llama-arch.cpp 81 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_DECI, "deci" },
  7. { LLM_ARCH_FALCON, "falcon" },
  8. { LLM_ARCH_GROK, "grok" },
  9. { LLM_ARCH_GPT2, "gpt2" },
  10. { LLM_ARCH_GPTJ, "gptj" },
  11. { LLM_ARCH_GPTNEOX, "gptneox" },
  12. { LLM_ARCH_MPT, "mpt" },
  13. { LLM_ARCH_BAICHUAN, "baichuan" },
  14. { LLM_ARCH_STARCODER, "starcoder" },
  15. { LLM_ARCH_REFACT, "refact" },
  16. { LLM_ARCH_BERT, "bert" },
  17. { LLM_ARCH_NOMIC_BERT, "nomic-bert" },
  18. { LLM_ARCH_JINA_BERT_V2, "jina-bert-v2" },
  19. { LLM_ARCH_BLOOM, "bloom" },
  20. { LLM_ARCH_STABLELM, "stablelm" },
  21. { LLM_ARCH_QWEN, "qwen" },
  22. { LLM_ARCH_QWEN2, "qwen2" },
  23. { LLM_ARCH_QWEN2MOE, "qwen2moe" },
  24. { LLM_ARCH_QWEN2VL, "qwen2vl" },
  25. { LLM_ARCH_PHI2, "phi2" },
  26. { LLM_ARCH_PHI3, "phi3" },
  27. { LLM_ARCH_PHIMOE, "phimoe" },
  28. { LLM_ARCH_PLAMO, "plamo" },
  29. { LLM_ARCH_CODESHELL, "codeshell" },
  30. { LLM_ARCH_ORION, "orion" },
  31. { LLM_ARCH_INTERNLM2, "internlm2" },
  32. { LLM_ARCH_MINICPM, "minicpm" },
  33. { LLM_ARCH_MINICPM3, "minicpm3" },
  34. { LLM_ARCH_GEMMA, "gemma" },
  35. { LLM_ARCH_GEMMA2, "gemma2" },
  36. { LLM_ARCH_STARCODER2, "starcoder2" },
  37. { LLM_ARCH_MAMBA, "mamba" },
  38. { LLM_ARCH_XVERSE, "xverse" },
  39. { LLM_ARCH_COMMAND_R, "command-r" },
  40. { LLM_ARCH_COHERE2, "cohere2" },
  41. { LLM_ARCH_DBRX, "dbrx" },
  42. { LLM_ARCH_OLMO, "olmo" },
  43. { LLM_ARCH_OLMO2, "olmo2" },
  44. { LLM_ARCH_OLMOE, "olmoe" },
  45. { LLM_ARCH_OPENELM, "openelm" },
  46. { LLM_ARCH_ARCTIC, "arctic" },
  47. { LLM_ARCH_DEEPSEEK, "deepseek" },
  48. { LLM_ARCH_DEEPSEEK2, "deepseek2" },
  49. { LLM_ARCH_CHATGLM, "chatglm" },
  50. { LLM_ARCH_BITNET, "bitnet" },
  51. { LLM_ARCH_T5, "t5" },
  52. { LLM_ARCH_T5ENCODER, "t5encoder" },
  53. { LLM_ARCH_JAIS, "jais" },
  54. { LLM_ARCH_NEMOTRON, "nemotron" },
  55. { LLM_ARCH_EXAONE, "exaone" },
  56. { LLM_ARCH_RWKV6, "rwkv6" },
  57. { LLM_ARCH_RWKV6QWEN2, "rwkv6qwen2" },
  58. { LLM_ARCH_GRANITE, "granite" },
  59. { LLM_ARCH_GRANITE_MOE, "granitemoe" },
  60. { LLM_ARCH_CHAMELEON, "chameleon" },
  61. { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" },
  62. { LLM_ARCH_UNKNOWN, "(unknown)" },
  63. };
  64. static const std::map<llm_kv, const char *> LLM_KV_NAMES = {
  65. { LLM_KV_GENERAL_TYPE, "general.type" },
  66. { LLM_KV_GENERAL_ARCHITECTURE, "general.architecture" },
  67. { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version" },
  68. { LLM_KV_GENERAL_ALIGNMENT, "general.alignment" },
  69. { LLM_KV_GENERAL_NAME, "general.name" },
  70. { LLM_KV_GENERAL_AUTHOR, "general.author" },
  71. { LLM_KV_GENERAL_VERSION, "general.version" },
  72. { LLM_KV_GENERAL_URL, "general.url" },
  73. { LLM_KV_GENERAL_DESCRIPTION, "general.description" },
  74. { LLM_KV_GENERAL_LICENSE, "general.license" },
  75. { LLM_KV_GENERAL_SOURCE_URL, "general.source.url" },
  76. { LLM_KV_GENERAL_SOURCE_HF_REPO, "general.source.huggingface.repository" },
  77. { LLM_KV_VOCAB_SIZE, "%s.vocab_size" },
  78. { LLM_KV_CONTEXT_LENGTH, "%s.context_length" },
  79. { LLM_KV_EMBEDDING_LENGTH, "%s.embedding_length" },
  80. { LLM_KV_FEATURES_LENGTH, "%s.features_length" },
  81. { LLM_KV_BLOCK_COUNT, "%s.block_count" },
  82. { LLM_KV_LEADING_DENSE_BLOCK_COUNT, "%s.leading_dense_block_count" },
  83. { LLM_KV_FEED_FORWARD_LENGTH, "%s.feed_forward_length" },
  84. { LLM_KV_EXPERT_FEED_FORWARD_LENGTH, "%s.expert_feed_forward_length" },
  85. { LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, "%s.expert_shared_feed_forward_length" },
  86. { LLM_KV_USE_PARALLEL_RESIDUAL, "%s.use_parallel_residual" },
  87. { LLM_KV_TENSOR_DATA_LAYOUT, "%s.tensor_data_layout" },
  88. { LLM_KV_EXPERT_COUNT, "%s.expert_count" },
  89. { LLM_KV_EXPERT_USED_COUNT, "%s.expert_used_count" },
  90. { LLM_KV_EXPERT_SHARED_COUNT, "%s.expert_shared_count" },
  91. { LLM_KV_EXPERT_WEIGHTS_SCALE, "%s.expert_weights_scale" },
  92. { LLM_KV_EXPERT_WEIGHTS_NORM, "%s.expert_weights_norm" },
  93. { LLM_KV_EXPERT_GATING_FUNC, "%s.expert_gating_func" },
  94. { LLM_KV_POOLING_TYPE, "%s.pooling_type" },
  95. { LLM_KV_LOGIT_SCALE, "%s.logit_scale" },
  96. { LLM_KV_DECODER_START_TOKEN_ID, "%s.decoder_start_token_id" },
  97. { LLM_KV_ATTN_LOGIT_SOFTCAPPING, "%s.attn_logit_softcapping" },
  98. { LLM_KV_FINAL_LOGIT_SOFTCAPPING, "%s.final_logit_softcapping" },
  99. { LLM_KV_SWIN_NORM, "%s.swin_norm" },
  100. { LLM_KV_RESCALE_EVERY_N_LAYERS, "%s.rescale_every_n_layers" },
  101. { LLM_KV_TIME_MIX_EXTRA_DIM, "%s.time_mix_extra_dim" },
  102. { LLM_KV_TIME_DECAY_EXTRA_DIM, "%s.time_decay_extra_dim" },
  103. { LLM_KV_RESIDUAL_SCALE, "%s.residual_scale" },
  104. { LLM_KV_EMBEDDING_SCALE, "%s.embedding_scale" },
  105. { LLM_KV_TOKEN_SHIFT_COUNT, "%s.token_shift_count" },
  106. { LLM_KV_ATTENTION_HEAD_COUNT, "%s.attention.head_count" },
  107. { LLM_KV_ATTENTION_HEAD_COUNT_KV, "%s.attention.head_count_kv" },
  108. { LLM_KV_ATTENTION_MAX_ALIBI_BIAS, "%s.attention.max_alibi_bias" },
  109. { LLM_KV_ATTENTION_CLAMP_KQV, "%s.attention.clamp_kqv" },
  110. { LLM_KV_ATTENTION_KEY_LENGTH, "%s.attention.key_length" },
  111. { LLM_KV_ATTENTION_VALUE_LENGTH, "%s.attention.value_length" },
  112. { LLM_KV_ATTENTION_LAYERNORM_EPS, "%s.attention.layer_norm_epsilon" },
  113. { LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, "%s.attention.layer_norm_rms_epsilon" },
  114. { LLM_KV_ATTENTION_GROUPNORM_EPS, "%s.attention.group_norm_epsilon" },
  115. { LLM_KV_ATTENTION_GROUPNORM_GROUPS, "%s.attention.group_norm_groups" },
  116. { LLM_KV_ATTENTION_CAUSAL, "%s.attention.causal" },
  117. { LLM_KV_ATTENTION_Q_LORA_RANK, "%s.attention.q_lora_rank" },
  118. { LLM_KV_ATTENTION_KV_LORA_RANK, "%s.attention.kv_lora_rank" },
  119. { LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, "%s.attention.relative_buckets_count" },
  120. { LLM_KV_ATTENTION_SLIDING_WINDOW, "%s.attention.sliding_window" },
  121. { LLM_KV_ATTENTION_SCALE, "%s.attention.scale" },
  122. { LLM_KV_ROPE_DIMENSION_COUNT, "%s.rope.dimension_count" },
  123. { LLM_KV_ROPE_DIMENSION_SECTIONS, "%s.rope.dimension_sections" },
  124. { LLM_KV_ROPE_FREQ_BASE, "%s.rope.freq_base" },
  125. { LLM_KV_ROPE_SCALE_LINEAR, "%s.rope.scale_linear" },
  126. { LLM_KV_ROPE_SCALING_TYPE, "%s.rope.scaling.type" },
  127. { LLM_KV_ROPE_SCALING_FACTOR, "%s.rope.scaling.factor" },
  128. { LLM_KV_ROPE_SCALING_ATTN_FACTOR, "%s.rope.scaling.attn_factor" },
  129. { LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, "%s.rope.scaling.original_context_length" },
  130. { LLM_KV_ROPE_SCALING_FINETUNED, "%s.rope.scaling.finetuned" },
  131. { LLM_KV_ROPE_SCALING_YARN_LOG_MUL, "%s.rope.scaling.yarn_log_multiplier" },
  132. { LLM_KV_SPLIT_NO, "split.no" },
  133. { LLM_KV_SPLIT_COUNT, "split.count" },
  134. { LLM_KV_SPLIT_TENSORS_COUNT, "split.tensors.count" },
  135. { LLM_KV_SSM_CONV_KERNEL, "%s.ssm.conv_kernel" },
  136. { LLM_KV_SSM_INNER_SIZE, "%s.ssm.inner_size" },
  137. { LLM_KV_SSM_STATE_SIZE, "%s.ssm.state_size" },
  138. { LLM_KV_SSM_TIME_STEP_RANK, "%s.ssm.time_step_rank" },
  139. { LLM_KV_SSM_DT_B_C_RMS, "%s.ssm.dt_b_c_rms" },
  140. { LLM_KV_WKV_HEAD_SIZE, "%s.wkv.head_size" },
  141. { LLM_KV_POSNET_EMBEDDING_LENGTH, "%s.posnet.embedding_length" },
  142. { LLM_KV_POSNET_BLOCK_COUNT, "%s.posnet.block_count" },
  143. { LLM_KV_CONVNEXT_EMBEDDING_LENGTH, "%s.convnext.embedding_length" },
  144. { LLM_KV_CONVNEXT_BLOCK_COUNT, "%s.convnext.block_count" },
  145. { LLM_KV_TOKENIZER_MODEL, "tokenizer.ggml.model" },
  146. { LLM_KV_TOKENIZER_PRE, "tokenizer.ggml.pre" },
  147. { LLM_KV_TOKENIZER_LIST, "tokenizer.ggml.tokens" },
  148. { LLM_KV_TOKENIZER_TOKEN_TYPE, "tokenizer.ggml.token_type" },
  149. { LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT, "tokenizer.ggml.token_type_count" },
  150. { LLM_KV_TOKENIZER_SCORES, "tokenizer.ggml.scores" },
  151. { LLM_KV_TOKENIZER_MERGES, "tokenizer.ggml.merges" },
  152. { LLM_KV_TOKENIZER_BOS_ID, "tokenizer.ggml.bos_token_id" },
  153. { LLM_KV_TOKENIZER_EOS_ID, "tokenizer.ggml.eos_token_id" },
  154. { LLM_KV_TOKENIZER_EOT_ID, "tokenizer.ggml.eot_token_id" },
  155. { LLM_KV_TOKENIZER_EOM_ID, "tokenizer.ggml.eom_token_id" },
  156. { LLM_KV_TOKENIZER_UNK_ID, "tokenizer.ggml.unknown_token_id" },
  157. { LLM_KV_TOKENIZER_SEP_ID, "tokenizer.ggml.seperator_token_id" },
  158. { LLM_KV_TOKENIZER_PAD_ID, "tokenizer.ggml.padding_token_id" },
  159. { LLM_KV_TOKENIZER_CLS_ID, "tokenizer.ggml.cls_token_id" },
  160. { LLM_KV_TOKENIZER_MASK_ID, "tokenizer.ggml.mask_token_id" },
  161. { LLM_KV_TOKENIZER_ADD_BOS, "tokenizer.ggml.add_bos_token" },
  162. { LLM_KV_TOKENIZER_ADD_EOS, "tokenizer.ggml.add_eos_token" },
  163. { LLM_KV_TOKENIZER_ADD_PREFIX, "tokenizer.ggml.add_space_prefix" },
  164. { LLM_KV_TOKENIZER_REMOVE_EXTRA_WS, "tokenizer.ggml.remove_extra_whitespaces" },
