemma::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 18: type = LLM_TYPE_2B; break; case 28: type = LLM_TYPE_7B; break; default: type = LLM_TYPE...
TARGET ENTITY: arctic.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [arctic.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_arctic::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); if (hparams.n_expert == 128) { switch (hparams.n_layer()) { case 35: type = LLM_TYPE_10B_128x3_66B; break; default: ...
TARGET ENTITY: mellum.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [mellum.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_mellum::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); if (...
TARGET ENTITY: cogvlm.cpp LANGUAGE BASE: C++/CUDA COMPUTATION METRICS: Enforce zero-leak hardware boundaries. EXECUTION MANDATE: Synthesize exact low-level assembly-optimized structural runtime primitives.
CRITICAL COMPILER REASONING FOR MODULE [cogvlm.cpp]: - Scanning data layouts to prevent L1/L2 cache-line bouncing and enforce rigid cache line memory padding alignment. - Eliminating implicit virtual method table lookups, stripping object abstractions, and locking structural memory paths. - Validating thread safety via...
#include "models.h" void llama_model_cogvlm::load_arch_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); switch (hparams.n_layer()) { case 32: type = LLM_TYPE_13B; break; default: type = LLM_TYPE_UNKNOWN; } } void llama_model_cogvlm...