/src/llama.cpp/src/llama-arch.cpp
Line | Count | Source |
1 | | #include "llama-arch.h" |
2 | | |
3 | | #include "llama-impl.h" |
4 | | |
5 | | #include <map> |
6 | | #include <set> |
7 | | |
8 | | static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = { |
9 | | { LLM_ARCH_CLIP, "clip" }, // dummy, only used by llama-quantize |
10 | | { LLM_ARCH_LLAMA, "llama" }, |
11 | | { LLM_ARCH_LLAMA4, "llama4" }, |
12 | | { LLM_ARCH_DECI, "deci" }, |
13 | | { LLM_ARCH_FALCON, "falcon" }, |
14 | | { LLM_ARCH_GROK, "grok" }, |
15 | | { LLM_ARCH_GPT2, "gpt2" }, |
16 | | { LLM_ARCH_GPTJ, "gptj" }, |
17 | | { LLM_ARCH_GPTNEOX, "gptneox" }, |
18 | | { LLM_ARCH_MPT, "mpt" }, |
19 | | { LLM_ARCH_BAICHUAN, "baichuan" }, |
20 | | { LLM_ARCH_STARCODER, "starcoder" }, |
21 | | { LLM_ARCH_REFACT, "refact" }, |
22 | | { LLM_ARCH_BERT, "bert" }, |
23 | | { LLM_ARCH_MODERN_BERT, "modern-bert" }, |
24 | | { LLM_ARCH_NOMIC_BERT, "nomic-bert" }, |
25 | | { LLM_ARCH_NOMIC_BERT_MOE, "nomic-bert-moe" }, |
26 | | { LLM_ARCH_NEO_BERT, "neo-bert" }, |
27 | | { LLM_ARCH_JINA_BERT_V2, "jina-bert-v2" }, |
28 | | { LLM_ARCH_JINA_BERT_V3, "jina-bert-v3" }, |
29 | | { LLM_ARCH_BLOOM, "bloom" }, |
30 | | { LLM_ARCH_STABLELM, "stablelm" }, |
31 | | { LLM_ARCH_QWEN, "qwen" }, |
32 | | { LLM_ARCH_QWEN2, "qwen2" }, |
33 | | { LLM_ARCH_QWEN2MOE, "qwen2moe" }, |
34 | | { LLM_ARCH_QWEN2VL, "qwen2vl" }, |
35 | | { LLM_ARCH_QWEN3, "qwen3" }, |
36 | | { LLM_ARCH_QWEN3MOE, "qwen3moe" }, |
37 | | { LLM_ARCH_QWEN3NEXT, "qwen3next" }, |
38 | | { LLM_ARCH_QWEN3VL, "qwen3vl" }, |
39 | | { LLM_ARCH_QWEN3VLMOE, "qwen3vlmoe" }, |
40 | | { LLM_ARCH_PHI2, "phi2" }, |
41 | | { LLM_ARCH_PHI3, "phi3" }, |
42 | | { LLM_ARCH_PHIMOE, "phimoe" }, |
43 | | { LLM_ARCH_PLAMO, "plamo" }, |
44 | | { LLM_ARCH_PLAMO2, "plamo2" }, |
45 | | { LLM_ARCH_PLAMO3, "plamo3" }, |
46 | | { LLM_ARCH_CODESHELL, "codeshell" }, |
47 | | { LLM_ARCH_ORION, "orion" }, |
48 | | { LLM_ARCH_INTERNLM2, "internlm2" }, |
49 | | { LLM_ARCH_MINICPM, "minicpm" }, |
50 | | { LLM_ARCH_MINICPM3, "minicpm3" }, |
51 | | { LLM_ARCH_GEMMA, "gemma" }, |
52 | | { LLM_ARCH_GEMMA2, "gemma2" }, |
53 | | { LLM_ARCH_GEMMA3, "gemma3" }, |
54 | | { LLM_ARCH_GEMMA3N, "gemma3n" }, |
55 | | { LLM_ARCH_GEMMA_EMBEDDING, "gemma-embedding" }, |
56 | | { LLM_ARCH_STARCODER2, "starcoder2" }, |
57 | | { LLM_ARCH_MAMBA, "mamba" }, |
58 | | { LLM_ARCH_MAMBA2, "mamba2" }, |
59 | | { LLM_ARCH_JAMBA, "jamba" }, |
60 | | { LLM_ARCH_FALCON_H1, "falcon-h1" }, |
61 | | { LLM_ARCH_XVERSE, "xverse" }, |
62 | | { LLM_ARCH_COMMAND_R, "command-r" }, |
63 | | { LLM_ARCH_COHERE2, "cohere2" }, |
64 | | { LLM_ARCH_DBRX, "dbrx" }, |
65 | | { LLM_ARCH_OLMO, "olmo" }, |
66 | | { LLM_ARCH_OLMO2, "olmo2" }, |
67 | | { LLM_ARCH_OLMOE, "olmoe" }, |
68 | | { LLM_ARCH_OPENELM, "openelm" }, |
69 | | { LLM_ARCH_ARCTIC, "arctic" }, |
70 | | { LLM_ARCH_DEEPSEEK, "deepseek" }, |
71 | | { LLM_ARCH_DEEPSEEK2, "deepseek2" }, |
72 | | { LLM_ARCH_CHATGLM, "chatglm" }, |
73 | | { LLM_ARCH_GLM4, "glm4" }, |
74 | | { LLM_ARCH_GLM4_MOE, "glm4moe" }, |
75 | | { LLM_ARCH_BITNET, "bitnet" }, |
76 | | { LLM_ARCH_T5, "t5" }, |
77 | | { LLM_ARCH_T5ENCODER, "t5encoder" }, |
78 | | { LLM_ARCH_JAIS, "jais" }, |
79 | | { LLM_ARCH_NEMOTRON, "nemotron" }, |
80 | | { LLM_ARCH_NEMOTRON_H, "nemotron_h" }, |
81 | | { LLM_ARCH_NEMOTRON_H_MOE, "nemotron_h_moe" }, |
82 | | { LLM_ARCH_EXAONE, "exaone" }, |
83 | | { LLM_ARCH_EXAONE4, "exaone4" }, |
84 | | { LLM_ARCH_RWKV6, "rwkv6" }, |
85 | | { LLM_ARCH_RWKV6QWEN2, "rwkv6qwen2" }, |
86 | | { LLM_ARCH_RWKV7, "rwkv7" }, |
87 | | { LLM_ARCH_ARWKV7, "arwkv7" }, |
88 | | { LLM_ARCH_GRANITE, "granite" }, |
89 | | { LLM_ARCH_GRANITE_MOE, "granitemoe" }, |
90 | | { LLM_ARCH_GRANITE_HYBRID, "granitehybrid" }, |
91 | | { LLM_ARCH_CHAMELEON, "chameleon" }, |
92 | | { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" }, |
93 | | { LLM_ARCH_PLM, "plm" }, |
94 | | { LLM_ARCH_BAILINGMOE, "bailingmoe" }, |
95 | | { LLM_ARCH_BAILINGMOE2, "bailingmoe2" }, |
96 | | { LLM_ARCH_DOTS1, "dots1" }, |
97 | | { LLM_ARCH_ARCEE, "arcee" }, |
98 | | { LLM_ARCH_AFMOE, "afmoe" }, |
99 | | { LLM_ARCH_ERNIE4_5, "ernie4_5" }, |
100 | | { LLM_ARCH_ERNIE4_5_MOE, "ernie4_5-moe" }, |
101 | | { LLM_ARCH_HUNYUAN_MOE, "hunyuan-moe" }, |
102 | | { LLM_ARCH_HUNYUAN_DENSE, "hunyuan-dense" }, |
103 | | { LLM_ARCH_SMOLLM3, "smollm3" }, |
104 | | { LLM_ARCH_OPENAI_MOE, "gpt-oss" }, |
105 | | { LLM_ARCH_LFM2, "lfm2" }, |
106 | | { LLM_ARCH_LFM2MOE, "lfm2moe" }, |
107 | | { LLM_ARCH_DREAM, "dream" }, |
108 | | { LLM_ARCH_SMALLTHINKER, "smallthinker" }, |
109 | | { LLM_ARCH_LLADA, "llada" }, |
110 | | { LLM_ARCH_LLADA_MOE, "llada-moe" }, |
111 | | { LLM_ARCH_SEED_OSS, "seed_oss" }, |
112 | | { LLM_ARCH_GROVEMOE, "grovemoe" }, |
113 | | { LLM_ARCH_APERTUS, "apertus" }, |
114 | | { LLM_ARCH_MINIMAX_M2, "minimax-m2" }, |
115 | | { LLM_ARCH_COGVLM, "cogvlm" }, |
116 | | { LLM_ARCH_RND1, "rnd1" }, |
117 | | { LLM_ARCH_PANGU_EMBED, "pangu-embedded" }, |
118 | | { LLM_ARCH_MISTRAL3, "mistral3" }, |
119 | | { LLM_ARCH_MIMO2, "mimo2" }, |
120 | | { LLM_ARCH_LLAMA_EMBED, "llama-embed" }, |
121 | | { LLM_ARCH_MAINCODER, "maincoder" }, |
122 | | { LLM_ARCH_UNKNOWN, "(unknown)" }, |
123 | | }; |
124 | | |
125 | | static const std::map<llm_kv, const char *> LLM_KV_NAMES = { |
126 | | { LLM_KV_GENERAL_TYPE, "general.type" }, |
127 | | { LLM_KV_GENERAL_ARCHITECTURE, "general.architecture" }, |
128 | | { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version" }, |
129 | | { LLM_KV_GENERAL_ALIGNMENT, "general.alignment" }, |
130 | | { LLM_KV_GENERAL_FILE_TYPE, "general.file_type" }, |
131 | | { LLM_KV_GENERAL_SAMPLING_SEQUENCE, "general.sampling.sequence" }, |
132 | | { LLM_KV_GENERAL_SAMPLING_TOP_K, "general.sampling.top_k" }, |
133 | | { LLM_KV_GENERAL_SAMPLING_TOP_P, "general.sampling.top_p" }, |
134 | | { LLM_KV_GENERAL_SAMPLING_MIN_P, "general.sampling.min_p" }, |
135 | | { LLM_KV_GENERAL_SAMPLING_XTC_PROBABILITY, "general.sampling.xtc_probability" }, |
136 | | { LLM_KV_GENERAL_SAMPLING_XTC_THRESHOLD, "general.sampling.xtc_threshold" }, |
137 | | { LLM_KV_GENERAL_SAMPLING_TEMP, "general.sampling.temp" }, |
138 | | { LLM_KV_GENERAL_SAMPLING_PENALTY_LAST_N, "general.sampling.penalty_last_n" }, |
139 | | { LLM_KV_GENERAL_SAMPLING_PENALTY_REPEAT, "general.sampling.penalty_repeat" }, |
140 | | { LLM_KV_GENERAL_SAMPLING_MIROSTAT, "general.sampling.mirostat" }, |
141 | | { LLM_KV_GENERAL_SAMPLING_MIROSTAT_TAU, "general.sampling.mirostat_tau" }, |
142 | | { LLM_KV_GENERAL_SAMPLING_MIROSTAT_ETA, "general.sampling.mirostat_eta" }, |
143 | | { LLM_KV_GENERAL_NAME, "general.name" }, |
144 | | { LLM_KV_GENERAL_AUTHOR, "general.author" }, |
145 | | { LLM_KV_GENERAL_VERSION, "general.version" }, |
146 | | { LLM_KV_GENERAL_URL, "general.url" }, |
147 | | { LLM_KV_GENERAL_DESCRIPTION, "general.description" }, |
148 | | { LLM_KV_GENERAL_LICENSE, "general.license" }, |
149 | | { LLM_KV_GENERAL_SOURCE_URL, "general.source.url" }, |
150 | | { LLM_KV_GENERAL_SOURCE_HF_REPO, "general.source.huggingface.repository" }, |
151 | | |
152 | | { LLM_KV_VOCAB_SIZE, "%s.vocab_size" }, |
153 | | { LLM_KV_CONTEXT_LENGTH, "%s.context_length" }, |
154 | | { LLM_KV_EMBEDDING_LENGTH, "%s.embedding_length" }, |
155 | | { LLM_KV_EMBEDDING_LENGTH_OUT, "%s.embedding_length_out" }, |
156 | | { LLM_KV_FEATURES_LENGTH, "%s.features_length" }, |
157 | | { LLM_KV_BLOCK_COUNT, "%s.block_count" }, |
158 | | { LLM_KV_LEADING_DENSE_BLOCK_COUNT, "%s.leading_dense_block_count" }, |
159 | | { LLM_KV_FEED_FORWARD_LENGTH, "%s.feed_forward_length" }, |
160 | | { LLM_KV_EXPERT_FEED_FORWARD_LENGTH, "%s.expert_feed_forward_length" }, |
161 | | { LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, "%s.expert_shared_feed_forward_length" }, |
162 | | { LLM_KV_EXPERT_CHUNK_FEED_FORWARD_LENGTH, "%s.expert_chunk_feed_forward_length" }, |
163 | | { LLM_KV_USE_PARALLEL_RESIDUAL, "%s.use_parallel_residual" }, |
164 | | { LLM_KV_TENSOR_DATA_LAYOUT, "%s.tensor_data_layout" }, |
165 | | { LLM_KV_EXPERT_COUNT, "%s.expert_count" }, |
166 | | { LLM_KV_EXPERT_USED_COUNT, "%s.expert_used_count" }, |
167 | | { LLM_KV_EXPERT_SHARED_COUNT, "%s.expert_shared_count" }, |
168 | | { LLM_KV_EXPERT_GROUP_COUNT, "%s.expert_group_count" }, |
169 | | { LLM_KV_EXPERT_GROUP_USED_COUNT, "%s.expert_group_used_count" }, |
170 | | { LLM_KV_EXPERT_WEIGHTS_SCALE, "%s.expert_weights_scale" }, |
171 | | { LLM_KV_EXPERT_WEIGHTS_NORM, "%s.expert_weights_norm" }, |
172 | | { LLM_KV_EXPERT_GATING_FUNC, "%s.expert_gating_func" }, |
173 | | { LLM_KV_EXPERT_GROUP_SCALE, "%s.expert_group_scale" }, |
174 | | { LLM_KV_EXPERTS_PER_GROUP, "%s.experts_per_group" }, |
175 | | { LLM_KV_MOE_EVERY_N_LAYERS, "%s.moe_every_n_layers" }, |
176 | | { LLM_KV_NEXTN_PREDICT_LAYERS, "%s.nextn_predict_layers" }, |
177 | | { LLM_KV_NUM_DEEPSTACK_LAYERS, "%s.n_deepstack_layers" }, |
178 | | { LLM_KV_POOLING_TYPE, "%s.pooling_type" }, |
179 | | { LLM_KV_LOGIT_SCALE, "%s.logit_scale" }, |
180 | | { LLM_KV_DECODER_START_TOKEN_ID, "%s.decoder_start_token_id" }, |
181 | | { LLM_KV_DECODER_BLOCK_COUNT, "%s.decoder_block_count" }, |
182 | | { LLM_KV_ATTN_LOGIT_SOFTCAPPING, "%s.attn_logit_softcapping" }, |
183 | | { LLM_KV_ROUTER_LOGIT_SOFTCAPPING, "%s.router_logit_softcapping" }, |
184 | | { LLM_KV_FINAL_LOGIT_SOFTCAPPING, "%s.final_logit_softcapping" }, |
185 | | { LLM_KV_SWIN_NORM, "%s.swin_norm" }, |
186 | | { LLM_KV_RESCALE_EVERY_N_LAYERS, "%s.rescale_every_n_layers" }, |
187 | | { LLM_KV_TIME_MIX_EXTRA_DIM, "%s.time_mix_extra_dim" }, |
188 | | { LLM_KV_TIME_DECAY_EXTRA_DIM, "%s.time_decay_extra_dim" }, |
189 | | { LLM_KV_RESIDUAL_SCALE, "%s.residual_scale" }, |
190 | | { LLM_KV_EMBEDDING_SCALE, "%s.embedding_scale" }, |
191 | | { LLM_KV_TOKEN_SHIFT_COUNT, "%s.token_shift_count" }, |
192 | | { LLM_KV_INTERLEAVE_MOE_LAYER_STEP, "%s.interleave_moe_layer_step" }, |
193 | | |
194 | | { LLM_KV_ATTENTION_HEAD_COUNT, "%s.attention.head_count" }, |
195 | | { LLM_KV_ATTENTION_HEAD_COUNT_KV, "%s.attention.head_count_kv" }, |
196 | | { LLM_KV_ATTENTION_MAX_ALIBI_BIAS, "%s.attention.max_alibi_bias" }, |
197 | | { LLM_KV_ATTENTION_CLAMP_KQV, "%s.attention.clamp_kqv" }, |
198 | | { LLM_KV_ATTENTION_KEY_LENGTH, "%s.attention.key_length" }, |
199 | | { LLM_KV_ATTENTION_VALUE_LENGTH, "%s.attention.value_length" }, |
200 | | { LLM_KV_ATTENTION_LAYERNORM_EPS, "%s.attention.layer_norm_epsilon" }, |
201 | | { LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, "%s.attention.layer_norm_rms_epsilon" }, |
202 | | { LLM_KV_ATTENTION_GROUPNORM_EPS, "%s.attention.group_norm_epsilon" }, |
203 | | { LLM_KV_ATTENTION_GROUPNORM_GROUPS, "%s.attention.group_norm_groups" }, |
204 | | { LLM_KV_ATTENTION_CAUSAL, "%s.attention.causal" }, |
205 | | { LLM_KV_ATTENTION_Q_LORA_RANK, "%s.attention.q_lora_rank" }, |
206 | | { LLM_KV_ATTENTION_KV_LORA_RANK, "%s.attention.kv_lora_rank" }, |
207 | | { LLM_KV_ATTENTION_DECAY_LORA_RANK, "%s.attention.decay_lora_rank" }, |
208 | | { LLM_KV_ATTENTION_ICLR_LORA_RANK, "%s.attention.iclr_lora_rank" }, |
209 | | { LLM_KV_ATTENTION_VALUE_RESIDUAL_MIX_LORA_RANK, "%s.attention.value_residual_mix_lora_rank" }, |
210 | | { LLM_KV_ATTENTION_GATE_LORA_RANK, "%s.attention.gate_lora_rank" }, |
211 | | { LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, "%s.attention.relative_buckets_count" }, |
212 | | { LLM_KV_ATTENTION_SLIDING_WINDOW, "%s.attention.sliding_window" }, |
213 | | { LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, "%s.attention.sliding_window_pattern" }, |
214 | | { LLM_KV_ATTENTION_SCALE, "%s.attention.scale" }, |
215 | | { LLM_KV_ATTENTION_OUTPUT_SCALE, "%s.attention.output_scale" }, |
216 | | { LLM_KV_ATTENTION_TEMPERATURE_LENGTH, "%s.attention.temperature_length" }, |
217 | | { LLM_KV_ATTENTION_TEMPERATURE_SCALE, "%s.attention.temperature_scale" }, |
218 | | { LLM_KV_ATTENTION_KEY_LENGTH_MLA, "%s.attention.key_length_mla" }, |
219 | | { LLM_KV_ATTENTION_VALUE_LENGTH_MLA, "%s.attention.value_length_mla" }, |
220 | | |
221 | | { LLM_KV_ROPE_DIMENSION_COUNT, "%s.rope.dimension_count" }, |
222 | | { LLM_KV_ROPE_DIMENSION_SECTIONS, "%s.rope.dimension_sections" }, |
223 | | { LLM_KV_ROPE_FREQ_BASE, "%s.rope.freq_base" }, |
224 | | { LLM_KV_ROPE_FREQ_BASE_SWA, "%s.rope.freq_base_swa" }, |
225 | | { LLM_KV_ROPE_SCALE_LINEAR, "%s.rope.scale_linear" }, |
226 | | { LLM_KV_ROPE_SCALING_TYPE, "%s.rope.scaling.type" }, |
227 | | { LLM_KV_ROPE_SCALING_FACTOR, "%s.rope.scaling.factor" }, |
228 | | { LLM_KV_ROPE_SCALING_ATTN_FACTOR, "%s.rope.scaling.attn_factor" }, |
229 | | { LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, "%s.rope.scaling.original_context_length" }, |
230 | | { LLM_KV_ROPE_SCALING_FINETUNED, "%s.rope.scaling.finetuned" }, |
231 | | { LLM_KV_ROPE_SCALING_YARN_LOG_MUL, "%s.rope.scaling.yarn_log_multiplier" }, |
232 | | { LLM_KV_ROPE_SCALING_YARN_EXT_FACTOR, "%s.rope.scaling.yarn_ext_factor" }, |
233 | | { LLM_KV_ROPE_SCALING_YARN_ATTN_FACTOR, "%s.rope.scaling.yarn_attn_factor" }, |
234 | | { LLM_KV_ROPE_SCALING_YARN_BETA_FAST, "%s.rope.scaling.yarn_beta_fast" }, |
235 | | { LLM_KV_ROPE_SCALING_YARN_BETA_SLOW, "%s.rope.scaling.yarn_beta_slow" }, |
236 | | |
237 | | { LLM_KV_SPLIT_NO, "split.no" }, |
238 | | { LLM_KV_SPLIT_COUNT, "split.count" }, |
239 | | { LLM_KV_SPLIT_TENSORS_COUNT, "split.tensors.count" }, |
240 | | |
241 | | { LLM_KV_SSM_CONV_KERNEL, "%s.ssm.conv_kernel" }, |
242 | | { LLM_KV_SSM_INNER_SIZE, "%s.ssm.inner_size" }, |
243 | | { LLM_KV_SSM_STATE_SIZE, "%s.ssm.state_size" }, |
244 | | { LLM_KV_SSM_TIME_STEP_RANK, "%s.ssm.time_step_rank" }, |
245 | | { LLM_KV_SSM_GROUP_COUNT, "%s.ssm.group_count" }, |
246 | | { LLM_KV_SSM_DT_B_C_RMS, "%s.ssm.dt_b_c_rms" }, |
247 | | |
248 | | { LLM_KV_WKV_HEAD_SIZE, "%s.wkv.head_size" }, |
249 | | |
250 | | { LLM_KV_POSNET_EMBEDDING_LENGTH, "%s.posnet.embedding_length" }, |
251 | | { LLM_KV_POSNET_BLOCK_COUNT, "%s.posnet.block_count" }, |
252 | | |
253 | | { LLM_KV_CONVNEXT_EMBEDDING_LENGTH, "%s.convnext.embedding_length" }, |
254 | | { LLM_KV_CONVNEXT_BLOCK_COUNT, "%s.convnext.block_count" }, |
255 | | |
256 | | { LLM_KV_CLASSIFIER_OUTPUT_LABELS, "%s.classifier.output_labels" }, |
257 | | |
258 | | { LLM_KV_SHORTCONV_L_CACHE, "%s.shortconv.l_cache" }, |
259 | | // sentence-transformers dense modules feature dims |
260 | | { LLM_KV_DENSE_2_FEAT_IN, "%s.dense_2_feat_in" }, |
261 | | { LLM_KV_DENSE_2_FEAT_OUT, "%s.dense_2_feat_out" }, |
262 | | { LLM_KV_DENSE_3_FEAT_IN, "%s.dense_3_feat_in" }, |
263 | | { LLM_KV_DENSE_3_FEAT_OUT, "%s.dense_3_feat_out" }, |
