llama-arch.cpp 88 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_GEMMA3, "gemma3" },
  37. { LLM_ARCH_STARCODER2, "starcoder2" },
  38. { LLM_ARCH_MAMBA, "mamba" },
  39. { LLM_ARCH_XVERSE, "xverse" },
  40. { LLM_ARCH_COMMAND_R, "command-r" },
  41. { LLM_ARCH_COHERE2, "cohere2" },
  42. { LLM_ARCH_DBRX, "dbrx" },
  43. { LLM_ARCH_OLMO, "olmo" },
  44. { LLM_ARCH_OLMO2, "olmo2" },
  45. { LLM_ARCH_OLMOE, "olmoe" },
  46. { LLM_ARCH_OPENELM, "openelm" },
  47. { LLM_ARCH_ARCTIC, "arctic" },
  48. { LLM_ARCH_DEEPSEEK, "deepseek" },
  49. { LLM_ARCH_DEEPSEEK2, "deepseek2" },
  50. { LLM_ARCH_CHATGLM, "chatglm" },
  51. { LLM_ARCH_BITNET, "bitnet" },
  52. { LLM_ARCH_T5, "t5" },
  53. { LLM_ARCH_T5ENCODER, "t5encoder" },
  54. { LLM_ARCH_JAIS, "jais" },
  55. { LLM_ARCH_NEMOTRON, "nemotron" },
  56. { LLM_ARCH_EXAONE, "exaone" },
  57. { LLM_ARCH_RWKV6, "rwkv6" },
  58. { LLM_ARCH_RWKV6QWEN2, "rwkv6qwen2" },
  59. { LLM_ARCH_RWKV7, "rwkv7" },
  60. { LLM_ARCH_ARWKV7, "arwkv7" },
  61. { LLM_ARCH_GRANITE, "granite" },
  62. { LLM_ARCH_GRANITE_MOE, "granitemoe" },
  63. { LLM_ARCH_CHAMELEON, "chameleon" },
  64. { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" },
  65. { LLM_ARCH_UNKNOWN, "(unknown)" },
  66. };
  67. static const std::map<llm_kv, const char *> LLM_KV_NAMES = {
  68. { LLM_KV_GENERAL_TYPE, "general.type" },
  69. { LLM_KV_GENERAL_ARCHITECTURE, "general.architecture" },
  70. { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version" },
  71. { LLM_KV_GENERAL_ALIGNMENT, "general.alignment" },
  72. { LLM_KV_GENERAL_NAME, "general.name" },
  73. { LLM_KV_GENERAL_AUTHOR, "general.author" },
  74. { LLM_KV_GENERAL_VERSION, "general.version" },
  75. { LLM_KV_GENERAL_URL, "general.url" },
  76. { LLM_KV_GENERAL_DESCRIPTION, "general.description" },
  77. { LLM_KV_GENERAL_LICENSE, "general.license" },
  78. { LLM_KV_GENERAL_SOURCE_URL, "general.source.url" },
  79. { LLM_KV_GENERAL_SOURCE_HF_REPO, "general.source.huggingface.repository" },
  80. { LLM_KV_VOCAB_SIZE, "%s.vocab_size" },
  81. { LLM_KV_CONTEXT_LENGTH, "%s.context_length" },
  82. { LLM_KV_EMBEDDING_LENGTH, "%s.embedding_length" },
  83. { LLM_KV_FEATURES_LENGTH, "%s.features_length" },
  84. { LLM_KV_BLOCK_COUNT, "%s.block_count" },
  85. { LLM_KV_LEADING_DENSE_BLOCK_COUNT, "%s.leading_dense_block_count" },
  86. { LLM_KV_FEED_FORWARD_LENGTH, "%s.feed_forward_length" },
  87. { LLM_KV_EXPERT_FEED_FORWARD_LENGTH, "%s.expert_feed_forward_length" },
  88. { LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, "%s.expert_shared_feed_forward_length" },
  89. { LLM_KV_USE_PARALLEL_RESIDUAL, "%s.use_parallel_residual" },
  90. { LLM_KV_TENSOR_DATA_LAYOUT, "%s.tensor_data_layout" },
  91. { LLM_KV_EXPERT_COUNT, "%s.expert_count" },
  92. { LLM_KV_EXPERT_USED_COUNT, "%s.expert_used_count" },
  93. { LLM_KV_EXPERT_SHARED_COUNT, "%s.expert_shared_count" },
  94. { LLM_KV_EXPERT_WEIGHTS_SCALE, "%s.expert_weights_scale" },
  95. { LLM_KV_EXPERT_WEIGHTS_NORM, "%s.expert_weights_norm" },
  96. { LLM_KV_EXPERT_GATING_FUNC, "%s.expert_gating_func" },
  97. { LLM_KV_POOLING_TYPE, "%s.pooling_type" },
  98. { LLM_KV_LOGIT_SCALE, "%s.logit_scale" },
  99. { LLM_KV_DECODER_START_TOKEN_ID, "%s.decoder_start_token_id" },
  100. { LLM_KV_ATTN_LOGIT_SOFTCAPPING, "%s.attn_logit_softcapping" },
  101. { LLM_KV_FINAL_LOGIT_SOFTCAPPING, "%s.final_logit_softcapping" },
  102. { LLM_KV_SWIN_NORM, "%s.swin_norm" },
  103. { LLM_KV_RESCALE_EVERY_N_LAYERS, "%s.rescale_every_n_layers" },
  104. { LLM_KV_TIME_MIX_EXTRA_DIM, "%s.time_mix_extra_dim" },
  105. { LLM_KV_TIME_DECAY_EXTRA_DIM, "%s.time_decay_extra_dim" },
  106. { LLM_KV_RESIDUAL_SCALE, "%s.residual_scale" },
  107. { LLM_KV_EMBEDDING_SCALE, "%s.embedding_scale" },
  108. { LLM_KV_TOKEN_SHIFT_COUNT, "%s.token_shift_count" },
  109. { LLM_KV_ATTENTION_HEAD_COUNT, "%s.attention.head_count" },
  110. { LLM_KV_ATTENTION_HEAD_COUNT_KV, "%s.attention.head_count_kv" },
  111. { LLM_KV_ATTENTION_MAX_ALIBI_BIAS, "%s.attention.max_alibi_bias" },
  112. { LLM_KV_ATTENTION_CLAMP_KQV, "%s.attention.clamp_kqv" },
  113. { LLM_KV_ATTENTION_KEY_LENGTH, "%s.attention.key_length" },
  114. { LLM_KV_ATTENTION_VALUE_LENGTH, "%s.attention.value_length" },
  115. { LLM_KV_ATTENTION_LAYERNORM_EPS, "%s.attention.layer_norm_epsilon" },
  116. { LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, "%s.attention.layer_norm_rms_epsilon" },
  117. { LLM_KV_ATTENTION_GROUPNORM_EPS, "%s.attention.group_norm_epsilon" },
  118. { LLM_KV_ATTENTION_GROUPNORM_GROUPS, "%s.attention.group_norm_groups" },
  119. { LLM_KV_ATTENTION_CAUSAL, "%s.attention.causal" },
  120. { LLM_KV_ATTENTION_Q_LORA_RANK, "%s.attention.q_lora_rank" },
  121. { LLM_KV_ATTENTION_KV_LORA_RANK, "%s.attention.kv_lora_rank" },
  122. { LLM_KV_ATTENTION_DECAY_LORA_RANK, "%s.attention.decay_lora_rank" },
  123. { LLM_KV_ATTENTION_ICLR_LORA_RANK, "%s.attention.iclr_lora_rank" },
  124. { LLM_KV_ATTENTION_VALUE_RESIDUAL_MIX_LORA_RANK, "%s.attention.value_residual_mix_lora_rank" },
  125. { LLM_KV_ATTENTION_GATE_LORA_RANK, "%s.attention.gate_lora_rank" },
  126. { LLM_KV_ATTENTION_RELATIVE_BUCKETS_COUNT, "%s.attention.relative_buckets_count" },
  127. { LLM_KV_ATTENTION_SLIDING_WINDOW, "%s.attention.sliding_window" },
  128. { LLM_KV_ATTENTION_SCALE, "%s.attention.scale" },
  129. { LLM_KV_ROPE_DIMENSION_COUNT, "%s.rope.dimension_count" },
  130. { LLM_KV_ROPE_DIMENSION_SECTIONS, "%s.rope.dimension_sections" },
  131. { LLM_KV_ROPE_FREQ_BASE, "%s.rope.freq_base" },
  132. { LLM_KV_ROPE_SCALE_LINEAR, "%s.rope.scale_linear" },
  133. { LLM_KV_ROPE_SCALING_TYPE, "%s.rope.scaling.type" },
  134. { LLM_KV_ROPE_SCALING_FACTOR, "%s.rope.scaling.factor" },
  135. { LLM_KV_ROPE_SCALING_ATTN_FACTOR, "%s.rope.scaling.attn_factor" },
  136. { LLM_KV_ROPE_SCALING_ORIG_CTX_LEN, "%s.rope.scaling.original_context_length" },
  137. { LLM_KV_ROPE_SCALING_FINETUNED, "%s.rope.scaling.finetuned" },
  138. { LLM_KV_ROPE_SCALING_YARN_LOG_MUL, "%s.rope.scaling.yarn_log_multiplier" },
  139. { LLM_KV_SPLIT_NO, "split.no" },
  140. { LLM_KV_SPLIT_COUNT, "split.count" },
  141. { LLM_KV_SPLIT_TENSORS_COUNT, "split.tensors.count" },
  142. { LLM_KV_SSM_CONV_KERNEL, "%s.ssm.conv_kernel" },
  143. { LLM_KV_SSM_INNER_SIZE, "%s.ssm.inner_size" },
  144. { LLM_KV_SSM_STATE_SIZE, "%s.ssm.state_size" },
  145. { LLM_KV_SSM_TIME_STEP_RANK, "%s.ssm.time_step_rank" },
  146. { LLM_KV_SSM_DT_B_C_RMS, "%s.ssm.dt_b_c_rms" },
  147. { LLM_KV_WKV_HEAD_SIZE, "%s.wkv.head_size" },
  148. { LLM_KV_POSNET_EMBEDDING_LENGTH, "%s.posnet.embedding_length" },
  149. { LLM_KV_POSNET_BLOCK_COUNT, "%s.posnet.block_count" },
  150. { LLM_KV_CONVNEXT_EMBEDDING_LENGTH, "%s.convnext.embedding_length" },
  151. { LLM_KV_CONVNEXT_BLOCK_COUNT, "%s.convnext.block_count" },
  152. { LLM_KV_TOKENIZER_MODEL, "tokenizer.ggml.model" },
  153. { LLM_KV_TOKENIZER_PRE, "tokenizer.ggml.pre" },
  154. { LLM_KV_TOKENIZER_LIST, "tokenizer.ggml.tokens" },
  155. { LLM_KV_TOKENIZER_TOKEN_TYPE, "tokenizer.ggml.token_type" },
  156. { LLM_KV_TOKENIZER_TOKEN_TYPE_COUNT, "tokenizer.ggml.token_type_count" },
  157. { LLM_KV_TOKENIZER_SCORES, "tokenizer.ggml.scores" },
  158. { LLM_KV_TOKENIZER_MERGES, "tokenizer.ggml.merges" },
  159. { LLM_KV_TOKENIZER_BOS_ID, "tokenizer.ggml.bos_token_id" },
  160. { LLM_KV_TOKENIZER_EOS_ID, "tokenizer.ggml.eos_token_id" },
  161. { LLM_KV_TOKENIZER_EOT_ID, "tokenizer.ggml.eot_token_id" },
  162. { LLM_KV_TOKENIZER_EOM_ID, "tokenizer.ggml.eom_token_id" },
  163. { LLM_KV_TOKENIZER_UNK_ID, "tokenizer.ggml.unknown_token_id" },
  164. { LLM_KV_TOKENIZER_SEP_ID, "tokenizer.ggml.seperator_token_id" },
  165. { LLM_KV_TOKENIZER_PAD_ID, "tokenizer.ggml.padding_token_id" },
  166. { LLM_KV_TOKENIZER_CLS_ID, "tokenizer.ggml.cls_token_id" },
  167. { LLM_KV_TOKENIZER_MASK_ID, "tokenizer.ggml.mask_token_id" },
  168. { LLM_KV_TOKENIZER_ADD_BOS, "tokenizer.ggml.add_bos_token" },
  169. { LLM_KV_TOKENIZER_ADD_EOS, "tokenizer.ggml.add_eos_token" },
  170. { LLM_KV_TOKENIZER_ADD_PREFIX, "tokenizer.ggml.add_space_prefix" },
  171. { LLM_KV_TOKENIZER_REMOVE_EXTRA_WS, "tokenizer.ggml.remove_extra_whitespaces" },
  172. { LLM_KV_TOKENIZER_PRECOMPILED_CHARSMAP, "tokenizer.ggml.precompiled_charsmap" },
  173. { LLM_KV_TOKENIZER_HF_JSON, "tokenizer.huggingface.json" },
  174. { LLM_KV_TOKENIZER_RWKV, "tokenizer.rwkv.world" },
  175. { LLM_KV_TOKENIZER_CHAT_TEMPLATE, "tokenizer.chat_template" },
  176. { LLM_KV_TOKENIZER_CHAT_TEMPLATE_N, "tokenizer.chat_template.%s" },
  177. { LLM_KV_TOKENIZER_FIM_PRE_ID, "tokenizer.ggml.fim_pre_token_id" },
  178. { LLM_KV_TOKENIZER_FIM_SUF_ID, "tokenizer.ggml.fim_suf_token_id" },
  179. { LLM_KV_TOKENIZER_FIM_MID_ID, "tokenizer.ggml.fim_mid_token_id" },
  180. { LLM_KV_TOKENIZER_FIM_PAD_ID, "tokenizer.ggml.fim_pad_token_id" },
  181. { LLM_KV_TOKENIZER_FIM_REP_ID, "tokenizer.ggml.fim_rep_token_id" },
  182. { LLM_KV_TOKENIZER_FIM_SEP_ID, "tokenizer.ggml.fim_sep_token_id" },
  183. { LLM_KV_ADAPTER_TYPE, "adapter.type" },
  184. { LLM_KV_ADAPTER_LORA_ALPHA, "adapter.lora.alpha" },
  185. // deprecated
  186. { LLM_KV_TOKENIZER_PREFIX_ID, "tokenizer.ggml.prefix_token_id" },
  187. { LLM_KV_TOKENIZER_SUFFIX_ID, "tokenizer.ggml.suffix_token_id" },
  188. { LLM_KV_TOKENIZER_MIDDLE_ID, "tokenizer.ggml.middle_token_id" },
  189. };
  190. static const std::map<llm_arch, std::map<llm_tensor, const char *>> LLM_TENSOR_NAMES = {
  191. {
  192. LLM_ARCH_LLAMA,
  193. {
  194. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  195. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  196. { LLM_TENSOR_OUTPUT, "output" },
