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263 Commits

Author SHA1 Message Date
Georgi Gerganov
e298d2fbd0 kv-cache : add SWA support (#13194) 
* kv-cache : prepare for SWA

ggml-ci

* kv-cache : initial iSWA implementation

ggml-ci

* kv-cache : rework error recovery logic

ggml-ci

* models : fix Phi-3 SWA parameters

ggml-ci

* model : adjust Granite to rope factor changes

ggml-ci

* server : check if context can do shifts

ggml-ci

* iswa : for now, always enable shifts (experiment)

ggml-ci

* kv-cache : simplify SWA logic

ggml-ci

* kv-cache : apply defrag when we fail to find slots for the batch

ggml-ci

* llama : update docs about llama_decode

ggml-ci

* kv-cache : update warning logs when no space for the batch is available

ggml-ci

* llama : add llama_kv_self_seq_pos_min()

* kv-cache : keep track of partial SWA computes and print warnings

* server : disallow use cases involving partial SWA context

ggml-ci

* llama : add param to control SWA cache size

ggml-ci

* minor : clean-up

ggml-ci
 2025-05-20 08:05:46 +03:00
psocolovsky
1dfbf2cf3a common : add load_progress_callback (#13617) 2025-05-19 21:17:36 +02:00
Olivier Chafik
3198405e98 common: add partial regex support (#12808) 
* move string_find_partial_stop & string_ends_with to common

* add common_regex (supports partial matches)

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

* Update common/regex-partial.cpp

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

* Update common/regex-partial.cpp

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

* Update common/regex-partial.h

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

* partial regex: add missing iterator end checks

* string utils: use string_views

* direct throw to avoid ggml.h include

* regex-partial: replace missed ggml_asserts

---------

Co-authored-by: ochafik <ochafik@google.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-05-14 19:50:57 +01:00
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
David Huang
7f323a589f Add --no-op-offload to improve -ot pp perf in MoE models like llama4 400B (#13386) 2025-05-11 14:18:39 +02:00
Georgi Gerganov
51fb96b1ff context : remove logits_all flag (#13284) 
* context : remove logits_all flag

ggml-ci

* llama : remove logits_all flag + reorder llama_context_params

ggml-ci
 2025-05-08 14:26:50 +03:00
Prajwal B Mehendarkar
bc091a4dc5 common : Define cache directory on AIX (#12915) 2025-04-12 17:33:39 +02:00
yuri@FreeBSD
68b08f36d0 common : Define cache directory on FreeBSD (#12892) 2025-04-11 21:45:44 +02:00
tastelikefeet
b2034c2b55 contrib: support modelscope community (#12664) 
* support download from modelscope

* support login

* remove comments

* add arguments

* fix code

* fix win32

* test passed

* fix readme

* revert readme

* change to MODEL_ENDPOINT

* revert tail line

* fix readme

* refactor model endpoint

* remove blank line

* fix header

* fix as comments

* update comment

* update readme

---------

Co-authored-by: tastelikefeet <yuze.zyz@alibaba-inc/com>
 2025-04-11 14:01:56 +02:00
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
Xuan-Son Nguyen
42eb248f46 common : remove json.hpp from common.cpp (#12697) 
* common : remove json.hpp from common.cpp

* fix comment
 2025-04-02 09:58:34 +02:00
Xuan-Son Nguyen
267c1399f1 common : refactor downloading system, handle mmproj with -hf option (#12694) 
* (wip) refactor downloading system [no ci]

* fix all examples

* fix mmproj with -hf

* gemma3: update readme

* only handle mmproj in llava example

* fix multi-shard download

* windows: fix problem with std::min and std::max

* fix 2
 2025-04-01 23:44:05 +02:00
fairydreaming
8fcb563613 Load all MoE experts during warmup (#11571) 
* llama : introduce llama_set_warmup() API call that controls warmup mode; use all MoE experts during warmup

* common : use new API to enable warmup mode during model warmup

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
 2025-03-14 13:47:05 +01:00
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
Olivier Chafik
669912d9a5 tool-call: fix Qwen 2.5 Coder support, add micro benchmarks, support trigger patterns for lazy grammars (#12034) 
* sampler: turn lazy grammar trigger words to regexes