264 | | |
265 | | { LLM_KV_TOKENIZER_MODEL, "tokenizer.ggml.model" }, |
266 | | { LLM_KV_TOKENIZER_PRE, "tokenizer.ggml.pre" }, |
267 | | { LLM_KV_TOKENIZER_LIST, "tokenizer.ggml.tokens" }, |
268 | | { LLM_KV_TOKENIZER_TOKEN_TYPE, "tokenizer.ggml.token_type" }, |
269 | | { LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT, "tokenizer.ggml.token_type_count" }, |
270 | | { LLM_KV_TOKENIZER_SCORES, "tokenizer.ggml.scores" }, |
271 | | { LLM_KV_TOKENIZER_MERGES, "tokenizer.ggml.merges" }, |
272 | | { LLM_KV_TOKENIZER_BOS_ID, "tokenizer.ggml.bos_token_id" }, |
273 | | { LLM_KV_TOKENIZER_EOS_ID, "tokenizer.ggml.eos_token_id" }, |
274 | | { LLM_KV_TOKENIZER_EOT_ID, "tokenizer.ggml.eot_token_id" }, |
275 | | { LLM_KV_TOKENIZER_EOM_ID, "tokenizer.ggml.eom_token_id" }, |
276 | | { LLM_KV_TOKENIZER_UNK_ID, "tokenizer.ggml.unknown_token_id" }, |
277 | | { LLM_KV_TOKENIZER_SEP_ID, "tokenizer.ggml.seperator_token_id" }, |
278 | | { LLM_KV_TOKENIZER_PAD_ID, "tokenizer.ggml.padding_token_id" }, |
279 | | { LLM_KV_TOKENIZER_CLS_ID, "tokenizer.ggml.cls_token_id" }, |
280 | | { LLM_KV_TOKENIZER_MASK_ID, "tokenizer.ggml.mask_token_id" }, |
281 | | { LLM_KV_TOKENIZER_ADD_BOS, "tokenizer.ggml.add_bos_token" }, |
282 | | { LLM_KV_TOKENIZER_ADD_EOS, "tokenizer.ggml.add_eos_token" }, |
283 | | { LLM_KV_TOKENIZER_ADD_SEP, "tokenizer.ggml.add_sep_token" }, |
284 | | { LLM_KV_TOKENIZER_ADD_PREFIX, "tokenizer.ggml.add_space_prefix" }, |
285 | | { LLM_KV_TOKENIZER_REMOVE_EXTRA_WS, "tokenizer.ggml.remove_extra_whitespaces" }, |
286 | | { LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP, "tokenizer.ggml.precompiled_charsmap" }, |
287 | | { LLM_KV_TOKENIZER_HF_JSON, "tokenizer.huggingface.json" }, |
288 | | { LLM_KV_TOKENIZER_RWKV, "tokenizer.rwkv.world" }, |
289 | | { LLM_KV_TOKENIZER_CHAT_TEMPLATE, "tokenizer.chat_template" }, |
290 | | { LLM_KV_TOKENIZER_FIM_PRE_ID, "tokenizer.ggml.fim_pre_token_id" }, |
291 | | { LLM_KV_TOKENIZER_FIM_SUF_ID, "tokenizer.ggml.fim_suf_token_id" }, |
292 | | { LLM_KV_TOKENIZER_FIM_MID_ID, "tokenizer.ggml.fim_mid_token_id" }, |
293 | | { LLM_KV_TOKENIZER_FIM_PAD_ID, "tokenizer.ggml.fim_pad_token_id" }, |
294 | | { LLM_KV_TOKENIZER_FIM_REP_ID, "tokenizer.ggml.fim_rep_token_id" }, |
295 | | { LLM_KV_TOKENIZER_FIM_SEP_ID, "tokenizer.ggml.fim_sep_token_id" }, |
296 | | |
297 | | { LLM_KV_ADAPTER_TYPE, "adapter.type" }, |
298 | | { LLM_KV_ADAPTER_LORA_ALPHA, "adapter.lora.alpha" }, |
299 | | { LLM_KV_ADAPTER_LORA_TASK_NAME, "adapter.lora.task_name" }, |
300 | | { LLM_KV_ADAPTER_LORA_PROMPT_PREFIX, "adapter.lora.prompt_prefix" }, |
301 | | { LLM_KV_ADAPTER_ALORA_INVOCATION_TOKENS, "adapter.alora.invocation_tokens" }, |
302 | | |
303 | | { LLM_KV_XIELU_ALPHA_N, "xielu.alpha_n" }, |
304 | | { LLM_KV_XIELU_ALPHA_P, "xielu.alpha_p" }, |
305 | | { LLM_KV_XIELU_BETA, "xielu.beta" }, |
306 | | { LLM_KV_XIELU_EPS, "xielu.eps" }, |
307 | | |
308 | | // deprecated |
309 | | { LLM_KV_TOKENIZER_PREFIX_ID, "tokenizer.ggml.prefix_token_id" }, |
310 | | { LLM_KV_TOKENIZER_SUFFIX_ID, "tokenizer.ggml.suffix_token_id" }, |
311 | | { LLM_KV_TOKENIZER_MIDDLE_ID, "tokenizer.ggml.middle_token_id" }, |
312 | | }; |
313 | | |
314 | | static const std::map<llm_tensor, const char *> LLM_TENSOR_NAMES = { |
315 | | { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, |
316 | | { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, |
317 | | { LLM_TENSOR_OUTPUT_NORM_LFM2, "token_embd_norm" }, // fix for wrong tensor name |
318 | | { LLM_TENSOR_OUTPUT, "output" }, |
319 | | { LLM_TENSOR_ROPE_FREQS, "rope_freqs" }, |
320 | | { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, |
321 | | { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, |
322 | | { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, |
323 | | { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, |
324 | | { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, |
325 | | { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" }, |
326 | | { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, |
327 | | { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, |
328 | | { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, |
329 | | { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, |
330 | | { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, |
331 | | { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" }, |
332 | | { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" }, |
333 | | { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" }, |
334 | | { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, |
335 | | { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, |
336 | | { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, |
337 | | { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" }, |
338 | | { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" }, |
339 | | { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, |
340 | | { LLM_TENSOR_ATTN_GATE, "blk.%d.attn_gate" }, |
341 | | { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" }, |
342 | | { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, |
343 | | { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, |
344 | | { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, |
345 | | { LLM_TENSOR_FFN_EXP_PROBS_B, "blk.%d.exp_probs_b" }, |
346 | | { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" }, |
347 | | { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" }, |
348 | | { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" }, |
349 | | { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" }, |
350 | | { LLM_TENSOR_POS_EMBD, "position_embd" }, |
351 | | { LLM_TENSOR_FFN_ACT, "blk.%d.ffn.act" }, |
352 | | { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" }, |
353 | | { LLM_TENSOR_TOKEN_TYPES, "token_types" }, |
354 | | { LLM_TENSOR_CLS, "cls" }, |
355 | | { LLM_TENSOR_CLS_OUT, "cls.output" }, |
356 | | { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" }, |
357 | | { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" }, |
358 | | { LLM_TENSOR_SSM_A_NOSCAN, "blk.%d.ssm_a" }, |
359 | | { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" }, |
360 | | { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" }, |
361 | | { LLM_TENSOR_SSM_BETA_ALPHA, "blk.%d.ssm_ba" }, |
362 | | { LLM_TENSOR_SSM_IN, "blk.%d.ssm_in" }, |
363 | | { LLM_TENSOR_SSM_NORM, "blk.%d.ssm_norm" }, |
364 | | { LLM_TENSOR_SSM_OUT, "blk.%d.ssm_out" }, |
365 | | { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" }, |
366 | | { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" }, |
367 | | { LLM_TENSOR_SSM_X, "blk.%d.ssm_x" }, |
368 | | { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" }, |
369 | | { LLM_TENSOR_SSM_D, "blk.%d.ssm_d" }, |
370 | | { LLM_TENSOR_SSM_DT_NORM, "blk.%d.ssm_dt_norm" }, |
371 | | { LLM_TENSOR_SSM_B_NORM, "blk.%d.ssm_b_norm" }, |
372 | | { LLM_TENSOR_SSM_C_NORM, "blk.%d.ssm_c_norm" }, |
373 | | { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" }, |
374 | | { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" }, |
375 | | { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" }, |
376 | | { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" }, |
377 | | { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" }, |
378 | | { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" }, |
379 | | { LLM_TENSOR_PER_LAYER_TOKEN_EMBD, "per_layer_token_embd" }, |
380 | | { LLM_TENSOR_PER_LAYER_MODEL_PROJ, "per_layer_model_proj" }, |
381 | | { LLM_TENSOR_PER_LAYER_PROJ_NORM, "per_layer_proj_norm" }, |
382 | | { LLM_TENSOR_ALTUP_UNEMBD_PROJ, "altup_unembd_proj" }, |
383 | | { LLM_TENSOR_ALTUP_PROJ, "altup_proj" }, |
384 | | { LLM_TENSOR_PER_LAYER_INP_GATE, "blk.%d.inp_gate" }, |
385 | | { LLM_TENSOR_PER_LAYER_PROJ, "blk.%d.proj" }, |
386 | | { LLM_TENSOR_PER_LAYER_POST_NORM, "blk.%d.post_norm" }, |
387 | | { LLM_TENSOR_ALTUP_CORRECT_COEF, "blk.%d.altup_correct_coef" }, |
388 | | { LLM_TENSOR_ALTUP_CORRECT_SCALE, "blk.%d.altup_correct_scale" }, |
389 | | { LLM_TENSOR_ALTUP_PREDICT_COEF, "blk.%d.altup_predict_coef" }, |
390 | | { LLM_TENSOR_ALTUP_ROUTER, "blk.%d.altup_router" }, |
391 | | { LLM_TENSOR_ALTUP_ROUTER_NORM, "blk.%d.altup_router_norm" }, |
392 | | { LLM_TENSOR_LAUREL_L, "blk.%d.laurel_l" }, |
393 | | { LLM_TENSOR_LAUREL_R, "blk.%d.laurel_r" }, |
394 | | { LLM_TENSOR_LAUREL_POST_NORM, "blk.%d.laurel_post_norm" }, |
395 | | { LLM_TENSOR_DENSE_2_OUT, "dense_2" }, |
396 | | { LLM_TENSOR_DENSE_3_OUT, "dense_3" }, |
397 | | { LLM_TENSOR_FFN_NORM_EXPS, "blk.%d.ffn_norm_exps" }, |
398 | | { LLM_TENSOR_ATTN_K_B, "blk.%d.attn_k_b" }, |
399 | | { LLM_TENSOR_ATTN_V_B, "blk.%d.attn_v_b" }, |
400 | | { LLM_TENSOR_NEXTN_EH_PROJ, "blk.%d.nextn.eh_proj" }, |
401 | | { LLM_TENSOR_NEXTN_EMBED_TOKENS, "blk.%d.nextn.embed_tokens" }, |
402 | | { LLM_TENSOR_NEXTN_ENORM, "blk.%d.nextn.enorm" }, |
403 | | { LLM_TENSOR_NEXTN_HNORM, "blk.%d.nextn.hnorm" }, |
404 | | { LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, "blk.%d.nextn.shared_head_head" }, |
405 | | { LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, "blk.%d.nextn.shared_head_norm" }, |
406 | | { LLM_TENSOR_ATTN_SUB_NORM, "blk.%d.attn_sub_norm" }, |
407 | | { LLM_TENSOR_FFN_SUB_NORM, "blk.%d.ffn_sub_norm" }, |
408 | | { LLM_TENSOR_DEC_OUTPUT_NORM, "dec.output_norm" }, |
409 | | { LLM_TENSOR_DEC_ATTN_NORM, "dec.blk.%d.attn_norm" }, |
410 | | { LLM_TENSOR_DEC_ATTN_Q, "dec.blk.%d.attn_q" }, |
411 | | { LLM_TENSOR_DEC_ATTN_K, "dec.blk.%d.attn_k" }, |
412 | | { LLM_TENSOR_DEC_ATTN_V, "dec.blk.%d.attn_v" }, |
413 | | { LLM_TENSOR_DEC_ATTN_OUT, "dec.blk.%d.attn_o" }, |
414 | | { LLM_TENSOR_DEC_ATTN_REL_B, "dec.blk.%d.attn_rel_b" }, |
415 | | { LLM_TENSOR_DEC_CROSS_ATTN_NORM, "dec.blk.%d.cross_attn_norm" }, |
416 | | { LLM_TENSOR_DEC_CROSS_ATTN_Q, "dec.blk.%d.cross_attn_q" }, |
417 | | { LLM_TENSOR_DEC_CROSS_ATTN_K, "dec.blk.%d.cross_attn_k" }, |
418 | | { LLM_TENSOR_DEC_CROSS_ATTN_V, "dec.blk.%d.cross_attn_v" }, |
419 | | { LLM_TENSOR_DEC_CROSS_ATTN_OUT, "dec.blk.%d.cross_attn_o" }, |
420 | | { LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "dec.blk.%d.cross_attn_rel_b" }, |
421 | | { LLM_TENSOR_DEC_FFN_NORM, "dec.blk.%d.ffn_norm" }, |
422 | | { LLM_TENSOR_DEC_FFN_GATE, "dec.blk.%d.ffn_gate" }, |
423 | | { LLM_TENSOR_DEC_FFN_DOWN, "dec.blk.%d.ffn_down" }, |
424 | | { LLM_TENSOR_DEC_FFN_UP, "dec.blk.%d.ffn_up" }, |
425 | | { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" }, |
426 | | { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" }, |
427 | | { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" }, |
428 | | { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" }, |
429 | | { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" }, |
430 | | { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" }, |
431 | | { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" }, |
432 | | { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" }, |
433 | | { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" }, |
434 | | { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" }, |
435 | | { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" }, |
436 | | { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" }, |
437 | | { LLM_TENSOR_TIME_MIX_LERP_X, "blk.%d.time_mix_lerp_x" }, |
438 | | { LLM_TENSOR_TIME_MIX_LERP_W, "blk.%d.time_mix_lerp_w" }, |
439 | | { LLM_TENSOR_TIME_MIX_LERP_K, "blk.%d.time_mix_lerp_k" }, |
440 | | { LLM_TENSOR_TIME_MIX_LERP_V, "blk.%d.time_mix_lerp_v" }, |
441 | | { LLM_TENSOR_TIME_MIX_LERP_R, "blk.%d.time_mix_lerp_r" }, |
442 | | { LLM_TENSOR_TIME_MIX_LERP_G, "blk.%d.time_mix_lerp_g" }, |
443 | | { LLM_TENSOR_TIME_MIX_LERP_FUSED, "blk.%d.time_mix_lerp_fused" }, |
444 | | { LLM_TENSOR_TIME_MIX_FIRST, "blk.%d.time_mix_first" }, |
445 | | { LLM_TENSOR_TIME_MIX_DECAY, "blk.%d.time_mix_decay" }, |
446 | | { LLM_TENSOR_TIME_MIX_DECAY_W1, "blk.%d.time_mix_decay_w1" }, |
447 | | { LLM_TENSOR_TIME_MIX_DECAY_W2, "blk.%d.time_mix_decay_w2" }, |
448 | | { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" }, |
449 | | { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" }, |
450 | | { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" }, |
451 | | { LLM_TENSOR_TIME_MIX_GATE, "blk.%d.time_mix_gate" }, |
452 | | { LLM_TENSOR_TIME_MIX_LN, "blk.%d.time_mix_ln" }, |
453 | | { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" }, |
454 | | { LLM_TENSOR_CHANNEL_MIX_LERP_K, "blk.%d.channel_mix_lerp_k" }, |
455 | | { LLM_TENSOR_CHANNEL_MIX_LERP_R, "blk.%d.channel_mix_lerp_r" }, |
456 | | { LLM_TENSOR_CHANNEL_MIX_KEY, "blk.%d.channel_mix_key" }, |
457 | | { LLM_TENSOR_CHANNEL_MIX_VALUE, "blk.%d.channel_mix_value" }, |
458 | | { LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, "blk.%d.channel_mix_receptance" }, |
459 | | { LLM_TENSOR_TIME_MIX_W0, "blk.%d.time_mix_w0" }, |
460 | | { LLM_TENSOR_TIME_MIX_A0, "blk.%d.time_mix_a0" }, |
461 | | { LLM_TENSOR_TIME_MIX_A1, "blk.%d.time_mix_a1" }, |
462 | | { LLM_TENSOR_TIME_MIX_A2, "blk.%d.time_mix_a2" }, |
463 | | { LLM_TENSOR_TIME_MIX_V0, "blk.%d.time_mix_v0" }, |
464 | | { LLM_TENSOR_TIME_MIX_V1, "blk.%d.time_mix_v1" }, |
465 | | { LLM_TENSOR_TIME_MIX_V2, "blk.%d.time_mix_v2" }, |
466 | | { LLM_TENSOR_TIME_MIX_G1, "blk.%d.time_mix_g1" }, |
467 | | { LLM_TENSOR_TIME_MIX_G2, "blk.%d.time_mix_g2" }, |
468 | | { LLM_TENSOR_TIME_MIX_K_K, "blk.%d.time_mix_k_k" }, |
469 | | { LLM_TENSOR_TIME_MIX_K_A, "blk.%d.time_mix_k_a" }, |
470 | | { LLM_TENSOR_TIME_MIX_R_K, "blk.%d.time_mix_r_k" }, |
471 | | { LLM_TENSOR_CONV1D, "conv1d" }, |
472 | | { LLM_TENSOR_CONVNEXT_DW, "convnext.%d.dw" }, |
473 | | { LLM_TENSOR_CONVNEXT_NORM, "convnext.%d.norm" }, |
474 | | { LLM_TENSOR_CONVNEXT_PW1, "convnext.%d.pw1" }, |
475 | | { LLM_TENSOR_CONVNEXT_PW2, "convnext.%d.pw2" }, |
476 | | { LLM_TENSOR_CONVNEXT_GAMMA, "convnext.%d.gamma" }, |
477 | | { LLM_TENSOR_POS_NET_CONV1, "posnet.%d.conv1" }, |
478 | | { LLM_TENSOR_POS_NET_CONV2, "posnet.%d.conv2" }, |
479 | | { LLM_TENSOR_POS_NET_NORM, "posnet.%d.norm" }, |
480 | | { LLM_TENSOR_POS_NET_NORM1, "posnet.%d.norm1" }, |
481 | | { LLM_TENSOR_POS_NET_NORM2, "posnet.%d.norm2" }, |
482 | | { LLM_TENSOR_POS_NET_ATTN_NORM, "posnet.%d.attn_norm" }, |
483 | | { LLM_TENSOR_POS_NET_ATTN_Q, "posnet.%d.attn_q" }, |
484 | | { LLM_TENSOR_POS_NET_ATTN_K, "posnet.%d.attn_k" }, |
485 | | { LLM_TENSOR_POS_NET_ATTN_V, "posnet.%d.attn_v" }, |
486 | | { LLM_TENSOR_POS_NET_ATTN_OUT, "posnet.%d.attn_output" }, |
487 | | { LLM_TENSOR_ATTN_SINKS, "blk.%d.attn_sinks" }, |
