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Author SHA1 Message Date
Concedo
b42b618897 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	examples/parallel/parallel.cpp
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-blas/CMakeLists.txt
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/gguf.cpp
#	scripts/sync-ggml.last
#	tests/test-gguf.cpp
 2025-06-02 23:26:43 +08:00
Concedo
6ce85c54d6 not working correctly 2025-06-02 22:12:10 +08:00
Radoslav Gerganov
af6f91db47 ggml : remove ggml_graph_import and ggml_graph_export declarations (ggml/1247) 
The implementation is already deleted with commit 9d0762e.

closes: #1235
 2025-06-01 13:43:57 +03:00
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
0c108f6054 Merge commit '34b7c0439e' into concedo_experimental 
# Conflicts:
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/element_wise.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	scripts/sync-ggml.last
#	src/CMakeLists.txt
#	tools/mtmd/clip.cpp
 2025-05-31 12:27:45 +08:00
Xuan-Son Nguyen
a8ea03d8ad
ggml : add ggml_repeat_4d (#13824) 2025-05-27 15:53:55 +02:00
Concedo
55cc9acec5 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	README.md
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/clip.cpp
#	tools/mtmd/clip.h
 2025-05-24 12:10:36 +08:00
Xuan-Son Nguyen
e16c4731c7
ggml : fix the order of ggml_unary_op (#13718) 2025-05-23 08:12:48 +02:00
Concedo
22ef97d7d3 Merge commit 'ab86335760' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	examples/retrieval/retrieval.cpp
#	examples/simple-chat/simple-chat.cpp
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	requirements/requirements-convert_hf_to_gguf.txt
#	requirements/requirements-convert_hf_to_gguf_update.txt
#	requirements/requirements-convert_lora_to_gguf.txt
#	tools/run/run.cpp
 2025-05-23 11:41:36 +08:00
Xuan-Son Nguyen
cf4cb59e64
ggml : add ggml_gelu_erf() (#13667) 
* ggml : add ggml_gelu_na (not approximated)

* fix naming order

* rename na --> erf

* apply review suggesions

* revert naming order
 2025-05-21 16:26:33 +02:00
Concedo
d04b4eeb04 merge not working 2025-05-21 18:06:41 +08:00
Johannes Gäßler
6c35981a64 mnist: fix segmentation fault (ggml/1227) 2025-05-19 13:29:56 +03:00
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
ffe23f0e93 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	pyproject.toml
 2025-05-06 23:39:45 +08:00
Johannes Gäßler
2356fb1d53
CUDA: fix bad asserts for partial offload (#13337) 2025-05-06 13:58:51 +02:00
Johannes Gäßler
9070365020
CUDA: fix logic for clearing padding with -ngl 0 (#13320) 2025-05-05 22:32:13 +02:00
Concedo
ca53d1bedc Merge commit '13c9a3319b' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-cpu/CMakeLists.txt
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
 2025-05-02 16:42:16 +08:00
Diego Devesa
4254bb4951 ggml : fix ggml_gallocr_ptr type (ggml/1205) 2025-05-01 09:58:44 +03:00
Concedo
b2ecfa0f55 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	examples/llama-bench/README.md
#	examples/llama-bench/llama-bench.cpp
#	examples/llava/CMakeLists.txt
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/element_wise.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-chat-template.cpp
 2025-04-29 21:05:16 +08:00
Johannes Gäßler
69699be48a
CUDA: fix q_nope_absorbed prec for DS 2 Lite f16 (#13137) 2025-04-28 09:29:26 +02:00
Concedo
36c8db1248 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	examples/llava/clip-impl.h
#	examples/llava/clip.cpp
#	tests/test-arg-parser.cpp
#	tests/test-json-schema-to-grammar.cpp
 2025-04-27 12:51:02 +08:00
SXX
77d5e9a76a
ggml: move fp16/bf16 conversion optimizations to CPU backend + export conversion APIs (#13107) 
* ggml: dynamic x86_64 feature detection for FP32 <-> FP16/BF16 conversion

* move fp converter to ggml-cpu

* Switch ggml_compute_forward_get_rows_f16/bf16 to new ggml_cpu_fp16/bf16_to_fp32
 2025-04-26 16:05:31 +02:00
Concedo
3f545eadbe Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-backend-ops.cpp
 2025-04-26 09:12:40 +08:00
Concedo
6b6597ebf1 allow for single token prompt processing (actual batch size 1) 2025-04-25 16:54:46 +08:00
Radoslav Gerganov
553a5c3a9f
rpc : do not wait for response when sending RPC_CMD_SET_TENSOR (#12943) 
RPC_CMD_SET_TENSOR always returns an empty response and we send this 4
times per token. We can improve TG speed if we don't wait for this empty
response.

