Commit Graph

835 Commits

Author SHA1 Message Date
Daniel Bevenius 52731a34ed
Merge 8071a57c9b into 18ddaea2ae 2026-01-02 23:47:03 +02:00
Prabod 5755e52d15
model : Maincoder-1B support (#18534)
* Add Maincoder model support

* Removed SPM model vocabulary setting and MOE related GGUF parameters
Removed trailing spaces from maincoder.cpp

* removed set_vocab

* added new line

* Fix formatting

* Add a new line for PEP8
2026-01-02 20:11:59 +01:00
Georgi Gerganov af1e8e1a6c
graph : reduce topology branching (#18548) 2026-01-02 19:01:56 +02:00
Georgi Gerganov d84a6a98be
vocab : reduce debug logs about non-EOG control tokens (#18541)
* vocab : reduce debug logs about non-EOG control tokens

* cont : add comment
2026-01-02 16:17:33 +02:00
Sigbjørn Skjæret 169ee68ffb
model : remove modern-bert iswa template (#18529)
* remove modern-bert iswa template

* forgotten
2026-01-02 00:06:42 +01:00
tt ced765be44
model: support youtu-vl model (#18479)
* Support Youtu-VL Model

* merge code

* fix bug

* revert qwen2 code & support rsplit in minja.hpp

* update warm info

* fix annotation

* u

* revert minja.hpp

* fix

* Do not write routed_scaling_factor to gguf when routed_scaling_factor is None

* fix expert_weights_scale

* LGTM after whitespace fixes

* fix

* fix

* fix

* layers to layer_index

* enum fix

---------

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-01-01 19:25:54 +01:00
Georgi Gerganov 8071a57c9b
Merge branch 'master' into HEAD 2026-01-01 20:19:42 +02:00
o7si d0a6a31470
model : add support for JinaBertModel with non-gated ffn (#18475)
* WIP: Initial commit for fixing JinaBert original FF type support

* convert: add jina-v2-de tokenizer variant for German_Semantic_V3

* convert: fix token collision in BERT phantom vocab conversion

* convert: add feed_forward_type metadata

* model: add feed_forward_type metadata for jina-bert-v2

* model: jina-bert-v2 support standard GELU FFN variant

* model: remove ffn_type, detect FFN variant from tensor dimensions

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* revert collision fix to be handled in separate PR

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-01-01 18:38:51 +01:00
HelloKS f4f5019254
model: add Solar Open model (#18511)
* model: add Solar-Open model

* vocab: add solar-open to end eog blacklist

* model: add proper llm type

* chat: basic template for solar open

* typo: fix comment about vocab

* convert: sugested changes

* convert: suggested changes

* chat: change reasoning end tag for solar-open

* llama-chat: add solar-open template
2026-01-01 18:01:43 +01:00
triplenom 9e10bd2eaf
llama: handle short reads in direct I/O path (#18504) 2026-01-01 10:24:43 +08:00
Georgi Gerganov 435c96709b
llama : assert at most one output token per sequence 2025-12-31 17:51:42 +02:00
Georgi Gerganov 791ecb94ff
sampling : zero-initialize input buffers 2025-12-30 20:12:49 +02:00
Daniel Bevenius ac1d0eb7bf
llama : fix typo in comment in llama-kv-cache.h [no ci] (#18489) 2025-12-30 17:20:14 +01:00
Xuan-Son Nguyen cd78e57c3a
lora: count lora nodes in graph_max_nodes (#18469)
* lora: count lora nodes in graph_max_nodes

* 3 nodes per weight

* 4 nodes

* keep track n_lora_nodes from llama_model

* fix assert

* rm redundant header

* common: load adapters before context creation

* use 6 nodes
2025-12-30 15:53:12 +01:00
Georgi Gerganov c5de75989e
Merge branch 'master' into HEAD 2025-12-30 16:36:58 +02:00
Georgi Gerganov 610e50a17d
sampling : fix reshapes 2025-12-30 16:32:32 +02:00
Jay Zenith c32fa21db8
sampling: reuse token data buffer in llama_sampler_sample (#18365)
* sampling: reuse token data buffer in llama_sampler_sample

