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Author SHA1 Message Date
Concedo
7ac0102ed3 hope i didnt break anything 2025-08-14 21:42:24 +08:00
Jonathan Graehl
5cdb27e091
finetune: SGD optimizer, more CLI args (#13873) 
* examples/finetune -opt SGD (stochastic gradient descent) memory opt

add unit tested GGML_OPT_OPTIMIZER_SGD to ggml - avoids allocating
m, v tensors.

support finetune.cpp arg -opt SGD (or sgd). (default adamw as before)

llama 3.2-1b-F32 result: observed 11gb gpu ram (41 sec/epoch)
when using SGD instead of 19gb (55 sec/epoch) using adamw.
(wikipedia 100 lines finetune)

(
using the same GPU memory, adamw can only do before OOM 512
batch/context, reaching:
train: [███████▉] data=0000140/0000140 loss=0.02575±0.00099 acc=99.52±0.03% t=00:00:47 ETA=00:00:00
val:   [███████▉] data=0000008/0000008 loss=4.76565±0.28810 acc=41.46±0.77% t=00:00:00 ETA=00:00:00

SGD is superior, though it converges slower, with max before OOM 1728
batch/context (esp see the better validation perf):
train: [███████▉] data=0000039/0000039 loss=0.00371±0.00010 acc=99.96±0.01% t=00:00:41 ETA=00:00:00
val:   [███████▉] data=0000003/0000003 loss=5.11406±0.76034 acc=48.01±0.69% t=00:00:01 ETA=00:00:00
)

note: when finetuning long enough (or w/ enough -lr),
validation accuracy *eventually* drops ('catastrophic forgetting')

-lr-half (halflife) option useful for SGD to avoid oscillation or
super slow underdamped learning (makes setting -lr more forgiving).
terminal -lr for now is set by lr-halvings i.e. if you want at most
1/8 the inital -lr you set -lr-halvings 3.

note: objective loss not directly comparable between adamw, sgd? -
check perplexity or accuracy or consider relative improvements
for convergence

new finetune args -wd 1e-9 to enable weight decay in sgd or adamw,
and max -epochs N (default 2 as before)

cache (1 - wd*alpha) in 'adamw' opt struct -
no noticeable perf benefit, disabled (still done
for new SGD though)

since opt. memory is pre-allocated, the ggml_opt_get_optimizer_params
would probably be able to change between SGD and AdamW with each epoch
but would need to use adamw for the first (unconfirmed - no cmdline arg
to set such a policy yet)

test-opt checks adamw as before and now sgd (except for a few disabled
tests for sgd only; probably just needs logging values and adding
alternate reference values);  tolerance on the 'regression'
test is broader for sgd (so we don't need many more epochs)

* Vulkan: Implement GGML_OP_OPT_STEP_SGD

* tests: Fix OPT_STEP_SGD test-backend-ops

* SGD op param store weight-decay and not 1-alpha*wd

* minor + cosmetic changes

* fix vulkan sgd

* try CI fix

---------

Co-authored-by: 0cc4m <picard12@live.de>
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
 2025-08-14 12:03:57 +02:00
Concedo
f430916a71 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	docs/backend/CANN.md
#	docs/multimodal/minicpmo2.6.md
#	docs/multimodal/minicpmv2.5.md
#	docs/multimodal/minicpmv2.6.md
#	examples/speculative-simple/speculative-simple.cpp
#	ggml/cmake/ggml-config.cmake.in
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/repack.cpp
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/add.cl
#	ggml/src/ggml-opencl/kernels/mul.cl
#	scripts/compare-commits.sh
#	scripts/compare-llama-bench.py
#	scripts/sync-ggml.last
#	tools/server/README.md
 2025-08-02 10:25:10 +08:00
Diego Devesa
d6818d06a6
llama : allow other bufts when overriding to CPU, add --no-repack option (#14990) 2025-07-31 18:11:34 +02:00
Concedo
30675b0798 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	CODEOWNERS
#	docs/build.md
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tools/imatrix/README.md
#	tools/imatrix/imatrix.cpp
 2025-07-20 22:47:31 +08:00
compilade
90083283ec
imatrix : use GGUF to store importance matrices (#9400) 
* imatrix : allow processing multiple chunks per batch

