Commit Graph

28 Commits

Author SHA1 Message Date
Johannes Gäßler b1f3a6e5db
llama: automatically set parameters not set by the user in such a way that maximizes GPU utilization (#16653)
* llama: automatically fit args to free memory

llama-fit-params tool

* fix CI

* hints for bug reports, ensure no reallocation

* fix segfault with Vulkan

* add llama-fit-params to CI

* fix CI

* fix CI

* fix CI

* minor adjustments

* fix assignment of 1 dense layer

* fix logger not being reset on model load failure

* remove --n-gpu-layer hint on model load failure

* fix llama-fit-params verbosity

* fix edge case

* fix typo [no ci]
2025-12-15 09:24:59 +01:00
Daniel Bevenius 444f00b0ec
llama : remove quantization sanity check (#17788)
* llama : remove quantization sanity check

This commit removes the quantization sanity check for attention layers.

The motivation for this is that there are model that are hybrid models
that have recurrent layers, experts layers, and attention layers.  For
these models the current check fails as the experts layers are not
taking into account. After consideration, it was decided that this check
is not strictly necessary, and can be removed to allow for more flexible
model architectures.

* llama : remove unused pruned_attention_w and is_clip_model vars
2025-12-06 12:26:20 +01:00
Georgi Gerganov a67ef0f47f
llama : fix sanity checks during quantization (#17721) 2025-12-04 10:33:42 +02:00
Piotr Wilkin (ilintar) ff55414c42
model : Qwen3 Next (#16095)
* Qwen3 Next - cleaned up version

* Whitespaces and stuff

* Correct minor errors

* Update src/llama-model.cpp

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

* Misc. fixes.

* Clean up code, add missing hybrid qualifier

* Did someone transpose the SOLVE_TRI result matrix? Perhaps...

* Whitespace

* Proper tensors for cb calls

* Use llama-graph.h vertical alignment

* BROKEN: chunking

* Set new tensors as inputs.

* Proper chunk logic

* It's the circle of life...

* More shenanigans for n_seq > 1

* Nail in the coffin?

* Fix Windows build

* Eh, one fails on Windows, the other fails on Mac... just use general capture.

* quant : cleanup

* model : cleanup

* qwen3 : cleanup

* cont : cleanup

* cont : cleanup

* ggml : revert change

* qwen3 : cleanup

* cont : cleanup

* Readd cmath

* qwen3 : fix typo

* Update convert_hf_to_gguf.py

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

* Usual suspects

* fix my bad suggestion

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-28 12:02:56 +01:00
Jan Boon d7395115ba
llama : use std::abs instead of abs (#16853) 2025-10-30 08:30:58 +02:00
Xuan-Son Nguyen 3e3cb19f64
llama-quant: add support for mmproj (#16592)
* llama-quant: add support for mmproj

* Update src/llama.cpp

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

* check prefix instead

* small fix

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-10-15 14:48:08 +02:00
Jie Fu (傅杰) 745cbcf2fe
llama-quant : fix the verification of attention layers for encoder-decoder models (#16023)
Signed-off-by: Jie Fu <jiefu@tencent.com>
2025-09-17 09:30:55 +02:00
ddh0 df082f5630
nitpick : correct MB to MiB (#15934)
MB was incorrectly used for 1024 x 1024 bytes instead of MiB
2025-09-11 19:12:34 +02:00
Xuan-Son Nguyen 50aa938901
convert : support non-mxfp4 HF model (#15153)
* convert : support non-mxfp4 HF model

* rm redundant check

* disable debug check
2025-08-07 23:26:03 +02:00
Georgi Gerganov fd1234cb46
llama : add gpt-oss (#15091)
* oai moe

* compat with new checkpoint

* add attn sink impl

* add rope scaling yarn

* logits match with latest transformers code

* wip chat template

* rm trailing space

* use ggml_scale_bias

* rm redundant is_swa_all

* convert interleaved gate_up

* graph : fix activation function to match reference (#7)

* vocab : handle o200k_harmony special tokens

* ggml : add attention sinks support (#1)

* llama : add attn sinks

* ggml : add attn sinks

* cuda : add attn sinks

* vulkan : add support for sinks in softmax

remove unnecessary return

* ggml : add fused swiglu_oai op (#11)