* add scripts/tool_bench.sh & .py

* constrain llama json output regardless of function name if matches at beginning

* update relaxed newline space rule in grammar tests

* support add_generation_prompt query parameter (useful for /apply_template)

* Update src/llama-grammar.cpp

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-03-05 13:05:13 +00:00
Olivier Chafik
63e489c025 tool-call: refactor common chat / tool-call api (+ tests / fixes) (#11900) 
* tool-call refactoring: moved common_chat_* to chat.h, common_chat_templates_init return a unique_ptr to opaque type

* addressed clang-tidy lints in [test-]chat.*

* rm minja deps from util & common & move it to common/minja/

* add name & tool_call_id to common_chat_msg

* add common_chat_tool

* added json <-> tools, msgs conversions to chat.h

* fix double bos/eos jinja avoidance hack (was preventing inner bos/eos tokens)

* fix deepseek r1 slow test (no longer <think> opening w/ new template)

* allow empty tools w/ auto + grammar

* fix & test server grammar & json_schema params w/ & w/o --jinja
 2025-02-18 18:03:23 +00:00
Olivier Chafik
9f4cc8f8d3 sync: minja (#11641) 
* `sync`: minja

182de30cda

https://github.com/google/minja/pull/46

https://github.com/google/minja/pull/45
 2025-02-05 01:00:12 +00:00
Olivier Chafik
cde3833239 tool-call: allow --chat-template chatml w/ --jinja, default to chatml upon parsing issue, avoid double bos (#11616) 
* tool-call: allow `--jinja --chat-template chatml`

* fix double bos issue (drop bos/eos tokens from jinja template)

* add missing try catch around jinja parsing to default to chatml

* Simplify default chatml logic
 2025-02-03 23:49:27 +00:00
Olivier Chafik
8b576b6c55 Tool call support (generic + native for Llama, Functionary, Hermes, Mistral, Firefunction, DeepSeek) w/ lazy grammars (#9639) 
---------

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
 2025-01-30 19:13:58 +00:00
Olivier Chafik
a94f3b2727 common: utils to split / join / repeat strings (from json converter) (#11342) 
* Factor string_join, string_split, string_repeat into common

* json: refactor to surface a versatile builder

* Update common.cpp
 2025-01-22 09:51:44 +00:00
Olivier Chafik
6171c9d258 Add Jinja template support (#11016) 
* Copy minja from 58f0ca6dd7

* Add --jinja and --chat-template-file flags

* Add missing <optional> include

* Avoid print in get_hf_chat_template.py

* No designated initializers yet

* Try and work around msvc++ non-macro max resolution quirk

* Update test_chat_completion.py

* Wire LLM_KV_TOKENIZER_CHAT_TEMPLATE_N in llama_model_chat_template

* Refactor test-chat-template

* Test templates w/ minja

* Fix deprecation

* Add --jinja to llama-run

* Update common_chat_format_example to use minja template wrapper

* Test chat_template in e2e test

* Update utils.py

* Update test_chat_completion.py

* Update run.cpp

* Update arg.cpp

* Refactor common_chat_* functions to accept minja template + use_jinja option

* Attempt to fix linkage of LLAMA_CHATML_TEMPLATE

* Revert LLAMA_CHATML_TEMPLATE refactor

* Normalize newlines in test-chat-templates for windows tests

* Forward decl minja::chat_template to avoid eager json dep

* Flush stdout in chat template before potential crash

* Fix copy elision warning

* Rm unused optional include

* Add missing optional include to server.cpp

* Disable jinja test that has a cryptic windows failure

* minja: fix vigogne (https://github.com/google/minja/pull/22)

* Apply suggestions from code review

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

* Finish suggested renamings

* Move chat_templates inside server_context + remove mutex

* Update --chat-template-file w/ recent change to --chat-template

* Refactor chat template validation

* Guard against missing eos/bos tokens (null token otherwise throws in llama_vocab::impl::token_get_attr)

* Warn against missing eos / bos tokens when jinja template references them

* rename: common_chat_template[s]

* reinstate assert on chat_templates.template_default

* Update minja to b8437df626

* Update minja to https://github.com/google/minja/pull/25

* Update minja from https://github.com/google/minja/pull/27

* rm unused optional header

---------

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-01-21 13:18:51 +00:00
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
00b4c3da62 common : support tag-based --hf-repo like on ollama (#11195) 
* common : support tag-based hf_repo like on ollama

* fix build

* various fixes

* small fixes

* fix style

* fix windows build?