The performance impact of this change depends on the network latency.
 2025-04-25 10:08:08 +03:00
Acly
c6e8cc28c1 ggml : Depthwise 2D convolution (ggml/1152) 
* ggml-cpu : kernels for faster depthwise 2D convolution

* fix compile: remove static after moving to ops.cpp

* add dilation for depthwise_conv_2d

* review: rename to ggml_conv_2d_dw_direct, remove redundant struct keywords, pass by ref, whitespace

* review: rename depthwise_conv_2d -> conv_2d_dw everywhere
 2025-04-24 17:32:47 +03:00
Concedo
95d1aaf4d4 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	examples/rpc/rpc-server.cpp
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/element_wise.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	requirements/requirements-all.txt
 2025-04-19 13:17:13 +08:00
Radoslav Gerganov
2db9ba1464
rpc : add RPC_CMD_HELLO (#12955) 
Add RPC_CMD_HELLO for getting the version of the protocol implemend by
the server. Follow the semantic versioning rules at https://semver.org

Hopefully this bring better user experience when we make breaking
changes at the protocol level and avoid issues like #12465
 2025-04-18 10:13:42 +03:00
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
Diego Devesa
fe92821ea9 ggml : add bilinear upscale support (ggml/1185) 2025-04-11 00:17:47 +03:00
Diego Devesa
459895c326 ggml : add more generic custom op, remove deprecated custom ops (ggml/1183) 
* ggml : add more generic ggml_custom op

* ggml : remove deprecated custom ops
 2025-04-11 00:17:47 +03:00
Concedo
396875e1c4 update api docs and lite 2025-03-29 15:39:25 +08:00
Georgi Gerganov
b4ae50810e
metal : improve FA + improve MoE (#12612) 
* ggml : FA with different K, V head sizes (CPU)

ggml-ci

* metal : add FA with HS=192

* metal : extend FA to support different K and V head sizes

ggml-ci

* metal : add FA vector kernels for heads K 192 and V 128

ggml-ci

* ggml : restrict op on other backends to equal head sizes

ggml-ci

* metal : optimize FA-vec kernel

ggml-ci

* metal : FA remove mq registers

* metal : improve MoE mul_mat_id condition

ggml-ci

* metal : fix comments + remove unnecessary addition

ggml-ci

* metal : avoid too much shared memory usage with mul_mat_id

ggml-ci
 2025-03-28 20:21:59 +02:00
Radoslav Gerganov
ab6ab8f809
rpc : send hash when tensor data is above some fixed threshold (#12496) 
* rpc : send hash when tensor data is above some fixed threshold

ref #10095

* rpc : put cache under $HOME/.cache/llama.cpp

* try to fix win32 build

* another try to fix win32 build

* remove llama as dependency
 2025-03-28 08:18:04 +02:00
Concedo
0c90d2ebcf Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	CMakeLists.txt
#	cmake/common.cmake
#	docs/backend/SYCL.md
#	examples/main/README.md
#	examples/speculative/speculative.cpp
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-musa/CMakeLists.txt
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-vulkan/vulkan-shaders/CMakeLists.txt
#	tests/test-backend-ops.cpp
 2025-03-19 19:27:11 +08:00
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
Concedo
ec43d2b147 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	README.md
#	common/common.cpp
#	examples/embedding/embedding.cpp
#	examples/json_schema_to_grammar.py
#	examples/llama.android/llama/src/main/cpp/llama-android.cpp
#	examples/llama.swiftui/README.md
#	examples/llama.swiftui/llama.swiftui.xcodeproj/project.pbxproj
#	examples/lookahead/lookahead.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	requirements.txt
#	requirements/requirements-all.txt
#	scripts/fetch_server_test_models.py
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
 2025-03-06 18:54:58 +08:00
Rémy O
07d1572347
ggml-cpu: Faster IQ1 mul_mat_vec on AVX2 using BMI2 instructions (#12154) 
* ggml-cpu: Faster IQ1 mul_mat_vec on AVX2 using BMI2 instructions

* cmake: Add GGML_BMI2 build option

* ggml: enable BMI2 on relevant CPU variants

* ggml-cpu: include BMI2 in backend score

* ggml-cpu: register BMI2 in ggml_backend_cpu_get_features

* ggml-cpu: add __BMI2__ define when using MSVC
 2025-03-06 02:26:10 +01:00
mgroeber9110
5bbe6a9fe9
ggml : portability fixes for VS 2017 (#12150) 
* Add include files for std::min/max and std::toupper/tolower

* win32: move _USE_MATH_DEFINES before includes to ensure M_PI is defined

* Use GGML_RESTRICT instead of "restrict" keyword everywhere, and use "__restrict" in MSVC plain C mode

