1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207120812091210121112121213121412151216121712181219122012211222122312241225122612271228122912301231123212331234123512361237123812391240124112421243124412451246124712481249125012511252125312541255125612571258125912601261126212631264126512661267126812691270127112721273127412751276127712781279128012811282128312841285128612871288128912901291129212931294129512961297129812991300130113021303130413051306130713081309131013111312131313141315131613171318131913201321132213231324132513261327132813291330133113321333133413351336133713381339134013411342134313441345134613471348134913501351135213531354135513561357135813591360136113621363136413651366136713681369137013711372137313741375137613771378137913801381138213831384138513861387138813891390139113921393139413951396139713981399140014011402140314041405140614071408140914101411141214131414141514161417141814191420142114221423142414251426142714281429143014311432143314341435143614371438143914401441144214431444144514461447144814491450145114521453145414551456145714581459146014611462146314641465146614671468146914701471147214731474147514761477147814791480148114821483148414851486148714881489149014911492149314941495149614971498149915001501150215031504150515061507150815091510151115121513151415151516151715181519152015211522152315241525 |
- /**
- * llama.cpp - commit 46e3556e01b824e52395fb050b29804b6cff2a7c - do not edit this file
- *
- * MIT License
- *
- * Copyright (c) 2023-2024 The ggml authors
- *
- * Permission is hereby granted, free of charge, to any person obtaining a copy
- * of this software and associated documentation files (the "Software"), to deal
- * in the Software without restriction, including without limitation the rights
- * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
- * copies of the Software, and to permit persons to whom the Software is
- * furnished to do so, subject to the following conditions:
- *
- * The above copyright notice and this permission notice shall be included in all
- * copies or substantial portions of the Software.
- *
- * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
- * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
- * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
- * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
- * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
- * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
- * SOFTWARE.
- */
- #include "llama-arch.h"
- #include "llama-impl.h"
- #include <map>
- static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
- { LLM_ARCH_LLAMA, "llama" },
- { LLM_ARCH_MLLAMA, "mllama" },
- { LLM_ARCH_DECI, "deci" },
- { LLM_ARCH_FALCON, "falcon" },
- { LLM_ARCH_GROK, "grok" },
- { LLM_ARCH_GPT2, "gpt2" },
- { LLM_ARCH_GPTJ, "gptj" },
- { LLM_ARCH_GPTNEOX, "gptneox" },
- { LLM_ARCH_MPT, "mpt" },
- { LLM_ARCH_BAICHUAN, "baichuan" },
- { LLM_ARCH_STARCODER, "starcoder" },
- { LLM_ARCH_REFACT, "refact" },
- { LLM_ARCH_BERT, "bert" },
- { LLM_ARCH_NOMIC_BERT, "nomic-bert" },
- { LLM_ARCH_JINA_BERT_V2, "jina-bert-v2" },
- { LLM_ARCH_BLOOM, "bloom" },
- { LLM_ARCH_STABLELM, "stablelm" },
- { LLM_ARCH_QWEN, "qwen" },
- { LLM_ARCH_QWEN2, "qwen2" },
- { LLM_ARCH_QWEN2MOE, "qwen2moe" },
- { LLM_ARCH_QWEN2VL, "qwen2vl" },
- { LLM_ARCH_PHI2, "phi2" },
- { LLM_ARCH_PHI3, "phi3" },
- { LLM_ARCH_PLAMO, "plamo" },
- { LLM_ARCH_CODESHELL, "codeshell" },
- { LLM_ARCH_ORION, "orion" },
- { LLM_ARCH_INTERNLM2, "internlm2" },
- { LLM_ARCH_MINICPM, "minicpm" },
- { LLM_ARCH_MINICPM3, "minicpm3" },
- { LLM_ARCH_GEMMA, "gemma" },
- { LLM_ARCH_GEMMA2, "gemma2" },
- { LLM_ARCH_STARCODER2, "starcoder2" },
- { LLM_ARCH_MAMBA, "mamba" },
- { LLM_ARCH_XVERSE, "xverse" },
- { LLM_ARCH_COMMAND_R, "command-r" },
- { LLM_ARCH_COHERE2, "cohere2" },
- { LLM_ARCH_DBRX, "dbrx" },
- { LLM_ARCH_OLMO, "olmo" },
- { LLM_ARCH_OLMO2, "olmo2" },
- { LLM_ARCH_OLMOE, "olmoe" },
- { LLM_ARCH_OPENELM, "openelm" },
- { LLM_ARCH_ARCTIC, "arctic" },
- { LLM_ARCH_DEEPSEEK, "deepseek" },
- { LLM_ARCH_DEEPSEEK2, "deepseek2" },
- { LLM_ARCH_CHATGLM, "chatglm" },