* move common_get_hf_file to common.cpp

* fix complain with noreturn
 2025-01-13 13:56:23 +01:00
Xuan Son Nguyen
9a483999a6 llama : fix chat template gguf key (#11201) 2025-01-12 13:45:14 +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
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
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
727368c60f llama : use LLAMA_TOKEN_NULL (#11062) 
ggml-ci
 2025-01-06 10:52:15 +02:00
Molly Sophia
4b0c638b9a common : disable KV cache shifting automatically for unsupported models (#11053) 
* Disable KV cache shifting automatically for unsupported models

instead of exiting directly

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

* Update common/common.cpp

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

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-01-03 14:13:18 +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
Xuan Son Nguyen
45095a61bf server : clean up built-in template detection (#11026) 
* server : clean up built-in template detection

* fix compilation

* add chat template test

* fix condition
 2024-12-31 15:22:01 +01:00
Peter
6e1531aca5 common, examples, ggml : fix MSYS2 GCC compiler errors and warnings when building with LLAMA_CURL=ON and GGML_OPENCL=ON (#11013) 
In common/common.cpp:
* Convert usage of stat() function call to check if file exists to standard library function std::filesystem::exists (error unable to match to correct function signature)
* Additional conditions to check if PATH_MAX is already defined in WIN32 environment (warning it is already defined in MSYS2)

In examples/run/run.cpp:
* Add io.h header inclusion (error cannot find function _get_osfhandle)
* Change initialisers for OVERLAPPED to empty struct (warning about uninitialised members)
* Add initialiser for hFile (warning it may be uninitialised)
* Add cast for curl_off_t percentage value to long int in generate_progress_prefix function (warning that curl_off_t is long long int)

In ggml/src/ggml-opencl/ggml-opencl.cpp:
* Initialise certain declared cl_mem variables to nullptr for greater safety (warning about B_d variable possibly used unassigned)
 2024-12-31 01:46:06 +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
Georgi Gerganov
152610eda9 server : output embeddings for all tokens when pooling = none (#10861) 
* server : add "tokens" output

ggml-ci

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

ggml-ci

* server : update readme [no ci]

* server : fix spacing [no ci]

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

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

ggml-ci

* server : update /embeddings and /v1/embeddings endpoints

ggml-ci

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

ggml-ci

* server : update readme

ggml-ci

* server : fixes

* tests : update server tests

ggml-ci

* server : update readme [no ci]

* server : remove rebase artifact

---------

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
 2024-12-18 13:01:41 +02:00
Georgi Gerganov
644fd71b44 sampling : refactor + optimize penalties sampler (#10803) 
* sampling : refactor + optimize penalties sampler

ggml-ci

* common : apply ignore_eos as logit bias

ggml-ci

* batched : remove penalties sampler

* params : allow penalty_last_n == -1 to be equal to context size

ggml-ci

* common : by default, move the penalties at the end of the sampling chain

ggml-ci

* common : ignore all EOG tokens

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

* common : move back the penalties at the front of the sampling chain

ggml-ci

* readme : restore hint about --ignore-eos flag [no ci]