  197. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  198. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  199. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  200. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  201. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  202. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  203. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  204. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  205. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  206. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  207. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  208. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  209. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  210. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  211. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  212. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  213. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  214. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  215. },
  216. },
  217. {
  218. LLM_ARCH_DECI,
  219. {
  220. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  221. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  222. { LLM_TENSOR_OUTPUT, "output" },
  223. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  224. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  225. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  226. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  227. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  228. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  229. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  230. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  231. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  232. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  233. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  234. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  235. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  236. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  237. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  238. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  239. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  240. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  241. },
  242. },
  243. {
  244. LLM_ARCH_BAICHUAN,
  245. {
  246. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  247. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  248. { LLM_TENSOR_OUTPUT, "output" },
  249. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  250. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  251. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  252. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  253. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  254. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  255. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  256. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  257. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  258. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  259. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  260. },
  261. },
  262. {
  263. LLM_ARCH_FALCON,
  264. {
  265. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  266. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  267. { LLM_TENSOR_OUTPUT, "output" },
  268. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  269. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  270. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  271. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  272. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  273. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  274. },
  275. },
  276. {
  277. LLM_ARCH_GROK,
  278. {
  279. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  280. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  281. { LLM_TENSOR_OUTPUT, "output" },
  282. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  283. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  284. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  285. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  286. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  287. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  288. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  289. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  290. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  291. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  292. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  293. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  294. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  295. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  296. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  297. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  298. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  299. },
  300. },
  301. {
  302. LLM_ARCH_GPT2,
  303. {
  304. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  305. { LLM_TENSOR_POS_EMBD, "position_embd" },
  306. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  307. { LLM_TENSOR_OUTPUT, "output" },
  308. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  309. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  310. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  311. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  312. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  313. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  314. },
  315. },
  316. {
  317. LLM_ARCH_GPTJ,
  318. {
  319. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  320. },
  321. },
  322. {
  323. LLM_ARCH_GPTNEOX,
  324. {
  325. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  326. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  327. { LLM_TENSOR_OUTPUT, "output" },
  328. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  329. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  330. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  331. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  332. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  333. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  334. },
  335. },
  336. {
  337. LLM_ARCH_MPT,
  338. {
  339. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  340. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  341. { LLM_TENSOR_OUTPUT, "output"},
  342. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  343. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  344. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  345. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  346. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  347. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  348. { LLM_TENSOR_FFN_ACT, "blk.%d.ffn.act" },
  349. { LLM_TENSOR_POS_EMBD, "position_embd" },
  350. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm"},
  351. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm"},
  352. },
  353. },
  354. {
  355. LLM_ARCH_STARCODER,
  356. {
  357. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  358. { LLM_TENSOR_POS_EMBD, "position_embd" },
  359. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  360. { LLM_TENSOR_OUTPUT, "output" },
  361. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  362. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  363. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  364. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  365. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  366. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  367. },
  368. },
  369. {
  370. LLM_ARCH_REFACT,
  371. {
  372. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  373. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  374. { LLM_TENSOR_OUTPUT, "output" },
  375. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  376. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  377. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  378. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  379. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  380. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  381. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  382. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  383. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  384. },
  385. },
  386. {
  387. LLM_ARCH_BERT,
  388. {
  389. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  390. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  391. { LLM_TENSOR_TOKEN_TYPES, "token_types" },
  392. { LLM_TENSOR_POS_EMBD, "position_embd" },
  393. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  394. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  395. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  396. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  397. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  398. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  399. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  400. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  401. { LLM_TENSOR_CLS, "cls" },
  402. { LLM_TENSOR_CLS_OUT, "cls.output" },
  403. },
  404. },
  405. {
  406. LLM_ARCH_NOMIC_BERT,
  407. {
  408. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  409. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  410. { LLM_TENSOR_TOKEN_TYPES, "token_types" },
  411. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  412. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  413. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  414. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  415. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  416. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  417. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  418. },