- { LLM_ARCH_BITNET, "bitnet" },
- { LLM_ARCH_T5, "t5" },
- { LLM_ARCH_T5ENCODER, "t5encoder" },
- { LLM_ARCH_JAIS, "jais" },
- { LLM_ARCH_NEMOTRON, "nemotron" },
- { LLM_ARCH_EXAONE, "exaone" },
- { LLM_ARCH_RWKV6, "rwkv6" },
- { LLM_ARCH_GRANITE, "granite" },
- { LLM_ARCH_GRANITE_MOE, "granitemoe" },
- { LLM_ARCH_CHAMELEON, "chameleon" },
- { LLM_ARCH_SOLAR, "solar" },
- { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" },
- { LLM_ARCH_UNKNOWN, "(unknown)" },
- };
- static const std::map<llm_kv, const char *> LLM_KV_NAMES = {
- { LLM_KV_GENERAL_TYPE, "general.type" },
- { LLM_KV_GENERAL_ARCHITECTURE, "general.architecture" },
- { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version" },
- { LLM_KV_GENERAL_ALIGNMENT, "general.alignment" },
- { LLM_KV_GENERAL_NAME, "general.name" },
- { LLM_KV_GENERAL_AUTHOR, "general.author" },
- { LLM_KV_GENERAL_VERSION, "general.version" },
- { LLM_KV_GENERAL_URL, "general.url" },
- { LLM_KV_GENERAL_DESCRIPTION, "general.description" },
- { LLM_KV_GENERAL_LICENSE, "general.license" },
- { LLM_KV_GENERAL_SOURCE_URL, "general.source.url" },
- { LLM_KV_GENERAL_SOURCE_HF_REPO, "general.source.huggingface.repository" },
- { LLM_KV_VOCAB_SIZE, "%s.vocab_size" },
- { LLM_KV_CONTEXT_LENGTH, "%s.context_length" },
- { LLM_KV_EMBEDDING_LENGTH, "%s.embedding_length" },
- { LLM_KV_FEATURES_LENGTH, "%s.features_length" },
- { LLM_KV_BLOCK_COUNT, "%s.block_count" },
- { LLM_KV_LEADING_DENSE_BLOCK_COUNT, "%s.leading_dense_block_count" },
- { LLM_KV_FEED_FORWARD_LENGTH, "%s.feed_forward_length" },
- { LLM_KV_EXPERT_FEED_FORWARD_LENGTH, "%s.expert_feed_forward_length" },
- { LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, "%s.expert_shared_feed_forward_length" },
- { LLM_KV_USE_PARALLEL_RESIDUAL, "%s.use_parallel_residual" },
- { LLM_KV_TENSOR_DATA_LAYOUT, "%s.tensor_data_layout" },
- { LLM_KV_EXPERT_COUNT, "%s.expert_count" },
- { LLM_KV_EXPERT_USED_COUNT, "%s.expert_used_count" },
- { LLM_KV_EXPERT_SHARED_COUNT, "%s.expert_shared_count" },
- { LLM_KV_EXPERT_WEIGHTS_SCALE, "%s.expert_weights_scale" },
- { LLM_KV_EXPERT_WEIGHTS_NORM, "%s.expert_weights_norm" },
- { LLM_KV_EXPERT_GATING_FUNC, "%s.expert_gating_func" },
- { LLM_KV_POOLING_TYPE, "%s.pooling_type" },
- { LLM_KV_LOGIT_SCALE, "%s.logit_scale" },
- { LLM_KV_DECODER_START_TOKEN_ID, "%s.decoder_start_token_id" },
- { LLM_KV_ATTN_LOGIT_SOFTCAPPING, "%s.attn_logit_softcapping" },
- { LLM_KV_FINAL_LOGIT_SOFTCAPPING, "%s.final_logit_softcapping" },
- { LLM_KV_SWIN_NORM, "%s.swin_norm" },
- { LLM_KV_RESCALE_EVERY_N_LAYERS, "%s.rescale_every_n_layers" },
- { LLM_KV_TIME_MIX_EXTRA_DIM, "%s.time_mix_extra_dim" },
- { LLM_KV_TIME_DECAY_EXTRA_DIM, "%s.time_decay_extra_dim" },
- { LLM_KV_RESIDUAL_SCALE, "%s.residual_scale" },
- { LLM_KV_EMBEDDING_SCALE, "%s.embedding_scale" },
- { LLM_KV_ATTENTION_HEAD_COUNT, "%s.attention.head_count" },
- { LLM_KV_ATTENTION_HEAD_COUNT_KV, "%s.attention.head_count_kv" },
- { LLM_KV_ATTENTION_MAX_ALIBI_BIAS, "%s.attention.max_alibi_bias" },
- { LLM_KV_ATTENTION_CLAMP_KQV, "%s.attention.clamp_kqv" },
- { LLM_KV_ATTENTION_KEY_LENGTH, "%s.attention.key_length" },
- { LLM_KV_ATTENTION_VALUE_LENGTH, "%s.attention.value_length" },
- { LLM_KV_ATTENTION_LAYERNORM_EPS, "%s.attention.layer_norm_epsilon" },
- { LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, "%s.attention.layer_norm_rms_epsilon" },
- { LLM_KV_ATTENTION_GROUPNORM_EPS, "%s.attention.group_norm_epsilon" },
- { LLM_KV_ATTENTION_GROUPNORM_GROUPS, "%s.attention.group_norm_groups" },
- { LLM_KV_ATTENTION_CAUSAL, "%s.attention.causal" },
- { LLM_KV_ATTENTION_Q_LORA_RANK, "%s.attention.q_lora_rank" },
- { LLM_KV_ATTENTION_KV_LORA_RANK, "%s.attention.kv_lora_rank" },
- { LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, "%s.attention.relative_buckets_count" },
- { LLM_KV_ATTENTION_SLIDING_WINDOW, "%s.attention.sliding_window" },
- { LLM_KV_ATTENTION_SCALE, "%s.attention.scale" },
- { LLM_KV_ATTENTION_BLOCK_SKIP_CONNECTION, "%s.attention.block_skip_connection" },
- { LLM_KV_ATTENTION_CROSS_ATTENTION_LAYERS, "%s.attention.cross_attention_layers" },
