Commit graph

209 commits

Author SHA1 Message Date
Georgi Gerganov
e0dbec0bc6
llama : refactor llama_context, llama_kv_cache, llm_build_context (#12181)
* llama : refactor llama_context, llama_kv_cache, llm_build_context

ggml-ci

* graph : don't mutate the KV cache during defrag

ggml-ci

* context : reduce virtuals + remove test function

ggml-ci

* context : move interface implementation to source file + factory

ggml-ci

* graph : move KV cache build functions to llama_context impl

ggml-ci

* graph : remove model reference from build_pooling

ggml-ci

* graph : remove llama_model reference

ggml-ci

* kv_cache : provide rope factors

ggml-ci

* graph : rework inputs to use only unique_ptr, remove attn input abstraction

ggml-ci

* context : remove llama_context_i abstraction

ggml-ci

* context : clean-up

ggml-ci

* graph : clean-up

ggml-ci

* llama : remove redundant keywords (struct, enum)

ggml-ci

* model : adapt gemma3

ggml-ci

* graph : restore same attention ops as on master

ggml-ci

* llama : remove TODO + fix indent

ggml-ci
2025-03-13 12:35:44 +02:00
Xuan-Son Nguyen
7841fc723e
llama : Add Gemma 3 support (+ experimental vision capability) (#12343)
* llama : Add Gemma 3 text-only support

* fix python coding style

* fix compile on ubuntu

* python: fix style

* fix ubuntu compile

* fix build on ubuntu (again)

* fix ubuntu build, finally

* clip : Experimental support for Gemma 3 vision (#12344)

* clip : Experimental support for Gemma 3 vision

* fix build

* PRId64
2025-03-12 09:30:24 +01:00
Georgi Gerganov
bdcf8b6a56
cont : fix mmap flag print (#11699) 2025-02-08 16:49:38 +02:00
Georgi Gerganov
ed926d8833
llama : fix defrag logic (#11707)
* llama : fix defrag logic

ggml-ci

* cont : better logic

ggml-ci

* cont : clamp fragmentation to 0.0

ggml-ci
2025-02-07 16:05:34 +02:00
magicse
333820d749
llama : fix progress dots (#11730)
* Update llama.cpp

For display progress dots in terminal.
Without this it didn't display dots progress during loading model from file.

* Update llama.cpp

removed trailing spaces
2025-02-07 15:48:47 +02:00
tv1wnd
855cd0734a
llama : fix old glm4 models (#11670) 2025-02-06 22:48:51 +01:00
Johannes Gäßler
fd08255d0d
CUDA: non-contiguous (RMS) norm support (#11659)
* CUDA: non-contiguous (RMS) norm support

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-02-04 22:21:42 +01:00
piDack
0cec062a63
llama : add support for GLM-Edge and GLM-Edge-V series models (#10573)
* add glm edge chat model

* use config partial_rotary_factor as rope ratio

* support for glm edge model

* vision model support

* remove debug info

* fix format

* llava.cpp trailing whitespace

* remove unused AutoTokenizer

* Update src/llama.cpp for not contain <|end|> or </s>

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>

* add edge template

* fix chat template

* fix confict

* fix confict

* fix ci err

* fix format err

* fix template err

* 9b hf chat support

* format

* format clip.cpp

* fix format

* Apply suggestions from code review

* Apply suggestions from code review

* Update examples/llava/clip.cpp

* fix format

* minor : style

---------

Co-authored-by: liyuhang <yuhang.li@zhipuai.cn>
Co-authored-by: piDack <pcdack@hotmail.co>
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
Co-authored-by: liyuhang <yuhang.li@aminer.cn>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-02-02 09:48:46 +02:00
Molly Sophia
325afb370a
llama: fix missing k_cache store for rwkv6qwen2 (#11445)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-01-29 12:07:21 +08:00
Johannes Gäßler
df984e0147
llama: refactor llama_decode_impl (#11381) 2025-01-27 12:07:12 +01:00
Frank Mai
1d8ee06000
rpc: fix register position (#11424)
Signed-off-by: thxCode <thxcode0824@gmail.com>
2025-01-26 16:20:34 +01:00
Radoslav Gerganov
667d72846c
rpc : early register backend devices (#11262)
Early register RPC devices and do not propagate RPC specifics in the
llama model structures.

ref: #10609
2025-01-17 10:57:09 +02:00
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
Johannes Gäßler
432df2d5f9
RoPE: fix back, CUDA support for back + noncont. (#11240)
* RoPE: fix back, CUDA support for back + noncont.