488 | | { LLM_TENSOR_SHORTCONV_CONV, "blk.%d.shortconv.conv" }, |
489 | | { LLM_TENSOR_SHORTCONV_INPROJ, "blk.%d.shortconv.in_proj" }, |
490 | | { LLM_TENSOR_SHORTCONV_OUTPROJ, "blk.%d.shortconv.out_proj" }, |
491 | | { LLM_TENSOR_FFN_GATE_CHEXPS, "blk.%d.ffn_gate_chexps" }, |
492 | | { LLM_TENSOR_FFN_DOWN_CHEXPS, "blk.%d.ffn_down_chexps" }, |
493 | | { LLM_TENSOR_FFN_UP_CHEXPS, "blk.%d.ffn_up_chexps" }, |
494 | | { LLM_TENSOR_VISEXP_ATTN_QKV, "blk.%d.vis_attn_qkv" }, |
495 | | { LLM_TENSOR_VISEXP_ATTN_OUT, "blk.%d.vis_attn_output" }, |
496 | | { LLM_TENSOR_VISEXP_FFN_GATE, "blk.%d.vis_gate" }, |
497 | | { LLM_TENSOR_VISEXP_FFN_DOWN, "blk.%d.vis_down" }, |
498 | | { LLM_TENSOR_VISEXP_FFN_UP, "blk.%d.vis_up" }, |
499 | | }; |
500 | | |
501 | 0 | static std::set<llm_tensor> llm_get_tensor_names(llm_arch arch) { |
502 | 0 | switch (arch) { |
503 | 0 | case LLM_ARCH_CLIP: |
504 | 0 | return {}; |
505 | 0 | case LLM_ARCH_LLAMA: |
506 | 0 | case LLM_ARCH_DECI: |
507 | 0 | case LLM_ARCH_MISTRAL3: |
508 | 0 | case LLM_ARCH_LLAMA_EMBED: |
509 | 0 | return { |
510 | 0 | LLM_TENSOR_TOKEN_EMBD, |
511 | 0 | LLM_TENSOR_OUTPUT_NORM, |
512 | 0 | LLM_TENSOR_OUTPUT, |
513 | 0 | LLM_TENSOR_ROPE_FREQS, |
514 | 0 | LLM_TENSOR_ATTN_NORM, |
515 | 0 | LLM_TENSOR_ATTN_Q, |
516 | 0 | LLM_TENSOR_ATTN_K, |
517 | 0 | LLM_TENSOR_ATTN_V, |
518 | 0 | LLM_TENSOR_ATTN_OUT, |
519 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
520 | 0 | LLM_TENSOR_FFN_GATE_INP, |
521 | 0 | LLM_TENSOR_FFN_NORM, |
522 | 0 | LLM_TENSOR_FFN_GATE, |
523 | 0 | LLM_TENSOR_FFN_DOWN, |
524 | 0 | LLM_TENSOR_FFN_UP, |
525 | 0 | LLM_TENSOR_FFN_GATE_EXP, |
526 | 0 | LLM_TENSOR_FFN_DOWN_EXP, |
527 | 0 | LLM_TENSOR_FFN_UP_EXP, |
528 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
529 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
530 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
531 | 0 | }; |
532 | 0 | case LLM_ARCH_ARCEE: |
533 | 0 | case LLM_ARCH_STARCODER2: |
534 | 0 | case LLM_ARCH_NEMOTRON: |
535 | 0 | return { |
536 | 0 | LLM_TENSOR_TOKEN_EMBD, |
537 | 0 | LLM_TENSOR_OUTPUT_NORM, |
538 | 0 | LLM_TENSOR_OUTPUT, |
539 | 0 | LLM_TENSOR_ROPE_FREQS, |
540 | 0 | LLM_TENSOR_ATTN_NORM, |
541 | 0 | LLM_TENSOR_ATTN_Q, |
542 | 0 | LLM_TENSOR_ATTN_K, |
543 | 0 | LLM_TENSOR_ATTN_V, |
544 | 0 | LLM_TENSOR_ATTN_OUT, |
545 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
546 | 0 | LLM_TENSOR_FFN_NORM, |
547 | 0 | LLM_TENSOR_FFN_DOWN, |
548 | 0 | LLM_TENSOR_FFN_UP, |
549 | 0 | }; |
550 | 0 | case LLM_ARCH_AFMOE: |
551 | 0 | return { |
552 | 0 | LLM_TENSOR_TOKEN_EMBD, |
553 | 0 | LLM_TENSOR_OUTPUT_NORM, |
554 | 0 | LLM_TENSOR_OUTPUT, |
555 | 0 | LLM_TENSOR_ATTN_NORM, |
556 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
557 | 0 | LLM_TENSOR_ATTN_Q, |
558 | 0 | LLM_TENSOR_ATTN_K, |
559 | 0 | LLM_TENSOR_ATTN_V, |
560 | 0 | LLM_TENSOR_ATTN_OUT, |
561 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
562 | 0 | LLM_TENSOR_ATTN_K_NORM, |
563 | 0 | LLM_TENSOR_ATTN_GATE, |
564 | 0 | LLM_TENSOR_FFN_NORM, |
565 | 0 | LLM_TENSOR_FFN_POST_NORM, |
566 | 0 | LLM_TENSOR_FFN_GATE_INP, |
567 | 0 | LLM_TENSOR_FFN_GATE, |
568 | 0 | LLM_TENSOR_FFN_DOWN, |
569 | 0 | LLM_TENSOR_FFN_UP, |
570 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
571 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
572 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
573 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
574 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
575 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
576 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
577 | 0 | }; |
578 | 0 | case LLM_ARCH_LLAMA4: |
579 | 0 | return { |
580 | 0 | LLM_TENSOR_TOKEN_EMBD, |
581 | 0 | LLM_TENSOR_OUTPUT_NORM, |
582 | 0 | LLM_TENSOR_OUTPUT, |
583 | 0 | LLM_TENSOR_ROPE_FREQS, |
584 | 0 | LLM_TENSOR_ATTN_NORM, |
585 | 0 | LLM_TENSOR_ATTN_Q, |
586 | 0 | LLM_TENSOR_ATTN_K, |
587 | 0 | LLM_TENSOR_ATTN_V, |
588 | 0 | LLM_TENSOR_ATTN_OUT, |
589 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
590 | 0 | LLM_TENSOR_FFN_GATE_INP, |
591 | 0 | LLM_TENSOR_FFN_NORM, |
592 | 0 | LLM_TENSOR_FFN_GATE, |
593 | 0 | LLM_TENSOR_FFN_DOWN, |
594 | 0 | LLM_TENSOR_FFN_UP, |
595 | 0 | LLM_TENSOR_FFN_GATE_EXP, |
596 | 0 | LLM_TENSOR_FFN_DOWN_EXP, |
597 | 0 | LLM_TENSOR_FFN_UP_EXP, |
598 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
599 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
600 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
601 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
602 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
603 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
604 | 0 | }; |
605 | 0 | case LLM_ARCH_BAICHUAN: |
606 | 0 | case LLM_ARCH_ORION: |
607 | 0 | case LLM_ARCH_XVERSE: |
608 | 0 | case LLM_ARCH_EXAONE: |
609 | 0 | return { |
610 | 0 | LLM_TENSOR_TOKEN_EMBD, |
611 | 0 | LLM_TENSOR_OUTPUT_NORM, |
612 | 0 | LLM_TENSOR_OUTPUT, |
613 | 0 | LLM_TENSOR_ROPE_FREQS, |
614 | 0 | LLM_TENSOR_ATTN_NORM, |
615 | 0 | LLM_TENSOR_ATTN_Q, |
616 | 0 | LLM_TENSOR_ATTN_K, |
617 | 0 | LLM_TENSOR_ATTN_V, |
618 | 0 | LLM_TENSOR_ATTN_OUT, |
619 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
620 | 0 | LLM_TENSOR_FFN_NORM, |
621 | 0 | LLM_TENSOR_FFN_GATE, |
622 | 0 | LLM_TENSOR_FFN_DOWN, |
623 | 0 | LLM_TENSOR_FFN_UP, |
624 | 0 | }; |
625 | 0 | case LLM_ARCH_FALCON: |
626 | 0 | return { |
627 | 0 | LLM_TENSOR_TOKEN_EMBD, |
628 | 0 | LLM_TENSOR_OUTPUT_NORM, |
629 | 0 | LLM_TENSOR_OUTPUT, |
630 | 0 | LLM_TENSOR_ATTN_NORM, |
631 | 0 | LLM_TENSOR_ATTN_NORM_2, |
632 | 0 | LLM_TENSOR_ATTN_QKV, |
633 | 0 | LLM_TENSOR_ATTN_OUT, |
634 | 0 | LLM_TENSOR_FFN_DOWN, |
635 | 0 | LLM_TENSOR_FFN_UP, |
636 | 0 | }; |
637 | 0 | case LLM_ARCH_GROK: |
638 | 0 | return { |
639 | 0 | LLM_TENSOR_TOKEN_EMBD, |
640 | 0 | LLM_TENSOR_OUTPUT_NORM, |
641 | 0 | LLM_TENSOR_OUTPUT, |
642 | 0 | LLM_TENSOR_ROPE_FREQS, |
643 | 0 | LLM_TENSOR_ATTN_NORM, |
644 | 0 | LLM_TENSOR_ATTN_Q, |
645 | 0 | LLM_TENSOR_ATTN_K, |
646 | 0 | LLM_TENSOR_ATTN_V, |
647 | 0 | LLM_TENSOR_ATTN_OUT, |
648 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
649 | 0 | LLM_TENSOR_FFN_GATE_INP, |
650 | 0 | LLM_TENSOR_FFN_NORM, |
651 | 0 | LLM_TENSOR_FFN_GATE, |
652 | 0 | LLM_TENSOR_FFN_DOWN, |
653 | 0 | LLM_TENSOR_FFN_UP, |
654 | 0 | LLM_TENSOR_FFN_GATE_EXP, |
655 | 0 | LLM_TENSOR_FFN_DOWN_EXP, |
656 | 0 | LLM_TENSOR_FFN_UP_EXP, |
657 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
658 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
659 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
660 | 0 | LLM_TENSOR_FFN_POST_NORM, |
661 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
662 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
663 | 0 | }; |
664 | 0 | case LLM_ARCH_GPT2: |
665 | 0 | case LLM_ARCH_STARCODER: |
666 | 0 | return { |
667 | 0 | LLM_TENSOR_TOKEN_EMBD, |
668 | 0 | LLM_TENSOR_POS_EMBD, |
669 | 0 | LLM_TENSOR_OUTPUT_NORM, |
670 | 0 | LLM_TENSOR_OUTPUT, |
671 | 0 | LLM_TENSOR_ATTN_NORM, |
672 | 0 | LLM_TENSOR_ATTN_QKV, |
673 | 0 | LLM_TENSOR_ATTN_OUT, |
674 | 0 | LLM_TENSOR_FFN_NORM, |
675 | 0 | LLM_TENSOR_FFN_UP, |
676 | 0 | LLM_TENSOR_FFN_DOWN, |
677 | 0 | }; |
678 | 0 | case LLM_ARCH_GPTNEOX: |
679 | 0 | return { |
680 | 0 | LLM_TENSOR_TOKEN_EMBD, |
681 | 0 | LLM_TENSOR_OUTPUT_NORM, |
682 | 0 | LLM_TENSOR_OUTPUT, |
683 | 0 | LLM_TENSOR_ATTN_NORM, |
684 | 0 | LLM_TENSOR_ATTN_QKV, |
685 | 0 | LLM_TENSOR_ATTN_OUT, |
686 | 0 | LLM_TENSOR_FFN_NORM, |
687 | 0 | LLM_TENSOR_FFN_DOWN, |
688 | 0 | LLM_TENSOR_FFN_UP, |
689 | 0 | }; |
690 | 0 | case LLM_ARCH_MPT: |
691 | 0 | return { |
692 | 0 | LLM_TENSOR_TOKEN_EMBD, |
693 | 0 | LLM_TENSOR_OUTPUT_NORM, |
694 | 0 | LLM_TENSOR_OUTPUT, |
695 | 0 | LLM_TENSOR_ATTN_NORM, |
696 | 0 | LLM_TENSOR_FFN_NORM, |
697 | 0 | LLM_TENSOR_ATTN_QKV, |
698 | 0 | LLM_TENSOR_ATTN_OUT, |
699 | 0 | LLM_TENSOR_FFN_DOWN, |
700 | 0 | LLM_TENSOR_FFN_UP, |
701 | 0 | LLM_TENSOR_FFN_ACT, |
702 | 0 | LLM_TENSOR_POS_EMBD, |
703 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
704 | 0 | LLM_TENSOR_ATTN_K_NORM, |
705 | 0 | }; |
706 | 0 | case LLM_ARCH_REFACT: |
707 | 0 | case LLM_ARCH_QWEN2: |
708 | 0 | case LLM_ARCH_QWEN2VL: |
709 | 0 | case LLM_ARCH_INTERNLM2: |
710 | 0 | case LLM_ARCH_GRANITE: |
711 | 0 | case LLM_ARCH_ERNIE4_5: |
712 | 0 | case LLM_ARCH_SMOLLM3: |
713 | 0 | case LLM_ARCH_DREAM: |
714 | 0 | case LLM_ARCH_LLADA: |
715 | 0 | case LLM_ARCH_PANGU_EMBED: |
716 | 0 | return { |
717 | 0 | LLM_TENSOR_TOKEN_EMBD, |
718 | 0 | LLM_TENSOR_OUTPUT_NORM, |
719 | 0 | LLM_TENSOR_OUTPUT, |
720 | 0 | LLM_TENSOR_ATTN_NORM, |
721 | 0 | LLM_TENSOR_ATTN_Q, |
722 | 0 | LLM_TENSOR_ATTN_K, |
723 | 0 | LLM_TENSOR_ATTN_V, |
724 | 0 | LLM_TENSOR_ATTN_OUT, |
725 | 0 | LLM_TENSOR_FFN_NORM, |
726 | 0 | LLM_TENSOR_FFN_GATE, |
727 | 0 | LLM_TENSOR_FFN_DOWN, |
728 | 0 | LLM_TENSOR_FFN_UP, |
729 | 0 | }; |
730 | 0 | case LLM_ARCH_BERT: |
731 | 0 | return { |
732 | 0 | LLM_TENSOR_TOKEN_EMBD, |
733 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
734 | 0 | LLM_TENSOR_TOKEN_TYPES, |
735 | 0 | LLM_TENSOR_POS_EMBD, |
736 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
737 | 0 | LLM_TENSOR_ATTN_QKV, |
738 | 0 | LLM_TENSOR_ATTN_Q, |
739 | 0 | LLM_TENSOR_ATTN_K, |
740 | 0 | LLM_TENSOR_ATTN_V, |
741 | 0 | LLM_TENSOR_ATTN_OUT, |
742 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
743 | 0 | LLM_TENSOR_FFN_DOWN, |
744 | 0 | LLM_TENSOR_FFN_UP, |
745 | 0 | LLM_TENSOR_CLS, |
746 | 0 | LLM_TENSOR_CLS_OUT, |
747 | 0 | }; |
748 | 0 | case LLM_ARCH_NOMIC_BERT: |
749 | 0 | return { |
750 | 0 | LLM_TENSOR_TOKEN_EMBD, |
751 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
752 | 0 | LLM_TENSOR_TOKEN_TYPES, |
753 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
754 | 0 | LLM_TENSOR_ATTN_QKV, |
755 | 0 | LLM_TENSOR_ATTN_OUT, |
756 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
757 | 0 | LLM_TENSOR_FFN_GATE, |
758 | 0 | LLM_TENSOR_FFN_DOWN, |
759 | 0 | LLM_TENSOR_FFN_UP, |
760 | 0 | }; |
761 | 0 | case LLM_ARCH_NOMIC_BERT_MOE: |
762 | 0 | return { |
763 | 0 | LLM_TENSOR_TOKEN_EMBD, |
764 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
765 | 0 | LLM_TENSOR_TOKEN_TYPES, |
766 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
767 | 0 | LLM_TENSOR_ATTN_QKV, |
768 | 0 | LLM_TENSOR_ATTN_OUT, |
769 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
770 | 0 | LLM_TENSOR_FFN_GATE, |
771 | 0 | LLM_TENSOR_FFN_DOWN, |
772 | 0 | LLM_TENSOR_FFN_UP, |
773 | 0 | LLM_TENSOR_FFN_GATE_INP, |
774 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
775 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
776 | 0 | }; |
777 | 0 | case LLM_ARCH_NEO_BERT: |
778 | 0 | return { |
779 | 0 | LLM_TENSOR_TOKEN_EMBD, |
780 | 0 | LLM_TENSOR_ATTN_NORM, |
781 | 0 | LLM_TENSOR_ATTN_QKV, |
782 | 0 | LLM_TENSOR_ATTN_OUT, |
783 | 0 | LLM_TENSOR_FFN_NORM, |
784 | 0 | LLM_TENSOR_FFN_DOWN, |
785 | 0 | LLM_TENSOR_FFN_UP, |
786 | 0 | LLM_TENSOR_ENC_OUTPUT_NORM, |
787 | 0 | LLM_TENSOR_CLS, |
788 | 0 | LLM_TENSOR_CLS_OUT, |
789 | 0 | }; |
790 | 0 | case LLM_ARCH_MODERN_BERT: |
791 | 0 | return { |
792 | 0 | LLM_TENSOR_TOKEN_EMBD, |
793 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
794 | 0 | LLM_TENSOR_OUTPUT_NORM, |
795 | 0 | LLM_TENSOR_ATTN_NORM, |
796 | 0 | LLM_TENSOR_ATTN_OUT, |
797 | 0 | LLM_TENSOR_ATTN_QKV, |
798 | 0 | LLM_TENSOR_FFN_DOWN, |
799 | 0 | LLM_TENSOR_FFN_UP, |
800 | 0 | LLM_TENSOR_FFN_NORM, |
801 | 0 | LLM_TENSOR_CLS, |
802 | 0 | LLM_TENSOR_CLS_OUT, |
803 | 0 | }; |
804 | 0 | case LLM_ARCH_JINA_BERT_V2: |
805 | 0 | return { |
806 | 0 | LLM_TENSOR_TOKEN_EMBD, |
807 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
808 | 0 | LLM_TENSOR_TOKEN_TYPES, |
809 | 0 | LLM_TENSOR_ATTN_NORM_2, |
810 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
811 | 0 | LLM_TENSOR_ATTN_Q, |
812 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
813 | 0 | LLM_TENSOR_ATTN_K, |
814 | 0 | LLM_TENSOR_ATTN_K_NORM, |
815 | 0 | LLM_TENSOR_ATTN_V, |
816 | 0 | LLM_TENSOR_ATTN_OUT, |
817 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
818 | 0 | LLM_TENSOR_FFN_DOWN, |
819 | 0 | LLM_TENSOR_FFN_GATE, |
820 | 0 | LLM_TENSOR_FFN_UP, |
821 | 0 | LLM_TENSOR_CLS, |
822 | 0 | }; |
823 | 0 | case LLM_ARCH_JINA_BERT_V3: |
824 | 0 | return { |
825 | 0 | LLM_TENSOR_TOKEN_EMBD, |
826 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
827 | 0 | LLM_TENSOR_TOKEN_TYPES, |
828 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
829 | 0 | LLM_TENSOR_ATTN_QKV, |
830 | 0 | LLM_TENSOR_ATTN_OUT, |
831 | 0 | LLM_TENSOR_FFN_DOWN, |
832 | 0 | LLM_TENSOR_FFN_UP, |
833 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
834 | 0 | }; |
835 | 0 | case LLM_ARCH_BLOOM: |
836 | 0 | return { |
837 | 0 | LLM_TENSOR_TOKEN_EMBD, |
838 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
839 | 0 | LLM_TENSOR_OUTPUT_NORM, |
840 | 0 | LLM_TENSOR_OUTPUT, |
841 | 0 | LLM_TENSOR_ATTN_NORM, |
842 | 0 | LLM_TENSOR_ATTN_QKV, |
843 | 0 | LLM_TENSOR_ATTN_OUT, |
844 | 0 | LLM_TENSOR_FFN_NORM, |
845 | 0 | LLM_TENSOR_FFN_UP, |
846 | 0 | LLM_TENSOR_FFN_DOWN, |
847 | 0 | }; |
848 | 0 | case LLM_ARCH_STABLELM: |
849 | 0 | return { |
850 | 0 | LLM_TENSOR_TOKEN_EMBD, |
851 | 0 | LLM_TENSOR_OUTPUT_NORM, |
852 | 0 | LLM_TENSOR_OUTPUT, |
853 | 0 | LLM_TENSOR_ROPE_FREQS, |
854 | 0 | LLM_TENSOR_ATTN_NORM, |
855 | 0 | LLM_TENSOR_ATTN_Q, |
856 | 0 | LLM_TENSOR_ATTN_K, |
857 | 0 | LLM_TENSOR_ATTN_V, |
858 | 0 | LLM_TENSOR_ATTN_OUT, |
859 | 0 | LLM_TENSOR_FFN_NORM, |
860 | 0 | LLM_TENSOR_FFN_GATE, |
861 | 0 | LLM_TENSOR_FFN_DOWN, |
862 | 0 | LLM_TENSOR_FFN_UP, |
863 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
864 | 0 | LLM_TENSOR_ATTN_K_NORM, |
865 | 0 | }; |
866 | 0 | case LLM_ARCH_QWEN: |
867 | 0 | return { |
868 | 0 | LLM_TENSOR_TOKEN_EMBD, |
869 | 0 | LLM_TENSOR_OUTPUT_NORM, |
870 | 0 | LLM_TENSOR_OUTPUT, |
871 | 0 | LLM_TENSOR_ROPE_FREQS, |
872 | 0 | LLM_TENSOR_ATTN_NORM, |
873 | 0 | LLM_TENSOR_ATTN_QKV, |
874 | 0 | LLM_TENSOR_ATTN_OUT, |
875 | 0 | LLM_TENSOR_FFN_NORM, |
876 | 0 | LLM_TENSOR_FFN_GATE, |
877 | 0 | LLM_TENSOR_FFN_DOWN, |
878 | 0 | LLM_TENSOR_FFN_UP, |
879 | 0 | }; |
880 | 0 | case LLM_ARCH_QWEN2MOE: |
881 | 0 | return { |
882 | 0 | LLM_TENSOR_TOKEN_EMBD, |
883 | 0 | LLM_TENSOR_OUTPUT_NORM, |
884 | 0 | LLM_TENSOR_OUTPUT, |
885 | 0 | LLM_TENSOR_ATTN_NORM, |
886 | 0 | LLM_TENSOR_ATTN_Q, |
887 | 0 | LLM_TENSOR_ATTN_K, |
888 | 0 | LLM_TENSOR_ATTN_V, |
889 | 0 | LLM_TENSOR_ATTN_OUT, |
890 | 0 | LLM_TENSOR_FFN_NORM, |
891 | 0 | LLM_TENSOR_FFN_GATE_INP, |
892 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
