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koboldcpp/src/models
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Xuan-Son Nguyen 0713275082
mtmd: support Qwen3-TTS (note: breaking change to llama-tts binary) (#26254) 
* convert text model

* main model load ok

* convert encoder ok

* speaker encoder loading ok

* speaker enc graph

* adapt vocab for backbone (with some tricks)

* add suppress_tokens

* poc new mtmd gen api

* convert code_predictor to gguf

* load gen_code model ok

* add clip_encode

* wire up

* code gen cgraph init version

Co-authored-by: Pascal <admin@serveurperso.com>

* code2wav convert to gguf

* code2wav graph ok

* wire up in/out

* (wip) subgraph

* wire up

* wip, correct code2wav

* demo (to be removed)

* code2wav preserve kv between calls

* demo voice clone

* llama: add llama_model_get_tok_embd

* mtmd_helper_gen_audio API

* fix clamp cold prefix

Co-authored-by: Pascal <admin@serveurperso.com>

* fuse snake op

Co-authored-by: Pascal <admin@serveurperso.com>

* demo: use proper sampling

* update dev docs

* polymorphism helper

* revamp llama-tts binary

* update docs

* fix compile

* fix lint

* nits

* add guide + docs

* more timings info

* clean up code comments

* security fixes

* update docs

* use ggml_build_forward_select, clean up comments

* fix ci

* use ISO 639-1 language code

* rename CODE2WAV --> GEN_WAV, update docs

* clean up

* clean up tts.cpp

* add seq_id

* add step_prompt()