* ggml : add fused swiglu_oai op

* Update ggml/src/ggml-cpu/ops.cpp

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

* update CUDA impl

* cont : metal impl

* add vulkan impl

* test-backend-ops : more test cases, clean up

* llama : remove unfused impl

* remove extra lines

---------

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

---------

Co-authored-by: slaren <slarengh@gmail.com>

* repack mxfp4 upon conversion

* clean up a bit

* enable thinking

* add quick hack to render only some special tokens

* fix bf16 conversion

* remove vocab hack

* webui ok

* support chat parsing for gpt-oss

* fix webui

* direct mapping mxfp4, FINALLY

* force using mxfp4

* properly use lazy tensor

* ggml : add mxfp4

ggml : use e8m0 conversion instead of powf

Co-authored-by: Diego Devesa <slarengh@gmail.com>

change kvalues_mxfp4 table to match e2m1 (#6)

metal : remove quantization for now (not used)

cuda : fix disabled CUDA graphs due to ffn moe bias

vulkan : add support for mxfp4

cont : add cm2 dequant

* ggml : add ggml_add_id (#13)

* ggml : add ggml_add_id

* add cuda impl

* llama : add weight support check for add_id

* perf opt

* add vulkan impl

* rename cuda files

* add metal impl

* allow in-place ggml_add_id

* llama : keep biases on CPU with --cpu-moe

* llama : fix compile error

ggml-ci

* cuda : add fallback for __nv_cvt_e8m0_to_bf16raw

ggml-ci

* cleanup

ggml-ci

* sycl : fix supports_op for MXFP4

ggml-ci

* fix Unknown reasoning format

* ggml-cpu : fix AVX build

ggml-ci

* fix hip build

ggml-ci

* cuda : add mxfp4 dequantization support for cuBLAS

ggml-ci

* ggml-cpu : fix mxfp4 fallback definitions for some architectures

ggml-ci

* cuda : fix version required for __nv_cvt_e8m0_to_bf16raw

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: slaren <slarengh@gmail.com>
2025-08-05 22:10:36 +03:00
Ed Addario daf2dd7880
quantize : skip tensor override when in fallback mode (#14995) 2025-07-31 21:32:18 +02:00
Ed Addario 982e347255
quantize : fix minor logic flaw in --tensor-type (#14572) 2025-07-13 18:02:17 +02:00
Tarek Dakhran f5e96b368f
model : support LiquidAI LFM2 hybrid family (#14620)
**Important**
LFM2 was [merged ](https://github.com/huggingface/transformers/pull/39340)into transformers, but has not yet been released.
To convert into gguf, install transformers from source
```shell
pip install "transformers @ git+https://github.com/huggingface/transformers.git@main"
```
2025-07-11 20:27:01 +02:00
Xuan-Son Nguyen 8846aace49
model : gemma3n text-only (#14400)
* gemma3n

* add llm_graph_input_one
2025-06-26 20:34:02 +03:00
Ed Addario fa4a9f2a1c
quantize : handle user-defined pruning of whole layers (blocks) (#13037) 2025-06-22 23:16:26 +02:00
Ed Addario 30e5b01de2
quantize : change int to unsigned int for KV overrides (#14197) 2025-06-15 18:53:45 +02:00
Ed Addario e5c834f718
quantize : improve tensor-type pattern matching (#13033) 2025-05-13 19:12:31 +02:00
Johannes Gäßler 10d2af0eaa
llama/ggml: add LLM training support (#10544)
* llama/ggml: add LLM training support

more compact progress bar

llama_save_model_to_file

llama_opt_param_filter

ggml_graph_dup force_grads

refactor ggml_opt, fix test-opt

* remove logits_all

* refactor CUDA implementation for ACC

* reset graph at beginning of opt period
2025-05-12 14:44:49 +02:00
Ed Addario 71e90e8813
quantize: Handle user-defined quantization levels for additional tensors (#12511)
* Add llama_model_quantize_params parameters

* Add new quantize parameters parsing and validation

* Update usage

* Add new parameters defaults

* Add new quantization parameters logic

* Add llama_model_quantize_params parameters

* Add new quantize parameters parsing and validation

* Update usage

* Add new parameters defaults

* Add new quantization parameters logic

* Minor refactoring as per the contributors' coding guidelines

* Update descriptions to match existing style

* Add llama_model_quantize_params parameters

* Add new quantize parameters parsing and validation

* Update usage

* Add new parameters defaults

* Add new quantization parameters logic

* Minor refactoring as per the contributors' guidelines

* Implement general --tensor-type instead of tensor-specific command option

* Fix implied type bug

* Restore missing #includes

* Add regex capability for tensor selection

* Refactor function name and update ALLOWED_TENSOR_TYPE

* Add missing #include

* Handle edge case when tensor name is cls.output

* Minor logging improvement
2025-04-13 21:29:28 +03:00
Diego Devesa e0e912f49b
llama : add option to override model tensor buffers (#11397)
* llama : add option to override tensor buffers