893 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
894 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
895 | 0 | LLM_TENSOR_FFN_GATE_INP_SHEXP, |
896 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
897 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
898 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
899 | 0 | }; |
900 | 0 | case LLM_ARCH_QWEN3: |
901 | 0 | return { |
902 | 0 | LLM_TENSOR_TOKEN_EMBD, |
903 | 0 | LLM_TENSOR_OUTPUT_NORM, |
904 | 0 | LLM_TENSOR_OUTPUT, |
905 | 0 | LLM_TENSOR_CLS_OUT, |
906 | 0 | LLM_TENSOR_ATTN_NORM, |
907 | 0 | LLM_TENSOR_ATTN_Q, |
908 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
909 | 0 | LLM_TENSOR_ATTN_K, |
910 | 0 | LLM_TENSOR_ATTN_K_NORM, |
911 | 0 | LLM_TENSOR_ATTN_V, |
912 | 0 | LLM_TENSOR_ATTN_OUT, |
913 | 0 | LLM_TENSOR_FFN_NORM, |
914 | 0 | LLM_TENSOR_FFN_GATE, |
915 | 0 | LLM_TENSOR_FFN_DOWN, |
916 | 0 | LLM_TENSOR_FFN_UP, |
917 | 0 | }; |
918 | 0 | case LLM_ARCH_QWEN3MOE: |
919 | 0 | case LLM_ARCH_QWEN3VLMOE: |
920 | 0 | case LLM_ARCH_OLMOE: |
921 | 0 | case LLM_ARCH_LLADA_MOE: |
922 | 0 | case LLM_ARCH_RND1: |
923 | 0 | return { |
924 | 0 | LLM_TENSOR_TOKEN_EMBD, |
925 | 0 | LLM_TENSOR_OUTPUT_NORM, |
926 | 0 | LLM_TENSOR_OUTPUT, |
927 | 0 | LLM_TENSOR_ATTN_NORM, |
928 | 0 | LLM_TENSOR_ATTN_Q, |
929 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
930 | 0 | LLM_TENSOR_ATTN_K, |
931 | 0 | LLM_TENSOR_ATTN_K_NORM, |
932 | 0 | LLM_TENSOR_ATTN_V, |
933 | 0 | LLM_TENSOR_ATTN_OUT, |
934 | 0 | LLM_TENSOR_FFN_NORM, |
935 | 0 | LLM_TENSOR_FFN_GATE_INP, |
936 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
937 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
938 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
939 | 0 | }; |
940 | 0 | case LLM_ARCH_QWEN3NEXT: |
941 | 0 | return { |
942 | 0 | LLM_TENSOR_TOKEN_EMBD, |
943 | 0 | LLM_TENSOR_OUTPUT_NORM, |
944 | 0 | LLM_TENSOR_OUTPUT, |
945 | 0 | LLM_TENSOR_ATTN_NORM, |
946 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
947 | 0 | LLM_TENSOR_ATTN_Q, |
948 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
949 | 0 | LLM_TENSOR_ATTN_K, |
950 | 0 | LLM_TENSOR_ATTN_K_NORM, |
951 | 0 | LLM_TENSOR_ATTN_V, |
952 | 0 | LLM_TENSOR_ATTN_OUT, |
953 | 0 | LLM_TENSOR_FFN_NORM, |
954 | 0 | LLM_TENSOR_FFN_GATE_INP, |
955 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
956 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
957 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
958 | 0 | LLM_TENSOR_FFN_GATE_INP_SHEXP, |
959 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
960 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
961 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
962 | 0 | LLM_TENSOR_SSM_A_NOSCAN, |
963 | 0 | LLM_TENSOR_SSM_CONV1D, |
964 | 0 | LLM_TENSOR_SSM_DT, |
965 | 0 | LLM_TENSOR_SSM_BETA_ALPHA, |
966 | 0 | LLM_TENSOR_SSM_IN, |
967 | 0 | LLM_TENSOR_SSM_NORM, |
968 | 0 | LLM_TENSOR_SSM_OUT, |
969 | 0 | }; |
970 | 0 | case LLM_ARCH_QWEN3VL: |
971 | 0 | case LLM_ARCH_CHAMELEON: |
972 | 0 | case LLM_ARCH_HUNYUAN_DENSE: |
973 | 0 | return { |
974 | 0 | LLM_TENSOR_TOKEN_EMBD, |
975 | 0 | LLM_TENSOR_OUTPUT_NORM, |
976 | 0 | LLM_TENSOR_OUTPUT, |
977 | 0 | LLM_TENSOR_ATTN_NORM, |
978 | 0 | LLM_TENSOR_ATTN_Q, |
979 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
980 | 0 | LLM_TENSOR_ATTN_K, |
981 | 0 | LLM_TENSOR_ATTN_K_NORM, |
982 | 0 | LLM_TENSOR_ATTN_V, |
983 | 0 | LLM_TENSOR_ATTN_OUT, |
984 | 0 | LLM_TENSOR_FFN_NORM, |
985 | 0 | LLM_TENSOR_FFN_GATE, |
986 | 0 | LLM_TENSOR_FFN_DOWN, |
987 | 0 | LLM_TENSOR_FFN_UP, |
988 | 0 | }; |
989 | 0 | case LLM_ARCH_PHI2: |
990 | 0 | return { |
991 | 0 | LLM_TENSOR_TOKEN_EMBD, |
992 | 0 | LLM_TENSOR_OUTPUT_NORM, |
993 | 0 | LLM_TENSOR_OUTPUT, |
994 | 0 | LLM_TENSOR_ATTN_NORM, |
995 | 0 | LLM_TENSOR_ATTN_QKV, |
996 | 0 | LLM_TENSOR_ATTN_Q, |
997 | 0 | LLM_TENSOR_ATTN_K, |
998 | 0 | LLM_TENSOR_ATTN_V, |
999 | 0 | LLM_TENSOR_ATTN_OUT, |
1000 | 0 | LLM_TENSOR_FFN_DOWN, |
1001 | 0 | LLM_TENSOR_FFN_UP, |
1002 | 0 | }; |
1003 | 0 | case LLM_ARCH_PHI3: |
1004 | 0 | return { |
1005 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1006 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1007 | 0 | LLM_TENSOR_OUTPUT, |
1008 | 0 | LLM_TENSOR_ROPE_FACTORS_LONG, |
1009 | 0 | LLM_TENSOR_ROPE_FACTORS_SHORT, |
1010 | 0 | LLM_TENSOR_ATTN_NORM, |
1011 | 0 | LLM_TENSOR_ATTN_QKV, |
1012 | 0 | LLM_TENSOR_ATTN_Q, |
1013 | 0 | LLM_TENSOR_ATTN_K, |
1014 | 0 | LLM_TENSOR_ATTN_V, |
1015 | 0 | LLM_TENSOR_ATTN_OUT, |
1016 | 0 | LLM_TENSOR_FFN_NORM, |
1017 | 0 | LLM_TENSOR_FFN_DOWN, |
1018 | 0 | LLM_TENSOR_FFN_UP, |
1019 | 0 | }; |
1020 | 0 | case LLM_ARCH_PHIMOE: |
1021 | 0 | return { |
1022 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1023 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1024 | 0 | LLM_TENSOR_OUTPUT, |
1025 | 0 | LLM_TENSOR_ROPE_FACTORS_LONG, |
1026 | 0 | LLM_TENSOR_ROPE_FACTORS_SHORT, |
1027 | 0 | LLM_TENSOR_ATTN_NORM, |
1028 | 0 | LLM_TENSOR_ATTN_QKV, |
1029 | 0 | LLM_TENSOR_ATTN_Q, |
1030 | 0 | LLM_TENSOR_ATTN_K, |
1031 | 0 | LLM_TENSOR_ATTN_V, |
1032 | 0 | LLM_TENSOR_ATTN_OUT, |
1033 | 0 | LLM_TENSOR_FFN_NORM, |
1034 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1035 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1036 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1037 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1038 | 0 | }; |
1039 | 0 | case LLM_ARCH_PLAMO: |
1040 | 0 | return { |
1041 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1042 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1043 | 0 | LLM_TENSOR_OUTPUT, |
1044 | 0 | LLM_TENSOR_ROPE_FREQS, |
1045 | 0 | LLM_TENSOR_ATTN_NORM, |
1046 | 0 | LLM_TENSOR_ATTN_Q, |
1047 | 0 | LLM_TENSOR_ATTN_K, |
1048 | 0 | LLM_TENSOR_ATTN_V, |
1049 | 0 | LLM_TENSOR_ATTN_OUT, |
1050 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
1051 | 0 | LLM_TENSOR_FFN_GATE, |
1052 | 0 | LLM_TENSOR_FFN_DOWN, |
1053 | 0 | LLM_TENSOR_FFN_UP, |
1054 | 0 | }; |
1055 | 0 | case LLM_ARCH_PLAMO2: |
1056 | 0 | return { |
1057 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1058 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1059 | 0 | LLM_TENSOR_OUTPUT, |
1060 | 0 | LLM_TENSOR_ROPE_FREQS, |
1061 | 0 | LLM_TENSOR_ATTN_NORM, |
1062 | 0 | LLM_TENSOR_ATTN_QKV, |
1063 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1064 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1065 | 0 | LLM_TENSOR_ATTN_OUT, |
1066 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
1067 | 0 | LLM_TENSOR_FFN_NORM, |
1068 | 0 | LLM_TENSOR_FFN_DOWN, |
1069 | 0 | LLM_TENSOR_FFN_UP, |
1070 | 0 | LLM_TENSOR_SSM_IN, |
1071 | 0 | LLM_TENSOR_SSM_CONV1D, |
1072 | 0 | LLM_TENSOR_SSM_X, |
1073 | 0 | LLM_TENSOR_SSM_DT, |
1074 | 0 | LLM_TENSOR_SSM_A, |
1075 | 0 | LLM_TENSOR_SSM_D, |
1076 | 0 | LLM_TENSOR_SSM_OUT, |
1077 | 0 | LLM_TENSOR_SSM_DT_NORM, |
1078 | 0 | LLM_TENSOR_SSM_B_NORM, |
1079 | 0 | LLM_TENSOR_SSM_C_NORM, |
1080 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1081 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1082 | 0 | }; |
1083 | 0 | case LLM_ARCH_PLAMO3: |
1084 | 0 | return { |
1085 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1086 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1087 | 0 | LLM_TENSOR_OUTPUT, |
1088 | 0 | LLM_TENSOR_ATTN_NORM, |
1089 | 0 | LLM_TENSOR_ATTN_QKV, |
1090 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1091 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1092 | 0 | LLM_TENSOR_ATTN_OUT, |
1093 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1094 | 0 | LLM_TENSOR_FFN_NORM, |
1095 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1096 | 0 | LLM_TENSOR_FFN_DOWN, |
1097 | 0 | LLM_TENSOR_FFN_UP, |
1098 | 0 | }; |
1099 | 0 | case LLM_ARCH_CODESHELL: |
1100 | 0 | return { |
1101 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1102 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1103 | 0 | LLM_TENSOR_OUTPUT, |
1104 | 0 | LLM_TENSOR_ROPE_FREQS, |
1105 | 0 | LLM_TENSOR_ATTN_NORM, |
1106 | 0 | LLM_TENSOR_ATTN_Q, |
1107 | 0 | LLM_TENSOR_ATTN_K, |
1108 | 0 | LLM_TENSOR_ATTN_V, |
1109 | 0 | LLM_TENSOR_ATTN_QKV, |
1110 | 0 | LLM_TENSOR_ATTN_OUT, |
1111 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
1112 | 0 | LLM_TENSOR_FFN_NORM, |
1113 | 0 | LLM_TENSOR_FFN_GATE, |
1114 | 0 | LLM_TENSOR_FFN_DOWN, |
1115 | 0 | LLM_TENSOR_FFN_UP, |
1116 | 0 | }; |
1117 | 0 | case LLM_ARCH_MINICPM: |
1118 | 0 | return { |
1119 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1120 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1121 | 0 | LLM_TENSOR_OUTPUT, |
1122 | 0 | LLM_TENSOR_ROPE_FREQS, |
1123 | 0 | LLM_TENSOR_ROPE_FACTORS_LONG, |
1124 | 0 | LLM_TENSOR_ROPE_FACTORS_SHORT, |
1125 | 0 | LLM_TENSOR_ATTN_NORM, |
1126 | 0 | LLM_TENSOR_ATTN_Q, |
1127 | 0 | LLM_TENSOR_ATTN_K, |
1128 | 0 | LLM_TENSOR_ATTN_V, |
1129 | 0 | LLM_TENSOR_ATTN_OUT, |
1130 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
1131 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1132 | 0 | LLM_TENSOR_FFN_NORM, |
1133 | 0 | LLM_TENSOR_FFN_GATE, |
1134 | 0 | LLM_TENSOR_FFN_DOWN, |
1135 | 0 | LLM_TENSOR_FFN_UP, |
1136 | 0 | LLM_TENSOR_FFN_GATE_EXP, |
1137 | 0 | LLM_TENSOR_FFN_DOWN_EXP, |
1138 | 0 | LLM_TENSOR_FFN_UP_EXP, |
1139 | 0 | }; |
1140 | 0 | case LLM_ARCH_MINICPM3: |
1141 | 0 | return { |
1142 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1143 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1144 | 0 | LLM_TENSOR_OUTPUT, |
1145 | 0 | LLM_TENSOR_ROPE_FACTORS_LONG, |
1146 | 0 | LLM_TENSOR_ROPE_FACTORS_SHORT, |
1147 | 0 | LLM_TENSOR_ATTN_NORM, |
1148 | 0 | LLM_TENSOR_ATTN_Q_A_NORM, |
1149 | 0 | LLM_TENSOR_ATTN_KV_A_NORM, |
1150 | 0 | LLM_TENSOR_ATTN_Q, |
1151 | 0 | LLM_TENSOR_ATTN_Q_A, |
1152 | 0 | LLM_TENSOR_ATTN_Q_B, |
1153 | 0 | LLM_TENSOR_ATTN_KV_A_MQA, |
1154 | 0 | LLM_TENSOR_ATTN_KV_B, |
1155 | 0 | LLM_TENSOR_ATTN_OUT, |
1156 | 0 | LLM_TENSOR_FFN_NORM, |
1157 | 0 | LLM_TENSOR_FFN_GATE, |
1158 | 0 | LLM_TENSOR_FFN_UP, |
1159 | 0 | LLM_TENSOR_FFN_DOWN, |
1160 | 0 | }; |
1161 | 0 | case LLM_ARCH_GEMMA: |
1162 | 0 | return { |
1163 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1164 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1165 | 0 | LLM_TENSOR_ATTN_NORM, |
1166 | 0 | LLM_TENSOR_ATTN_Q, |
1167 | 0 | LLM_TENSOR_ATTN_K, |
1168 | 0 | LLM_TENSOR_ATTN_V, |
1169 | 0 | LLM_TENSOR_ATTN_OUT, |
1170 | 0 | LLM_TENSOR_FFN_NORM, |
1171 | 0 | LLM_TENSOR_FFN_GATE, |
1172 | 0 | LLM_TENSOR_FFN_DOWN, |
1173 | 0 | LLM_TENSOR_FFN_UP, |
1174 | 0 | }; |
1175 | 0 | case LLM_ARCH_GEMMA2: |
1176 | 0 | return { |
1177 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1178 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1179 | 0 | LLM_TENSOR_ATTN_NORM, |
1180 | 0 | LLM_TENSOR_ATTN_Q, |
1181 | 0 | LLM_TENSOR_ATTN_K, |
1182 | 0 | LLM_TENSOR_ATTN_V, |
1183 | 0 | LLM_TENSOR_ATTN_OUT, |
1184 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1185 | 0 | LLM_TENSOR_FFN_NORM, |
1186 | 0 | LLM_TENSOR_FFN_GATE, |
1187 | 0 | LLM_TENSOR_FFN_DOWN, |
1188 | 0 | LLM_TENSOR_FFN_UP, |
1189 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1190 | 0 | }; |
1191 | 0 | case LLM_ARCH_GEMMA3: |
1192 | 0 | return { |
1193 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1194 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1195 | 0 | LLM_TENSOR_OUTPUT, |
1196 | 0 | LLM_TENSOR_ATTN_NORM, |
1197 | 0 | LLM_TENSOR_ATTN_Q, |
1198 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1199 | 0 | LLM_TENSOR_ATTN_K, |
1200 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1201 | 0 | LLM_TENSOR_ATTN_V, |
1202 | 0 | LLM_TENSOR_ATTN_OUT, |
1203 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1204 | 0 | LLM_TENSOR_FFN_NORM, |
1205 | 0 | LLM_TENSOR_FFN_GATE, |
1206 | 0 | LLM_TENSOR_FFN_DOWN, |
1207 | 0 | LLM_TENSOR_FFN_UP, |
1208 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1209 | 0 | }; |
1210 | 0 | case LLM_ARCH_GEMMA3N: |
1211 | 0 | return { |
1212 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1213 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1214 | 0 | LLM_TENSOR_ATTN_NORM, |
1215 | 0 | LLM_TENSOR_ATTN_Q, |
1216 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1217 | 0 | LLM_TENSOR_ATTN_K, |
1218 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1219 | 0 | LLM_TENSOR_ATTN_V, |
1220 | 0 | LLM_TENSOR_ATTN_OUT, |
1221 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1222 | 0 | LLM_TENSOR_FFN_NORM, |
1223 | 0 | LLM_TENSOR_FFN_GATE, |
1224 | 0 | LLM_TENSOR_FFN_DOWN, |
1225 | 0 | LLM_TENSOR_FFN_UP, |
1226 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1227 | 0 | LLM_TENSOR_PER_LAYER_TOKEN_EMBD, |
1228 | 0 | LLM_TENSOR_PER_LAYER_MODEL_PROJ, |
1229 | 0 | LLM_TENSOR_PER_LAYER_PROJ_NORM, |
1230 | 0 | LLM_TENSOR_ALTUP_UNEMBD_PROJ, |
1231 | 0 | LLM_TENSOR_ALTUP_PROJ, |
1232 | 0 | LLM_TENSOR_PER_LAYER_INP_GATE, |
1233 | 0 | LLM_TENSOR_PER_LAYER_PROJ, |
1234 | 0 | LLM_TENSOR_PER_LAYER_POST_NORM, |
1235 | 0 | LLM_TENSOR_ALTUP_CORRECT_COEF, |
1236 | 0 | LLM_TENSOR_ALTUP_CORRECT_SCALE, |
1237 | 0 | LLM_TENSOR_ALTUP_PREDICT_COEF, |
1238 | 0 | LLM_TENSOR_ALTUP_ROUTER, |
1239 | 0 | LLM_TENSOR_ALTUP_ROUTER_NORM, |
1240 | 0 | LLM_TENSOR_LAUREL_L, |
1241 | 0 | LLM_TENSOR_LAUREL_R, |
1242 | 0 | LLM_TENSOR_LAUREL_POST_NORM, |
1243 | 0 | }; |
1244 | 0 | case LLM_ARCH_GEMMA_EMBEDDING: |
1245 | 0 | return { |
1246 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1247 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1248 | 0 | LLM_TENSOR_OUTPUT, |
1249 | 0 | LLM_TENSOR_DENSE_2_OUT, |
1250 | 0 | LLM_TENSOR_DENSE_3_OUT, |
1251 | 0 | LLM_TENSOR_ATTN_NORM, |
1252 | 0 | LLM_TENSOR_ATTN_Q, |
1253 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1254 | 0 | LLM_TENSOR_ATTN_K, |
1255 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1256 | 0 | LLM_TENSOR_ATTN_V, |
1257 | 0 | LLM_TENSOR_ATTN_OUT, |
1258 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1259 | 0 | LLM_TENSOR_FFN_NORM, |
1260 | 0 | LLM_TENSOR_FFN_GATE, |
1261 | 0 | LLM_TENSOR_FFN_DOWN, |
1262 | 0 | LLM_TENSOR_FFN_UP, |
1263 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1264 | 0 | }; |
1265 | 0 | case LLM_ARCH_MAMBA: |
1266 | 0 | return { |
1267 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1268 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1269 | 0 | LLM_TENSOR_OUTPUT, |
1270 | 0 | LLM_TENSOR_ATTN_NORM, |
1271 | 0 | LLM_TENSOR_SSM_IN, |
1272 | 0 | LLM_TENSOR_SSM_CONV1D, |
1273 | 0 | LLM_TENSOR_SSM_X, |
1274 | 0 | LLM_TENSOR_SSM_DT, |
1275 | 0 | LLM_TENSOR_SSM_A, |
1276 | 0 | LLM_TENSOR_SSM_D, |