  165. { LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP, "tokenizer.ggml.precompiled_charsmap" },
  166. { LLM_KV_TOKENIZER_HF_JSON, "tokenizer.huggingface.json" },
  167. { LLM_KV_TOKENIZER_RWKV, "tokenizer.rwkv.world" },
  168. { LLM_KV_TOKENIZER_CHAT_TEMPLATE, "tokenizer.chat_template" },
  169. { LLM_KV_TOKENIZER_CHAT_TEMPLATE_N, "tokenizer.chat_template.%s" },
  170. { LLM_KV_TOKENIZER_FIM_PRE_ID, "tokenizer.ggml.fim_pre_token_id" },
  171. { LLM_KV_TOKENIZER_FIM_SUF_ID, "tokenizer.ggml.fim_suf_token_id" },
  172. { LLM_KV_TOKENIZER_FIM_MID_ID, "tokenizer.ggml.fim_mid_token_id" },
  173. { LLM_KV_TOKENIZER_FIM_PAD_ID, "tokenizer.ggml.fim_pad_token_id" },
  174. { LLM_KV_TOKENIZER_FIM_REP_ID, "tokenizer.ggml.fim_rep_token_id" },
  175. { LLM_KV_TOKENIZER_FIM_SEP_ID, "tokenizer.ggml.fim_sep_token_id" },
  176. { LLM_KV_ADAPTER_TYPE, "adapter.type" },
  177. { LLM_KV_ADAPTER_LORA_ALPHA, "adapter.lora.alpha" },
  178. // deprecated
  179. { LLM_KV_TOKENIZER_PREFIX_ID, "tokenizer.ggml.prefix_token_id" },
  180. { LLM_KV_TOKENIZER_SUFFIX_ID, "tokenizer.ggml.suffix_token_id" },
  181. { LLM_KV_TOKENIZER_MIDDLE_ID, "tokenizer.ggml.middle_token_id" },
  182. };
  183. static const std::map<llm_arch, std::map<llm_tensor, const char *>> LLM_TENSOR_NAMES = {
  184. {
  185. LLM_ARCH_LLAMA,
  186. {
  187. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  188. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  189. { LLM_TENSOR_OUTPUT, "output" },
  190. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  191. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  192. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  193. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  194. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  195. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  196. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  197. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  198. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  199. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  200. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  201. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  202. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  203. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  204. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  205. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  206. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  207. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  208. },
  209. },
  210. {
  211. LLM_ARCH_DECI,
  212. {
  213. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  214. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  215. { LLM_TENSOR_OUTPUT, "output" },
  216. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  217. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  218. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  219. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  220. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  221. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  222. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  223. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  224. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  225. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  226. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  227. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  228. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  229. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  230. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  231. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  232. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  233. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  234. },
  235. },
  236. {
  237. LLM_ARCH_BAICHUAN,
  238. {
  239. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  240. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  241. { LLM_TENSOR_OUTPUT, "output" },
  242. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  243. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  244. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  245. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  246. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  247. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  248. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  249. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  250. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  251. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  252. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  253. },
  254. },
  255. {
  256. LLM_ARCH_FALCON,
  257. {
  258. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  259. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  260. { LLM_TENSOR_OUTPUT, "output" },
  261. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  262. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  263. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  264. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  265. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  266. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  267. },
  268. },
  269. {
  270. LLM_ARCH_GROK,
  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_EXP, "blk.%d.ffn_gate.%d" },
  285. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  286. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  287. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  288. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  289. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  290. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  291. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  292. },
  293. },
  294. {
  295. LLM_ARCH_GPT2,
  296. {
  297. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  298. { LLM_TENSOR_POS_EMBD, "position_embd" },
  299. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  300. { LLM_TENSOR_OUTPUT, "output" },
  301. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  302. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  303. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  304. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  305. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  306. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  307. },
  308. },
  309. {
  310. LLM_ARCH_GPTJ,
  311. {
  312. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  313. },
  314. },
  315. {
  316. LLM_ARCH_GPTNEOX,
  317. {
  318. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  319. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  320. { LLM_TENSOR_OUTPUT, "output" },
  321. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  322. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  323. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  324. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  325. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  326. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  327. },
  328. },
  329. {
  330. LLM_ARCH_MPT,
  331. {
  332. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  333. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  334. { LLM_TENSOR_OUTPUT, "output"},
  335. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  336. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  337. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  338. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  339. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  340. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  341. { LLM_TENSOR_FFN_ACT, "blk.%d.ffn.act" },
  342. { LLM_TENSOR_POS_EMBD, "position_embd" },
  343. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm"},
  344. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm"},
  345. },
  346. },
  347. {
  348. LLM_ARCH_STARCODER,
  349. {
  350. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  351. { LLM_TENSOR_POS_EMBD, "position_embd" },
  352. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  353. { LLM_TENSOR_OUTPUT, "output" },
  354. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  355. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  356. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  357. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  358. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  359. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  360. },
  361. },
  362. {
  363. LLM_ARCH_REFACT,
  364. {
  365. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  366. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  367. { LLM_TENSOR_OUTPUT, "output" },