- { LLM_KV_ROPE_DIMENSION_COUNT, "%s.rope.dimension_count" },
- { LLM_KV_ROPE_DIMENSION_SECTIONS, "%s.rope.dimension_sections" },
- { LLM_KV_ROPE_FREQ_BASE, "%s.rope.freq_base" },
- { LLM_KV_ROPE_SCALE_LINEAR, "%s.rope.scale_linear" },
- { LLM_KV_ROPE_SCALING_TYPE, "%s.rope.scaling.type" },
- { LLM_KV_ROPE_SCALING_FACTOR, "%s.rope.scaling.factor" },
- { LLM_KV_ROPE_SCALING_ATTN_FACTOR, "%s.rope.scaling.attn_factor" },
- { LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, "%s.rope.scaling.original_context_length" },
- { LLM_KV_ROPE_SCALING_FINETUNED, "%s.rope.scaling.finetuned" },
- { LLM_KV_ROPE_SCALING_YARN_LOG_MUL, "%s.rope.scaling.yarn_log_multiplier" },
- { LLM_KV_SPLIT_NO, "split.no" },
- { LLM_KV_SPLIT_COUNT, "split.count" },
- { LLM_KV_SPLIT_TENSORS_COUNT, "split.tensors.count" },
- { LLM_KV_SSM_CONV_KERNEL, "%s.ssm.conv_kernel" },
- { LLM_KV_SSM_INNER_SIZE, "%s.ssm.inner_size" },
- { LLM_KV_SSM_STATE_SIZE, "%s.ssm.state_size" },
- { LLM_KV_SSM_TIME_STEP_RANK, "%s.ssm.time_step_rank" },
- { LLM_KV_SSM_DT_B_C_RMS, "%s.ssm.dt_b_c_rms" },
- { LLM_KV_WKV_HEAD_SIZE, "%s.wkv.head_size" },
- { LLM_KV_POSNET_EMBEDDING_LENGTH, "%s.posnet.embedding_length" },
- { LLM_KV_POSNET_BLOCK_COUNT, "%s.posnet.block_count" },
- { LLM_KV_CONVNEXT_EMBEDDING_LENGTH, "%s.convnext.embedding_length" },
- { LLM_KV_CONVNEXT_BLOCK_COUNT, "%s.convnext.block_count" },
- { LLM_KV_TOKENIZER_MODEL, "tokenizer.ggml.model" },
- { LLM_KV_TOKENIZER_PRE, "tokenizer.ggml.pre" },
- { LLM_KV_TOKENIZER_LIST, "tokenizer.ggml.tokens" },
- { LLM_KV_TOKENIZER_TOKEN_TYPE, "tokenizer.ggml.token_type" },
- { LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT, "tokenizer.ggml.token_type_count" },
- { LLM_KV_TOKENIZER_SCORES, "tokenizer.ggml.scores" },
- { LLM_KV_TOKENIZER_MERGES, "tokenizer.ggml.merges" },
- { LLM_KV_TOKENIZER_BOS_ID, "tokenizer.ggml.bos_token_id" },
- { LLM_KV_TOKENIZER_EOS_ID, "tokenizer.ggml.eos_token_id" },
- { LLM_KV_TOKENIZER_EOT_ID, "tokenizer.ggml.eot_token_id" },
- { LLM_KV_TOKENIZER_EOM_ID, "tokenizer.ggml.eom_token_id" },
- { LLM_KV_TOKENIZER_UNK_ID, "tokenizer.ggml.unknown_token_id" },
- { LLM_KV_TOKENIZER_SEP_ID, "tokenizer.ggml.seperator_token_id" },
- { LLM_KV_TOKENIZER_PAD_ID, "tokenizer.ggml.padding_token_id" },
- { LLM_KV_TOKENIZER_CLS_ID, "tokenizer.ggml.cls_token_id" },
- { LLM_KV_TOKENIZER_MASK_ID, "tokenizer.ggml.mask_token_id" },
- { LLM_KV_TOKENIZER_ADD_BOS, "tokenizer.ggml.add_bos_token" },
- { LLM_KV_TOKENIZER_ADD_EOS, "tokenizer.ggml.add_eos_token" },
- { LLM_KV_TOKENIZER_ADD_PREFIX, "tokenizer.ggml.add_space_prefix" },
- { LLM_KV_TOKENIZER_REMOVE_EXTRA_WS, "tokenizer.ggml.remove_extra_whitespaces" },
- { LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP, "tokenizer.ggml.precompiled_charsmap" },
- { LLM_KV_TOKENIZER_HF_JSON, "tokenizer.huggingface.json" },
- { LLM_KV_TOKENIZER_RWKV, "tokenizer.rwkv.world" },
- { LLM_KV_TOKENIZER_FIM_PRE_ID, "tokenizer.ggml.fim_pre_token_id" },
- { LLM_KV_TOKENIZER_FIM_SUF_ID, "tokenizer.ggml.fim_suf_token_id" },
- { LLM_KV_TOKENIZER_FIM_MID_ID, "tokenizer.ggml.fim_mid_token_id" },
- { LLM_KV_TOKENIZER_FIM_PAD_ID, "tokenizer.ggml.fim_pad_token_id" },
- { LLM_KV_TOKENIZER_FIM_REP_ID, "tokenizer.ggml.fim_rep_token_id" },
- { LLM_KV_TOKENIZER_FIM_SEP_ID, "tokenizer.ggml.fim_sep_token_id" },
- { LLM_KV_ADAPTER_TYPE, "adapter.type" },
- { LLM_KV_ADAPTER_LORA_ALPHA, "adapter.lora.alpha" },
- // deprecated
- { LLM_KV_TOKENIZER_PREFIX_ID, "tokenizer.ggml.prefix_token_id" },
- { LLM_KV_TOKENIZER_SUFFIX_ID, "tokenizer.ggml.suffix_token_id" },
- { LLM_KV_TOKENIZER_MIDDLE_ID, "tokenizer.ggml.middle_token_id" },
- };
- static const std::map<llm_arch, std::map<llm_tensor, const char *>> LLM_TENSOR_NAMES = {
- {
- LLM_ARCH_LLAMA,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
- { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
- { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- },
- },
- {
- LLM_ARCH_MLLAMA,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
- { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
- { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- { LLM_TENSOR_CROSS_ATTN_K_NORM, "blk.%d.cross_attn_k_norm" },
- { LLM_TENSOR_CROSS_ATTN_K_PROJ, "blk.%d.cross_attn_k_proj" },
- { LLM_TENSOR_CROSS_ATTN_O_PROJ, "blk.%d.cross_attn_o_proj" },
- { LLM_TENSOR_CROSS_ATTN_Q_NORM, "blk.%d.cross_attn_q_norm" },
- { LLM_TENSOR_CROSS_ATTN_Q_PROJ, "blk.%d.cross_attn_q_proj" },
- { LLM_TENSOR_CROSS_ATTN_V_PROJ, "blk.%d.cross_attn_v_proj" },
- { LLM_TENSOR_CROSS_ATTN_ATTN_GATE, "blk.%d.cross_attn_attn_gate" },
- { LLM_TENSOR_CROSS_ATTN_MLP_GATE, "blk.%d.cross_attn_mlp_gate" },
- },
- },
- {
- LLM_ARCH_DECI,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
- { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
- { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- },
- },
- {
- LLM_ARCH_BAICHUAN,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_FALCON,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_GROK,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
- { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
- { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
- { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
- },
- },
- {
- LLM_ARCH_GPT2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_POS_EMBD, "position_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- },
- },
- {
- LLM_ARCH_GPTJ,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- },
- },
- {
- LLM_ARCH_GPTNEOX,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_MPT,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output"},
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_ACT, "blk.%d.ffn.act" },
- { LLM_TENSOR_POS_EMBD, "position_embd" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm"},
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm"},
- },
- },
- {
- LLM_ARCH_STARCODER,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_POS_EMBD, "position_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- },
- },
- {
- LLM_ARCH_REFACT,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_BERT,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
- { LLM_TENSOR_TOKEN_TYPES, "token_types" },
- { LLM_TENSOR_POS_EMBD, "position_embd" },
- { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_CLS, "cls" },
- { LLM_TENSOR_CLS_OUT, "cls.output" },
- },
- },
- {
- LLM_ARCH_NOMIC_BERT,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
- { LLM_TENSOR_TOKEN_TYPES, "token_types" },
- { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_JINA_BERT_V2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
- { LLM_TENSOR_TOKEN_TYPES, "token_types" },
- { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
- { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_CLS, "cls" },
- },
- },
- {
- LLM_ARCH_BLOOM,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- },
- },
- {
- LLM_ARCH_STABLELM,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- },
- },
- {
- LLM_ARCH_QWEN,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_QWEN2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_QWEN2VL,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_QWEN2MOE,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
- { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
- { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
- { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
- },
- },
- {
- LLM_ARCH_PHI2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_PHI3,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
- { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_PLAMO,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_CODESHELL,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_ORION,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_INTERNLM2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_MINICPM,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
- { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
- { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
- { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
- },
- },
- {
- LLM_ARCH_MINICPM3,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
- { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" },
- { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" },
- { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" },
- { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" },
- { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- },
- },
- {
- LLM_ARCH_GEMMA,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_GEMMA2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
- },
- },
- {
- LLM_ARCH_STARCODER2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_MAMBA,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_SSM_IN, "blk.%d.ssm_in" },
- { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" },
- { LLM_TENSOR_SSM_X, "blk.%d.ssm_x" },
- { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" },
- { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" },
- { LLM_TENSOR_SSM_D, "blk.%d.ssm_d" },
- { LLM_TENSOR_SSM_OUT, "blk.%d.ssm_out" },
- },
- },
- {
- LLM_ARCH_XVERSE,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_COMMAND_R,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- },
- },
- {
- LLM_ARCH_COHERE2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_DBRX,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- },
- },
- {
- LLM_ARCH_OLMO,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_OLMO2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_OLMOE,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- },
- },
- {
- LLM_ARCH_OPENELM,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_ARCTIC,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_NORM_EXPS, "blk.%d.ffn_norm_exps" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- },
- },
- {
- LLM_ARCH_DEEPSEEK,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
- { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
- { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
- { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
- },
- },
- {
- LLM_ARCH_DEEPSEEK2,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" },
- { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" },
- { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" },
- { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" },
- { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
- { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
- { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
- { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
- { LLM_TENSOR_FFN_EXP_PROBS_B, "blk.%d.exp_probs_b" },
- },
- },
- {
- LLM_ARCH_CHATGLM,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- },
- },
- {
- LLM_ARCH_BITNET,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_SUB_NORM, "blk.%d.attn_sub_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_SUB_NORM, "blk.%d.ffn_sub_norm" },
- },
- },
- {
- LLM_ARCH_T5,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_DEC_OUTPUT_NORM, "dec.output_norm" },
- { LLM_TENSOR_DEC_ATTN_NORM, "dec.blk.%d.attn_norm" },
- { LLM_TENSOR_DEC_ATTN_Q, "dec.blk.%d.attn_q" },
- { LLM_TENSOR_DEC_ATTN_K, "dec.blk.%d.attn_k" },
- { LLM_TENSOR_DEC_ATTN_V, "dec.blk.%d.attn_v" },
- { LLM_TENSOR_DEC_ATTN_OUT, "dec.blk.%d.attn_o" },
- { LLM_TENSOR_DEC_ATTN_REL_B, "dec.blk.%d.attn_rel_b" },
- { LLM_TENSOR_DEC_CROSS_ATTN_NORM, "dec.blk.%d.cross_attn_norm" },
- { LLM_TENSOR_DEC_CROSS_ATTN_Q, "dec.blk.%d.cross_attn_q" },
- { LLM_TENSOR_DEC_CROSS_ATTN_K, "dec.blk.%d.cross_attn_k" },
- { LLM_TENSOR_DEC_CROSS_ATTN_V, "dec.blk.%d.cross_attn_v" },
- { LLM_TENSOR_DEC_CROSS_ATTN_OUT, "dec.blk.%d.cross_attn_o" },
- { LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "dec.blk.%d.cross_attn_rel_b" },
- { LLM_TENSOR_DEC_FFN_NORM, "dec.blk.%d.ffn_norm" },
- { LLM_TENSOR_DEC_FFN_GATE, "dec.blk.%d.ffn_gate" },
- { LLM_TENSOR_DEC_FFN_DOWN, "dec.blk.%d.ffn_down" },
- { LLM_TENSOR_DEC_FFN_UP, "dec.blk.%d.ffn_up" },
- { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" },
- { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" },
- { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" },
- { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" },
- { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" },
- { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" },
- { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" },
- { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" },
- { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" },
- { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" },
- { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_T5ENCODER,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" },
- { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" },
- { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" },
- { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" },
- { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" },
- { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" },
- { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" },
- { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" },
- { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" },
- { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" },
- { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_JAIS,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- },
- },
- {
- LLM_ARCH_NEMOTRON,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_EXAONE,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_RWKV6,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
- { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" },
- { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
- { LLM_TENSOR_TIME_MIX_LERP_X, "blk.%d.time_mix_lerp_x" },
- { LLM_TENSOR_TIME_MIX_LERP_W, "blk.%d.time_mix_lerp_w" },
- { LLM_TENSOR_TIME_MIX_LERP_K, "blk.%d.time_mix_lerp_k" },
- { LLM_TENSOR_TIME_MIX_LERP_V, "blk.%d.time_mix_lerp_v" },
- { LLM_TENSOR_TIME_MIX_LERP_R, "blk.%d.time_mix_lerp_r" },
- { LLM_TENSOR_TIME_MIX_LERP_G, "blk.%d.time_mix_lerp_g" },
- { LLM_TENSOR_TIME_MIX_FIRST, "blk.%d.time_mix_first" },
- { LLM_TENSOR_TIME_MIX_DECAY, "blk.%d.time_mix_decay" },
- { LLM_TENSOR_TIME_MIX_DECAY_W1, "blk.%d.time_mix_decay_w1" },
- { LLM_TENSOR_TIME_MIX_DECAY_W2, "blk.%d.time_mix_decay_w2" },
- { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" },
- { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" },
- { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" },
- { LLM_TENSOR_TIME_MIX_GATE, "blk.%d.time_mix_gate" },
- { LLM_TENSOR_TIME_MIX_LN, "blk.%d.time_mix_ln" },
- { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
- { LLM_TENSOR_CHANNEL_MIX_LERP_K, "blk.%d.channel_mix_lerp_k" },
- { LLM_TENSOR_CHANNEL_MIX_LERP_R, "blk.%d.channel_mix_lerp_r" },
- { LLM_TENSOR_CHANNEL_MIX_KEY, "blk.%d.channel_mix_key" },
- { LLM_TENSOR_CHANNEL_MIX_VALUE, "blk.%d.channel_mix_value" },
- { LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, "blk.%d.channel_mix_receptance" },
- },
- },
- {
- LLM_ARCH_GRANITE,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- },
- },
- {
- LLM_ARCH_GRANITE_MOE,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
- { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
- { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
- { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
- },
- },
- {
- LLM_ARCH_CHAMELEON,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
- { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
- },
- },
- {
- LLM_ARCH_WAVTOKENIZER_DEC,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
- { LLM_TENSOR_CONV1D, "conv1d" },
- { LLM_TENSOR_CONVNEXT_DW, "convnext.%d.dw" },
- { LLM_TENSOR_CONVNEXT_NORM, "convnext.%d.norm" },
- { LLM_TENSOR_CONVNEXT_PW1, "convnext.%d.pw1" },
- { LLM_TENSOR_CONVNEXT_PW2, "convnext.%d.pw2" },
- { LLM_TENSOR_CONVNEXT_GAMMA, "convnext.%d.gamma" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_POS_NET_CONV1, "posnet.%d.conv1" },
- { LLM_TENSOR_POS_NET_CONV2, "posnet.%d.conv2" },
- { LLM_TENSOR_POS_NET_NORM, "posnet.%d.norm" },
- { LLM_TENSOR_POS_NET_NORM1, "posnet.%d.norm1" },
- { LLM_TENSOR_POS_NET_NORM2, "posnet.%d.norm2" },
- { LLM_TENSOR_POS_NET_ATTN_NORM, "posnet.%d.attn_norm" },
- { LLM_TENSOR_POS_NET_ATTN_Q, "posnet.%d.attn_q" },
- { LLM_TENSOR_POS_NET_ATTN_K, "posnet.%d.attn_k" },
- { LLM_TENSOR_POS_NET_ATTN_V, "posnet.%d.attn_v" },