1277 | 0 | LLM_TENSOR_SSM_OUT, |
1278 | 0 | }; |
1279 | 0 | case LLM_ARCH_MAMBA2: |
1280 | 0 | return { |
1281 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1282 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1283 | 0 | LLM_TENSOR_OUTPUT, |
1284 | 0 | LLM_TENSOR_ATTN_NORM, |
1285 | 0 | LLM_TENSOR_SSM_IN, |
1286 | 0 | LLM_TENSOR_SSM_CONV1D, |
1287 | 0 | LLM_TENSOR_SSM_DT, |
1288 | 0 | LLM_TENSOR_SSM_A, |
1289 | 0 | LLM_TENSOR_SSM_D, |
1290 | 0 | LLM_TENSOR_SSM_NORM, |
1291 | 0 | LLM_TENSOR_SSM_OUT, |
1292 | 0 | }; |
1293 | 0 | case LLM_ARCH_JAMBA: |
1294 | 0 | return { |
1295 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1296 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1297 | 0 | LLM_TENSOR_OUTPUT, |
1298 | 0 | LLM_TENSOR_ATTN_NORM, |
1299 | 0 | LLM_TENSOR_SSM_IN, |
1300 | 0 | LLM_TENSOR_SSM_CONV1D, |
1301 | 0 | LLM_TENSOR_SSM_X, |
1302 | 0 | LLM_TENSOR_SSM_DT, |
1303 | 0 | LLM_TENSOR_SSM_DT_NORM, |
1304 | 0 | LLM_TENSOR_SSM_A, |
1305 | 0 | LLM_TENSOR_SSM_B_NORM, |
1306 | 0 | LLM_TENSOR_SSM_C_NORM, |
1307 | 0 | LLM_TENSOR_SSM_D, |
1308 | 0 | LLM_TENSOR_SSM_OUT, |
1309 | 0 | LLM_TENSOR_ATTN_Q, |
1310 | 0 | LLM_TENSOR_ATTN_K, |
1311 | 0 | LLM_TENSOR_ATTN_V, |
1312 | 0 | LLM_TENSOR_ATTN_OUT, |
1313 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1314 | 0 | LLM_TENSOR_FFN_NORM, |
1315 | 0 | LLM_TENSOR_FFN_GATE, |
1316 | 0 | LLM_TENSOR_FFN_DOWN, |
1317 | 0 | LLM_TENSOR_FFN_UP, |
1318 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1319 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1320 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1321 | 0 | }; |
1322 | 0 | case LLM_ARCH_FALCON_H1: |
1323 | 0 | return { |
1324 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1325 | 0 | LLM_TENSOR_OUTPUT, |
1326 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1327 | 0 | LLM_TENSOR_ATTN_NORM, |
1328 | 0 | LLM_TENSOR_ATTN_Q, |
1329 | 0 | LLM_TENSOR_ATTN_K, |
1330 | 0 | LLM_TENSOR_ATTN_V, |
1331 | 0 | LLM_TENSOR_ATTN_OUT, |
1332 | 0 | LLM_TENSOR_SSM_IN, |
1333 | 0 | LLM_TENSOR_SSM_CONV1D, |
1334 | 0 | LLM_TENSOR_SSM_DT, |
1335 | 0 | LLM_TENSOR_SSM_A, |
1336 | 0 | LLM_TENSOR_SSM_D, |
1337 | 0 | LLM_TENSOR_SSM_NORM, |
1338 | 0 | LLM_TENSOR_SSM_OUT, |
1339 | 0 | LLM_TENSOR_FFN_NORM, |
1340 | 0 | LLM_TENSOR_FFN_GATE, |
1341 | 0 | LLM_TENSOR_FFN_DOWN, |
1342 | 0 | LLM_TENSOR_FFN_UP, |
1343 | 0 | }; |
1344 | 0 | case LLM_ARCH_COMMAND_R: |
1345 | 0 | return { |
1346 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1347 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1348 | 0 | LLM_TENSOR_ATTN_NORM, |
1349 | 0 | LLM_TENSOR_ATTN_Q, |
1350 | 0 | LLM_TENSOR_ATTN_K, |
1351 | 0 | LLM_TENSOR_ATTN_V, |
1352 | 0 | LLM_TENSOR_ATTN_OUT, |
1353 | 0 | LLM_TENSOR_FFN_GATE, |
1354 | 0 | LLM_TENSOR_FFN_DOWN, |
1355 | 0 | LLM_TENSOR_FFN_UP, |
1356 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1357 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1358 | 0 | }; |
1359 | 0 | case LLM_ARCH_COHERE2: |
1360 | 0 | return { |
1361 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1362 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1363 | 0 | LLM_TENSOR_ATTN_NORM, |
1364 | 0 | LLM_TENSOR_ATTN_Q, |
1365 | 0 | LLM_TENSOR_ATTN_K, |
1366 | 0 | LLM_TENSOR_ATTN_V, |
1367 | 0 | LLM_TENSOR_ATTN_OUT, |
1368 | 0 | LLM_TENSOR_FFN_GATE, |
1369 | 0 | LLM_TENSOR_FFN_DOWN, |
1370 | 0 | LLM_TENSOR_FFN_UP, |
1371 | 0 | }; |
1372 | 0 | case LLM_ARCH_DBRX: |
1373 | 0 | return { |
1374 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1375 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1376 | 0 | LLM_TENSOR_OUTPUT, |
1377 | 0 | LLM_TENSOR_ATTN_QKV, |
1378 | 0 | LLM_TENSOR_ATTN_NORM, |
1379 | 0 | LLM_TENSOR_ATTN_OUT, |
1380 | 0 | LLM_TENSOR_ATTN_OUT_NORM, |
1381 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1382 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1383 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1384 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1385 | 0 | }; |
1386 | 0 | case LLM_ARCH_OLMO: |
1387 | 0 | return { |
1388 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1389 | 0 | LLM_TENSOR_OUTPUT, |
1390 | 0 | LLM_TENSOR_ATTN_Q, |
1391 | 0 | LLM_TENSOR_ATTN_K, |
1392 | 0 | LLM_TENSOR_ATTN_V, |
1393 | 0 | LLM_TENSOR_ATTN_OUT, |
1394 | 0 | LLM_TENSOR_FFN_GATE, |
1395 | 0 | LLM_TENSOR_FFN_DOWN, |
1396 | 0 | LLM_TENSOR_FFN_UP, |
1397 | 0 | }; |
1398 | 0 | case LLM_ARCH_OLMO2: |
1399 | 0 | return { |
1400 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1401 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1402 | 0 | LLM_TENSOR_OUTPUT, |
1403 | 0 | LLM_TENSOR_ATTN_Q, |
1404 | 0 | LLM_TENSOR_ATTN_K, |
1405 | 0 | LLM_TENSOR_ATTN_V, |
1406 | 0 | LLM_TENSOR_ATTN_OUT, |
1407 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1408 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1409 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1410 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1411 | 0 | LLM_TENSOR_FFN_GATE, |
1412 | 0 | LLM_TENSOR_FFN_DOWN, |
1413 | 0 | LLM_TENSOR_FFN_UP, |
1414 | 0 | }; |
1415 | 0 | case LLM_ARCH_OPENELM: |
1416 | 0 | return { |
1417 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1418 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1419 | 0 | LLM_TENSOR_ATTN_NORM, |
1420 | 0 | LLM_TENSOR_ATTN_QKV, |
1421 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1422 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1423 | 0 | LLM_TENSOR_ATTN_OUT, |
1424 | 0 | LLM_TENSOR_FFN_NORM, |
1425 | 0 | LLM_TENSOR_FFN_GATE, |
1426 | 0 | LLM_TENSOR_FFN_DOWN, |
1427 | 0 | LLM_TENSOR_FFN_UP, |
1428 | 0 | }; |
1429 | 0 | case LLM_ARCH_ARCTIC: |
1430 | 0 | return { |
1431 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1432 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1433 | 0 | LLM_TENSOR_OUTPUT, |
1434 | 0 | LLM_TENSOR_ATTN_NORM, |
1435 | 0 | LLM_TENSOR_ATTN_Q, |
1436 | 0 | LLM_TENSOR_ATTN_K, |
1437 | 0 | LLM_TENSOR_ATTN_V, |
1438 | 0 | LLM_TENSOR_ATTN_OUT, |
1439 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1440 | 0 | LLM_TENSOR_FFN_NORM, |
1441 | 0 | LLM_TENSOR_FFN_GATE, |
1442 | 0 | LLM_TENSOR_FFN_DOWN, |
1443 | 0 | LLM_TENSOR_FFN_UP, |
1444 | 0 | LLM_TENSOR_FFN_NORM_EXPS, |
1445 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1446 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1447 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1448 | 0 | }; |
1449 | 0 | case LLM_ARCH_DEEPSEEK: |
1450 | 0 | return { |
1451 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1452 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1453 | 0 | LLM_TENSOR_OUTPUT, |
1454 | 0 | LLM_TENSOR_ROPE_FREQS, |
1455 | 0 | LLM_TENSOR_ATTN_NORM, |
1456 | 0 | LLM_TENSOR_ATTN_Q, |
1457 | 0 | LLM_TENSOR_ATTN_K, |
1458 | 0 | LLM_TENSOR_ATTN_V, |
1459 | 0 | LLM_TENSOR_ATTN_OUT, |
1460 | 0 | LLM_TENSOR_ATTN_ROT_EMBD, |
1461 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1462 | 0 | LLM_TENSOR_FFN_NORM, |
1463 | 0 | LLM_TENSOR_FFN_GATE, |
1464 | 0 | LLM_TENSOR_FFN_DOWN, |
1465 | 0 | LLM_TENSOR_FFN_UP, |
1466 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1467 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1468 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1469 | 0 | LLM_TENSOR_FFN_GATE_INP_SHEXP, |
1470 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1471 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1472 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1473 | 0 | }; |
1474 | 0 | case LLM_ARCH_DEEPSEEK2: |
1475 | 0 | return { |
1476 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1477 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1478 | 0 | LLM_TENSOR_OUTPUT, |
1479 | 0 | LLM_TENSOR_ATTN_NORM, |
1480 | 0 | LLM_TENSOR_ATTN_Q_A_NORM, |
1481 | 0 | LLM_TENSOR_ATTN_KV_A_NORM, |
1482 | 0 | LLM_TENSOR_ATTN_Q, |
1483 | 0 | LLM_TENSOR_ATTN_Q_A, |
1484 | 0 | LLM_TENSOR_ATTN_Q_B, |
1485 | 0 | LLM_TENSOR_ATTN_KV_A_MQA, |
1486 | 0 | LLM_TENSOR_ATTN_KV_B, |
1487 | 0 | LLM_TENSOR_ATTN_K_B, |
1488 | 0 | LLM_TENSOR_ATTN_V_B, |
1489 | 0 | LLM_TENSOR_ATTN_OUT, |
1490 | 0 | LLM_TENSOR_FFN_NORM, |
1491 | 0 | LLM_TENSOR_FFN_GATE, |
1492 | 0 | LLM_TENSOR_FFN_UP, |
1493 | 0 | LLM_TENSOR_FFN_DOWN, |
1494 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1495 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1496 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1497 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1498 | 0 | LLM_TENSOR_FFN_GATE_INP_SHEXP, |
1499 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1500 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1501 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1502 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
1503 | 0 | }; |
1504 | 0 | case LLM_ARCH_PLM: |
1505 | 0 | return { |
1506 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1507 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1508 | 0 | LLM_TENSOR_ATTN_NORM, |
1509 | 0 | LLM_TENSOR_ATTN_Q, |
1510 | 0 | LLM_TENSOR_ATTN_KV_A_MQA, |
1511 | 0 | LLM_TENSOR_ATTN_KV_A_NORM, |
1512 | 0 | LLM_TENSOR_ATTN_KV_B, |
1513 | 0 | LLM_TENSOR_ATTN_OUT, |
1514 | 0 | LLM_TENSOR_FFN_NORM, |
1515 | 0 | LLM_TENSOR_FFN_DOWN, |
1516 | 0 | LLM_TENSOR_FFN_UP, |
1517 | 0 | }; |
1518 | 0 | case LLM_ARCH_CHATGLM: |
1519 | 0 | return { |
1520 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1521 | 0 | LLM_TENSOR_ROPE_FREQS, |
1522 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1523 | 0 | LLM_TENSOR_OUTPUT, |
1524 | 0 | LLM_TENSOR_ATTN_NORM, |
1525 | 0 | LLM_TENSOR_ATTN_QKV, |
1526 | 0 | LLM_TENSOR_ATTN_Q, |
1527 | 0 | LLM_TENSOR_ATTN_K, |
1528 | 0 | LLM_TENSOR_ATTN_V, |
1529 | 0 | LLM_TENSOR_ATTN_OUT, |
1530 | 0 | LLM_TENSOR_FFN_NORM, |
1531 | 0 | LLM_TENSOR_FFN_UP, |
1532 | 0 | LLM_TENSOR_FFN_DOWN, |
1533 | 0 | }; |
1534 | 0 | case LLM_ARCH_GLM4: |
1535 | 0 | return { |
1536 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1537 | 0 | LLM_TENSOR_ROPE_FREQS, |
1538 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1539 | 0 | LLM_TENSOR_OUTPUT, |
1540 | 0 | LLM_TENSOR_ATTN_NORM, |
1541 | 0 | LLM_TENSOR_ATTN_Q, |
1542 | 0 | LLM_TENSOR_ATTN_K, |
1543 | 0 | LLM_TENSOR_ATTN_V, |
1544 | 0 | LLM_TENSOR_ATTN_OUT, |
1545 | 0 | LLM_TENSOR_FFN_NORM, |
1546 | 0 | LLM_TENSOR_FFN_UP, |
1547 | 0 | LLM_TENSOR_FFN_DOWN, |
1548 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1549 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1550 | 0 | }; |
1551 | 0 | case LLM_ARCH_GLM4_MOE: |
1552 | 0 | return { |
1553 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1554 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1555 | 0 | LLM_TENSOR_OUTPUT, |
1556 | 0 | LLM_TENSOR_ATTN_NORM, |
1557 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1558 | 0 | LLM_TENSOR_ATTN_Q, |
1559 | 0 | LLM_TENSOR_ATTN_K, |
1560 | 0 | LLM_TENSOR_ATTN_V, |
1561 | 0 | LLM_TENSOR_ATTN_OUT, |
1562 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1563 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1564 | 0 | LLM_TENSOR_FFN_GATE, |
1565 | 0 | LLM_TENSOR_FFN_DOWN, |
1566 | 0 | LLM_TENSOR_FFN_UP, |
1567 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1568 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1569 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1570 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1571 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1572 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1573 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1574 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
1575 | 0 | LLM_TENSOR_NEXTN_EH_PROJ, |
1576 | 0 | LLM_TENSOR_NEXTN_EMBED_TOKENS, |
1577 | 0 | LLM_TENSOR_NEXTN_ENORM, |
1578 | 0 | LLM_TENSOR_NEXTN_HNORM, |
1579 | 0 | LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, |
1580 | 0 | LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, |
1581 | 0 | }; |
1582 | 0 | case LLM_ARCH_BITNET: |
1583 | 0 | return { |
1584 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1585 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1586 | 0 | LLM_TENSOR_ATTN_Q, |
1587 | 0 | LLM_TENSOR_ATTN_K, |
1588 | 0 | LLM_TENSOR_ATTN_V, |
1589 | 0 | LLM_TENSOR_ATTN_OUT, |
1590 | 0 | LLM_TENSOR_ATTN_NORM, |
1591 | 0 | LLM_TENSOR_ATTN_SUB_NORM, |
1592 | 0 | LLM_TENSOR_FFN_GATE, |
1593 | 0 | LLM_TENSOR_FFN_DOWN, |
1594 | 0 | LLM_TENSOR_FFN_UP, |
1595 | 0 | LLM_TENSOR_FFN_NORM, |
1596 | 0 | LLM_TENSOR_FFN_SUB_NORM, |
1597 | 0 | }; |
1598 | 0 | case LLM_ARCH_T5: |
1599 | 0 | return { |
1600 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1601 | 0 | LLM_TENSOR_OUTPUT, |
1602 | 0 | LLM_TENSOR_DEC_OUTPUT_NORM, |
1603 | 0 | LLM_TENSOR_DEC_ATTN_NORM, |
1604 | 0 | LLM_TENSOR_DEC_ATTN_Q, |
1605 | 0 | LLM_TENSOR_DEC_ATTN_K, |
1606 | 0 | LLM_TENSOR_DEC_ATTN_V, |
1607 | 0 | LLM_TENSOR_DEC_ATTN_OUT, |
1608 | 0 | LLM_TENSOR_DEC_ATTN_REL_B, |
1609 | 0 | LLM_TENSOR_DEC_CROSS_ATTN_NORM, |
1610 | 0 | LLM_TENSOR_DEC_CROSS_ATTN_Q, |
1611 | 0 | LLM_TENSOR_DEC_CROSS_ATTN_K, |
1612 | 0 | LLM_TENSOR_DEC_CROSS_ATTN_V, |
1613 | 0 | LLM_TENSOR_DEC_CROSS_ATTN_OUT, |
1614 | 0 | LLM_TENSOR_DEC_CROSS_ATTN_REL_B, |
1615 | 0 | LLM_TENSOR_DEC_FFN_NORM, |
1616 | 0 | LLM_TENSOR_DEC_FFN_GATE, |
1617 | 0 | LLM_TENSOR_DEC_FFN_DOWN, |
1618 | 0 | LLM_TENSOR_DEC_FFN_UP, |
1619 | 0 | LLM_TENSOR_ENC_OUTPUT_NORM, |
1620 | 0 | LLM_TENSOR_ENC_ATTN_NORM, |
1621 | 0 | LLM_TENSOR_ENC_ATTN_Q, |
1622 | 0 | LLM_TENSOR_ENC_ATTN_K, |
1623 | 0 | LLM_TENSOR_ENC_ATTN_V, |
1624 | 0 | LLM_TENSOR_ENC_ATTN_OUT, |
1625 | 0 | LLM_TENSOR_ENC_ATTN_REL_B, |
1626 | 0 | LLM_TENSOR_ENC_FFN_NORM, |
1627 | 0 | LLM_TENSOR_ENC_FFN_GATE, |
1628 | 0 | LLM_TENSOR_ENC_FFN_DOWN, |
1629 | 0 | LLM_TENSOR_ENC_FFN_UP, |
1630 | 0 | }; |
1631 | 0 | case LLM_ARCH_T5ENCODER: |
1632 | 0 | return { |
1633 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1634 | 0 | LLM_TENSOR_OUTPUT, |
1635 | 0 | LLM_TENSOR_ENC_OUTPUT_NORM, |
1636 | 0 | LLM_TENSOR_ENC_ATTN_NORM, |
1637 | 0 | LLM_TENSOR_ENC_ATTN_Q, |
1638 | 0 | LLM_TENSOR_ENC_ATTN_K, |
1639 | 0 | LLM_TENSOR_ENC_ATTN_V, |
1640 | 0 | LLM_TENSOR_ENC_ATTN_OUT, |
1641 | 0 | LLM_TENSOR_ENC_ATTN_REL_B, |
1642 | 0 | LLM_TENSOR_ENC_FFN_NORM, |
1643 | 0 | LLM_TENSOR_ENC_FFN_GATE, |
1644 | 0 | LLM_TENSOR_ENC_FFN_DOWN, |
1645 | 0 | LLM_TENSOR_ENC_FFN_UP, |
1646 | 0 | }; |
1647 | 0 | case LLM_ARCH_JAIS: |
1648 | 0 | return { |
1649 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1650 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1651 | 0 | LLM_TENSOR_OUTPUT, |
1652 | 0 | LLM_TENSOR_ATTN_NORM, |
1653 | 0 | LLM_TENSOR_ATTN_QKV, |