* perplexity : simplify filling the batch

* imatrix : fix segfault when using a single chunk per batch

* imatrix : use GGUF to store imatrix data

* imatrix : fix conversion problems

* imatrix : use FMA and sort tensor names

* py : add requirements for legacy imatrix convert script

* perplexity : revert changes

* py : include imatrix converter requirements in toplevel requirements

* imatrix : avoid using designated initializers in C++

* imatrix : remove unused n_entries

* imatrix : allow loading mis-ordered tensors

Sums and counts tensors no longer need to be consecutive.

* imatrix : more sanity checks when loading multiple imatrix files

* imatrix : use ggml_format_name instead of std::string concatenation

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>

* quantize : use unused imatrix chunk_size with LLAMA_TRACE

* common : use GGUF for imatrix output by default

* imatrix : two-way conversion between old format and GGUF

* convert : remove imatrix to gguf python script

* imatrix : use the function name in more error messages

* imatrix : don't use FMA explicitly

This should make comparisons between the formats easier
because this matches the behavior of the previous version.

* imatrix : avoid returning from void function save_imatrix

* imatrix : support 3d tensors with MUL_MAT

* quantize : fix dataset name loading from gguf imatrix

* common : move string_remove_suffix from quantize and imatrix

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

* imatrix : add warning when legacy format is written

* imatrix : warn when writing partial data, to help guess dataset coverage

Also make the legacy format store partial data
by using neutral values for missing data.
This matches what is done at read-time for the new format,
and so should get the same quality in case the old format is still used.

* imatrix : avoid loading model to convert or combine imatrix

* imatrix : avoid using imatrix.dat in README

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2025-07-19 12:51:22 -04:00
Concedo
bdff33e0de Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	README.md
#	ci/run.sh
#	docs/build.md
#	examples/CMakeLists.txt
#	examples/parallel/parallel.cpp
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	scripts/server-bench.py
#	src/llama-kv-cache-unified.cpp
#	tests/test-backend-ops.cpp
#	tools/batched-bench/batched-bench.cpp
#	tools/server/README.md
 2025-07-17 00:28:37 +08:00
Georgi Gerganov
225e7a1438
llama : add high-throughput mode (#14363) 
* kv-cache : prepare K/V buffers for separation

ggml-ci

* batched-bench : fix oob write

ggml-ci

* llama : add "virtual sequences"

ggml-ci

* llama : use "stream" vs "virtual sequence"

ggml-ci

* graph : fix stream splitting when KV cache is not used

ggml-ci

* kv-cache : add multi-stream save/load support

ggml-ci

* llama : add "--attn-streams" flag

ggml-ci

* kv-cache : fix handling when find_slot fails

ggml-ci

* kv-cache : restore find_slot impl

ggml-ci

* kv-cache : add comments

* kv-cache : add bounds checks for sequence id

ggml-ci

* cont : add n_seq_max to batch allocr

ggml-ci

* kv-cache : perform stream copies lazily after llama_synchronize

ggml-ci

* kv-cache : avoid throwing exceptions across the C boundary

ggml-ci

* CUDA: 4D FlashAttention support (#14628)