* mtmd_helper_model_can_chat

* clean up comments

---------

Co-authored-by: Pascal <admin@serveurperso.com>
2026-08-04 17:26:15 +02:00
..
afmoe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
apertus.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
arcee.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
arctic.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
arwkv7.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
baichuan.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
bailingmoe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
bailingmoe2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
bert.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
bitnet.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
bloom.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
chameleon.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
chatglm.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
codeshell.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
cogvlm.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
cohere2.cpp Add arch support for cohere2-MoE (#24260) 2026-06-13 19:49:00 +02:00
cohere2moe.cpp llama : load MTP tensors only if they are really used (#26296) 2026-07-31 14:57:02 +02:00
command-r.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
dbrx.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
deci.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
deepseek.cpp model : NvFP4 quantized LM head support (#23046) 2026-05-16 11:09:27 +02:00
deepseek2.cpp model : support MTP in GLM-4.7-Flash (#24868) 2026-08-03 20:27:52 +02:00
deepseek2ocr.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
deepseek4.cpp model : allow reshape of tensors during load (#26531) 2026-08-04 09:06:44 +03:00
deepseek32.cpp llama : MTP support for DeepSeek V3.2 (#26457) 2026-08-03 08:25:01 +02:00
delta-net-base.cpp llama: refactor fused ops (#24646) 2026-07-08 18:18:09 +08:00
dflash.cpp models : fix dflash wo_a reshape on load (#26577) 2026-08-04 16:56:49 +03:00
dots1.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
dream.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
eagle3.cpp spec: add eagle3-v3 support for gpt-oss model (#25794) 2026-07-28 09:58:16 +03:00
ernie4-5-moe.cpp model : NvFP4 quantized LM head support (#23046) 2026-05-16 11:09:27 +02:00
ernie4-5.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
eurobert.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
exaone-moe.cpp minor : fix lint issues (#24165) 2026-06-05 11:17:54 +03:00
exaone.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
exaone4.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
falcon-h1.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
falcon.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gemma-embedding.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gemma.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gemma2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gemma3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gemma3n.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gemma4-assistant.cpp mtp: support for gemma-4 E2B and E4B assistants (#24282) 2026-06-08 13:48:52 -07:00
gemma4.cpp llama: move suppress_tokens handling to common/sampling (#26276) 2026-07-29 18:02:30 +02:00
glm-dsa.cpp llama : load MTP tensors only if they are really used (#26296) 2026-07-31 14:57:02 +02:00
glm4-moe.cpp minor : fix lint issues (#24165) 2026-06-05 11:17:54 +03:00
glm4.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gpt2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
gptneox.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
granite-hybrid.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
granite-moe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
granite.cpp model, mtmd: Granite4 Vision (#23545) 2026-06-05 17:44:59 +02:00
grok.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
grovemoe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
hunyuan-dense.cpp model: move load_hparams and load_tensors to per-model definition (#22004) 2026-05-04 12:36:59 +02:00
hunyuan-moe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
hunyuan-vl.cpp model : NvFP4 quantized LM head support (#23046) 2026-05-16 11:09:27 +02:00
hy-v3.cpp llama : load MTP tensors only if they are really used (#26296) 2026-07-31 14:57:02 +02:00
internlm2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
jais.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
jais2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
jamba.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
jina-bert-v2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
jina-bert-v3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
kimi-linear.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
laguna.cpp model: Add Laguna-S-2.1 LLM_TYPE (#26233) 2026-07-28 21:02:33 +02:00
lfm2.cpp model : Add label for LFM2.5-230M (#25008) 2026-06-25 18:58:52 +02:00
lfm2moe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
llada-moe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
llada.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
llama-embed.cpp model: move load_hparams and load_tensors to per-model definition (#22004) 2026-05-04 12:36:59 +02:00
llama.cpp spec: add EAGLE3 speculative decoding support (#18039) 2026-06-12 10:21:06 +03:00
llama4.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
maincoder.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
mamba-base.cpp mamba2: remove hardcoded 2x expansion factor and invalid d_inner % d_state check (#23082) 2026-06-26 08:50:54 +03:00
mamba.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
mamba2.cpp mamba2: remove hardcoded 2x expansion factor and invalid d_inner % d_state check (#23082) 2026-06-26 08:50:54 +03:00
mellum.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
mimo2.cpp model : load MiMo V2 MTP tensors only if used (#26412) 2026-08-02 09:03:05 +02:00
minicpm.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
minicpm3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
minimax-m2.cpp spec: add Minimax2 eagle3 support 2026-07-13 15:22:37 +02:00
minimax-m3.cpp graph : fix unused input tensors in minimax m3 graph (#26519) 2026-08-03 17:32:01 +03:00
mistral3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
mistral4.cpp model: move load_hparams and load_tensors to per-model definition (#22004) 2026-05-04 12:36:59 +02:00
models.h mtmd: support Qwen3-TTS (note: breaking change to llama-tts binary) (#26254) 2026-08-04 17:26:15 +02:00
modern-bert.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
mpt.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
nanbeige.cpp model: Add support for Nanbeige4.2 (#25994) 2026-07-27 17:04:18 +02:00
nemotron-h-moe.cpp model: move load_hparams and load_tensors to per-model definition (#22004) 2026-05-04 12:36:59 +02:00
nemotron-h.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
nemotron.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
neo-bert.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
nomic-bert-moe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
nomic-bert.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
olmo.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
olmo2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
olmoe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
openai-moe.cpp spec: add eagle3-v3 support for gpt-oss model (#25794) 2026-07-28 09:58:16 +03:00
openelm.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
orion.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
paddleocr.cpp model : NvFP4 quantized LM head support (#23046) 2026-05-16 11:09:27 +02:00
pangu-embed.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
phi2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
phi3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
phimoe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
plamo.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
plamo2.cpp models : fix plamo2 attention_key/value_length regression (#24317) 2026-06-09 10:26:44 +03:00
plamo3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
plm.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
qwen.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
qwen2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
qwen2moe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
qwen2vl.cpp model : NvFP4 quantized LM head support (#23046) 2026-05-16 11:09:27 +02:00
qwen3.cpp spec: add EAGLE3 speculative decoding support (#18039) 2026-06-12 10:21:06 +03:00
qwen3moe.cpp spec: add EAGLE3 speculative decoding support (#18039) 2026-06-12 10:21:06 +03:00
qwen3next.cpp model: MTP support for Qwen3-Next (#25589) 2026-08-03 17:15:01 +09:00
qwen3tts.cpp mtmd: support Qwen3-TTS (note: breaking change to llama-tts binary) (#26254) 2026-08-04 17:26:15 +02:00
qwen3vl.cpp mtmd: support Qwen3-TTS (note: breaking change to llama-tts binary) (#26254) 2026-08-04 17:26:15 +02:00
qwen3vlmoe.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
qwen35.cpp llama : load MTP tensors only if they are really used (#26296) 2026-07-31 14:57:02 +02:00
qwen35moe.cpp llama : load MTP tensors only if they are really used (#26296) 2026-07-31 14:57:02 +02:00
refact.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
rnd1.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
rwkv6-base.cpp models : deduplicate delta-net graphs for Qwen family (#19597) 2026-02-16 14:35:04 +02:00
rwkv6.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
rwkv6qwen2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
rwkv7-base.cpp models : deduplicate delta-net graphs for Qwen family (#19597) 2026-02-16 14:35:04 +02:00
rwkv7.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
seed-oss.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
smallthinker.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
smollm3.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
stablelm.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
starcoder.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
starcoder2.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
step35.cpp llama : load MTP tensors only if they are really used (#26296) 2026-07-31 14:57:02 +02:00
t5.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
t5encoder.cpp model: move load_hparams and load_tensors to per-model definition (#22004) 2026-05-04 12:36:59 +02:00
talkie.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00
wavtokenizer-dec.cpp model : NvFP4 quantized LM head support (#23046) 2026-05-16 11:09:27 +02:00
xverse.cpp hparams : refactor hparams.n_layer (#24060) 2026-06-05 11:09:36 +03:00