  368. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  369. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  370. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  371. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  372. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  373. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  374. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  375. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  376. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  377. },
  378. },
  379. {
  380. LLM_ARCH_BERT,
  381. {
  382. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  383. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  384. { LLM_TENSOR_TOKEN_TYPES, "token_types" },
  385. { LLM_TENSOR_POS_EMBD, "position_embd" },
  386. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  387. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  388. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  389. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  390. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  391. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  392. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  393. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  394. { LLM_TENSOR_CLS, "cls" },
  395. { LLM_TENSOR_CLS_OUT, "cls.output" },
  396. },
  397. },
  398. {
  399. LLM_ARCH_NOMIC_BERT,
  400. {
  401. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  402. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  403. { LLM_TENSOR_TOKEN_TYPES, "token_types" },
  404. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  405. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  406. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  407. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  408. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  409. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  410. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  411. },
  412. },
  413. {
  414. LLM_ARCH_JINA_BERT_V2,
  415. {
  416. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  417. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  418. { LLM_TENSOR_TOKEN_TYPES, "token_types" },
  419. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  420. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  421. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  422. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  423. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  424. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  425. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  426. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  427. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  428. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  429. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  430. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  431. { LLM_TENSOR_CLS, "cls" },
  432. },
  433. },
  434. {
  435. LLM_ARCH_BLOOM,
  436. {
  437. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  438. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  439. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  440. { LLM_TENSOR_OUTPUT, "output" },
  441. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  442. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  443. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  444. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  445. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  446. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  447. },
  448. },
  449. {
  450. LLM_ARCH_STABLELM,
  451. {
  452. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  453. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  454. { LLM_TENSOR_OUTPUT, "output" },
  455. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  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. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  466. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  467. },
  468. },
  469. {
  470. LLM_ARCH_QWEN,
  471. {
  472. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  473. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  474. { LLM_TENSOR_OUTPUT, "output" },
  475. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  476. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  477. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  478. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  479. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  480. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  481. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  482. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  483. },
  484. },
  485. {
  486. LLM_ARCH_QWEN2,
  487. {
  488. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  489. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  490. { LLM_TENSOR_OUTPUT, "output" },
  491. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  492. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  493. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  494. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  495. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  496. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_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_QWEN2VL,
  504. {
  505. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  506. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  507. { LLM_TENSOR_OUTPUT, "output" },
  508. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  509. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  510. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  511. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  512. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  513. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  514. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  515. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  516. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  517. },
  518. },
  519. {
  520. LLM_ARCH_QWEN2MOE,
  521. {
  522. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  523. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  524. { LLM_TENSOR_OUTPUT, "output" },
  525. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  526. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  527. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  528. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  529. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  530. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  531. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  532. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  533. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  534. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  535. { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
  536. { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
  537. { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
  538. { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
  539. },
  540. },
  541. {
  542. LLM_ARCH_PHI2,
  543. {
  544. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  545. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  546. { LLM_TENSOR_OUTPUT, "output" },
  547. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  548. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  549. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  550. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  551. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  552. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  553. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  554. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  555. },
  556. },
  557. {
  558. LLM_ARCH_PHI3,
  559. {
  560. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  561. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  562. { LLM_TENSOR_OUTPUT, "output" },
  563. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  564. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  565. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  566. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  567. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  568. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  569. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  570. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  571. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  572. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  573. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  574. },
  575. },
  576. {
  577. LLM_ARCH_PHIMOE,
  578. {
  579. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  580. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  581. { LLM_TENSOR_OUTPUT, "output" },