* fix comments reg. non-cont. RoPE support [no-ci]
2025-01-15 12:51:37 +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
Pierrick Hymbert
f8feb4b01a
model: Add support for PhiMoE arch (#11003)
* model: support phimoe

* python linter

* doc: minor

Co-authored-by: ThiloteE <73715071+ThiloteE@users.noreply.github.com>

* doc: minor

Co-authored-by: ThiloteE <73715071+ThiloteE@users.noreply.github.com>

* doc: add phimoe as supported model

ggml-ci

---------

Co-authored-by: ThiloteE <73715071+ThiloteE@users.noreply.github.com>
2025-01-09 11:21:41 +01:00
Xuan Son Nguyen
4d2b3d8804
lora : improve compat with mergekit-extract-lora (#11131)
* (wip) support mergekit-extracted lora

* support mergekit-extract-lora

* use lora->get_scale

* correct comment

* correct norm name & condition

* add some hints
2025-01-08 15:59:53 +01:00
Georgi Gerganov
ecebbd292d
llama : remove unused headers (#11109)
ggml-ci
2025-01-06 17:52:35 +02:00
Xuan Son Nguyen
09186fabbe
llama : remove check flash_attn with lora (#11104) 2025-01-06 13:41:12 +01:00
Asghar Ghorbani
96a1dc27c3
llama : prevent system info string accumulation across calls (#11101) 2025-01-06 13:21:46 +02:00
Daniel Bevenius
6369f867a4
llama : rename missed batch params/vars to ubatch (#10059)
This commit renames the `batch` parameter to `ubatch` in the
`llama_kv_cache_find_slot`, `llm_build_inp_embd`, and
`llm_build_mamba` functions.

The motivation for this is that this should have been done as part of
Commit 19d900a756 ("llama : rename batch
to ubatch (#9950)") but for some reason I missed these functions in
that commit and only noticed them now (sorry).
2025-01-06 11:28:17 +02:00
Georgi Gerganov
47182dd03f
llama : update llama_model API names (#11063)
* llama : deprecate llama_free_model, add llama_model_free

ggml-ci

* llama : change `llama_load_model_from_file` -> `llama_model_load_from_file`

ggml-ci
2025-01-06 10:55:18 +02:00
Georgi Gerganov
5047dd3546
llama : use _impl suffix instead of _internal (#11060)
ggml-ci
2025-01-06 10:52:01 +02:00
fairydreaming
9394bbd484
llama : Add support for DeepSeek V3 (#11049)
* convert : extend DEEPSEEK2 model architecture to support DeepseekV3ForCausalLM by adding EXPERT_WEIGHTS_NORM and EXPERT_GATING_FUNC model parameters and FFN_EXP_PROBS_B tensor type

* vocab : add DeepSeek V3 pre-tokenizer regexes

* unicode : handle ACCENT_MARK and SYMBOL categories in regex

* llama : add DeepSeek V3 chat template, handle new model parameters and tensor types

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
2025-01-04 21:06:11 +01:00
DAN™
46be942214
llama : add support for the cohere2 model architecture (#10900) 2025-01-04 16:33:31 +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
Yun Dou
b92a14a841
llama : support InfiniAI Megrez 3b (#10893)
* Support InfiniAI Megrez 3b

* Fix tokenizer_clean_spaces for megrez
2024-12-23 01:35:44 +01:00
ymcki
6f0c9e034b
llama : support for Llama-3_1-Nemotron-51B (#10669)
* conflict resolution

* move comments after bracket to its own line
2024-12-23 01:22:33 +01:00
Billel Mokeddem
7ae33a616f
llama : add Falcon3 support (#10883)
* Add Falcon3 model support

* Add fix for adding bos to added special tokens

* Add comment explaining the logic behind the if statement

* Add a log message to better track the when the following line of code is triggered

* Update log to only print when input and output characters are different

* Fix handling pre-normalized tokens

* Refactoring
2024-12-23 00:09:58 +02:00
Sukriti Sharma
2fffc52b50
llama : fix Roberta embeddings (#10856)
* fix: Use gpt2 tokenizer for roberta and add eos/bos tokens