* llama : minor

ggml-ci

* webui : update

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
 2024-12-16 12:31:14 +02:00
Eric Curtin
c27ac678dd Opt class for positional argument handling (#10508) 
Added support for positional arguments `model` and `prompt`. Added
functionality to download via strings like:

  llama-run llama3
  llama-run ollama://granite-code
  llama-run ollama://granite-code:8b
  llama-run hf://QuantFactory/SmolLM-135M-GGUF/SmolLM-135M.Q2_K.gguf
  llama-run huggingface://bartowski/SmolLM-1.7B-Instruct-v0.2-GGUF/SmolLM-1.7B-Instruct-v0.2-IQ3_M.gguf
  llama-run https://example.com/some-file1.gguf
  llama-run some-file2.gguf
  llama-run file://some-file3.gguf

Signed-off-by: Eric Curtin <ecurtin@redhat.com>
 2024-12-13 19:34:25 +01:00
Xuan Son Nguyen
adffa6ffd5 common : improve -ctv -ctk CLI arguments (#10806) 
* common : improve ctv ctk cli argument

* regenerate docs

* even better approach

* use std::vector
 2024-12-12 22:53:05 +01:00
Diego Devesa
7cc2d2c889 ggml : move AMX to the CPU backend (#10570) 
* ggml : move AMX to the CPU backend

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2024-11-29 21:54:58 +01:00
Xuan Son Nguyen
9f912511bc common : fix duplicated file name with hf_repo and hf_file (#10550) 2024-11-27 22:30:52 +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
Georgi Gerganov
d9d54e498d speculative : refactor and add a simpler example (#10362) 
* speculative : refactor and add a simpler example

ggml-ci

* speculative : clean-up and add comments and TODOs [no ci]

* speculative : manage context in common_speculative

ggml-ci

* speculative : simplify

ggml-ci

* speculative : simplify (cont)

ggml-ci

* speculative : add --draft-min CLI arg

* speculative : minor fixup

* make : build fixes

* speculative : do not redraft previous drafts

ggml-ci

* speculative : fix the draft sampling

ggml-ci

* speculative : fix compile warning

* common : refactor args

ggml-ci

* common : change defaults [no ci]

* common : final touches

ggml-ci
 2024-11-25 09:58:41 +02:00
Georgi Gerganov
8e752a777b llama : add check for KV cache shifts (#10401) 
ggml-ci
 2024-11-19 13:29:26 +02:00
Johannes Gäßler
4e54be0ec6 llama/ex: remove --logdir argument (#10339) 2024-11-16 23:00:41 +01:00
Diego Devesa
ae8de6d50a ggml : build backends as libraries (#10256) 
* ggml : build backends as libraries

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: R0CKSTAR <xiaodong.ye@mthreads.com>
 2024-11-14 18:04:35 +01:00
Georgi Gerganov
5c333e0140 metal : add BF16 support (#8439) 
* ggml : add initial BF16 support

ggml-ci

* metal : add mul_mat_id BF16 support

ggml-ci

* metal : check for bfloat support on the Metal device

ggml-ci

* metal : better var names [no ci]

* metal : do not build bfloat kernels when not supported

ggml-ci

* metal : try to fix BF16 support check

ggml-ci

* metal : this should correctly check bfloat support
 2024-11-06 19:53:51 +02:00
Diego Devesa
9f40989351 ggml : move CPU backend to a separate file (#10144) 2024-11-03 19:34:08 +01:00
Georgi Gerganov
8d8ff71536 llama : remove Tail-Free sampling (#10071) 
ggml-ci
 2024-10-29 10:42:05 +02:00
wwoodsTM
ff252ea48e llama : add DRY sampler (#9702) 
* sampling : add DRY sampler (post-refactor)

* DRY: Trying to fix coauthors, removed unneeded line

* DRY: Fixed redundant code

* DRY: Fixed crash issue due to DRY being in chain but uninitialized

---------

Co-authored-by: l3utterfly <gc.pthzfoldr@gmail.com>
Co-authored-by: pi6am <34464159+pi6am@users.noreply.github.com>
 2024-10-25 19:07:34 +03:00
Michael Podvitskiy
d80fb71f8b llama: string_split fix (#10022) 
* llama: Refactor string_split to use template specialization,  fixes parsing strings with spaces

* llama: Add static_assert in the string_split template to ensure the correct template specialization is used for std::string
 2024-10-25 17:57:54 +02:00