* move cur buffer before timing section, after samplers

* minor : fix build

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-12-30 16:27:49 +02:00
Daniel Bevenius ebfe545cf9
Merge remote-tracking branch 'upstream/master' into backend-sampling 2025-12-30 07:59:02 +01:00
momonga 9c675c7140
model : Plamo3 support (#17304)
* plamo3

* fix plamo3

* clean code

* clean up the code

* fix diff

* clean up the code

* clean up the code

* clean up the code

* clean up the code

* clean up the code

* clean up the code

* add chat_template if exist

* clean up the code

* fix cpu-backend

* chore: whitespace trim fix + typo fix

* Fix: address review feedback

* restore `FREQ_BASE_SWA` constant

* Fix: address review feedback2

* Fix:typecheck

* Fix: address review feedback3

* final cleanup

---------

Co-authored-by: mmngays <146910567+mmngays@users.noreply.github.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-28 17:28:31 +01:00
Johannes Gäßler f8d561eb87
llama-fit-params: fix step size for last device (#18415) 2025-12-28 10:52:09 +01:00
Daniel Bevenius 82c2600585
Merge remote-tracking branch 'upstream/master' into backend-sampling 2025-12-28 07:34:17 +01:00
Johannes Gäßler a4bf35889e
llama-fit-params: fix overflow check (#18354) 2025-12-27 20:20:45 +01:00
Johannes Gäßler 026d2ad472
llama: fix magic number of 999 for GPU layers (#18266)
* llama: fix magic number of 999 for GPU layers

* use strings for -ngl, -ngld

* enacapsulate n_gpu_layers, split_mode
2025-12-27 20:18:35 +01:00
Johannes Gäßler a52dc60ba3
llama_fit_params: return enum for fail vs. error (#18374) 2025-12-27 09:59:19 +01:00
Johannes Gäßler 9045c9afe5
llama-fit-params: fix Gemma 3 calculation (#18372) 2025-12-27 09:56:04 +01:00
Xuan-Son Nguyen 4cbafad4f0
model: support MiMo-V2-Flash (#18328)
* mimov2: convert ok

* rename mimov2 --> mimo2

* fix conversion

* runnable not incorrect

* use sink

* add_sliding_window_pattern

* add swa and per-layer n_head_kv

* correct params

* somewhat working

* correct gating func

* nits

* mimo2: wire RMS eps + MoE bias + converter guards

* add co-author

Co-authored-by: Aaryan-Kapoor <Aaryan-Kapoor@users.noreply.github.com>

* use add_rope_freq_base_swa

---------

Co-authored-by: Aaryan Kapoor <aaryankapoor2006@gmail.com>
Co-authored-by: Aaryan-Kapoor <Aaryan-Kapoor@users.noreply.github.com>
2025-12-24 23:07:08 +01:00
Saba Fallah 54132f1b1f
model : support for LlamaBidirectionalModel architecture (#18220)
* model: llama-embed-nemotron

* minor: python lint

* changed arch-name

* templated llm_build_llama to be used for both llama and llama-embed arch
2025-12-24 14:02:36 +01:00
Georgi Gerganov 0ce03597e8
Merge branch 'master' into HEAD 2025-12-24 10:33:21 +02:00
Alessandro98-git 96e33a814e
model : fix div-by-zero for Nemotron V2 (#18309)
* llama-model : fix Nemotron V2 crash by moving MoE parameters calculation

* remove whitespace

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-23 03:04:57 +01:00
Ryan Mangeno dfc959b886
model : Granite Embedding support (#15641)
ModernBERT but without `head.norm` so will currently fail to convert and run any other ModernBERT models, PRs with `head.norm` support welcome!