  582. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  583. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  584. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  585. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  586. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  587. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  588. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  589. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  590. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  591. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  592. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  593. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  594. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  595. },
  596. },
  597. {
  598. LLM_ARCH_PLAMO,
  599. {
  600. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  601. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  602. { LLM_TENSOR_OUTPUT, "output" },
  603. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  604. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  605. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  606. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  607. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  608. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  609. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  610. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  611. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  612. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  613. },
  614. },
  615. {
  616. LLM_ARCH_CODESHELL,
  617. {
  618. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  619. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  620. { LLM_TENSOR_OUTPUT, "output" },
  621. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  622. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  623. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  624. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  625. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  626. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  627. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  628. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  629. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  630. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  631. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  632. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  633. },
  634. },
  635. {
  636. LLM_ARCH_ORION,
  637. {
  638. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  639. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  640. { LLM_TENSOR_OUTPUT, "output" },
  641. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  642. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  643. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  644. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  645. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  646. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  647. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  648. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  649. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  650. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  651. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  652. },
  653. },
  654. {
  655. LLM_ARCH_INTERNLM2,
  656. {
  657. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  658. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  659. { LLM_TENSOR_OUTPUT, "output" },
  660. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  661. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  662. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  663. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  664. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  665. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  666. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  667. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  668. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  669. },
  670. },
  671. {
  672. LLM_ARCH_MINICPM,
  673. {
  674. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  675. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  676. { LLM_TENSOR_OUTPUT, "output" },
  677. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  678. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  679. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  680. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  681. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  682. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  683. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  684. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  685. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  686. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  687. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  688. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  689. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  690. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  691. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  692. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  693. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  694. },
  695. },
  696. {
  697. LLM_ARCH_MINICPM3,
  698. {
  699. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  700. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  701. { LLM_TENSOR_OUTPUT, "output" },
  702. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  703. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  704. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  705. { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" },
  706. { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" },
  707. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  708. { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" },
  709. { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" },
  710. { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" },
  711. { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" },
  712. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  713. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  714. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  715. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  716. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  717. },
  718. },
  719. {
  720. LLM_ARCH_GEMMA,
  721. {
  722. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  723. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  724. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  725. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  726. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  727. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  728. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  729. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  730. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  731. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  732. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  733. },
  734. },
  735. {
  736. LLM_ARCH_GEMMA2,
  737. {
  738. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  739. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  740. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  741. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  742. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  743. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  744. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  745. { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
  746. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  747. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  748. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  749. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  750. { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
  751. },
  752. },
  753. {
  754. LLM_ARCH_STARCODER2,
  755. {
  756. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  757. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  758. { LLM_TENSOR_OUTPUT, "output" },
  759. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  760. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  761. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  762. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  763. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  764. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  765. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  766. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  767. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  768. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  769. },
  770. },
  771. {
  772. LLM_ARCH_MAMBA,
  773. {
  774. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  775. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  776. { LLM_TENSOR_OUTPUT, "output" },