  419. },
  420. {
  421. LLM_ARCH_JINA_BERT_V2,
  422. {
  423. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  424. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  425. { LLM_TENSOR_TOKEN_TYPES, "token_types" },
  426. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  427. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  428. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  429. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  430. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  431. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  432. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  433. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  434. { LLM_TENSOR_LAYER_OUT_NORM, "blk.%d.layer_output_norm" },
  435. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  436. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  437. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  438. { LLM_TENSOR_CLS, "cls" },
  439. },
  440. },
  441. {
  442. LLM_ARCH_BLOOM,
  443. {
  444. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  445. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  446. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  447. { LLM_TENSOR_OUTPUT, "output" },
  448. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  449. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  450. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  451. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  452. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  453. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  454. },
  455. },
  456. {
  457. LLM_ARCH_STABLELM,
  458. {
  459. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  460. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  461. { LLM_TENSOR_OUTPUT, "output" },
  462. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  463. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  464. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  465. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  466. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  467. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  468. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  469. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  470. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  471. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  472. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  473. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  474. },
  475. },
  476. {
  477. LLM_ARCH_QWEN,
  478. {
  479. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  480. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  481. { LLM_TENSOR_OUTPUT, "output" },
  482. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  483. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  484. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  485. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  486. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  487. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  488. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  489. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  490. },
  491. },
  492. {
  493. LLM_ARCH_QWEN2,
  494. {
  495. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  496. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  497. { LLM_TENSOR_OUTPUT, "output" },
  498. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  499. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  500. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  501. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  502. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  503. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  504. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  505. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  506. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  507. },
  508. },
  509. {
  510. LLM_ARCH_QWEN2VL,
  511. {
  512. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  513. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  514. { LLM_TENSOR_OUTPUT, "output" },
  515. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  516. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  517. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  518. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  519. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  520. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  521. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  522. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  523. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  524. },
  525. },
  526. {
  527. LLM_ARCH_QWEN2MOE,
  528. {
  529. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  530. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  531. { LLM_TENSOR_OUTPUT, "output" },
  532. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  533. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  534. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  535. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  536. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  537. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  538. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  539. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  540. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  541. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  542. { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
  543. { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
  544. { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
  545. { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
  546. },
  547. },
  548. {
  549. LLM_ARCH_PHI2,
  550. {
  551. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  552. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  553. { LLM_TENSOR_OUTPUT, "output" },
  554. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  555. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  556. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  557. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  558. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  559. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  560. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  561. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  562. },
  563. },
  564. {
  565. LLM_ARCH_PHI3,
  566. {
  567. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  568. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  569. { LLM_TENSOR_OUTPUT, "output" },
  570. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  571. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  572. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  573. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  574. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  575. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  576. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  577. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  578. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  579. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  580. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  581. },
  582. },
  583. {
  584. LLM_ARCH_PHIMOE,
  585. {
  586. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  587. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  588. { LLM_TENSOR_OUTPUT, "output" },
  589. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  590. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  591. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  592. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  593. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  594. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  595. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  596. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  597. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  598. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  599. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  600. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  601. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  602. },
  603. },
  604. {
  605. LLM_ARCH_PLAMO,
  606. {
  607. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  608. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  609. { LLM_TENSOR_OUTPUT, "output" },
  610. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  611. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  612. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  613. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  614. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  615. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  616. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  617. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  618. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  619. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  620. },
  621. },
  622. {
  623. LLM_ARCH_CODESHELL,
  624. {
  625. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  626. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  627. { LLM_TENSOR_OUTPUT, "output" },