* CUDA: 4D FlashAttention support

* CUDA: fix WMMA FA kernel

* llama : rename attn_streams -> kv_unified

ggml-ci

* common : rename kv_split -> kv_unified

ggml-ci

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
 2025-07-16 16:35:42 +03:00
Georgi Gerganov
6ffd4e9c44
server : pre-calculate EOG logit biases (#14721) 
ggml-ci
 2025-07-16 14:04:12 +03:00
Concedo
4f2fcaa2ef Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ci/run.sh
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/repack.cpp
#	ggml/src/ggml-sycl/binbcast.cpp
#	ggml/src/ggml-sycl/concat.cpp
#	ggml/src/ggml-sycl/conv.cpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/dpct/helper.hpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/getrows.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/gla.cpp
#	ggml/src/ggml-sycl/im2col.cpp
#	ggml/src/ggml-sycl/mmq.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/norm.cpp
#	ggml/src/ggml-sycl/rope.cpp
#	ggml/src/ggml-sycl/softmax.cpp
#	ggml/src/ggml-sycl/tsembd.cpp
#	ggml/src/ggml-sycl/wkv.cpp
#	tests/test-backend-ops.cpp
 2025-06-21 00:32:22 +08:00
Concedo
b59b5dbbd1 Merge commit '456af35eb7' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-sycl/getrows.cpp
#	src/CMakeLists.txt
#	tools/llama-bench/llama-bench.cpp
 2025-06-20 23:41:27 +08:00
Ruikai Peng
dd6e6d0b6a
vocab : prevent tokenizer overflow (#14301) 
* vocab : prevent stack overflow in tokenize

* vocab : return error instead of aborting on oversized token count

* vocab : INT32_MIN from llama_tokenize on overflow
 2025-06-20 07:13:06 -07:00
fanyang
456af35eb7
build : suppress gcc15 compile warnings (#14261) 
* Change _contains_any() substrs to std::string_view and fix the find comparison logic.
 2025-06-19 14:49:48 +02:00
Concedo
4356a00f4a Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	ci/run.sh
#	docs/function-calling.md
#	examples/gritlm/gritlm.cpp
#	ggml/CMakeLists.txt
#	ggml/cmake/common.cmake
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/ggml-cpu.c
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	ggml/src/ggml-vulkan/vulkan-shaders/CMakeLists.txt
#	requirements/requirements-compare-llama-bench.txt
#	scripts/compare-llama-bench.py
#	tests/CMakeLists.txt
 2025-06-18 00:16:54 +08:00
Diego Devesa
6adc3c3ebc
llama : add thread safety test (#14035) 
* llama : add thread safety test

* llamafile : remove global state

* llama : better LLAMA_SPLIT_MODE_NONE logic

when main_gpu < 0 GPU devices are not used

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-06-16 08:11:43 -07:00
Georgi Gerganov
d3e64b9f49
llama : rework embeddings logic (#14208) 
* llama : rework embeddings logic

ggml-ci

* cont : fix rerank

ggml-ci

* cont : engrish [no ci]

* cont : fix rerank

ggml-ci

* server : support both embeddings and completions with single model

ggml-ci

* cont : avoid embeddings_org

ggml-ci
 2025-06-16 14:14:00 +03:00
Concedo
5f9e96e82d Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/intel.Dockerfile
#	CMakeLists.txt
#	README.md
#	common/CMakeLists.txt
#	docs/multimodal.md
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-metal/CMakeLists.txt
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/gemm.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	src/llama-context.cpp
 2025-06-14 09:05:45 +08:00
Concedo
4204f111f7 Merge commit '8f47e25f56' into concedo_experimental 
# Conflicts:
#	.github/labeler.yml
#	.github/workflows/build-linux-cross.yml
#	docs/backend/CANN.md
#	examples/batched.swift/Sources/main.swift
#	examples/embedding/embedding.cpp
#	examples/gritlm/gritlm.cpp
#	examples/llama.android/llama/src/main/cpp/llama-android.cpp
#	examples/llama.swiftui/llama.cpp.swift/LibLlama.swift
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	examples/retrieval/retrieval.cpp
#	examples/save-load-state/save-load-state.cpp
#	examples/simple-chat/simple-chat.cpp
#	examples/speculative-simple/speculative-simple.cpp
#	examples/speculative/speculative.cpp
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	tools/batched-bench/batched-bench.cpp
#	tools/cvector-generator/cvector-generator.cpp
#	tools/imatrix/imatrix.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/perplexity/perplexity.cpp
#	tools/run/run.cpp
 2025-06-13 22:05:03 +08:00
bandoti
2e89f76b7a
common: fix issue with regex_escape routine on windows (#14133) 2025-06-11 17:19:44 -03:00
Georgi Gerganov
745aa5319b
llama : deprecate llama_kv_self_ API (#14030) 
* llama : deprecate llama_kv_self_ API

ggml-ci

* llama : allow llama_memory_(nullptr)

ggml-ci

* memory : add flag for optional data clear in llama_memory_clear

ggml-ci
 2025-06-06 14:11:15 +03:00
Concedo
6ce85c54d6 not working correctly 2025-06-02 22:12:10 +08:00
Max Krasnyansky
053b1539c0
threading: support for GGML_SCHED_PRIO_LOW, update thread info on Windows to avoid throttling (#12995) 
* threading: support for GGML_SCHED_PRIO_LOW, update thread info on Windows to avoid throttling

We talked about adding LOW priority for GGML threads in the original threadpool PR.
It might be useful for some cases to avoid contention.