  777. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  778. { LLM_TENSOR_SSM_IN, "blk.%d.ssm_in" },
  779. { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" },
  780. { LLM_TENSOR_SSM_X, "blk.%d.ssm_x" },
  781. { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" },
  782. { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" },
  783. { LLM_TENSOR_SSM_D, "blk.%d.ssm_d" },
  784. { LLM_TENSOR_SSM_OUT, "blk.%d.ssm_out" },
  785. },
  786. },
  787. {
  788. LLM_ARCH_XVERSE,
  789. {
  790. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  791. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  792. { LLM_TENSOR_OUTPUT, "output" },
  793. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  794. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  795. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  796. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  797. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  798. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  799. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  800. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  801. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  802. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  803. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  804. },
  805. },
  806. {
  807. LLM_ARCH_COMMAND_R,
  808. {
  809. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  810. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  811. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  812. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  813. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  814. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  815. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  816. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  817. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  818. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  819. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  820. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  821. },
  822. },
  823. {
  824. LLM_ARCH_COHERE2,
  825. {
  826. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  827. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  828. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  829. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  830. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  831. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  832. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  833. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  834. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  835. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  836. },
  837. },
  838. {
  839. LLM_ARCH_DBRX,
  840. {
  841. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  842. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  843. { LLM_TENSOR_OUTPUT, "output" },
  844. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  845. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  846. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  847. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  848. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  849. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  850. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  851. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  852. },
  853. },
  854. {
  855. LLM_ARCH_OLMO,
  856. {
  857. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  858. { LLM_TENSOR_OUTPUT, "output" },
  859. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  860. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  861. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  862. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  863. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  864. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  865. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  866. },
  867. },
  868. {
  869. LLM_ARCH_OLMO2,
  870. {
  871. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  872. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  873. { LLM_TENSOR_OUTPUT, "output" },
  874. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  875. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  876. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  877. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  878. { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
  879. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  880. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  881. { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
  882. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  883. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  884. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  885. },
  886. },
  887. {
  888. LLM_ARCH_OLMOE,
  889. {
  890. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  891. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  892. { LLM_TENSOR_OUTPUT, "output" },
  893. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  894. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  895. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  896. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  897. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  898. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  899. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  900. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  901. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  902. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  903. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  904. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  905. },
  906. },
  907. {
  908. LLM_ARCH_OPENELM,
  909. {
  910. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  911. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  912. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  913. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  914. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  915. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  916. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  917. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  918. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  919. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  920. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  921. },
  922. },
  923. {
  924. LLM_ARCH_ARCTIC,
  925. {
  926. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  927. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  928. { LLM_TENSOR_OUTPUT, "output" },
  929. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  930. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  931. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  932. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  933. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  934. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  935. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  936. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  937. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  938. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  939. { LLM_TENSOR_FFN_NORM_EXPS, "blk.%d.ffn_norm_exps" },
  940. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  941. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  942. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  943. },
  944. },
  945. {
  946. LLM_ARCH_DEEPSEEK,
  947. {
  948. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  949. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  950. { LLM_TENSOR_OUTPUT, "output" },
  951. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  952. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  953. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  954. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  955. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  956. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  957. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  958. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  959. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  960. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  961. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  962. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  963. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  964. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  965. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  966. { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
  967. { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
  968. { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
  969. { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
  970. },
  971. },
  972. {
  973. LLM_ARCH_DEEPSEEK2,