  628. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  629. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  630. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  631. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  632. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  633. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  634. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  635. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  636. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  637. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  638. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  639. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  640. },
  641. },
  642. {
  643. LLM_ARCH_ORION,
  644. {
  645. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  646. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  647. { LLM_TENSOR_OUTPUT, "output" },
  648. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  649. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  650. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  651. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  652. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  653. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  654. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  655. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  656. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  657. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  658. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  659. },
  660. },
  661. {
  662. LLM_ARCH_INTERNLM2,
  663. {
  664. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  665. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  666. { LLM_TENSOR_OUTPUT, "output" },
  667. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  668. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  669. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  670. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  671. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  672. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  673. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  674. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  675. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  676. },
  677. },
  678. {
  679. LLM_ARCH_MINICPM,
  680. {
  681. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  682. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  683. { LLM_TENSOR_OUTPUT, "output" },
  684. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  685. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  686. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  687. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  688. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  689. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  690. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  691. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  692. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  693. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  694. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  695. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  696. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  697. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  698. { LLM_TENSOR_FFN_GATE_EXP, "blk.%d.ffn_gate.%d" },
  699. { LLM_TENSOR_FFN_DOWN_EXP, "blk.%d.ffn_down.%d" },
  700. { LLM_TENSOR_FFN_UP_EXP, "blk.%d.ffn_up.%d" },
  701. },
  702. },
  703. {
  704. LLM_ARCH_MINICPM3,
  705. {
  706. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  707. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  708. { LLM_TENSOR_OUTPUT, "output" },
  709. { LLM_TENSOR_ROPE_FACTORS_LONG, "rope_factors_long" },
  710. { LLM_TENSOR_ROPE_FACTORS_SHORT, "rope_factors_short" },
  711. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  712. { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" },
  713. { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" },
  714. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  715. { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" },
  716. { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" },
  717. { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" },
  718. { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" },
  719. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  720. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  721. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  722. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  723. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  724. },
  725. },
  726. {
  727. LLM_ARCH_GEMMA,
  728. {
  729. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  730. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  731. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  732. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  733. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  734. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  735. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  736. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  737. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  738. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  739. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  740. },
  741. },
  742. {
  743. LLM_ARCH_GEMMA2,
  744. {
  745. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  746. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  747. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  748. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  749. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  750. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  751. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  752. { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
  753. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  754. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  755. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  756. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  757. { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
  758. },
  759. },
  760. {
  761. LLM_ARCH_GEMMA3,
  762. {
  763. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  764. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  765. { LLM_TENSOR_OUTPUT, "output" },
  766. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  767. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  768. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  769. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  770. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  771. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  772. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  773. { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
  774. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  775. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  776. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  777. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  778. { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
  779. },
  780. },
  781. {
  782. LLM_ARCH_STARCODER2,
  783. {
  784. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  785. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  786. { LLM_TENSOR_OUTPUT, "output" },
  787. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  788. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  789. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  790. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  791. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  792. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  793. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  794. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  795. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  796. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  797. },
  798. },
  799. {
  800. LLM_ARCH_MAMBA,
  801. {
  802. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  803. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  804. { LLM_TENSOR_OUTPUT, "output" },
  805. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  806. { LLM_TENSOR_SSM_IN, "blk.%d.ssm_in" },
  807. { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" },
  808. { LLM_TENSOR_SSM_X, "blk.%d.ssm_x" },
  809. { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" },
  810. { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" },
  811. { LLM_TENSOR_SSM_D, "blk.%d.ssm_d" },
  812. { LLM_TENSOR_SSM_OUT, "blk.%d.ssm_out" },
  813. },
  814. },
  815. {
  816. LLM_ARCH_XVERSE,
  817. {
  818. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  819. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  820. { LLM_TENSOR_OUTPUT, "output" },
  821. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  822. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  823. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  824. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  825. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  826. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  827. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  828. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  829. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  830. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  831. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  832. },
  833. },
  834. {
  835. LLM_ARCH_COMMAND_R,
  836. {
