llama-arch.cpp 122 KB

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