  974. {
  975. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  976. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  977. { LLM_TENSOR_OUTPUT, "output" },
  978. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  979. { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" },
  980. { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" },
  981. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  982. { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" },
  983. { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" },
  984. { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" },
  985. { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" },
  986. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  987. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  988. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  989. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  990. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  991. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  992. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  993. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  994. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  995. { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
  996. { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
  997. { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
  998. { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
  999. { LLM_TENSOR_FFN_EXP_PROBS_B, "blk.%d.exp_probs_b" },
  1000. },
  1001. },
  1002. {
  1003. LLM_ARCH_CHATGLM,
  1004. {
  1005. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1006. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  1007. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1008. { LLM_TENSOR_OUTPUT, "output" },
  1009. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1010. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  1011. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1012. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1013. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1014. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1015. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1016. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1017. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1018. },
  1019. },
  1020. {
  1021. LLM_ARCH_BITNET,
  1022. {
  1023. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1024. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1025. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1026. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1027. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1028. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1029. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1030. { LLM_TENSOR_ATTN_SUB_NORM, "blk.%d.attn_sub_norm" },
  1031. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1032. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1033. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1034. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1035. { LLM_TENSOR_FFN_SUB_NORM, "blk.%d.ffn_sub_norm" },
  1036. },
  1037. },
  1038. {
  1039. LLM_ARCH_T5,
  1040. {
  1041. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1042. { LLM_TENSOR_OUTPUT, "output" },
  1043. { LLM_TENSOR_DEC_OUTPUT_NORM, "dec.output_norm" },
  1044. { LLM_TENSOR_DEC_ATTN_NORM, "dec.blk.%d.attn_norm" },
  1045. { LLM_TENSOR_DEC_ATTN_Q, "dec.blk.%d.attn_q" },
  1046. { LLM_TENSOR_DEC_ATTN_K, "dec.blk.%d.attn_k" },
  1047. { LLM_TENSOR_DEC_ATTN_V, "dec.blk.%d.attn_v" },
  1048. { LLM_TENSOR_DEC_ATTN_OUT, "dec.blk.%d.attn_o" },
  1049. { LLM_TENSOR_DEC_ATTN_REL_B, "dec.blk.%d.attn_rel_b" },
  1050. { LLM_TENSOR_DEC_CROSS_ATTN_NORM, "dec.blk.%d.cross_attn_norm" },
  1051. { LLM_TENSOR_DEC_CROSS_ATTN_Q, "dec.blk.%d.cross_attn_q" },
  1052. { LLM_TENSOR_DEC_CROSS_ATTN_K, "dec.blk.%d.cross_attn_k" },
  1053. { LLM_TENSOR_DEC_CROSS_ATTN_V, "dec.blk.%d.cross_attn_v" },
  1054. { LLM_TENSOR_DEC_CROSS_ATTN_OUT, "dec.blk.%d.cross_attn_o" },
  1055. { LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "dec.blk.%d.cross_attn_rel_b" },
  1056. { LLM_TENSOR_DEC_FFN_NORM, "dec.blk.%d.ffn_norm" },
  1057. { LLM_TENSOR_DEC_FFN_GATE, "dec.blk.%d.ffn_gate" },
  1058. { LLM_TENSOR_DEC_FFN_DOWN, "dec.blk.%d.ffn_down" },
  1059. { LLM_TENSOR_DEC_FFN_UP, "dec.blk.%d.ffn_up" },
  1060. { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" },
  1061. { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" },
  1062. { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" },
  1063. { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" },
  1064. { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" },
  1065. { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" },
  1066. { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" },
  1067. { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" },
  1068. { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" },
  1069. { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" },
  1070. { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" },
  1071. },
  1072. },
  1073. {
  1074. LLM_ARCH_T5ENCODER,
  1075. {
  1076. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1077. { LLM_TENSOR_OUTPUT, "output" },
  1078. { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" },
  1079. { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" },
  1080. { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" },
  1081. { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" },
  1082. { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" },
  1083. { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" },
  1084. { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" },
  1085. { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" },
  1086. { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" },
  1087. { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" },
  1088. { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" },
  1089. },
  1090. },
  1091. {
  1092. LLM_ARCH_JAIS,
  1093. {
  1094. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1095. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1096. { LLM_TENSOR_OUTPUT, "output" },
  1097. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1098. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  1099. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1100. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1101. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1102. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1103. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1104. },
  1105. },
  1106. {
  1107. LLM_ARCH_NEMOTRON,
  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_DOWN, "blk.%d.ffn_down" },
  1121. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1122. },
  1123. },
  1124. {
  1125. LLM_ARCH_EXAONE,
  1126. {
  1127. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1128. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1129. { LLM_TENSOR_OUTPUT, "output" },
  1130. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  1131. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1132. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1133. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1134. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1135. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1136. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  1137. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1138. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1139. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1140. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1141. },
  1142. },
  1143. {
  1144. LLM_ARCH_RWKV6,
  1145. {
  1146. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1147. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  1148. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1149. { LLM_TENSOR_OUTPUT, "output" },
  1150. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1151. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  1152. { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" },
  1153. { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
  1154. { LLM_TENSOR_TIME_MIX_LERP_X, "blk.%d.time_mix_lerp_x" },
  1155. { LLM_TENSOR_TIME_MIX_LERP_W, "blk.%d.time_mix_lerp_w" },
  1156. { LLM_TENSOR_TIME_MIX_LERP_K, "blk.%d.time_mix_lerp_k" },
  1157. { LLM_TENSOR_TIME_MIX_LERP_V, "blk.%d.time_mix_lerp_v" },
  1158. { LLM_TENSOR_TIME_MIX_LERP_R, "blk.%d.time_mix_lerp_r" },
  1159. { LLM_TENSOR_TIME_MIX_LERP_G, "blk.%d.time_mix_lerp_g" },
  1160. { LLM_TENSOR_TIME_MIX_LERP_FUSED, "blk.%d.time_mix_lerp_fused" },
  1161. { LLM_TENSOR_TIME_MIX_FIRST, "blk.%d.time_mix_first" },
  1162. { LLM_TENSOR_TIME_MIX_DECAY, "blk.%d.time_mix_decay" },