- { LLM_TENSOR_POS_NET_ATTN_OUT, "posnet.%d.attn_output" },
- },
- },
- {
- LLM_ARCH_SOLAR,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
- { LLM_TENSOR_OUTPUT, "output" },
- { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
- { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
- { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
- { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
- { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
- { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
- { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
- { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
- { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
- { LLM_TENSOR_BSKCN_TV, "bskcn_tv" },
- },
- },
- {
- LLM_ARCH_UNKNOWN,
- {
- { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
- },
- },
- };
- static const std::map<llm_tensor, llm_tensor_info> LLM_TENSOR_INFOS = {
- {LLM_TENSOR_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
- {LLM_TENSOR_POS_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
- {LLM_TENSOR_TOKEN_EMBD_NORM, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
- {LLM_TENSOR_TOKEN_TYPES, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
- {LLM_TENSOR_OUTPUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CLS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CLS_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
- {LLM_TENSOR_DEC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
- {LLM_TENSOR_ENC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
- {LLM_TENSOR_ROPE_FREQS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
- {LLM_TENSOR_ROPE_FACTORS_LONG, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
- {LLM_TENSOR_ROPE_FACTORS_SHORT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
- {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_CROSS_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_CROSS_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_CROSS_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_CROSS_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_DEC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_ENC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_GATE_INP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_GATE_INP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_SSM_IN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_SSM_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_SSM_DT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_SSM_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_DECAY_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_DECAY_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_TIME_MIX_OUTPUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CHANNEL_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CHANNEL_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_FFN_ACT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}},
- {LLM_TENSOR_SSM_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}},
- {LLM_TENSOR_SSM_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}},
- {LLM_TENSOR_SSM_D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_TIME_MIX_LERP_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_TIME_MIX_LN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CHANNEL_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CHANNEL_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_TIME_MIX_LERP_W, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- {LLM_TENSOR_TIME_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- {LLM_TENSOR_TIME_MIX_LERP_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- {LLM_TENSOR_TIME_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- {LLM_TENSOR_TIME_MIX_LERP_G, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- {LLM_TENSOR_TIME_MIX_DECAY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- {LLM_TENSOR_TIME_MIX_FIRST, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_RWKV_WKV6}},