  837. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  838. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  839. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  840. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  841. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  842. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  843. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  844. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  845. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  846. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  847. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  848. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  849. },
  850. },
  851. {
  852. LLM_ARCH_COHERE2,
  853. {
  854. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  855. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  856. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  857. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  858. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  859. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  860. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  861. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  862. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  863. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  864. },
  865. },
  866. {
  867. LLM_ARCH_DBRX,
  868. {
  869. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  870. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  871. { LLM_TENSOR_OUTPUT, "output" },
  872. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  873. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  874. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  875. { LLM_TENSOR_ATTN_OUT_NORM, "blk.%d.attn_output_norm" },
  876. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  877. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  878. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  879. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  880. },
  881. },
  882. {
  883. LLM_ARCH_OLMO,
  884. {
  885. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  886. { LLM_TENSOR_OUTPUT, "output" },
  887. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  888. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  889. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  890. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  891. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  892. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  893. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  894. },
  895. },
  896. {
  897. LLM_ARCH_OLMO2,
  898. {
  899. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  900. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  901. { LLM_TENSOR_OUTPUT, "output" },
  902. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  903. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  904. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  905. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  906. { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
  907. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  908. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  909. { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
  910. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  911. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  912. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  913. },
  914. },
  915. {
  916. LLM_ARCH_OLMOE,
  917. {
  918. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  919. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  920. { LLM_TENSOR_OUTPUT, "output" },
  921. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  922. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  923. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  924. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  925. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  926. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  927. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  928. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  929. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  930. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  931. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  932. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  933. },
  934. },
  935. {
  936. LLM_ARCH_OPENELM,
  937. {
  938. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  939. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  940. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  941. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  942. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  943. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  944. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  945. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  946. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  947. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  948. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  949. },
  950. },
  951. {
  952. LLM_ARCH_ARCTIC,
  953. {
  954. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  955. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  956. { LLM_TENSOR_OUTPUT, "output" },
  957. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  958. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  959. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  960. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  961. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  962. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  963. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  964. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  965. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  966. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  967. { LLM_TENSOR_FFN_NORM_EXPS, "blk.%d.ffn_norm_exps" },
  968. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  969. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  970. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  971. },
  972. },
  973. {
  974. LLM_ARCH_DEEPSEEK,
  975. {
  976. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  977. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  978. { LLM_TENSOR_OUTPUT, "output" },
  979. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  980. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  981. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  982. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  983. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  984. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  985. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  986. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  987. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  988. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  989. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  990. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  991. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  992. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  993. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  994. { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
  995. { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
  996. { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
  997. { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
  998. },
  999. },
  1000. {
  1001. LLM_ARCH_DEEPSEEK2,
  1002. {
  1003. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1004. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1005. { LLM_TENSOR_OUTPUT, "output" },
  1006. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1007. { LLM_TENSOR_ATTN_Q_A_NORM, "blk.%d.attn_q_a_norm" },
  1008. { LLM_TENSOR_ATTN_KV_A_NORM, "blk.%d.attn_kv_a_norm" },
  1009. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1010. { LLM_TENSOR_ATTN_Q_A, "blk.%d.attn_q_a" },
  1011. { LLM_TENSOR_ATTN_Q_B, "blk.%d.attn_q_b" },
  1012. { LLM_TENSOR_ATTN_KV_A_MQA, "blk.%d.attn_kv_a_mqa" },
  1013. { LLM_TENSOR_ATTN_KV_B, "blk.%d.attn_kv_b" },
  1014. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1015. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1016. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1017. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1018. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1019. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  1020. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  1021. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  1022. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  1023. { LLM_TENSOR_FFN_GATE_INP_SHEXP, "blk.%d.ffn_gate_inp_shexp" },
  1024. { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" },
  1025. { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" },
  1026. { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" },
  1027. { LLM_TENSOR_FFN_EXP_PROBS_B, "blk.%d.exp_probs_b" },
  1028. },
  1029. },
  1030. {
  1031. LLM_ARCH_CHATGLM,
  1032. {
  1033. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1034. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  1035. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1036. { LLM_TENSOR_OUTPUT, "output" },
  1037. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1038. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  1039. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1040. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1041. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1042. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1043. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1044. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1045. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1046. },
  1047. },
  1048. {
  1049. LLM_ARCH_BITNET,
  1050. {