1654 | 0 | LLM_TENSOR_ATTN_OUT, |
1655 | 0 | LLM_TENSOR_FFN_NORM, |
1656 | 0 | LLM_TENSOR_FFN_UP, |
1657 | 0 | LLM_TENSOR_FFN_GATE, |
1658 | 0 | LLM_TENSOR_FFN_DOWN, |
1659 | 0 | }; |
1660 | 0 | case LLM_ARCH_NEMOTRON_H: |
1661 | 0 | return { |
1662 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1663 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1664 | 0 | LLM_TENSOR_OUTPUT, |
1665 | 0 | LLM_TENSOR_ATTN_NORM, |
1666 | 0 | LLM_TENSOR_SSM_IN, |
1667 | 0 | LLM_TENSOR_SSM_CONV1D, |
1668 | 0 | LLM_TENSOR_SSM_DT, |
1669 | 0 | LLM_TENSOR_SSM_A, |
1670 | 0 | LLM_TENSOR_SSM_D, |
1671 | 0 | LLM_TENSOR_SSM_NORM, |
1672 | 0 | LLM_TENSOR_SSM_OUT, |
1673 | 0 | LLM_TENSOR_ATTN_Q, |
1674 | 0 | LLM_TENSOR_ATTN_K, |
1675 | 0 | LLM_TENSOR_ATTN_V, |
1676 | 0 | LLM_TENSOR_ATTN_OUT, |
1677 | 0 | LLM_TENSOR_FFN_DOWN, |
1678 | 0 | LLM_TENSOR_FFN_UP, |
1679 | 0 | }; |
1680 | 0 | case LLM_ARCH_NEMOTRON_H_MOE: |
1681 | 0 | return { |
1682 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1683 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1684 | 0 | LLM_TENSOR_OUTPUT, |
1685 | 0 | LLM_TENSOR_ATTN_NORM, |
1686 | | // mamba(2) ssm layers |
1687 | 0 | LLM_TENSOR_SSM_IN, |
1688 | 0 | LLM_TENSOR_SSM_CONV1D, |
1689 | 0 | LLM_TENSOR_SSM_DT, |
1690 | 0 | LLM_TENSOR_SSM_A, |
1691 | 0 | LLM_TENSOR_SSM_D, |
1692 | 0 | LLM_TENSOR_SSM_NORM, |
1693 | 0 | LLM_TENSOR_SSM_OUT, |
1694 | | // attention layers |
1695 | 0 | LLM_TENSOR_ATTN_Q, |
1696 | 0 | LLM_TENSOR_ATTN_K, |
1697 | 0 | LLM_TENSOR_ATTN_V, |
1698 | 0 | LLM_TENSOR_ATTN_OUT, |
1699 | | // dense FFN |
1700 | 0 | LLM_TENSOR_FFN_DOWN, |
1701 | 0 | LLM_TENSOR_FFN_UP, |
1702 | | // MoE FFN (for MoE layers) |
1703 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1704 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1705 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1706 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
1707 | | // MoE shared expert layer |
1708 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1709 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1710 | 0 | }; |
1711 | 0 | case LLM_ARCH_EXAONE4: |
1712 | 0 | return { |
1713 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1714 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1715 | 0 | LLM_TENSOR_OUTPUT, |
1716 | 0 | LLM_TENSOR_ROPE_FREQS, |
1717 | 0 | LLM_TENSOR_ATTN_Q, |
1718 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1719 | 0 | LLM_TENSOR_ATTN_K, |
1720 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1721 | 0 | LLM_TENSOR_ATTN_V, |
1722 | 0 | LLM_TENSOR_ATTN_OUT, |
1723 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
1724 | 0 | LLM_TENSOR_FFN_GATE, |
1725 | 0 | LLM_TENSOR_FFN_DOWN, |
1726 | 0 | LLM_TENSOR_FFN_UP, |
1727 | 0 | LLM_TENSOR_FFN_POST_NORM, |
1728 | 0 | }; |
1729 | 0 | case LLM_ARCH_RWKV6: |
1730 | 0 | return { |
1731 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1732 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
1733 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1734 | 0 | LLM_TENSOR_OUTPUT, |
1735 | 0 | LLM_TENSOR_ATTN_NORM, |
1736 | 0 | LLM_TENSOR_ATTN_NORM_2, |
1737 | 0 | LLM_TENSOR_TIME_MIX_W1, |
1738 | 0 | LLM_TENSOR_TIME_MIX_W2, |
1739 | 0 | LLM_TENSOR_TIME_MIX_LERP_X, |
1740 | 0 | LLM_TENSOR_TIME_MIX_LERP_W, |
1741 | 0 | LLM_TENSOR_TIME_MIX_LERP_K, |
1742 | 0 | LLM_TENSOR_TIME_MIX_LERP_V, |
1743 | 0 | LLM_TENSOR_TIME_MIX_LERP_R, |
1744 | 0 | LLM_TENSOR_TIME_MIX_LERP_G, |
1745 | 0 | LLM_TENSOR_TIME_MIX_LERP_FUSED, |
1746 | 0 | LLM_TENSOR_TIME_MIX_FIRST, |
1747 | 0 | LLM_TENSOR_TIME_MIX_DECAY, |
1748 | 0 | LLM_TENSOR_TIME_MIX_DECAY_W1, |
1749 | 0 | LLM_TENSOR_TIME_MIX_DECAY_W2, |
1750 | 0 | LLM_TENSOR_TIME_MIX_KEY, |
1751 | 0 | LLM_TENSOR_TIME_MIX_VALUE, |
1752 | 0 | LLM_TENSOR_TIME_MIX_RECEPTANCE, |
1753 | 0 | LLM_TENSOR_TIME_MIX_GATE, |
1754 | 0 | LLM_TENSOR_TIME_MIX_LN, |
1755 | 0 | LLM_TENSOR_TIME_MIX_OUTPUT, |
1756 | 0 | LLM_TENSOR_CHANNEL_MIX_LERP_K, |
1757 | 0 | LLM_TENSOR_CHANNEL_MIX_LERP_R, |
1758 | 0 | LLM_TENSOR_CHANNEL_MIX_KEY, |
1759 | 0 | LLM_TENSOR_CHANNEL_MIX_VALUE, |
1760 | 0 | LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, |
1761 | 0 | }; |
1762 | 0 | case LLM_ARCH_RWKV6QWEN2: |
1763 | 0 | return { |
1764 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1765 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1766 | 0 | LLM_TENSOR_OUTPUT, |
1767 | 0 | LLM_TENSOR_ATTN_NORM, |
1768 | 0 | LLM_TENSOR_TIME_MIX_W1, |
1769 | 0 | LLM_TENSOR_TIME_MIX_W2, |
1770 | 0 | LLM_TENSOR_TIME_MIX_LERP_X, |
1771 | 0 | LLM_TENSOR_TIME_MIX_LERP_FUSED, |
1772 | 0 | LLM_TENSOR_TIME_MIX_FIRST, |
1773 | 0 | LLM_TENSOR_TIME_MIX_DECAY, |
1774 | 0 | LLM_TENSOR_TIME_MIX_DECAY_W1, |
1775 | 0 | LLM_TENSOR_TIME_MIX_DECAY_W2, |
1776 | 0 | LLM_TENSOR_TIME_MIX_KEY, |
1777 | 0 | LLM_TENSOR_TIME_MIX_VALUE, |
1778 | 0 | LLM_TENSOR_TIME_MIX_RECEPTANCE, |
1779 | 0 | LLM_TENSOR_TIME_MIX_GATE, |
1780 | 0 | LLM_TENSOR_TIME_MIX_OUTPUT, |
1781 | 0 | LLM_TENSOR_FFN_NORM, |
1782 | 0 | LLM_TENSOR_FFN_GATE, |
1783 | 0 | LLM_TENSOR_FFN_DOWN, |
1784 | 0 | LLM_TENSOR_FFN_UP, |
1785 | 0 | }; |
1786 | 0 | case LLM_ARCH_RWKV7: |
1787 | 0 | return { |
1788 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1789 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
1790 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1791 | 0 | LLM_TENSOR_OUTPUT, |
1792 | 0 | LLM_TENSOR_ATTN_NORM, |
1793 | 0 | LLM_TENSOR_ATTN_NORM_2, |
1794 | 0 | LLM_TENSOR_TIME_MIX_W0, |
1795 | 0 | LLM_TENSOR_TIME_MIX_W1, |
1796 | 0 | LLM_TENSOR_TIME_MIX_W2, |
1797 | 0 | LLM_TENSOR_TIME_MIX_A0, |
1798 | 0 | LLM_TENSOR_TIME_MIX_A1, |
1799 | 0 | LLM_TENSOR_TIME_MIX_A2, |
1800 | 0 | LLM_TENSOR_TIME_MIX_V0, |
1801 | 0 | LLM_TENSOR_TIME_MIX_V1, |
1802 | 0 | LLM_TENSOR_TIME_MIX_V2, |
1803 | 0 | LLM_TENSOR_TIME_MIX_G1, |
1804 | 0 | LLM_TENSOR_TIME_MIX_G2, |
1805 | 0 | LLM_TENSOR_TIME_MIX_K_K, |
1806 | 0 | LLM_TENSOR_TIME_MIX_K_A, |
1807 | 0 | LLM_TENSOR_TIME_MIX_R_K, |
1808 | 0 | LLM_TENSOR_TIME_MIX_LERP_FUSED, |
1809 | 0 | LLM_TENSOR_TIME_MIX_KEY, |
1810 | 0 | LLM_TENSOR_TIME_MIX_VALUE, |
1811 | 0 | LLM_TENSOR_TIME_MIX_RECEPTANCE, |
1812 | 0 | LLM_TENSOR_TIME_MIX_LN, |
1813 | 0 | LLM_TENSOR_TIME_MIX_OUTPUT, |
1814 | 0 | LLM_TENSOR_CHANNEL_MIX_LERP_K, |
1815 | 0 | LLM_TENSOR_CHANNEL_MIX_KEY, |
1816 | 0 | LLM_TENSOR_CHANNEL_MIX_VALUE, |
1817 | 0 | }; |
1818 | 0 | case LLM_ARCH_ARWKV7: |
1819 | 0 | return { |
1820 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1821 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
1822 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1823 | 0 | LLM_TENSOR_OUTPUT, |
1824 | 0 | LLM_TENSOR_ATTN_NORM, |
1825 | 0 | LLM_TENSOR_TIME_MIX_W0, |
1826 | 0 | LLM_TENSOR_TIME_MIX_W1, |
1827 | 0 | LLM_TENSOR_TIME_MIX_W2, |
1828 | 0 | LLM_TENSOR_TIME_MIX_A0, |
1829 | 0 | LLM_TENSOR_TIME_MIX_A1, |
1830 | 0 | LLM_TENSOR_TIME_MIX_A2, |
1831 | 0 | LLM_TENSOR_TIME_MIX_V0, |
1832 | 0 | LLM_TENSOR_TIME_MIX_V1, |
1833 | 0 | LLM_TENSOR_TIME_MIX_V2, |
1834 | 0 | LLM_TENSOR_TIME_MIX_G1, |
1835 | 0 | LLM_TENSOR_TIME_MIX_G2, |
1836 | 0 | LLM_TENSOR_TIME_MIX_K_K, |
1837 | 0 | LLM_TENSOR_TIME_MIX_K_A, |
1838 | 0 | LLM_TENSOR_TIME_MIX_R_K, |
1839 | 0 | LLM_TENSOR_TIME_MIX_LERP_FUSED, |
1840 | 0 | LLM_TENSOR_TIME_MIX_KEY, |
1841 | 0 | LLM_TENSOR_TIME_MIX_VALUE, |
1842 | 0 | LLM_TENSOR_TIME_MIX_RECEPTANCE, |
1843 | 0 | LLM_TENSOR_TIME_MIX_LN, |
1844 | 0 | LLM_TENSOR_TIME_MIX_OUTPUT, |
1845 | 0 | LLM_TENSOR_FFN_NORM, |
1846 | 0 | LLM_TENSOR_FFN_GATE, |
1847 | 0 | LLM_TENSOR_FFN_DOWN, |
1848 | 0 | LLM_TENSOR_FFN_UP, |
1849 | 0 | }; |
1850 | 0 | case LLM_ARCH_GRANITE_MOE: |
1851 | 0 | return { |
1852 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1853 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1854 | 0 | LLM_TENSOR_OUTPUT, |
1855 | 0 | LLM_TENSOR_ATTN_NORM, |
1856 | 0 | LLM_TENSOR_ATTN_Q, |
1857 | 0 | LLM_TENSOR_ATTN_K, |
1858 | 0 | LLM_TENSOR_ATTN_V, |
1859 | 0 | LLM_TENSOR_ATTN_OUT, |
1860 | 0 | LLM_TENSOR_FFN_NORM, |
1861 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1862 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1863 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1864 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1865 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1866 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1867 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1868 | 0 | }; |
1869 | 0 | case LLM_ARCH_GRANITE_HYBRID: |
1870 | 0 | return { |
1871 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1872 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1873 | 0 | LLM_TENSOR_OUTPUT, |
1874 | 0 | LLM_TENSOR_ATTN_NORM, |
1875 | 0 | LLM_TENSOR_SSM_IN, |
1876 | 0 | LLM_TENSOR_SSM_CONV1D, |
1877 | 0 | LLM_TENSOR_SSM_DT, |
1878 | 0 | LLM_TENSOR_SSM_A, |
1879 | 0 | LLM_TENSOR_SSM_D, |
1880 | 0 | LLM_TENSOR_SSM_NORM, |
1881 | 0 | LLM_TENSOR_SSM_OUT, |
1882 | 0 | LLM_TENSOR_ATTN_Q, |
1883 | 0 | LLM_TENSOR_ATTN_K, |
1884 | 0 | LLM_TENSOR_ATTN_V, |
1885 | 0 | LLM_TENSOR_ATTN_OUT, |
1886 | 0 | LLM_TENSOR_FFN_NORM, |
1887 | 0 | LLM_TENSOR_FFN_GATE, |
1888 | 0 | LLM_TENSOR_FFN_DOWN, |
1889 | 0 | LLM_TENSOR_FFN_UP, |
1890 | 0 | LLM_TENSOR_FFN_NORM, |
1891 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1892 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1893 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1894 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1895 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1896 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1897 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1898 | 0 | }; |
1899 | 0 | case LLM_ARCH_WAVTOKENIZER_DEC: |
1900 | 0 | return { |
1901 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1902 | 0 | LLM_TENSOR_TOKEN_EMBD_NORM, |
1903 | 0 | LLM_TENSOR_CONV1D, |
1904 | 0 | LLM_TENSOR_CONVNEXT_DW, |
1905 | 0 | LLM_TENSOR_CONVNEXT_NORM, |
1906 | 0 | LLM_TENSOR_CONVNEXT_PW1, |
1907 | 0 | LLM_TENSOR_CONVNEXT_PW2, |
1908 | 0 | LLM_TENSOR_CONVNEXT_GAMMA, |
1909 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1910 | 0 | LLM_TENSOR_OUTPUT, |
1911 | 0 | LLM_TENSOR_POS_NET_CONV1, |
1912 | 0 | LLM_TENSOR_POS_NET_CONV2, |
1913 | 0 | LLM_TENSOR_POS_NET_NORM, |
1914 | 0 | LLM_TENSOR_POS_NET_NORM1, |
1915 | 0 | LLM_TENSOR_POS_NET_NORM2, |
1916 | 0 | LLM_TENSOR_POS_NET_ATTN_NORM, |
1917 | 0 | LLM_TENSOR_POS_NET_ATTN_Q, |
1918 | 0 | LLM_TENSOR_POS_NET_ATTN_K, |
1919 | 0 | LLM_TENSOR_POS_NET_ATTN_V, |
1920 | 0 | LLM_TENSOR_POS_NET_ATTN_OUT, |
1921 | 0 | }; |
1922 | 0 | case LLM_ARCH_BAILINGMOE: |
1923 | 0 | return { |
1924 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1925 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1926 | 0 | LLM_TENSOR_OUTPUT, |
1927 | 0 | LLM_TENSOR_ROPE_FREQS, |
1928 | 0 | LLM_TENSOR_ATTN_NORM, |
1929 | 0 | LLM_TENSOR_ATTN_Q, |
1930 | 0 | LLM_TENSOR_ATTN_K, |
1931 | 0 | LLM_TENSOR_ATTN_V, |
1932 | 0 | LLM_TENSOR_ATTN_OUT, |
1933 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1934 | 0 | LLM_TENSOR_FFN_NORM, |
1935 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1936 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1937 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1938 | 0 | LLM_TENSOR_FFN_GATE_INP_SHEXP, |
1939 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1940 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1941 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1942 | 0 | }; |
1943 | 0 | case LLM_ARCH_BAILINGMOE2: |
1944 | 0 | return { |
1945 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1946 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1947 | 0 | LLM_TENSOR_OUTPUT, |
1948 | 0 | LLM_TENSOR_ATTN_NORM, |
1949 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1950 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1951 | 0 | LLM_TENSOR_ATTN_QKV, |
1952 | 0 | LLM_TENSOR_ATTN_OUT, |
1953 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1954 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
1955 | 0 | LLM_TENSOR_FFN_NORM, |
1956 | 0 | LLM_TENSOR_FFN_GATE, |
1957 | 0 | LLM_TENSOR_FFN_DOWN, |
1958 | 0 | LLM_TENSOR_FFN_UP, |
1959 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1960 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1961 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1962 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1963 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1964 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1965 | 0 | LLM_TENSOR_NEXTN_EH_PROJ, |
1966 | 0 | LLM_TENSOR_NEXTN_EMBED_TOKENS, |
1967 | 0 | LLM_TENSOR_NEXTN_ENORM, |
1968 | 0 | LLM_TENSOR_NEXTN_HNORM, |
1969 | 0 | LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, |
1970 | 0 | LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, |
1971 | 0 | LLM_TENSOR_LAYER_OUT_NORM, |
1972 | 0 | }; |
1973 | 0 | case LLM_ARCH_DOTS1: |
1974 | 0 | return { |
1975 | 0 | LLM_TENSOR_TOKEN_EMBD, |
1976 | 0 | LLM_TENSOR_OUTPUT_NORM, |
1977 | 0 | LLM_TENSOR_OUTPUT, |
1978 | 0 | LLM_TENSOR_ATTN_NORM, |
1979 | 0 | LLM_TENSOR_ATTN_Q, |
1980 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
1981 | 0 | LLM_TENSOR_ATTN_K, |
1982 | 0 | LLM_TENSOR_ATTN_K_NORM, |
1983 | 0 | LLM_TENSOR_ATTN_V, |
1984 | 0 | LLM_TENSOR_ATTN_OUT, |
1985 | 0 | LLM_TENSOR_FFN_NORM, |
1986 | 0 | LLM_TENSOR_FFN_GATE, |
1987 | 0 | LLM_TENSOR_FFN_UP, |
1988 | 0 | LLM_TENSOR_FFN_DOWN, |
1989 | 0 | LLM_TENSOR_FFN_GATE_INP, |
1990 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
1991 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
1992 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
1993 | 0 | LLM_TENSOR_FFN_GATE_INP_SHEXP, |
1994 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
1995 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
1996 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
1997 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
1998 | 0 | }; |
1999 | 0 | case LLM_ARCH_ERNIE4_5_MOE: |
2000 | 0 | return { |
2001 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2002 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2003 | 0 | LLM_TENSOR_OUTPUT, |
2004 | 0 | LLM_TENSOR_ATTN_NORM, |
2005 | 0 | LLM_TENSOR_ATTN_Q, |
2006 | 0 | LLM_TENSOR_ATTN_K, |
2007 | 0 | LLM_TENSOR_ATTN_V, |
2008 | 0 | LLM_TENSOR_ATTN_OUT, |
2009 | 0 | LLM_TENSOR_FFN_NORM, |
2010 | 0 | LLM_TENSOR_FFN_GATE, |
2011 | 0 | LLM_TENSOR_FFN_DOWN, |
2012 | 0 | LLM_TENSOR_FFN_UP, |
2013 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2014 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
2015 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