* win32: only use __restrict in MSVC if C11/C17 support is not enabled

---------

Co-authored-by: Marcus Groeber <Marcus.Groeber@cerence.com>
 2025-03-04 18:53:26 +02:00
Concedo
6b7d2349a7 Rewrite history to fix bad vulkan shader commits without increasing repo size 
added dpe colab (+8 squashed commit)

Squashed commit:

[b8362da4] updated lite

[ed6c037d] move nsigma into the regular sampler stack

[ac5f61c6] relative filepath fixed

[05fe96ab] export template

[ed0a5a3e] nix_example.md: refactor (#1401)

* nix_example.md: add override example

* nix_example.md: drop graphics example, already basic nixos knowledge

* nix_example.md: format

* nix_example.md: Vulkan is disabled on macOS

Disabled in: 1ccd253acc

* nix_examples.md: nixpkgs.config.cuda{Arches -> Capabilities}

Fixes: https://github.com/LostRuins/koboldcpp/issues/1367

[675c62f7] AutoGuess: Phi 4 (mini) (#1402)

[4bf56982] phrasing

[b8c0df04] Add Rep Pen to Top N Sigma sampler chain (#1397)

- place after nsigma and before xtc (+3 squashed commit)

Squashed commit:

[87c52b97] disable VMM from HIP

[ee8906f3] edit description

[e85c0e69] Remove Unnecessary Rep Counting (#1394)

* stop counting reps

* fix range-based initializer

* strike that - reverse it
 2025-03-05 00:02:20 +08:00
William Tambellini
70680c48e5
ggml : upgrade init_tensor API to return a ggml_status (#11854) 
* Upgrade init_tensor API to return a ggml_status

To prepare for an 'abort-free' ggml
(ggml not to abort on OOMs but return a OOM status),
as agreeed with Diego in the ggml repo,
upgrade the init_tensor() and view_init() APIs
to return a ggml_status.

* misc fixes

---------

Co-authored-by: slaren <slarengh@gmail.com>
 2025-02-28 14:41:47 +01:00
Concedo
159c47f0e6 Merge commit '335eb04a91' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	CONTRIBUTING.md
#	Makefile
#	docs/build.md
#	examples/llama.swiftui/llama.swiftui/UI/ContentView.swift
#	examples/run/run.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-musa/CMakeLists.txt
 2025-02-24 11:55:14 +08:00
Aaron Teo
af7747c95a
ggml-cpu: Support s390x SIMD Instruction Set (#12019) 
* ggml: add s390x ARCH_FLAGS for compilation

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add SIMD for s390x using vector intrinsics

SIMD is activated for:
* ggml_vec_dot_f32
* ggml_vec_dot_f16
* ggml_vec_mad_f32
* ggml_vec_mad_f16
* ggml_vec_mad_f32_unroll
* ggml_vec_scale_f32
* ggml_vec_scale_f16

SIMD is NOT activated for:
* ggml_vec_dot_f16_unroll (pending bugfix)

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix missing escape character in GGML_F32x4_REDUCE

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add temporary patch for GGML_F32_ARR and GGML_F16_ARR

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix s390x GGML_F32x4_REDUCE

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: full SIMD activation for F32,F16 s390x

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add option to disable s390x VXE/VXE2

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: change vecintrin.h include to ggml-cpu-impl

* add __VXE__ and __VXE2__ macros

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* cmake: add s390x target detection for VX/VXE/VXE2

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: move s390x vector intrinsics to ggml-cpu-impl.h

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x Q8_0 SIMD

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: correct documentation for Q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x reduce code complexity Q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x bugfix typo Q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activated for Q4_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x inline vec_reve

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for Q4_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add VXE backend feature

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: remove test.py

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for quantize_row_q8_0

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for quantize_row_q8_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for iq4_xs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: bugfix iq4_xs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for iq4_nl

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add float, double, and long vector data type

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: clean up iq4_xs SIMD

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix improper use of restrict keyword

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: update warning message for ggml_vec_tbl

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: untested implementation of ggml_vec_dot_iq2_xxs_q8_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: update ggml_vec_dot_q4_1_q8_1 to use typedefs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: switch to restrict for iq4_nl

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: slight dot product speed improvement for q4_1_q8_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for q6_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add missing `_t` to ggml_int8x16x4_t

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix missing `_t` for ggml_vec_xl_s8x4

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix more missing `_t`

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add unroll and prefetch to Q8_0

increase of 3.86% for prompt processing and 32.22% for token generation

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: patch Q8_0 to use proper vector sizes

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: optimise Q8_0 dot prod compute kernel further