* constants and tensor mappings for modern bert support, model not supported yet but working on getting conversion to work for encoder only

* conversion now working, hf -> gguf

* working on support, now working on building graph

* some cleanup

* cleanup

* continuing

* correct tensor shape for qkv

* fixed tensor mappings and working on buildin graph

* tensor debugging now works -> (llama-eval-callback), instead of simulated gate split with views, GEGLU is now used which does exactly this

* cleanup

* cleanup

* cleanup

* more cleanup

* ubatch issues, the assert for checking equal seqs in llama-graph.cpp when building attention  keeps failing, setting ubatch size to 1 when running llama-embedding with --ubatch-size 1 makes it work, but needs to be looked into more

* added cls token per previous modern bert attempt, still working on checking out the rest

* fixed pre tokenizer and still working through previous pr

* working through previous attemp, implimented more accurate conversion per previous attempt, added local sliding window attention that alternates every third layer

* fixed pre tokenizer

* working on swa with local and global alternating attention

* some cleanup and now fails on build attn

* starting to work, and some cleanup, currently failing on last layer construction in graph build

* alternating rope implemented and modern bert graph build succeeds

* fixed asser for equal ubatch seq

* cleanup

* added mask check in vocab

* fixed alternating rope, the hparams.rope_freq_base_train and hparams.rope_freq_base_train_swa were the same and i set them to correct values

* reuse variable

* removed repeat

* standard swa method can be used instead of a new enum being LLAMA_SWA_TYPE_LOCAL

* correct swa layer indexing, is supposed to be 0, 3, 6 ... instead of 1, 4, 7 ...

* more modular hparam setting

* replaced attn out norm with ffn_norm and cosine similarity between hf embds and llama.cpp embds went way up, from 0.05 to 0.24, replaced the cacheless kv with swa todo per the previous conversion

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update convert_hf_to_gguf_update.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-vocab.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update convert_hf_to_gguf.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update convert_hf_to_gguf.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-graph.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-arch.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* removed redundant hparam set

* enums for model sizes

* conversion for modern-bert model supported rather than just granite-small

* Update src/llama-model.cpp

Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

* Update src/llama-model.cpp

Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>

* fixed ordering of enum for freq_base_swa

* fixed where I added residual, now gives much much better embeddings~

* readded cacheless logic

* removing whitespace

* conversion now working for swa pattern - dense every n layers

* modern bert put into seperate src file

* removing whitespace

* fixed whitespace and newline errors in editorconfig job

* Update convert_hf_to_gguf.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* better naming convention, n_swa_pattern -> swa_period

* reusing sliding_window_pattern key rather than making new dense_every_n_layers key, and adding writing and reading support

* fixing pyright type-check fail

* Update convert_hf_to_gguf.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-hparams.h

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model-saver.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/modern-bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/modern-bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/modern-bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/modern-bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/models/modern-bert.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model-loader.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model-loader.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model-loader.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* added descriptions in llama-model

* fixed tensor mappings for conversion

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update src/llama-model.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* mapping name for size

* nits

* unused

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>
2025-12-23 00:28:19 +01:00
Johannes Gäßler 147a521636
tool/ex/tests: consistently free ctx, then model (#18168) 2025-12-22 11:00:37 +01:00
Daniel Bevenius f1310ab904
Merge remote-tracking branch 'upstream/master' into backend-sampling 2025-12-22 06:46:54 +01:00
Julius Tischbein f99ef53d2a
llama : Changing off_t to size_t for Windows (#18204) 2025-12-19 16:42:46 +02:00
Oliver Simons 0a17687c72 Make backend dist sampler use same rnd's as dist sampler
We sample in double precision and cast to float to match rnd numbers of
llama_dampler_dist which uses double precision (sampling from
std::uniform_real_distribution<double> and
std::uniform_real_distribution<float> with same rng will produce
different sequences).
2025-12-19 11:43:19 +01:00
Georgi Gerganov 3b3f5fed31
common : disable backend sampling when grammar is involved 2025-12-18 10:52:21 +02:00
Georgi Gerganov eefdb0da17
Merge branch 'master' into HEAD 2025-12-18 10:12:47 +02:00
Johannes Gäßler 57c1e05643
llama: offload output layer to GPU first (#18148) 2025-12-18 08:12:18 +01:00
Julius Tischbein 4d4f4cacd1
llama : Async DirectIO model loading on Linux (#18012)
* Uncached model read