  1163. { LLM_TENSOR_TIME_MIX_DECAY_W1, "blk.%d.time_mix_decay_w1" },
  1164. { LLM_TENSOR_TIME_MIX_DECAY_W2, "blk.%d.time_mix_decay_w2" },
  1165. { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" },
  1166. { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" },
  1167. { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" },
  1168. { LLM_TENSOR_TIME_MIX_GATE, "blk.%d.time_mix_gate" },
  1169. { LLM_TENSOR_TIME_MIX_LN, "blk.%d.time_mix_ln" },
  1170. { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
  1171. { LLM_TENSOR_CHANNEL_MIX_LERP_K, "blk.%d.channel_mix_lerp_k" },
  1172. { LLM_TENSOR_CHANNEL_MIX_LERP_R, "blk.%d.channel_mix_lerp_r" },
  1173. { LLM_TENSOR_CHANNEL_MIX_KEY, "blk.%d.channel_mix_key" },
  1174. { LLM_TENSOR_CHANNEL_MIX_VALUE, "blk.%d.channel_mix_value" },
  1175. { LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, "blk.%d.channel_mix_receptance" },
  1176. },
  1177. },
  1178. {
  1179. LLM_ARCH_RWKV6QWEN2,
  1180. {
  1181. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1182. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1183. { LLM_TENSOR_OUTPUT, "output" },
  1184. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1185. { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" },
  1186. { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
  1187. { LLM_TENSOR_TIME_MIX_LERP_X, "blk.%d.time_mix_lerp_x" },
  1188. { LLM_TENSOR_TIME_MIX_LERP_FUSED, "blk.%d.time_mix_lerp_fused" },
  1189. { LLM_TENSOR_TIME_MIX_FIRST, "blk.%d.time_mix_first" },
  1190. { LLM_TENSOR_TIME_MIX_DECAY, "blk.%d.time_mix_decay" },
  1191. { LLM_TENSOR_TIME_MIX_DECAY_W1, "blk.%d.time_mix_decay_w1" },
  1192. { LLM_TENSOR_TIME_MIX_DECAY_W2, "blk.%d.time_mix_decay_w2" },
  1193. { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" },
  1194. { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" },
  1195. { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" },
  1196. { LLM_TENSOR_TIME_MIX_GATE, "blk.%d.time_mix_gate" },
  1197. { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
  1198. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1199. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1200. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1201. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1202. },
  1203. },
  1204. {
  1205. LLM_ARCH_GRANITE,
  1206. {
  1207. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1208. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1209. { LLM_TENSOR_OUTPUT, "output" },
  1210. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1211. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1212. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1213. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1214. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1215. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1216. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1217. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1218. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1219. },
  1220. },
  1221. {
  1222. LLM_ARCH_GRANITE_MOE,
  1223. {
  1224. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1225. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1226. { LLM_TENSOR_OUTPUT, "output" },
  1227. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1228. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1229. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1230. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1231. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1232. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1233. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  1234. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  1235. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  1236. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  1237. },
  1238. },
  1239. {
  1240. LLM_ARCH_CHAMELEON,
  1241. {
  1242. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1243. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1244. { LLM_TENSOR_OUTPUT, "output" },
  1245. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1246. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1247. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1248. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1249. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1250. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1251. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1252. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1253. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1254. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  1255. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  1256. },
  1257. },
  1258. {
  1259. LLM_ARCH_WAVTOKENIZER_DEC,
  1260. {
  1261. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1262. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  1263. { LLM_TENSOR_CONV1D, "conv1d" },
  1264. { LLM_TENSOR_CONVNEXT_DW, "convnext.%d.dw" },
  1265. { LLM_TENSOR_CONVNEXT_NORM, "convnext.%d.norm" },
  1266. { LLM_TENSOR_CONVNEXT_PW1, "convnext.%d.pw1" },
  1267. { LLM_TENSOR_CONVNEXT_PW2, "convnext.%d.pw2" },
  1268. { LLM_TENSOR_CONVNEXT_GAMMA, "convnext.%d.gamma" },
  1269. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1270. { LLM_TENSOR_OUTPUT, "output" },
  1271. { LLM_TENSOR_POS_NET_CONV1, "posnet.%d.conv1" },
  1272. { LLM_TENSOR_POS_NET_CONV2, "posnet.%d.conv2" },
  1273. { LLM_TENSOR_POS_NET_NORM, "posnet.%d.norm" },
  1274. { LLM_TENSOR_POS_NET_NORM1, "posnet.%d.norm1" },
  1275. { LLM_TENSOR_POS_NET_NORM2, "posnet.%d.norm2" },
  1276. { LLM_TENSOR_POS_NET_ATTN_NORM, "posnet.%d.attn_norm" },
  1277. { LLM_TENSOR_POS_NET_ATTN_Q, "posnet.%d.attn_q" },
  1278. { LLM_TENSOR_POS_NET_ATTN_K, "posnet.%d.attn_k" },
  1279. { LLM_TENSOR_POS_NET_ATTN_V, "posnet.%d.attn_v" },
  1280. { LLM_TENSOR_POS_NET_ATTN_OUT, "posnet.%d.attn_output" },
  1281. },
  1282. },
  1283. {
  1284. LLM_ARCH_UNKNOWN,
  1285. {
  1286. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1287. },
  1288. },
  1289. };
  1290. static const std::map<llm_tensor, llm_tensor_info> LLM_TENSOR_INFOS = {
  1291. {LLM_TENSOR_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1292. {LLM_TENSOR_POS_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1293. {LLM_TENSOR_TOKEN_EMBD_NORM, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1294. {LLM_TENSOR_TOKEN_TYPES, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1295. {LLM_TENSOR_OUTPUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
  1296. {LLM_TENSOR_CLS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
  1297. {LLM_TENSOR_CLS_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
  1298. {LLM_TENSOR_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
  1299. {LLM_TENSOR_DEC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
  1300. {LLM_TENSOR_ENC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
  1301. {LLM_TENSOR_ROPE_FREQS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
  1302. {LLM_TENSOR_ROPE_FACTORS_LONG, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
  1303. {LLM_TENSOR_ROPE_FACTORS_SHORT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
  1304. {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1305. {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1306. {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1307. {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1308. {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1309. {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1310. {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1311. {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1312. {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1313. {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1314. {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1315. {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1316. {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1317. {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1318. {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1319. {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1320. {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1321. {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1322. {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1323. {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1324. {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1325. {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1326. {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1327. {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1328. {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1329. {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1330. {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1331. {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1332. {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1333