  1051. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1052. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1053. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1054. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1055. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1056. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1057. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1058. { LLM_TENSOR_ATTN_SUB_NORM, "blk.%d.attn_sub_norm" },
  1059. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1060. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1061. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1062. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1063. { LLM_TENSOR_FFN_SUB_NORM, "blk.%d.ffn_sub_norm" },
  1064. },
  1065. },
  1066. {
  1067. LLM_ARCH_T5,
  1068. {
  1069. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1070. { LLM_TENSOR_OUTPUT, "output" },
  1071. { LLM_TENSOR_DEC_OUTPUT_NORM, "dec.output_norm" },
  1072. { LLM_TENSOR_DEC_ATTN_NORM, "dec.blk.%d.attn_norm" },
  1073. { LLM_TENSOR_DEC_ATTN_Q, "dec.blk.%d.attn_q" },
  1074. { LLM_TENSOR_DEC_ATTN_K, "dec.blk.%d.attn_k" },
  1075. { LLM_TENSOR_DEC_ATTN_V, "dec.blk.%d.attn_v" },
  1076. { LLM_TENSOR_DEC_ATTN_OUT, "dec.blk.%d.attn_o" },
  1077. { LLM_TENSOR_DEC_ATTN_REL_B, "dec.blk.%d.attn_rel_b" },
  1078. { LLM_TENSOR_DEC_CROSS_ATTN_NORM, "dec.blk.%d.cross_attn_norm" },
  1079. { LLM_TENSOR_DEC_CROSS_ATTN_Q, "dec.blk.%d.cross_attn_q" },
  1080. { LLM_TENSOR_DEC_CROSS_ATTN_K, "dec.blk.%d.cross_attn_k" },
  1081. { LLM_TENSOR_DEC_CROSS_ATTN_V, "dec.blk.%d.cross_attn_v" },
  1082. { LLM_TENSOR_DEC_CROSS_ATTN_OUT, "dec.blk.%d.cross_attn_o" },
  1083. { LLM_TENSOR_DEC_CROSS_ATTN_REL_B, "dec.blk.%d.cross_attn_rel_b" },
  1084. { LLM_TENSOR_DEC_FFN_NORM, "dec.blk.%d.ffn_norm" },
  1085. { LLM_TENSOR_DEC_FFN_GATE, "dec.blk.%d.ffn_gate" },
  1086. { LLM_TENSOR_DEC_FFN_DOWN, "dec.blk.%d.ffn_down" },
  1087. { LLM_TENSOR_DEC_FFN_UP, "dec.blk.%d.ffn_up" },
  1088. { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" },
  1089. { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" },
  1090. { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" },
  1091. { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" },
  1092. { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" },
  1093. { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" },
  1094. { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" },
  1095. { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" },
  1096. { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" },
  1097. { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" },
  1098. { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" },
  1099. },
  1100. },
  1101. {
  1102. LLM_ARCH_T5ENCODER,
  1103. {
  1104. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1105. { LLM_TENSOR_OUTPUT, "output" },
  1106. { LLM_TENSOR_ENC_OUTPUT_NORM, "enc.output_norm" },
  1107. { LLM_TENSOR_ENC_ATTN_NORM, "enc.blk.%d.attn_norm" },
  1108. { LLM_TENSOR_ENC_ATTN_Q, "enc.blk.%d.attn_q" },
  1109. { LLM_TENSOR_ENC_ATTN_K, "enc.blk.%d.attn_k" },
  1110. { LLM_TENSOR_ENC_ATTN_V, "enc.blk.%d.attn_v" },
  1111. { LLM_TENSOR_ENC_ATTN_OUT, "enc.blk.%d.attn_o" },
  1112. { LLM_TENSOR_ENC_ATTN_REL_B, "enc.blk.%d.attn_rel_b" },
  1113. { LLM_TENSOR_ENC_FFN_NORM, "enc.blk.%d.ffn_norm" },
  1114. { LLM_TENSOR_ENC_FFN_GATE, "enc.blk.%d.ffn_gate" },
  1115. { LLM_TENSOR_ENC_FFN_DOWN, "enc.blk.%d.ffn_down" },
  1116. { LLM_TENSOR_ENC_FFN_UP, "enc.blk.%d.ffn_up" },
  1117. },
  1118. },
  1119. {
  1120. LLM_ARCH_JAIS,
  1121. {
  1122. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1123. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1124. { LLM_TENSOR_OUTPUT, "output" },
  1125. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1126. { LLM_TENSOR_ATTN_QKV, "blk.%d.attn_qkv" },
  1127. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1128. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1129. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1130. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1131. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1132. },
  1133. },
  1134. {
  1135. LLM_ARCH_NEMOTRON,
  1136. {
  1137. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1138. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1139. { LLM_TENSOR_OUTPUT, "output" },
  1140. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  1141. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1142. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1143. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1144. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1145. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1146. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  1147. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1148. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1149. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1150. },
  1151. },
  1152. {
  1153. LLM_ARCH_EXAONE,
  1154. {
  1155. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1156. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1157. { LLM_TENSOR_OUTPUT, "output" },
  1158. { LLM_TENSOR_ROPE_FREQS, "rope_freqs" },
  1159. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1160. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1161. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1162. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1163. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1164. { LLM_TENSOR_ATTN_ROT_EMBD, "blk.%d.attn_rot_embd" },
  1165. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1166. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1167. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1168. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1169. },
  1170. },
  1171. {
  1172. LLM_ARCH_RWKV6,
  1173. {
  1174. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1175. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  1176. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1177. { LLM_TENSOR_OUTPUT, "output" },
  1178. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1179. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  1180. { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" },
  1181. { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
  1182. { LLM_TENSOR_TIME_MIX_LERP_X, "blk.%d.time_mix_lerp_x" },
  1183. { LLM_TENSOR_TIME_MIX_LERP_W, "blk.%d.time_mix_lerp_w" },
  1184. { LLM_TENSOR_TIME_MIX_LERP_K, "blk.%d.time_mix_lerp_k" },
  1185. { LLM_TENSOR_TIME_MIX_LERP_V, "blk.%d.time_mix_lerp_v" },
  1186. { LLM_TENSOR_TIME_MIX_LERP_R, "blk.%d.time_mix_lerp_r" },
  1187. { LLM_TENSOR_TIME_MIX_LERP_G, "blk.%d.time_mix_lerp_g" },
  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_LN, "blk.%d.time_mix_ln" },
  1198. { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
  1199. { LLM_TENSOR_CHANNEL_MIX_LERP_K, "blk.%d.channel_mix_lerp_k" },
  1200. { LLM_TENSOR_CHANNEL_MIX_LERP_R, "blk.%d.channel_mix_lerp_r" },
  1201. { LLM_TENSOR_CHANNEL_MIX_KEY, "blk.%d.channel_mix_key" },
  1202. { LLM_TENSOR_CHANNEL_MIX_VALUE, "blk.%d.channel_mix_value" },
  1203. { LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, "blk.%d.channel_mix_receptance" },
  1204. },
  1205. },
  1206. {
  1207. LLM_ARCH_RWKV6QWEN2,
  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_TIME_MIX_W1, "blk.%d.time_mix_w1" },
  1214. { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
  1215. { LLM_TENSOR_TIME_MIX_LERP_X, "blk.%d.time_mix_lerp_x" },
  1216. { LLM_TENSOR_TIME_MIX_LERP_FUSED, "blk.%d.time_mix_lerp_fused" },
  1217. { LLM_TENSOR_TIME_MIX_FIRST, "blk.%d.time_mix_first" },
  1218. { LLM_TENSOR_TIME_MIX_DECAY, "blk.%d.time_mix_decay" },
  1219. { LLM_TENSOR_TIME_MIX_DECAY_W1, "blk.%d.time_mix_decay_w1" },
  1220. { LLM_TENSOR_TIME_MIX_DECAY_W2, "blk.%d.time_mix_decay_w2" },
  1221. { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" },
  1222. { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" },
  1223. { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" },
  1224. { LLM_TENSOR_TIME_MIX_GATE, "blk.%d.time_mix_gate" },
  1225. { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
  1226. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1227. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1228. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1229. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1230. },
  1231. },
  1232. {
  1233. LLM_ARCH_RWKV7,
  1234. {
  1235. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1236. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  1237. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1238. { LLM_TENSOR_OUTPUT, "output" },
  1239. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1240. { LLM_TENSOR_ATTN_NORM_2, "blk.%d.attn_norm_2" },
  1241. { LLM_TENSOR_TIME_MIX_W0, "blk.%d.time_mix_w0" },
  1242. { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" },
  1243. { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
  1244. { LLM_TENSOR_TIME_MIX_A0, "blk.%d.time_mix_a0" },
  1245. { LLM_TENSOR_TIME_MIX_A1, "blk.%d.time_mix_a1" },
  1246. { LLM_TENSOR_TIME_MIX_A2, "blk.%d.time_mix_a2" },
  1247. { LLM_TENSOR_TIME_MIX_V0, "blk.%d.time_mix_v0" },
  1248. { LLM_TENSOR_TIME_MIX_V1, "blk.%d.time_mix_v1" },
  1249. { LLM_TENSOR_TIME_MIX_V2, "blk.%d.time_mix_v2" },
  1250. { LLM_TENSOR_TIME_MIX_G1, "blk.%d.time_mix_g1" },
  1251. { LLM_TENSOR_TIME_MIX_G2, "blk.%d.time_mix_g2" },
  1252. { LLM_TENSOR_TIME_MIX_K_K, "blk.%d.time_mix_k_k" },
  1253. { LLM_TENSOR_TIME_MIX_K_A, "blk.%d.time_mix_k_a" },
  1254. { LLM_TENSOR_TIME_MIX_R_K, "blk.%d.time_mix_r_k" },