* Removing additional --mmap arg

* Removing trailing whitespaces

* Adding fallback when O_DIRECT is not supported

* Remove branching in llama-model-loader.cpp and reduce code duplications in llama-mmap.cpp

* Adding maybe unused keyword for Mac and Windows.

* File seek aligned

* Removing all branches for direct_io in llama-model-loader.cpp

* Always use alignment from llama_file

* use_mmap=true
2025-12-18 08:27:19 +02:00
Johannes Gäßler 8dcc3662a2
llama-fit-params: fix memory print (#18136) 2025-12-17 21:10:03 +01:00
Georgi Gerganov 4301e27319
common : restore grammar-based rejection sampling (#18137)
* common : restart grammar-based rejection sampling

* sampling : allow null samplers
2025-12-17 19:46:00 +02:00
Tarek Dakhran 982060fadc
model: fix LFM2_MOE missing tensors (#18132) 2025-12-17 12:17:11 +01:00
Daniel Bevenius c5d44b8525
llama : fix typo in comment [no ci] 2025-12-17 09:02:30 +01:00
Johannes Gäßler d0794e89d9
llama-fit-params: force disable mlock (#18103) 2025-12-17 00:50:12 +01:00
Johannes Gäßler 9dcac6cf9f
llama-fit-params: lower ctx size for multi GPU (#18101) 2025-12-17 00:49:34 +01:00
Johannes Gäßler 0e49a7b8b4
llama-fit-params: fix underflow for dense models (#18095) 2025-12-17 00:47:37 +01:00
Xuan-Son Nguyen ef83fb8601
model: fix LFM2 missing tensors (#18105) 2025-12-16 19:07:43 +01:00
Johannes Gäßler ec98e20021
llama: fix early stop in params_fit if ctx is set (#18070) 2025-12-16 14:24:00 +01:00
Xuan-Son Nguyen 7f2b2f3c77
arch: refactor LLM_TENSOR_NAMES (#18051)
* arch: refactor LLM_TENSOR_NAMES

* update docs

* typo

* fix LLM_ARCH_NEMOTRON_H_MOE

* show more meaningful error message on missing tensor

* fix and tested LLM_ARCH_NEMOTRON_H_MOE
2025-12-16 13:22:30 +01:00
Piotr Wilkin (ilintar) a5251ca11d
Optimization: Qwen3 next autoregressive pass (#17996)
* It's Qwen3 Next, the lean mean token generation machine!

* Apply patches from thread

* Remove recurrent version, only keep chunked and autoregressive

* Remove unnecessary conts and asserts

* Remove more extra conts and asserts

* Cleanup masking
2025-12-16 11:59:53 +01:00
Xuan-Son Nguyen 3d86c6c2b5
model: support GLM4V vision encoder (#18042)
* convert ok

* no deepstack

* less new tensors

* cgraph ok

* add mrope for text model

* faster patch merger

* add GGML_ROPE_TYPE_MRNORM

* add support for metal

* move glm4v do dedicated graph

* convert: add norm_embd

* clip: add debugging fn

* working correctly

* fix style

* use bicubic

* fix mrope metal

* improve cpu

* convert to neox ordering on conversion

* revert backend changes

* force stop if using old weight

* support moe variant

* fix conversion

* fix convert (2)

* Update tools/mtmd/clip-graph.h

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* process mrope_section on TextModel base class

* resolve conflict merge

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-12-16 11:25:26 +01:00