Latest Windows ARM64 releases started parking (offlining) the CPU cores
more aggresively which results in suboptimal performance with n_threads > 4.
To deal with that we now disable Power Throttling for our threads for the NORMAL
and higher priorities.

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

* threading: disable SetThreadInfo() calls for older Windows versions

* Update tools/llama-bench/llama-bench.cpp

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

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
 2025-05-31 15:39:19 -07:00
Concedo
b08dca65ed Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	common/CMakeLists.txt
#	common/arg.cpp
#	common/chat.cpp
#	examples/parallel/README.md
#	examples/parallel/parallel.cpp
#	ggml/cmake/common.cmake
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/rope.cpp
#	models/ggml-vocab-bert-bge.gguf.inp
#	models/ggml-vocab-bert-bge.gguf.out
#	models/ggml-vocab-command-r.gguf.inp
#	models/ggml-vocab-command-r.gguf.out
#	models/ggml-vocab-deepseek-coder.gguf.inp
#	models/ggml-vocab-deepseek-coder.gguf.out
#	models/ggml-vocab-deepseek-llm.gguf.inp
#	models/ggml-vocab-deepseek-llm.gguf.out
#	models/ggml-vocab-falcon.gguf.inp
#	models/ggml-vocab-falcon.gguf.out
#	models/ggml-vocab-gpt-2.gguf.inp
#	models/ggml-vocab-gpt-2.gguf.out
#	models/ggml-vocab-llama-bpe.gguf.inp
#	models/ggml-vocab-llama-bpe.gguf.out
#	models/ggml-vocab-llama-spm.gguf.inp
#	models/ggml-vocab-llama-spm.gguf.out
#	models/ggml-vocab-mpt.gguf.inp
#	models/ggml-vocab-mpt.gguf.out
#	models/ggml-vocab-phi-3.gguf.inp
#	models/ggml-vocab-phi-3.gguf.out
#	models/ggml-vocab-qwen2.gguf.inp
#	models/ggml-vocab-qwen2.gguf.out
#	models/ggml-vocab-refact.gguf.inp
#	models/ggml-vocab-refact.gguf.out
#	models/ggml-vocab-starcoder.gguf.inp
#	models/ggml-vocab-starcoder.gguf.out
#	requirements/requirements-gguf_editor_gui.txt
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tests/test-grammar-integration.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/run/run.cpp
#	tools/server/CMakeLists.txt
 2025-05-31 13:04:21 +08:00
Concedo
c987abf9f5 Merge commit '763d06edb7' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-linux-cross.yml
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/CMakeLists.txt
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/clip.cpp
#	tools/mtmd/mtmd.cpp
#	tools/server/CMakeLists.txt
 2025-05-31 12:44:18 +08:00
Đinh Trọng Huy
e0e3aa231d
llama : add support for BertForSequenceClassification reranker (#13858) 
* convert: add support for BertForSequenceClassification