Branch: RobertaTokenizer

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fixes to position embeddings

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* map roberta-bpe to gpt-2

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

* fix linting

Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com>
Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>
2024-12-19 15:04:51 +02:00
fairydreaming
7585edbdeb
convert : Add support for Microsoft Phi-4 model (#10817)
* convert : use GPT2 vocab for Phi-4 model

* convert : use null value of sliding_window to distinguish Phi-4 from other PHI3-based models

* llama : do not use sliding window attention mask for Phi-4 model

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
2024-12-19 10:37:12 +01:00
Georgi Gerganov
0bf2d10c55
tts : add OuteTTS support (#10784)
* server : add "tokens" output

ggml-ci

* server : output embeddings for all tokens when pooling = none

ggml-ci

* server : be explicit about the pooling type in the tests

ggml-ci

* server : do not normalize embeddings when there is no pooling

ggml-ci

* llama : add OuteTTS support (wip)

* wip

* extract features

* first conv

* group norm

* resnet conv

* resnet

* attn

* pos net

* layer norm

* convnext

* head

* hann window

* fix n_embd + remove llama.cpp hacks

* compute hann window

* fft

* spectrum processing

* clean-up

* tts : receive input text and generate codes

* clip : fix new conv name

* tts : minor fix

* tts : add header + minor fixes

ggml-ci

* tts : add matchematical constant

ggml-ci

* tts : fix sampling + cut initial noise

* tts : fixes

* tts : update default samplers

ggml-ci

* tts : text pre-processing

* tts : outetts-voc -> wavtokenizer-dec

* tts : remove hardcoded constants

ggml-ci

* tts : fix tensor shapes

* llama : refactor wavtokenizer tensors

ggml-ci

* cont

ggml-ci

* cont [no ci]

* llama : update WavTokenizer to non-causal attn

* llama : handle no-vocab detokenization

* tts : add Python example for OuteTTS (wip)

* tts : extend python example to generate spectrogram

ggml-ci

* server : fix rebase artifacts

* tts : enable "return_tokens" in Python example

ggml-ci

* tts : minor fixes

* common : support HF download for vocoder
2024-12-18 19:27:21 +02:00
Diego Devesa
4da69d1abd
Revert "llama : add Falcon3 support (#10864)" (#10876)
This reverts commit 382bc7f2e8.
2024-12-18 01:36:46 +01:00
DAN™
d62b532c52
Use model->gguf_kv for loading the template instead of using the C API. (#10868)
* Bump model_template to 16384 bytes to support larger chat templates.

* Use `model->gguf_kv` for efficiency.
2024-12-17 23:24:22 +01:00
Billel Mokeddem
382bc7f2e8
llama : add Falcon3 support (#10864) 2024-12-17 17:24:56 +02:00
Valentin Mamedov
a0974156f3
llama : add Deepseek MoE v1 & GigaChat models (#10827)
* Add deepseek v1 arch & gigachat template

* improve template code

* add readme

* delete comments

* remove comment

* fix format

* lint llama.cpp

* fix order of deepseek and deepseek2, move gigachat temlate to the end of func

* fix order of deepseek and deepseek2 in constants; mark shared exp as deepseek arch need

* remove comments

* move deepseek above deepseek2

* change placement of gigachat chat template
2024-12-15 19:02:46 +02:00
HimariO
ba1cb19cdd
llama : add Qwen2VL support + multimodal RoPE (#10361)
* Barebone Qwen2VL LLM convertor