- {LLM_TENSOR_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_NORM_2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_FFN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_FFN_NORM_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_Q_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_K_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_LAYER_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_Q_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_KV_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ATTN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_FFN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_DEC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_DEC_CROSS_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_DEC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ENC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_ENC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_DEC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
- {LLM_TENSOR_ENC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
- {LLM_TENSOR_FFN_DOWN_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
- {LLM_TENSOR_FFN_GATE_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
- {LLM_TENSOR_FFN_UP_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
- {LLM_TENSOR_FFN_EXP_PROBS_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
- // this tensor is loaded for T5, but never used
- {LLM_TENSOR_DEC_CROSS_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}},
- {LLM_TENSOR_BSKCN_TV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CROSS_ATTN_K_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CROSS_ATTN_K_PROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CROSS_ATTN_O_PROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CROSS_ATTN_Q_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CROSS_ATTN_Q_PROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CROSS_ATTN_V_PROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CROSS_ATTN_ATTN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CROSS_ATTN_MLP_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CONV1D, {LLM_TENSOR_LAYER_INPUT, GGML_OP_IM2COL}},
- {LLM_TENSOR_POS_NET_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_POS_NET_NORM1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_POS_NET_NORM2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_POS_NET_CONV1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
- {LLM_TENSOR_POS_NET_CONV2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
- {LLM_TENSOR_POS_NET_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_POS_NET_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_POS_NET_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_POS_NET_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_POS_NET_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CONVNEXT_DW, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
- {LLM_TENSOR_CONVNEXT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- {LLM_TENSOR_CONVNEXT_PW1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CONVNEXT_PW2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
- {LLM_TENSOR_CONVNEXT_GAMMA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
- };
- LLM_KV::LLM_KV(llm_arch arch) : arch(arch) {}
- std::string LLM_KV::operator()(llm_kv kv) const {
- return ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch));
- }
- std::string LLM_TN_IMPL::str() const {
- if (LLM_TENSOR_NAMES.at(arch).find(tensor) == LLM_TENSOR_NAMES.at(arch).end()) {
- return "__missing__";
- }
- std::string name = ::format(LLM_TENSOR_NAMES.at(arch).at(tensor), bid, xid);
- if (suffix != nullptr) {
- name += ".";
- name += suffix;
- }
- return name;
- }
- const char * llm_arch_name(llm_arch arch) {
- auto it = LLM_ARCH_NAMES.find(arch);
- if (it == LLM_ARCH_NAMES.end()) {
- return "unknown";
- }
- return it->second;
- }
- llm_arch llm_arch_from_string(const std::string & name) {
- for (const auto & kv : LLM_ARCH_NAMES) { // NOLINT
- if (kv.second == name) {
- return kv.first;
- }
- }
- return LLM_ARCH_UNKNOWN;
- }
- const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor) {
- return LLM_TENSOR_INFOS.at(tensor);
- }
|