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: add unroll and prefetch to Q4_1

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: refactor Q6_K variable naming for readability

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q6_K typos

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for Q5_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix wrong char*x16_t naming

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: Q5_K y0 wrong signness

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q5_K invalid uchar type

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q5_K invalid uchar type

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: s390x SIMD activation for Q4_K

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: fix Q4_K invalid vector intrinsics

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: simplify ggml_padd_s16 compute kernel

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: correct ggml-cpu vxe wording

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: change ggml_aligned_malloc alignment to 256

256 is the cache line size for s390x platforms

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: resolve pr merge via cherry-pick 225bbbf

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml : fix LoongArch compile error with 128-bit SIMD (#11701)

* ggml: resolve pr merge via cherry-pick 4571953

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* ggml: cmake remove fork when determining s390x machine type

thank you @ericcurtin

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
Co-authored-by: Jinyang He <hejinyang@loongson.cn>
Co-authored-by: junchao-zhao <68935141+junchao-loongson@users.noreply.github.com>
 2025-02-22 21:39:24 +00:00
Charles Xu
c5d91a7400
ggml-cpu: Add CPU backend support for KleidiAI library (#11390) 
* ggml-cpu: Add CPU backend support for KleidiAI library

* Add environmental variable GGML_KLEIDIAI_SME

* Add support for multithread LHS conversion

* Switch kernel selection order to dotprod and i8mm

* updates for review comments

* More updates for review comments

* Reorganize and rename KleidiAI files

* Move ggml-cpu-traits.h to source file

* Update cmake for SME build and add alignment for SME

* Remove append GGML_USE_CPU_KLEIDIAI to the GGML_CDEF_PUBLIC list
 2025-02-20 15:06:51 +02:00
Concedo
f144b1f345 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/llama-cpp-cuda.srpm.spec
#	.devops/llama-cpp.srpm.spec
#	.devops/nix/package.nix
#	.devops/rocm.Dockerfile
#	.github/ISSUE_TEMPLATE/020-enhancement.yml
#	.github/ISSUE_TEMPLATE/030-research.yml
#	.github/ISSUE_TEMPLATE/040-refactor.yml
#	.github/ISSUE_TEMPLATE/config.yml
#	.github/pull_request_template.md
#	.github/workflows/bench.yml.disabled
#	.github/workflows/build.yml
#	.github/workflows/labeler.yml
#	CONTRIBUTING.md
#	Makefile
#	README.md
#	SECURITY.md
#	ci/README.md
#	common/CMakeLists.txt
#	docs/android.md
#	docs/backend/SYCL.md
#	docs/build.md
#	docs/cuda-fedora.md
#	docs/development/HOWTO-add-model.md
#	docs/docker.md
#	docs/install.md
#	docs/llguidance.md
#	examples/cvector-generator/README.md
#	examples/imatrix/README.md
#	examples/imatrix/imatrix.cpp
#	examples/llama.android/llama/src/main/cpp/CMakeLists.txt
#	examples/llama.swiftui/README.md
#	examples/llama.vim
#	examples/lookahead/README.md
#	examples/lookup/README.md
#	examples/main/README.md
#	examples/passkey/README.md
#	examples/pydantic_models_to_grammar_examples.py
#	examples/retrieval/README.md
#	examples/server/CMakeLists.txt
#	examples/server/README.md
#	examples/simple-cmake-pkg/README.md
#	examples/speculative/README.md
#	flake.nix
#	grammars/README.md
#	pyproject.toml
#	scripts/check-requirements.sh
 2025-02-16 02:08:39 +08:00
Georgi Gerganov
68ff663a04
repo : update links to new url (#11886) 
* repo : update links to new url

ggml-ci

* cont : more urls

ggml-ci
 2025-02-15 16:40:57 +02:00
Concedo
754fef5204 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/cuda.Dockerfile
#	.devops/musa.Dockerfile
#	.github/workflows/build.yml
#	README.md
#	docs/docker.md
#	examples/imatrix/imatrix.cpp
#	examples/llama-bench/llama-bench.cpp
#	examples/main/README.md
#	examples/perplexity/perplexity.cpp
#	examples/server/README.md
#	ggml/src/ggml-cpu/ggml-cpu.c
#	ggml/src/ggml-cuda/CMakeLists.txt
#	models/templates/deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja
#	models/templates/deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja
#	scripts/get_chat_template.py
#	scripts/sync-ggml.last
#	tests/test-chat.cpp
#	tests/test-gguf.cpp
#	tests/test-sampling.cpp
 2025-02-15 00:49:46 +08:00
Concedo
39fad991cc Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	examples/main/README.md
#	examples/run/run.cpp
 2025-02-14 11:34:29 +08:00