2016 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
2017 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2018 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2019 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2020 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
2021 | 0 | }; |
2022 | 0 | case LLM_ARCH_HUNYUAN_MOE: |
2023 | 0 | return { |
2024 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2025 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2026 | 0 | LLM_TENSOR_OUTPUT, |
2027 | 0 | LLM_TENSOR_ATTN_NORM, |
2028 | 0 | LLM_TENSOR_ATTN_Q, |
2029 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2030 | 0 | LLM_TENSOR_ATTN_K, |
2031 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2032 | 0 | LLM_TENSOR_ATTN_V, |
2033 | 0 | LLM_TENSOR_ATTN_OUT, |
2034 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2035 | 0 | LLM_TENSOR_FFN_NORM, |
2036 | 0 | LLM_TENSOR_FFN_GATE_SHEXP, |
2037 | 0 | LLM_TENSOR_FFN_DOWN_SHEXP, |
2038 | 0 | LLM_TENSOR_FFN_UP_SHEXP, |
2039 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2040 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2041 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2042 | 0 | }; |
2043 | 0 | case LLM_ARCH_OPENAI_MOE: |
2044 | 0 | return { |
2045 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2046 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2047 | 0 | LLM_TENSOR_OUTPUT, |
2048 | 0 | LLM_TENSOR_ATTN_NORM, |
2049 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
2050 | 0 | LLM_TENSOR_ATTN_Q, |
2051 | 0 | LLM_TENSOR_ATTN_K, |
2052 | 0 | LLM_TENSOR_ATTN_V, |
2053 | 0 | LLM_TENSOR_ATTN_OUT, |
2054 | 0 | LLM_TENSOR_ATTN_SINKS, |
2055 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2056 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2057 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2058 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2059 | 0 | }; |
2060 | 0 | case LLM_ARCH_LFM2: |
2061 | 0 | return { |
2062 | 0 | LLM_TENSOR_ATTN_NORM, |
2063 | 0 | LLM_TENSOR_ATTN_Q, |
2064 | 0 | LLM_TENSOR_ATTN_K, |
2065 | 0 | LLM_TENSOR_ATTN_V, |
2066 | 0 | LLM_TENSOR_ATTN_OUT, |
2067 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2068 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2069 | 0 | LLM_TENSOR_FFN_DOWN, |
2070 | 0 | LLM_TENSOR_FFN_GATE, |
2071 | 0 | LLM_TENSOR_FFN_NORM, |
2072 | 0 | LLM_TENSOR_FFN_UP, |
2073 | 0 | LLM_TENSOR_SHORTCONV_CONV, |
2074 | 0 | LLM_TENSOR_SHORTCONV_INPROJ, |
2075 | 0 | LLM_TENSOR_SHORTCONV_OUTPROJ, |
2076 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2077 | 0 | LLM_TENSOR_OUTPUT_NORM_LFM2, |
2078 | 0 | LLM_TENSOR_OUTPUT, |
2079 | 0 | LLM_TENSOR_DENSE_2_OUT, |
2080 | 0 | }; |
2081 | 0 | case LLM_ARCH_LFM2MOE: |
2082 | 0 | return { |
2083 | 0 | LLM_TENSOR_ATTN_NORM, |
2084 | 0 | LLM_TENSOR_ATTN_Q, |
2085 | 0 | LLM_TENSOR_ATTN_K, |
2086 | 0 | LLM_TENSOR_ATTN_V, |
2087 | 0 | LLM_TENSOR_ATTN_OUT, |
2088 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2089 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2090 | 0 | LLM_TENSOR_FFN_DOWN, |
2091 | 0 | LLM_TENSOR_FFN_GATE, |
2092 | 0 | LLM_TENSOR_FFN_NORM, |
2093 | 0 | LLM_TENSOR_FFN_UP, |
2094 | 0 | LLM_TENSOR_SHORTCONV_CONV, |
2095 | 0 | LLM_TENSOR_SHORTCONV_INPROJ, |
2096 | 0 | LLM_TENSOR_SHORTCONV_OUTPROJ, |
2097 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2098 | 0 | LLM_TENSOR_OUTPUT_NORM_LFM2, |
2099 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2100 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2101 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2102 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2103 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
2104 | 0 | }; |
2105 | 0 | case LLM_ARCH_SMALLTHINKER: |
2106 | 0 | return { |
2107 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2108 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2109 | 0 | LLM_TENSOR_OUTPUT, |
2110 | 0 | LLM_TENSOR_ATTN_NORM, |
2111 | 0 | LLM_TENSOR_ATTN_Q, |
2112 | 0 | LLM_TENSOR_ATTN_K, |
2113 | 0 | LLM_TENSOR_ATTN_V, |
2114 | 0 | LLM_TENSOR_ATTN_OUT, |
2115 | 0 | LLM_TENSOR_FFN_NORM, |
2116 | 0 | LLM_TENSOR_FFN_GATE, |
2117 | 0 | LLM_TENSOR_FFN_DOWN, |
2118 | 0 | LLM_TENSOR_FFN_UP, |
2119 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2120 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2121 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2122 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2123 | 0 | }; |
2124 | 0 | case LLM_ARCH_APERTUS: |
2125 | 0 | return { |
2126 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2127 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2128 | 0 | LLM_TENSOR_OUTPUT, |
2129 | 0 | LLM_TENSOR_ROPE_FREQS, |
2130 | 0 | LLM_TENSOR_ATTN_NORM, |
2131 | 0 | LLM_TENSOR_ATTN_Q, |
2132 | 0 | LLM_TENSOR_ATTN_K, |
2133 | 0 | LLM_TENSOR_ATTN_V, |
2134 | 0 | LLM_TENSOR_ATTN_OUT, |
2135 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2136 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2137 | 0 | LLM_TENSOR_FFN_NORM, |
2138 | 0 | LLM_TENSOR_FFN_DOWN, |
2139 | 0 | LLM_TENSOR_FFN_UP, |
2140 | 0 | }; |
2141 | 0 | case LLM_ARCH_SEED_OSS: |
2142 | 0 | return { |
2143 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2144 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2145 | 0 | LLM_TENSOR_OUTPUT, |
2146 | 0 | LLM_TENSOR_ATTN_NORM, |
2147 | 0 | LLM_TENSOR_ATTN_Q, |
2148 | 0 | LLM_TENSOR_ATTN_K, |
2149 | 0 | LLM_TENSOR_ATTN_V, |
2150 | 0 | LLM_TENSOR_ATTN_OUT, |
2151 | 0 | LLM_TENSOR_ATTN_POST_NORM, |
2152 | 0 | LLM_TENSOR_FFN_GATE, |
2153 | 0 | LLM_TENSOR_FFN_DOWN, |
2154 | 0 | LLM_TENSOR_FFN_UP, |
2155 | 0 | }; |
2156 | 0 | case LLM_ARCH_GROVEMOE: |
2157 | 0 | return { |
2158 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2159 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2160 | 0 | LLM_TENSOR_OUTPUT, |
2161 | 0 | LLM_TENSOR_ATTN_NORM, |
2162 | 0 | LLM_TENSOR_ATTN_Q, |
2163 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2164 | 0 | LLM_TENSOR_ATTN_K, |
2165 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2166 | 0 | LLM_TENSOR_ATTN_V, |
2167 | 0 | LLM_TENSOR_ATTN_OUT, |
2168 | 0 | LLM_TENSOR_FFN_NORM, |
2169 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2170 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2171 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2172 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2173 | 0 | LLM_TENSOR_FFN_GATE_CHEXPS, |
2174 | 0 | LLM_TENSOR_FFN_DOWN_CHEXPS, |
2175 | 0 | LLM_TENSOR_FFN_UP_CHEXPS, |
2176 | 0 | }; |
2177 | 0 | case LLM_ARCH_MINIMAX_M2: |
2178 | 0 | return { |
2179 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2180 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2181 | 0 | LLM_TENSOR_OUTPUT, |
2182 | 0 | LLM_TENSOR_ATTN_NORM, |
2183 | 0 | LLM_TENSOR_ATTN_Q, |
2184 | 0 | LLM_TENSOR_ATTN_K, |
2185 | 0 | LLM_TENSOR_ATTN_V, |
2186 | 0 | LLM_TENSOR_ATTN_OUT, |
2187 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2188 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2189 | 0 | LLM_TENSOR_FFN_NORM, |
2190 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2191 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2192 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2193 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2194 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
2195 | 0 | }; |
2196 | 0 | case LLM_ARCH_COGVLM: |
2197 | 0 | return { |
2198 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2199 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2200 | 0 | LLM_TENSOR_OUTPUT, |
2201 | 0 | LLM_TENSOR_ATTN_NORM, |
2202 | 0 | LLM_TENSOR_ATTN_QKV, |
2203 | 0 | LLM_TENSOR_ATTN_OUT, |
2204 | 0 | LLM_TENSOR_FFN_NORM, |
2205 | 0 | LLM_TENSOR_FFN_GATE, |
2206 | 0 | LLM_TENSOR_FFN_DOWN, |
2207 | 0 | LLM_TENSOR_FFN_UP, |
2208 | 0 | LLM_TENSOR_VISEXP_ATTN_QKV, |
2209 | 0 | LLM_TENSOR_VISEXP_ATTN_OUT, |
2210 | 0 | LLM_TENSOR_VISEXP_FFN_GATE, |
2211 | 0 | LLM_TENSOR_VISEXP_FFN_DOWN, |
2212 | 0 | LLM_TENSOR_VISEXP_FFN_UP, |
2213 | 0 | }; |
2214 | 0 | case LLM_ARCH_MIMO2: |
2215 | 0 | return { |
2216 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2217 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2218 | 0 | LLM_TENSOR_OUTPUT, |
2219 | 0 | LLM_TENSOR_ATTN_NORM, |
2220 | 0 | LLM_TENSOR_ATTN_Q, |
2221 | 0 | LLM_TENSOR_ATTN_K, |
2222 | 0 | LLM_TENSOR_ATTN_V, |
2223 | 0 | LLM_TENSOR_ATTN_SINKS, |
2224 | 0 | LLM_TENSOR_ATTN_OUT, |
2225 | 0 | LLM_TENSOR_FFN_NORM, |
2226 | 0 | LLM_TENSOR_FFN_GATE, |
2227 | 0 | LLM_TENSOR_FFN_DOWN, |
2228 | 0 | LLM_TENSOR_FFN_UP, |
2229 | 0 | LLM_TENSOR_FFN_GATE_INP, |
2230 | 0 | LLM_TENSOR_FFN_GATE_EXPS, |
2231 | 0 | LLM_TENSOR_FFN_DOWN_EXPS, |
2232 | 0 | LLM_TENSOR_FFN_UP_EXPS, |
2233 | 0 | LLM_TENSOR_FFN_EXP_PROBS_B, |
2234 | 0 | }; |
2235 | 0 | case LLM_ARCH_GPTJ: |
2236 | 0 | case LLM_ARCH_UNKNOWN: |
2237 | 0 | return { |
2238 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2239 | 0 | }; |
2240 | 0 | case LLM_ARCH_MAINCODER: |
2241 | 0 | return { |
2242 | 0 | LLM_TENSOR_TOKEN_EMBD, |
2243 | 0 | LLM_TENSOR_OUTPUT_NORM, |
2244 | 0 | LLM_TENSOR_OUTPUT, |
2245 | 0 | LLM_TENSOR_ATTN_NORM, |
2246 | 0 | LLM_TENSOR_ATTN_Q, |
2247 | 0 | LLM_TENSOR_ATTN_Q_NORM, |
2248 | 0 | LLM_TENSOR_ATTN_K, |
2249 | 0 | LLM_TENSOR_ATTN_K_NORM, |
2250 | 0 | LLM_TENSOR_ATTN_V, |
2251 | 0 | LLM_TENSOR_ATTN_OUT, |
2252 | 0 | LLM_TENSOR_FFN_NORM, |
2253 | 0 | LLM_TENSOR_FFN_GATE, |
2254 | 0 | LLM_TENSOR_FFN_DOWN, |
2255 | 0 | LLM_TENSOR_FFN_UP, |
2256 | 0 | }; |
2257 | 0 | default: |
2258 | 0 | GGML_ABORT("unknown architecture for tensor mapping"); |
2259 | 0 | } |
2260 | 0 | } |
2261 | | |
2262 | | // declare information about the model weight tensors: |
2263 | | // - the layer in which the tensor is going to be used. this is needed in order to assign the correct buffer type for the weight |
2264 | | // - the operator which is going to use the weight. this is needed to determine if the respective backend supports the operator |
2265 | | // |
2266 | | // for example, input layers are usually assigned to CPU/host buffer types |
2267 | | // |
2268 | | // a mismatch between the declared information and the actual layer/op in which the tensor is used can lead to sub-optimal |
2269 | | // assignment of the buffer types and extra overhead during computation |
2270 | | // example: https://github.com/ggml-org/llama.cpp/pull/17548 |
2271 | | // |
2272 | | static const std::map<llm_tensor, llm_tensor_info> LLM_TENSOR_INFOS = { |
2273 | | {LLM_TENSOR_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, |
2274 | | {LLM_TENSOR_POS_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, |
2275 | | {LLM_TENSOR_TOKEN_TYPES, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}}, |
2276 | | {LLM_TENSOR_TOKEN_EMBD_NORM, {LLM_TENSOR_LAYER_INPUT, GGML_OP_MUL}}, |
2277 | | {LLM_TENSOR_OUTPUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2278 | | {LLM_TENSOR_CLS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2279 | | {LLM_TENSOR_CLS_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2280 | | {LLM_TENSOR_DENSE_2_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, // Dense layer output |
2281 | | {LLM_TENSOR_DENSE_3_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, // Dense layer output |
2282 | | {LLM_TENSOR_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2283 | | {LLM_TENSOR_OUTPUT_NORM_LFM2, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2284 | | {LLM_TENSOR_DEC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2285 | | {LLM_TENSOR_ENC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2286 | | {LLM_TENSOR_ROPE_FREQS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}}, |
2287 | | {LLM_TENSOR_ROPE_FACTORS_LONG, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}}, |
2288 | | {LLM_TENSOR_ROPE_FACTORS_SHORT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}}, |
2289 | | {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2290 | | {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2291 | | {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2292 | | {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2293 | | {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2294 | | {LLM_TENSOR_ATTN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2295 | | {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2296 | | {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2297 | | {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2298 | | {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2299 | | {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2300 | | {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2301 | | {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2302 | | {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2303 | | {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2304 | | {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2305 | | {LLM_TENSOR_ATTN_K_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2306 | | {LLM_TENSOR_ATTN_V_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2307 | | {LLM_TENSOR_ATTN_SINKS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SCALE}}, |