  1255. { LLM_TENSOR_TIME_MIX_LERP_FUSED, "blk.%d.time_mix_lerp_fused" },
  1256. { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" },
  1257. { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" },
  1258. { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" },
  1259. { LLM_TENSOR_TIME_MIX_LN, "blk.%d.time_mix_ln" },
  1260. { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
  1261. { LLM_TENSOR_CHANNEL_MIX_LERP_K, "blk.%d.channel_mix_lerp_k" },
  1262. { LLM_TENSOR_CHANNEL_MIX_KEY, "blk.%d.channel_mix_key" },
  1263. { LLM_TENSOR_CHANNEL_MIX_VALUE, "blk.%d.channel_mix_value" },
  1264. },
  1265. },
  1266. {
  1267. LLM_ARCH_ARWKV7,
  1268. {
  1269. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1270. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  1271. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1272. { LLM_TENSOR_OUTPUT, "output" },
  1273. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1274. { LLM_TENSOR_TIME_MIX_W0, "blk.%d.time_mix_w0" },
  1275. { LLM_TENSOR_TIME_MIX_W1, "blk.%d.time_mix_w1" },
  1276. { LLM_TENSOR_TIME_MIX_W2, "blk.%d.time_mix_w2" },
  1277. { LLM_TENSOR_TIME_MIX_A0, "blk.%d.time_mix_a0" },
  1278. { LLM_TENSOR_TIME_MIX_A1, "blk.%d.time_mix_a1" },
  1279. { LLM_TENSOR_TIME_MIX_A2, "blk.%d.time_mix_a2" },
  1280. { LLM_TENSOR_TIME_MIX_V0, "blk.%d.time_mix_v0" },
  1281. { LLM_TENSOR_TIME_MIX_V1, "blk.%d.time_mix_v1" },
  1282. { LLM_TENSOR_TIME_MIX_V2, "blk.%d.time_mix_v2" },
  1283. { LLM_TENSOR_TIME_MIX_G1, "blk.%d.time_mix_g1" },
  1284. { LLM_TENSOR_TIME_MIX_G2, "blk.%d.time_mix_g2" },
  1285. { LLM_TENSOR_TIME_MIX_K_K, "blk.%d.time_mix_k_k" },
  1286. { LLM_TENSOR_TIME_MIX_K_A, "blk.%d.time_mix_k_a" },
  1287. { LLM_TENSOR_TIME_MIX_R_K, "blk.%d.time_mix_r_k" },
  1288. { LLM_TENSOR_TIME_MIX_LERP_FUSED, "blk.%d.time_mix_lerp_fused" },
  1289. { LLM_TENSOR_TIME_MIX_KEY, "blk.%d.time_mix_key" },
  1290. { LLM_TENSOR_TIME_MIX_VALUE, "blk.%d.time_mix_value" },
  1291. { LLM_TENSOR_TIME_MIX_RECEPTANCE, "blk.%d.time_mix_receptance" },
  1292. { LLM_TENSOR_TIME_MIX_LN, "blk.%d.time_mix_ln" },
  1293. { LLM_TENSOR_TIME_MIX_OUTPUT, "blk.%d.time_mix_output" },
  1294. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1295. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1296. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1297. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1298. },
  1299. },
  1300. {
  1301. LLM_ARCH_GRANITE,
  1302. {
  1303. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1304. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1305. { LLM_TENSOR_OUTPUT, "output" },
  1306. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1307. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1308. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1309. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1310. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1311. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1312. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1313. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1314. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1315. },
  1316. },
  1317. {
  1318. LLM_ARCH_GRANITE_MOE,
  1319. {
  1320. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1321. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1322. { LLM_TENSOR_OUTPUT, "output" },
  1323. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1324. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1325. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1326. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1327. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1328. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1329. { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" },
  1330. { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" },
  1331. { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" },
  1332. { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" },
  1333. },
  1334. },
  1335. {
  1336. LLM_ARCH_CHAMELEON,
  1337. {
  1338. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1339. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1340. { LLM_TENSOR_OUTPUT, "output" },
  1341. { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
  1342. { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
  1343. { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
  1344. { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
  1345. { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
  1346. { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
  1347. { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
  1348. { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
  1349. { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
  1350. { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" },
  1351. { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" },
  1352. },
  1353. },
  1354. {
  1355. LLM_ARCH_WAVTOKENIZER_DEC,
  1356. {
  1357. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1358. { LLM_TENSOR_TOKEN_EMBD_NORM, "token_embd_norm" },
  1359. { LLM_TENSOR_CONV1D, "conv1d" },
  1360. { LLM_TENSOR_CONVNEXT_DW, "convnext.%d.dw" },
  1361. { LLM_TENSOR_CONVNEXT_NORM, "convnext.%d.norm" },
  1362. { LLM_TENSOR_CONVNEXT_PW1, "convnext.%d.pw1" },
  1363. { LLM_TENSOR_CONVNEXT_PW2, "convnext.%d.pw2" },
  1364. { LLM_TENSOR_CONVNEXT_GAMMA, "convnext.%d.gamma" },
  1365. { LLM_TENSOR_OUTPUT_NORM, "output_norm" },
  1366. { LLM_TENSOR_OUTPUT, "output" },
  1367. { LLM_TENSOR_POS_NET_CONV1, "posnet.%d.conv1" },
  1368. { LLM_TENSOR_POS_NET_CONV2, "posnet.%d.conv2" },
  1369. { LLM_TENSOR_POS_NET_NORM, "posnet.%d.norm" },
  1370. { LLM_TENSOR_POS_NET_NORM1, "posnet.%d.norm1" },
  1371. { LLM_TENSOR_POS_NET_NORM2, "posnet.%d.norm2" },
  1372. { LLM_TENSOR_POS_NET_ATTN_NORM, "posnet.%d.attn_norm" },
  1373. { LLM_TENSOR_POS_NET_ATTN_Q, "posnet.%d.attn_q" },
  1374. { LLM_TENSOR_POS_NET_ATTN_K, "posnet.%d.attn_k" },
  1375. { LLM_TENSOR_POS_NET_ATTN_V, "posnet.%d.attn_v" },
  1376. { LLM_TENSOR_POS_NET_ATTN_OUT, "posnet.%d.attn_output" },
  1377. },
  1378. },
  1379. {
  1380. LLM_ARCH_UNKNOWN,
  1381. {
  1382. { LLM_TENSOR_TOKEN_EMBD, "token_embd" },
  1383. },
  1384. },
  1385. };
  1386. static const std::map<llm_tensor, llm_tensor_info> LLM_TENSOR_INFOS = {
  1387. {LLM_TENSOR_TOKEN_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1388. {LLM_TENSOR_POS_EMBD, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1389. {LLM_TENSOR_TOKEN_EMBD_NORM, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1390. {LLM_TENSOR_TOKEN_TYPES, {LLM_TENSOR_LAYER_INPUT, GGML_OP_GET_ROWS}},
  1391. {LLM_TENSOR_OUTPUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
  1392. {LLM_TENSOR_CLS, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
  1393. {LLM_TENSOR_CLS_OUT, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL_MAT}},
  1394. {LLM_TENSOR_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
  1395. {LLM_TENSOR_DEC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
  1396. {LLM_TENSOR_ENC_OUTPUT_NORM, {LLM_TENSOR_LAYER_OUTPUT, GGML_OP_MUL}},
  1397. {LLM_TENSOR_ROPE_FREQS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
  1398. {LLM_TENSOR_ROPE_FACTORS_LONG, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
  1399. {LLM_TENSOR_ROPE_FACTORS_SHORT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ROPE}},
  1400. {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1401. {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1402. {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1403. {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1404. {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1405. {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1406. {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1407. {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1408. {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1409. {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1410. {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1411. {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1412. {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1413. {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1414. {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1415. {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1416. {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1417. {LLM_TENSOR_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1418. {LLM_TENSOR_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1419. {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1420. {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1421. {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1422. {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1423. {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1424. {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1425. {LLM_TENSOR_FFN_DOWN_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1426. {LLM_TENSOR_FFN_GATE_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1427. {LLM_TENSOR_FFN_UP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1428. {LLM_TENSOR_ATTN_Q_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1429. {LLM_TENSOR_ATTN_Q_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1430. {LLM_TENSOR_ATTN_KV_A_MQA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1431. {LLM_TENSOR_ATTN_KV_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1432. {LLM_TENSOR_DEC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1433. {LLM_TENSOR_DEC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1434. {LLM_TENSOR_DEC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1435. {LLM_TENSOR_DEC