* ggml : fix possible underflow in ggml_nbytes
2025-04-02 14:52:01 +02:00
Molly Sophia 7dfad387e3
llama: Add support for RWKV v7 architecture (#12412)
* ggml: Add op l2_norm

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* ggml: Add op rwkv_wkv7

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: Add support for RWKV7 and ARWKV7 models

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: fix inference with RWKV6Qwen2

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: add more (a)rwkv7 variants in size

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Apply code-format changes

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* fix MUSA build

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: fix shape error with rwkv using llama-parallel

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-03-18 07:27:50 +08:00
Xuan Son Nguyen 681149ced2
llama : add `llama_model_load_from_splits` (#11255)
* llama : add `llama_model_load_from_splits`

* update
2025-01-16 13:54:08 +01:00
Georgi Gerganov afa8a9ec9b
llama : add `llama_vocab`, functions -> methods, naming (#11110)
* llama : functions -> methods (#11110)

* llama : add struct llama_vocab to the API (#11156)

ggml-ci

* hparams : move vocab params to llama_vocab (#11159)

ggml-ci

* vocab : more pimpl (#11165)

ggml-ci

* vocab : minor tokenization optimizations (#11160)

ggml-ci

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* lora : update API names (#11167)

ggml-ci

* llama : update API names to use correct prefix (#11174)

* llama : update API names to use correct prefix

ggml-ci

* cont

ggml-ci

* cont

ggml-ci

* minor [no ci]

* vocab : llama_vocab_add_[be]os -> llama_vocab_get_add_[be]os (#11174)

ggml-ci

* vocab : llama_vocab_n_vocab -> llama_vocab_n_tokens (#11174)

ggml-ci

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-01-12 11:32:42 +02:00
Molly Sophia ee7136c6d1
llama: add support for QRWKV6 model architecture (#11001)
llama: add support for QRWKV6 model architecture (#11001)

* WIP: Add support for RWKV6Qwen2

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* RWKV: Some graph simplification

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Add support for RWKV6Qwen2 with cpu and cuda GLA

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* RWKV6[QWEN2]: Concat lerp weights together to reduce cpu overhead

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Fix some typos

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* code format changes

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Fix wkv test & add gla test

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Fix cuda warning

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Update README.md

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Update ggml/src/ggml-cuda/gla.cu

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

* Fix fused lerp weights loading with RWKV6

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* better sanity check skipping for QRWKV6 in llama-quant

thanks @compilade

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Co-authored-by: compilade <git@compilade.net>

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: compilade <git@compilade.net>
2025-01-10 09:58:08 +08:00
Georgi Gerganov c07d437bbd
llama : avoid hardcoded QK_K (#11061)
ggml-ci
2025-01-08 16:19:36 +02:00
Johannes Gäßler 53ff6b9b9f
GGUF: C++ refactor, backend support, misc fixes (#11030)
* GGUF: C++ refactor, backend support, misc fixes

remove ggml_tensor.backend

update CODEOWNERS [no ci]

remove gguf_get_data from API

revise GGUF API data types
2025-01-07 18:01:58 +01:00
Georgi Gerganov 5047dd3546
llama : use _impl suffix instead of _internal (#11060)
ggml-ci
2025-01-06 10:52:01 +02:00
Georgi Gerganov f66f582927
llama : refactor `src/llama.cpp` (#10902)
* llama : scatter llama.cpp into multiple modules (wip)

* llama : control-vector -> adapter

* llama : arch

* llama : mmap

ggml-ci

* ci : remove BUILD_SHARED_LIBS=OFF

ggml-ci

* llama : arch (cont)

ggml-ci

* llama : chat

ggml-ci

* llama : model

ggml-ci

* llama : hparams

ggml-ci

* llama : adapter

ggml-ci

* examples : fix

ggml-ci

* rebase

ggml-ci

* minor

* llama : kv cache

ggml-ci

* llama : impl

ggml-ci

* llama : batch

ggml-ci

* cont

ggml-ci

* llama : context

ggml-ci

* minor

* llama : context (cont)

ggml-ci

* llama : model loader

ggml-ci

* common : update lora

ggml-ci

* llama : quant

ggml-ci

* llama : quant (cont)

ggml-ci

* minor [no ci]
2025-01-03 10:18:53 +02:00