* Add Qwen2VL cli entrypoint

* [WIP] add qwen2vl arch

* Verify m-rope output

* Add vl-rope/2d-rope support for qwen2vl ViT

* update qwen2vl cli tool

* update 5D tensor op workaround

* [WIP] qwen2vl vision model

* make batch and clip utils compatible with qwen2vl

* [WIP] create inference workflow, gguf convert script but fix

* correcting vision-rope behavior, add the missing last layer back to ViT

* add arg parser to qwen2vl_surgery

* replace variable size array with vector

* cuda-gdb cmake preset

* add fp32 mrope, vision rope kernel

* add fp16 support for qwen2vl and m-rope

* add `GGML_ROPE_TYPE_MROPE`, `GGML_ROPE_TYPE_VISION`

* fix rope op mode switching, out dated func args

* update `llama_hparams`

* update to keep up stream changes

* resolve linter, test errors

* add makefile entry, update speical image padding token

* add mrope unit test, fix few compiler warnings

* rename `mrope` related function, params

* minor updates on debug util, bug fixs

* add `m-rope` testcase to `test-backend-ops`

* Apply suggestions from code review

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

* fix traililng whitespce

* store `llama_hparams.rope_sections` with fixed size array

* update position id tensor size check in GGML_OP_ROPE

* minor updates

* update `ggml_backend_*_supports_op` of unsupported backends

* remote old `rope_section` compare operator

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-14 14:43:46 +02:00
Diego Devesa
cb13ef85a4
remove CMAKE_WINDOWS_EXPORT_ALL_SYMBOLS (#10797)
other windows build fixes
2024-12-12 19:02:49 +01:00
Djip007
19d8762ab6
ggml : refactor online repacking (#10446)
* rename ggml-cpu-aarch64.c to .cpp

* reformat extra cpu backend.

- clean Q4_0_N_M and IQ4_0_N_M
  - remove from "file" tensor type
  - allow only with dynamic repack

- extract cpu extra bufts and convert to C++
  - hbm
  - "aarch64"

- more generic use of extra buffer
  - generalise extra_supports_op
  - new API for "cpu-accel":
     - amx
     - aarch64

* clang-format

* Clean Q4_0_N_M ref

Enable restrict on C++

* add op GGML_OP_MUL_MAT_ID for Q4_0_N_M with runtime repack

* added/corrected control on tensor size for Q4 repacking.

* Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp

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

* Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp

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

* add debug logs on repacks.

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-07 14:37:50 +02:00
Riccardo Orlando
6fe6247831
llama : add Minerva 7B model support (#10673)
* Support for Minerva 7B

* Update convert_hf_to_gguf_update.py
2024-12-05 20:30:59 +02:00
JFLFY2255
8d0cfd554a
llama: Support MiniCPM-1B (with & w/o longrope) (#10559) 2024-12-04 11:42:50 +02:00
Xuan Son Nguyen
642330ac7c
llama : add enum for built-in chat templates (#10623)
* llama : add enum for supported chat templates

* use "built-in" instead of "supported"

* arg: print list of built-in templates

* fix test

* update server README
2024-12-02 22:10:19 +01:00
Juk Armstrong
917786f43d
Add mistral-v1, mistral-v3, mistral-v3-tekken and mistral-v7 chat template types (#10572)
* Templates: `mistral-v1`, `mistral-v2`, `mistral-v3`, `mistral-v3-tekken`

* Changed system message logic and added tests for all 4

* Invalid `system_message` instead of `content` fixed

* Removed tab-indented lines

* Added template code and test for `mistral-v7`

* Added all tests. Fixed bug with `tmpl == "llama2"` test.

* Replaced tabs with spaces.

* Removed `'mistral-v2'` option as no (open) models ever used it

* Removed all references to 'v2' template from comments

* Update llama.cpp

Fixed `trim_assistant_message` bug
2024-12-01 23:09:49 +01:00
Georgi Gerganov
4c0a95b107
llama : add missing model types 2024-11-28 20:45:07 +02:00
Shane A
80acb7b430
Rename Olmo1124 to Olmo2 (#10500) 2024-11-25 19:36:09 +01:00
Diego Devesa
10bce0450f
llama : accept a list of devices to use to offload a model (#10497)
* llama : accept a list of devices to use to offload a model

* accept `--dev none` to completely disable offloading

* fix dev list with dl backends

* rename env parameter to LLAMA_ARG_DEVICE for consistency
2024-11-25 19:30:06 +01:00
Diego Devesa
5931c1f233
ggml : add support for dynamic loading of backends (#10469)
* ggml : add support for dynamic loading of backends

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-11-25 15:13:39 +01:00
Diego Devesa
dc39012cba
llama : fix op mul check with command-r-plus (#10476) 2024-11-24 16:10:26 +01:00
Georgi Gerganov
1bb30bf28c
llama : handle KV shift for recurrent models (#10402)
ggml-ci
2024-11-21 10:22:47 +02:00