. {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1334. {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1335. {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1336. {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1337. {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1338. {LLM_TENSOR_DEC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1339. {LLM_TENSOR_DEC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1340. {LLM_TENSOR_DEC_CROSS_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1341. {LLM_TENSOR_DEC_CROSS_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1342. {LLM_TENSOR_DEC_CROSS_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1343. {LLM_TENSOR_DEC_CROSS_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1344. {LLM_TENSOR_DEC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1345. {LLM_TENSOR_DEC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1346. {LLM_TENSOR_DEC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1347. {LLM_TENSOR_ENC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1348. {LLM_TENSOR_ENC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1349. {LLM_TENSOR_ENC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1350. {LLM_TENSOR_ENC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1351. {LLM_TENSOR_ENC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1352. {LLM_TENSOR_ENC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1353. {LLM_TENSOR_ENC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1354. {LLM_TENSOR_FFN_GATE_INP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1355. {LLM_TENSOR_FFN_GATE_INP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1356. {LLM_TENSOR_SSM_IN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1357. {LLM_TENSOR_SSM_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1358. {LLM_TENSOR_SSM_DT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1359. {LLM_TENSOR_SSM_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1360. {LLM_TENSOR_TIME_MIX_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1361. {LLM_TENSOR_TIME_MIX_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1362. {LLM_TENSOR_TIME_MIX_DECAY_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1363. {LLM_TENSOR_TIME_MIX_DECAY_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1364. {LLM_TENSOR_TIME_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1365. {LLM_TENSOR_TIME_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1366. {LLM_TENSOR_TIME_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1367. {LLM_TENSOR_TIME_MIX_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1368. {LLM_TENSOR_TIME_MIX_OUTPUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1369. {LLM_TENSOR_CHANNEL_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1370. {LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1371. {LLM_TENSOR_CHANNEL_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1372. {LLM_TENSOR_FFN_ACT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}},
  1373. {LLM_TENSOR_SSM_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}},
  1374. {LLM_TENSOR_SSM_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}},
  1375. {LLM_TENSOR_SSM_D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1376. {LLM_TENSOR_TIME_MIX_LERP_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1377. {LLM_TENSOR_TIME_MIX_LN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1378. {LLM_TENSOR_CHANNEL_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1379. {LLM_TENSOR_CHANNEL_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1380. {LLM_TENSOR_TIME_MIX_LERP_W, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1381. {LLM_TENSOR_TIME_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1382. {LLM_TENSOR_TIME_MIX_LERP_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1383. {LLM_TENSOR_TIME_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1384. {LLM_TENSOR_TIME_MIX_LERP_G, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1385. {LLM_TENSOR_TIME_MIX_LERP_FUSED, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1386. {LLM_TENSOR_TIME_MIX_DECAY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1387. {LLM_TENSOR_TIME_MIX_FIRST, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_RWKV_WKV6}},
  1388. {LLM_TENSOR_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1389. {LLM_TENSOR_ATTN_NORM_2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1390. {LLM_TENSOR_ATTN_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1391. {LLM_TENSOR_ATTN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1392. {LLM_TENSOR_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1393. {LLM_TENSOR_FFN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1394. {LLM_TENSOR_FFN_NORM_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1395. {LLM_TENSOR_ATTN_Q_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1396. {LLM_TENSOR_ATTN_K_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1397. {LLM_TENSOR_LAYER_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1398. {LLM_TENSOR_ATTN_Q_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1399. {LLM_TENSOR_ATTN_KV_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1400. {LLM_TENSOR_ATTN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1401. {LLM_TENSOR_FFN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1402. {LLM_TENSOR_DEC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1403. {LLM_TENSOR_DEC_CROSS_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1404. {LLM_TENSOR_DEC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1405. {LLM_TENSOR_ENC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1406. {LLM_TENSOR_ENC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1407. {LLM_TENSOR_DEC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
  1408. {LLM_TENSOR_ENC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
  1409. {LLM_TENSOR_FFN_DOWN_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
  1410. {LLM_TENSOR_FFN_GATE_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
  1411. {LLM_TENSOR_FFN_UP_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
  1412. {LLM_TENSOR_FFN_EXP_PROBS_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1413. // this tensor is loaded for T5, but never used
  1414. {LLM_TENSOR_DEC_CROSS_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}},
  1415. {LLM_TENSOR_CONV1D, {LLM_TENSOR_LAYER_INPUT, GGML_OP_IM2COL}},
  1416. {LLM_TENSOR_POS_NET_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1417. {LLM_TENSOR_POS_NET_NORM1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1418. {LLM_TENSOR_POS_NET_NORM2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1419. {LLM_TENSOR_POS_NET_CONV1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
  1420. {LLM_TENSOR_POS_NET_CONV2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
  1421. {LLM_TENSOR_POS_NET_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1422. {LLM_TENSOR_POS_NET_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1423. {LLM_TENSOR_POS_NET_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1424. {LLM_TENSOR_POS_NET_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1425. {LLM_TENSOR_POS_NET_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1426. {LLM_TENSOR_CONVNEXT_DW, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
  1427. {LLM_TENSOR_CONVNEXT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1428. {LLM_TENSOR_CONVNEXT_PW1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1429. {LLM_TENSOR_CONVNEXT_PW2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1430. {LLM_TENSOR_CONVNEXT_GAMMA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1431. };
  1432. LLM_KV::LLM_KV(llm_arch arch, const char * suffix) : arch(arch), suffix(suffix) {}
  1433. std::string LLM_KV::operator()(llm_kv kv) const {
  1434. return suffix ? ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch), suffix)
  1435. : ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch));
  1436. }
  1437. std::string LLM_TN_IMPL::str() const {
  1438. if (LLM_TENSOR_NAMES.at(arch).find(tensor) == LLM_TENSOR_NAMES.at(arch).end()) {
  1439. return "__missing__";
  1440. }
  1441. std::string name = ::format(LLM_TENSOR_NAMES.at(arch).at(tensor), bid, xid);
  1442. if (suffix != nullptr) {
  1443. name += ".";
  1444. name += suffix;
  1445. }
  1446. return name;
  1447. }
  1448. const char * llm_arch_name(llm_arch arch) {
  1449. auto it = LLM_ARCH_NAMES.find(arch);
  1450. if (it == LLM_ARCH_NAMES.end()) {
  1451. return "unknown";
  1452. }
  1453. return it->second;
  1454. }
  1455. llm_arch llm_arch_from_string(const std::string & name) {
  1456. for (const auto & kv : LLM_ARCH_NAMES) { // NOLINT
  1457. if (kv.second == name) {
  1458. return kv.first;
  1459. }
  1460. }
  1461. return LLM_ARCH_UNKNOWN;
  1462. }
  1463. const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor) {
  1464. return LLM_TENSOR_INFOS.at(tensor);
  1465. }