* add support for reranking using BertForSequenceClassification

* merge checks of eos and sep

* fix lint

---------

Co-authored-by: dinhhuy <huy.dinh@brains-tech.co.jp>
 2025-05-28 19:01:58 +02:00
Concedo
868cb6aff7 Merge commit 'e121edc432' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	common/CMakeLists.txt
#	docs/function-calling.md
#	ggml/src/ggml-sycl/binbcast.cpp
#	models/templates/README.md
#	scripts/tool_bench.py
#	src/llama-kv-cache.cpp
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tools/mtmd/clip.h
#	tools/rpc/rpc-server.cpp
#	tools/server/README.md
 2025-05-28 00:20:45 +08:00
Percy Piper
c508256db2
rpc : Fix build on OpenBSD (#13541) 2025-05-25 15:35:53 +03:00
Concedo
da7fd4aa57 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/musa.Dockerfile
#	.github/workflows/build.yml
#	README.md
#	ci/README.md
#	docs/docker.md
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup.cpp
#	examples/parallel/parallel.cpp
#	ggml/src/ggml-musa/CMakeLists.txt
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-arg-parser.cpp
 2025-05-21 23:12:22 +08:00
Concedo
9f976e9c65 swa full used unless ctx shift and fast forward disabled 2025-05-21 22:47:45 +08:00
Concedo
3fefb3bdf2 Merge commit 'f0adb80bf7' into concedo_experimental 
# Conflicts:
#	docs/backend/CANN.md
#	docs/backend/SYCL.md
#	docs/docker.md
#	examples/sycl/run-llama2.sh
#	examples/sycl/win-run-llama2.bat
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tools/llama-bench/README.md
 2025-05-21 19:10:57 +08:00
Georgi Gerganov
a4090d1174
llama : remove llama_kv_cache_view API + remove deprecated (#13653) 
ggml-ci
 2025-05-20 16:13:16 +03:00
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
Concedo
e5d26a2356 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	common/CMakeLists.txt
#	docs/backend/SYCL.md
#	ggml/CMakeLists.txt
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/binbcast.cpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/gemm.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	ggml/src/ggml-vulkan/vulkan-shaders/CMakeLists.txt
#	ggml/src/gguf.cpp
#	scripts/compare-llama-bench.py
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/server/README.md
 2025-05-16 15:30:31 +08:00
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
Concedo
21e31e255b Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/docker.yml
#	README.md
#	build-xcframework.sh
#	common/CMakeLists.txt
#	examples/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-metal/ggml-metal.m
#	ggml/src/ggml-metal/ggml-metal.metal
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	scripts/compare-llama-bench.py
#	src/CMakeLists.txt
#	src/llama-model.cpp
#	src/llama.cpp
#	tests/test-backend-ops.cpp
#	tests/test-opt.cpp
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/README.md
#	tools/mtmd/clip.cpp
#	tools/rpc/rpc-server.cpp
#	tools/server/CMakeLists.txt
#	tools/server/README.md
 2025-05-13 00:28:35 +08:00
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
Concedo
2439014a03 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	examples/embedding/embedding.cpp
#	tools/imatrix/imatrix.cpp
#	tools/perplexity/perplexity.cpp
 2025-05-08 23:41:02 +08:00
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
Concedo
06159939d9 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	Makefile
#	docs/build.md
#	examples/rpc/rpc-server.cpp
#	examples/sycl/build.sh
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-hip/CMakeLists.txt
#	scripts/sync-ggml.last
 2025-04-17 00:52:37 +08:00
Prajwal B Mehendarkar
bc091a4dc5
common : Define cache directory on AIX (#12915) 2025-04-12 17:33:39 +02:00
Concedo
a0ae187563 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/docker.yml
#	README.md
#	build-xcframework.sh
#	examples/llava/CMakeLists.txt
#	examples/llava/clip.cpp
#	examples/rpc/rpc-server.cpp
#	examples/run/run.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	scripts/sync-ggml-am.sh
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
 2025-04-12 10:06:47 +08:00
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
Concedo
103d60ed2c Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	common/common.cpp
#	examples/batched-bench/batched-bench.cpp
#	examples/batched/batched.cpp
#	examples/export-lora/export-lora.cpp
#	examples/gritlm/gritlm.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	examples/speculative-simple/speculative-simple.cpp
#	examples/speculative/speculative.cpp
#	ggml/src/ggml-cann/CMakeLists.txt
#	ggml/src/ggml-cann/acl_tensor.cpp
#	ggml/src/ggml-cann/acl_tensor.h
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/aclnn_ops.h
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	tests/test-arg-parser.cpp
#	tests/test-backend-ops.cpp
 2025-04-03 18:57:49 +08:00
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
Concedo
67851e5415 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	examples/run/run.cpp
#	ggml/src/ggml-cann/aclnn_ops.cpp
 2025-03-15 19:54:19 +08:00