2308 | | {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2309 | | {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2310 | | {LLM_TENSOR_DEC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2311 | | {LLM_TENSOR_DEC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2312 | | {LLM_TENSOR_DEC_CROSS_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2313 | | {LLM_TENSOR_DEC_CROSS_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2314 | | {LLM_TENSOR_DEC_CROSS_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2315 | | {LLM_TENSOR_DEC_CROSS_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2316 | | {LLM_TENSOR_DEC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2317 | | {LLM_TENSOR_DEC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2318 | | {LLM_TENSOR_DEC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2319 | | {LLM_TENSOR_ENC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2320 | | {LLM_TENSOR_ENC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2321 | | {LLM_TENSOR_ENC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2322 | | {LLM_TENSOR_ENC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2323 | | {LLM_TENSOR_ENC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2324 | | {LLM_TENSOR_ENC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2325 | | {LLM_TENSOR_ENC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2326 | | {LLM_TENSOR_FFN_GATE_INP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2327 | | {LLM_TENSOR_FFN_GATE_INP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2328 | | {LLM_TENSOR_SSM_IN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2329 | | {LLM_TENSOR_SSM_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2330 | | {LLM_TENSOR_SSM_DT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2331 | | {LLM_TENSOR_SSM_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2332 | | {LLM_TENSOR_SSM_BETA_ALPHA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2333 | | {LLM_TENSOR_TIME_MIX_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2334 | | {LLM_TENSOR_TIME_MIX_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2335 | | {LLM_TENSOR_TIME_MIX_A1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2336 | | {LLM_TENSOR_TIME_MIX_A2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2337 | | {LLM_TENSOR_TIME_MIX_V1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2338 | | {LLM_TENSOR_TIME_MIX_V2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2339 | | {LLM_TENSOR_TIME_MIX_G1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2340 | | {LLM_TENSOR_TIME_MIX_G2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2341 | | {LLM_TENSOR_TIME_MIX_DECAY_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2342 | | {LLM_TENSOR_TIME_MIX_DECAY_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2343 | | {LLM_TENSOR_TIME_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2344 | | {LLM_TENSOR_TIME_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2345 | | {LLM_TENSOR_TIME_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2346 | | {LLM_TENSOR_TIME_MIX_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2347 | | {LLM_TENSOR_TIME_MIX_OUTPUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2348 | | {LLM_TENSOR_CHANNEL_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2349 | | {LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2350 | | {LLM_TENSOR_CHANNEL_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2351 | | {LLM_TENSOR_FFN_ACT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}}, |
2352 | | {LLM_TENSOR_SSM_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}}, |
2353 | | {LLM_TENSOR_SSM_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}}, |
2354 | | {LLM_TENSOR_SSM_A_NOSCAN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, // a version of SSM_A used for MUL instead of SSM_SCAN |
2355 | | {LLM_TENSOR_SSM_DT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2356 | | {LLM_TENSOR_SSM_B_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2357 | | {LLM_TENSOR_SSM_C_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2358 | | {LLM_TENSOR_SSM_D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2359 | | {LLM_TENSOR_SSM_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2360 | | {LLM_TENSOR_TIME_MIX_LERP_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2361 | | {LLM_TENSOR_TIME_MIX_LN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2362 | | {LLM_TENSOR_CHANNEL_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2363 | | {LLM_TENSOR_CHANNEL_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2364 | | {LLM_TENSOR_TIME_MIX_K_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2365 | | {LLM_TENSOR_TIME_MIX_K_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2366 | | {LLM_TENSOR_TIME_MIX_R_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2367 | | {LLM_TENSOR_TIME_MIX_LERP_W, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2368 | | {LLM_TENSOR_TIME_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2369 | | {LLM_TENSOR_TIME_MIX_LERP_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2370 | | {LLM_TENSOR_TIME_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2371 | | {LLM_TENSOR_TIME_MIX_LERP_G, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2372 | | {LLM_TENSOR_TIME_MIX_LERP_FUSED, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2373 | | {LLM_TENSOR_TIME_MIX_DECAY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2374 | | {LLM_TENSOR_TIME_MIX_W0, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2375 | | {LLM_TENSOR_TIME_MIX_A0, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2376 | | {LLM_TENSOR_TIME_MIX_V0, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2377 | | {LLM_TENSOR_TIME_MIX_FIRST, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_RWKV_WKV6}}, |
2378 | | {LLM_TENSOR_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2379 | | {LLM_TENSOR_ATTN_NORM_2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2380 | | {LLM_TENSOR_ATTN_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2381 | | {LLM_TENSOR_ATTN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2382 | | {LLM_TENSOR_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2383 | | {LLM_TENSOR_FFN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2384 | | {LLM_TENSOR_FFN_NORM_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2385 | | {LLM_TENSOR_ATTN_Q_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2386 | | {LLM_TENSOR_ATTN_K_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2387 | | {LLM_TENSOR_LAYER_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2388 | | {LLM_TENSOR_ATTN_Q_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2389 | | {LLM_TENSOR_ATTN_KV_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2390 | | {LLM_TENSOR_ATTN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2391 | | {LLM_TENSOR_FFN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2392 | | {LLM_TENSOR_DEC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2393 | | {LLM_TENSOR_DEC_CROSS_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2394 | | {LLM_TENSOR_DEC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2395 | | {LLM_TENSOR_ENC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2396 | | {LLM_TENSOR_ENC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2397 | | {LLM_TENSOR_DEC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}}, |
2398 | | {LLM_TENSOR_ENC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}}, |
2399 | | {LLM_TENSOR_FFN_DOWN_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, |
2400 | | {LLM_TENSOR_FFN_GATE_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, |
2401 | | {LLM_TENSOR_FFN_UP_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, |
2402 | | {LLM_TENSOR_FFN_DOWN_CHEXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, |
2403 | | {LLM_TENSOR_FFN_GATE_CHEXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, |
2404 | | {LLM_TENSOR_FFN_UP_CHEXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}}, |
2405 | | {LLM_TENSOR_FFN_EXP_PROBS_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}}, |
2406 | | // altup / laurel (gemma 3n) |
2407 | | {LLM_TENSOR_PER_LAYER_TOKEN_EMBD, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_GET_ROWS}}, |
2408 | | {LLM_TENSOR_PER_LAYER_MODEL_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2409 | | {LLM_TENSOR_PER_LAYER_PROJ_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2410 | | {LLM_TENSOR_ALTUP_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2411 | | {LLM_TENSOR_ALTUP_UNEMBD_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2412 | | {LLM_TENSOR_PER_LAYER_INP_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2413 | | {LLM_TENSOR_PER_LAYER_PROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2414 | | {LLM_TENSOR_PER_LAYER_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2415 | | {LLM_TENSOR_ALTUP_CORRECT_COEF, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2416 | | {LLM_TENSOR_ALTUP_CORRECT_SCALE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2417 | | {LLM_TENSOR_ALTUP_PREDICT_COEF, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2418 | | {LLM_TENSOR_ALTUP_ROUTER, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2419 | | {LLM_TENSOR_ALTUP_ROUTER_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2420 | | {LLM_TENSOR_LAUREL_L, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2421 | | {LLM_TENSOR_LAUREL_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2422 | | {LLM_TENSOR_LAUREL_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2423 | | // this tensor is loaded for T5, but never used |
2424 | | {LLM_TENSOR_DEC_CROSS_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}}, |
2425 | | {LLM_TENSOR_CONV1D, {LLM_TENSOR_LAYER_INPUT, GGML_OP_IM2COL}}, |
2426 | | {LLM_TENSOR_POS_NET_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2427 | | {LLM_TENSOR_POS_NET_NORM1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2428 | | {LLM_TENSOR_POS_NET_NORM2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2429 | | {LLM_TENSOR_POS_NET_CONV1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}}, |
2430 | | {LLM_TENSOR_POS_NET_CONV2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}}, |
2431 | | {LLM_TENSOR_POS_NET_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2432 | | {LLM_TENSOR_POS_NET_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2433 | | {LLM_TENSOR_POS_NET_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2434 | | {LLM_TENSOR_POS_NET_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2435 | | {LLM_TENSOR_POS_NET_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2436 | | {LLM_TENSOR_CONVNEXT_DW, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}}, |
2437 | | {LLM_TENSOR_CONVNEXT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2438 | | {LLM_TENSOR_CONVNEXT_PW1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2439 | | {LLM_TENSOR_CONVNEXT_PW2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2440 | | {LLM_TENSOR_CONVNEXT_GAMMA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, |
2441 | | {LLM_TENSOR_SHORTCONV_CONV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}}, |
2442 | | {LLM_TENSOR_SHORTCONV_INPROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2443 | | {LLM_TENSOR_SHORTCONV_OUTPROJ, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2444 | | {LLM_TENSOR_VISEXP_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2445 | | {LLM_TENSOR_VISEXP_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2446 | | {LLM_TENSOR_VISEXP_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2447 | | {LLM_TENSOR_VISEXP_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2448 | | {LLM_TENSOR_VISEXP_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, |
2449 | | // NextN/MTP tensors are currently ignored (reserved for future MTP support) |
2450 | | // These tensors only exist in the last layer(s) and are treated as output tensors |
2451 | | {LLM_TENSOR_NEXTN_EH_PROJ, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2452 | | {LLM_TENSOR_NEXTN_EMBED_TOKENS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_GET_ROWS}}, |
2453 | | {LLM_TENSOR_NEXTN_ENORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_GET_ROWS}}, |
2454 | | {LLM_TENSOR_NEXTN_HNORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2455 | | {LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}}, |
2456 | | {LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}}, |
2457 | | }; |
2458 | | |
2459 | 541 | LLM_KV::LLM_KV(llm_arch arch, const char * suffix) : arch(arch), suffix(suffix) {} |
2460 | | |
2461 | 332 | std::string LLM_KV::operator()(llm_kv kv) const { |
2462 | 332 | std::string name = ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch)); |
2463 | | |
2464 | 332 | if (suffix != nullptr) { |
2465 | 0 | name += "."; |
2466 | 0 | name += suffix; |
2467 | 0 | } |
2468 | | |
2469 | 332 | return name; |
2470 | 332 | } |
2471 | | |
2472 | | LLM_TN_IMPL::LLM_TN_IMPL(llm_arch arch, llm_tensor tensor, const char * suffix, int bid, int xid) |
2473 | 0 | : arch(arch), tensor(tensor), suffix(suffix), bid(bid), xid(xid), |
2474 | 0 | model_tensors(llm_get_tensor_names(arch)) {} |
2475 | | |
2476 | 0 | std::string LLM_TN_IMPL::str() const { |
2477 | 0 | if (LLM_TENSOR_NAMES.find(tensor) == LLM_TENSOR_NAMES.end()) { |
2478 | 0 | GGML_ABORT("unknown tensor name for tensor id %d", static_cast<int>(tensor)); |
2479 | 0 | } |
2480 | |
|
2481 | 0 | if (model_tensors.find(tensor) == model_tensors.end()) { |
2482 | 0 | return LLM_TENSOR_NAMES.at(tensor); |
2483 | 0 | } |
2484 | | |
2485 | 0 | std::string name = ::format(LLM_TENSOR_NAMES.at(tensor), bid, xid); |
2486 | 0 | if (suffix != nullptr) { |
2487 | 0 | name += "."; |
2488 | 0 | name += suffix; |
2489 | 0 | } |
2490 | |
|
2491 | 0 | return name; |
2492 | 0 | } |
2493 | | |
2494 | 0 | const char * llm_arch_name(llm_arch arch) { |
2495 | 0 | auto it = LLM_ARCH_NAMES.find(arch); |
2496 | 0 | if (it == LLM_ARCH_NAMES.end()) { |
2497 | 0 | return "unknown"; |
2498 | 0 | } |
2499 | 0 | return it->second; |
2500 | 0 | } |
2501 | | |
2502 | 194 | llm_arch llm_arch_from_string(const std::string & name) { |
2503 | 22.0k | for (const auto & kv : LLM_ARCH_NAMES) { // NOLINT |
2504 | 22.0k | if (kv.second == name) { |
2505 | 1 | return kv.first; |
2506 | 1 | } |
2507 | 22.0k | } |
2508 | | |
2509 | 193 | return LLM_ARCH_UNKNOWN; |
2510 | 194 | } |
2511 | | |
2512 | 0 | const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor) { |
2513 | 0 | return LLM_TENSOR_INFOS.at(tensor); |
2514 | 0 | } |
2515 | | |
2516 | 0 | bool llm_arch_is_recurrent(const llm_arch & arch) { |
2517 | 0 | switch (arch) { |
2518 | 0 | case LLM_ARCH_MAMBA: |
2519 | 0 | case LLM_ARCH_MAMBA2: |
2520 | 0 | case LLM_ARCH_RWKV6: |
2521 | 0 | case LLM_ARCH_RWKV6QWEN2: |
2522 | 0 | case LLM_ARCH_RWKV7: |
2523 | 0 | case LLM_ARCH_ARWKV7: |
2524 | 0 | return true; |
2525 | 0 | default: |
2526 | 0 | return false; |
2527 | 0 | } |
2528 | 0 | } |
2529 | | |
2530 | 0 | bool llm_arch_is_hybrid(const llm_arch & arch) { |
2531 | 0 | switch (arch) { |
2532 | 0 | case LLM_ARCH_JAMBA: |
2533 | 0 | case LLM_ARCH_FALCON_H1: |
2534 | 0 | case LLM_ARCH_PLAMO2: |
2535 | 0 | case LLM_ARCH_GRANITE_HYBRID: |
2536 | 0 | case LLM_ARCH_LFM2: |
2537 | 0 | case LLM_ARCH_LFM2MOE: |
2538 | 0 | case LLM_ARCH_NEMOTRON_H: |
2539 | 0 | case LLM_ARCH_NEMOTRON_H_MOE: |
2540 | 0 | case LLM_ARCH_QWEN3NEXT: |
2541 | 0 | return true; |
2542 | 0 | default: |
2543 | 0 | return false; |
2544 | 0 | } |
2545 | 0 | } |
2546 | | |
2547 | 0 | bool llm_arch_is_diffusion(const llm_arch & arch) { |
2548 | 0 | switch (arch) { |
2549 | 0 | case LLM_ARCH_DREAM: |
2550 | 0 | case LLM_ARCH_LLADA: |
2551 | 0 | case LLM_ARCH_LLADA_MOE: |
2552 | 0 | case LLM_ARCH_RND1: |
2553 | 0 | return true; |
2554 | 0 | default: |
2555 | 0 | return false; |
2556 | 0 | } |
2557 | 0 | } |