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1436. {LLM_TENSOR_DEC_CROSS_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1437. {LLM_TENSOR_DEC_CROSS_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1438. {LLM_TENSOR_DEC_CROSS_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1439. {LLM_TENSOR_DEC_CROSS_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1440. {LLM_TENSOR_DEC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1441. {LLM_TENSOR_DEC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1442. {LLM_TENSOR_DEC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1443. {LLM_TENSOR_ENC_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1444. {LLM_TENSOR_ENC_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1445. {LLM_TENSOR_ENC_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1446. {LLM_TENSOR_ENC_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1447. {LLM_TENSOR_ENC_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1448. {LLM_TENSOR_ENC_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1449. {LLM_TENSOR_ENC_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1450. {LLM_TENSOR_FFN_GATE_INP_SHEXP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1451. {LLM_TENSOR_FFN_GATE_INP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1452. {LLM_TENSOR_SSM_IN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1453. {LLM_TENSOR_SSM_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1454. {LLM_TENSOR_SSM_DT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1455. {LLM_TENSOR_SSM_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1456. {LLM_TENSOR_TIME_MIX_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1457. {LLM_TENSOR_TIME_MIX_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1458. {LLM_TENSOR_TIME_MIX_A1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1459. {LLM_TENSOR_TIME_MIX_A2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1460. {LLM_TENSOR_TIME_MIX_V1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1461. {LLM_TENSOR_TIME_MIX_V2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1462. {LLM_TENSOR_TIME_MIX_G1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1463. {LLM_TENSOR_TIME_MIX_G2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1464. {LLM_TENSOR_TIME_MIX_DECAY_W1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1465. {LLM_TENSOR_TIME_MIX_DECAY_W2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1466. {LLM_TENSOR_TIME_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1467. {LLM_TENSOR_TIME_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1468. {LLM_TENSOR_TIME_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1469. {LLM_TENSOR_TIME_MIX_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1470. {LLM_TENSOR_TIME_MIX_OUTPUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1471. {LLM_TENSOR_CHANNEL_MIX_KEY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1472. {LLM_TENSOR_CHANNEL_MIX_RECEPTANCE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1473. {LLM_TENSOR_CHANNEL_MIX_VALUE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1474. {LLM_TENSOR_FFN_ACT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}},
  1475. {LLM_TENSOR_SSM_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}},
  1476. {LLM_TENSOR_SSM_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}},
  1477. {LLM_TENSOR_SSM_D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1478. {LLM_TENSOR_TIME_MIX_LERP_X, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1479. {LLM_TENSOR_TIME_MIX_LN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1480. {LLM_TENSOR_CHANNEL_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1481. {LLM_TENSOR_CHANNEL_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1482. {LLM_TENSOR_TIME_MIX_K_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1483. {LLM_TENSOR_TIME_MIX_K_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1484. {LLM_TENSOR_TIME_MIX_R_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1485. {LLM_TENSOR_TIME_MIX_LERP_W, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1486. {LLM_TENSOR_TIME_MIX_LERP_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1487. {LLM_TENSOR_TIME_MIX_LERP_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1488. {LLM_TENSOR_TIME_MIX_LERP_R, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1489. {LLM_TENSOR_TIME_MIX_LERP_G, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1490. {LLM_TENSOR_TIME_MIX_LERP_FUSED, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1491. {LLM_TENSOR_TIME_MIX_DECAY, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1492. {LLM_TENSOR_TIME_MIX_W0, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1493. {LLM_TENSOR_TIME_MIX_A0, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1494. {LLM_TENSOR_TIME_MIX_V0, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1495. {LLM_TENSOR_TIME_MIX_FIRST, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_RWKV_WKV6}},
  1496. {LLM_TENSOR_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1497. {LLM_TENSOR_ATTN_NORM_2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1498. {LLM_TENSOR_ATTN_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1499. {LLM_TENSOR_ATTN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1500. {LLM_TENSOR_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1501. {LLM_TENSOR_FFN_POST_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1502. {LLM_TENSOR_FFN_NORM_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1503. {LLM_TENSOR_ATTN_Q_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1504. {LLM_TENSOR_ATTN_K_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1505. {LLM_TENSOR_LAYER_OUT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1506. {LLM_TENSOR_ATTN_Q_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1507. {LLM_TENSOR_ATTN_KV_A_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1508. {LLM_TENSOR_ATTN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1509. {LLM_TENSOR_FFN_SUB_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1510. {LLM_TENSOR_DEC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1511. {LLM_TENSOR_DEC_CROSS_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1512. {LLM_TENSOR_DEC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1513. {LLM_TENSOR_ENC_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1514. {LLM_TENSOR_ENC_FFN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1515. {LLM_TENSOR_DEC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
  1516. {LLM_TENSOR_ENC_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_GET_ROWS}},
  1517. {LLM_TENSOR_FFN_DOWN_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
  1518. {LLM_TENSOR_FFN_GATE_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
  1519. {LLM_TENSOR_FFN_UP_EXPS, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT_ID}},
  1520. {LLM_TENSOR_FFN_EXP_PROBS_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_ADD}},
  1521. // this tensor is loaded for T5, but never used
  1522. {LLM_TENSOR_DEC_CROSS_ATTN_REL_B, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_NONE}},
  1523. {LLM_TENSOR_CONV1D, {LLM_TENSOR_LAYER_INPUT, GGML_OP_IM2COL}},
  1524. {LLM_TENSOR_POS_NET_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1525. {LLM_TENSOR_POS_NET_NORM1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1526. {LLM_TENSOR_POS_NET_NORM2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1527. {LLM_TENSOR_POS_NET_CONV1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
  1528. {LLM_TENSOR_POS_NET_CONV2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
  1529. {LLM_TENSOR_POS_NET_ATTN_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1530. {LLM_TENSOR_POS_NET_ATTN_Q, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1531. {LLM_TENSOR_POS_NET_ATTN_K, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1532. {LLM_TENSOR_POS_NET_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1533. {LLM_TENSOR_POS_NET_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1534. {LLM_TENSOR_CONVNEXT_DW, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_IM2COL}},
  1535. {LLM_TENSOR_CONVNEXT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1536. {LLM_TENSOR_CONVNEXT_PW1, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1537. {LLM_TENSOR_CONVNEXT_PW2, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}},
  1538. {LLM_TENSOR_CONVNEXT_GAMMA, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}},
  1539. };
  1540. LLM_KV::LLM_KV(llm_arch arch, const char * suffix) : arch(arch), suffix(suffix) {}
  1541. std::string LLM_KV::operator()(llm_kv kv) const {
  1542. return suffix ? ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch), suffix)
  1543. : ::format(LLM_KV_NAMES.at(kv), LLM_ARCH_NAMES.at(arch));
  1544. }
  1545. std::string LLM_TN_IMPL::str() const {
  1546. if (LLM_TENSOR_NAMES.at(arch).find(tensor) == LLM_TENSOR_NAMES.at(arch).end()) {
  1547. return "__missing__";
  1548. }
  1549. std::string name = ::format(LLM_TENSOR_NAMES.at(arch).at(tensor), bid, xid);
  1550. if (suffix != nullptr) {
  1551. name += ".";
  1552. name += suffix;
  1553. }
  1554. return name;
  1555. }
  1556. const char * llm_arch_name(llm_arch arch) {
  1557. auto it = LLM_ARCH_NAMES.find(arch);
  1558. if (it == LLM_ARCH_NAMES.end()) {
  1559. return "unknown";
  1560. }
  1561. return it->second;
  1562. }
  1563. llm_arch llm_arch_from_string(const std::string & name) {
  1564. for (const auto & kv : LLM_ARCH_NAMES) { // NOLINT
  1565. if (kv.second == name) {
  1566. return kv.first;
  1567. }
  1568. }
  1569. return LLM_ARCH_UNKNOWN;
  1570. }
  1571. const llm_tensor_info & llm_tensor_info_for(llm_tensor tensor) {
  1572. return LLM_TENSOR_INFOS.at(tensor);
  1573. }