Commit Graph

252 Commits

Author SHA1 Message Date
Neo Zhang Jianyu c7be9febcb
[SYCL] fix UT fault cases: count-equal, argsort, pad OPs (#16521)
* fix/refactor OP argsort, pad

* fix count-equal op

* update SYCL OP list

* fix format issue

---------

Co-authored-by: Zhang Jianyu <zhang.jianyu@outlook.com>
2025-10-12 21:53:35 +08:00
Neo Zhang Jianyu 2be72c2b12
SYCL: Update to oneAPI 2025.2 (#16371)
* update oneapi to 2025.2, use deep-learning-essentials to replace base-tool

* update to 2025.2 use deeplearn essi to replace base toolkit

* add missed dll

* add deep learning essentials

* add sycl-ls

---------

Co-authored-by: Zhang Jianyu <zhang.jianyu@outlook.com>
2025-10-02 10:16:25 +03:00
alex-spacemit b77e6c18e1
ggml: riscv: add riscv spacemit backend (#15288)
* ggml: add spacemit backend

Change-Id: I249bdc043485d815a9c351867137bc1e27cc2e23

* add new line at end of file

Change-Id: I889ed1c85fb45e62350ecde0c06f70450cadfbe2

* add riscv zba extension limit

Change-Id: I321eb200f859751727afe5cae13074dfce2bb0ce

* fixed for review comments, file renamed and format

Change-Id: Ia20b6ec24a36638e62e0fe07cf100916a7cce3ce

* fixed for code format, after clang-format

Change-Id: I5dc33a0412da3d3f2d77075d8939185d3009eca2

* use _Float16 instead of __fp16

Change-Id: I039fb02bb95270e641bc4442204e658735859d43

* add ci for riscv64-spacemit-ime-native

Change-Id: I711c1033061df1a289ea77891b2997599dfe8279

* update debian-13-riscv64-spacemit-ime-native ci label

Change-Id: Ifb2b891e2fca57b5da604fce2ac255f27731179a

* remove license comment for spacemit ime

Change-Id: If0dc3ca30a958631ccca0a28b62e0b825f9fb0c3

* upgrade binutils for gcc ime

Change-Id: Ibf2fa74c1064408974cb5b45f044d40987e5fb45

* add spacemit ime cross jobs

Change-Id: I80d74909941d41cb9cd09e51d8baf01c985cbfc6

* remove native compile for riscv64-spacemit-ime

Change-Id: I01920afafdc73fa7424014fd648d243f8ec9e25e

* ci : add caching for spacemit ime cross toolchain

Change-Id: Ic54a192019a2fd982bbd58225ce3bbc38f4053de

* ci: bug fixed for cache path and env

Change-Id: I28c42e10b6fff053bb6580926ca2353448cb042a

* Update .github/workflows/build-linux-cross.yml for cache path

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

* bugfixed for  build-linux-cross.yml,  syntax error

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

---------

Co-authored-by: cailinxi <linxi.cai@spacemit.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-09-29 17:50:44 +03:00
R0CKSTAR a86a580a66
musa: upgrade musa sdk to 4.3.0 (#16240)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-09-26 02:56:38 +02:00
Aaron Teo 264f1b5187
zdnn: refactor codebase + add docs (#16178)
* zdnn: initial matmul refactor

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

* ggml-zdnn: rm static from funcs

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

* ggml-zdnn: update ggml-zdnn.h

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

* ggml-zdnn: change header files to hpp

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

* ggml-zdnn: switch to common.hpp

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

* ggml-zdnn: move mulmat forward around

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

* ggml-zdnn: rm inline from utils

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

* ggml-zdnn: code cleanup

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

* docs: add zDNN docs

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

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-09-23 14:53:05 +08:00
Aaron Teo 40be51152d
ggml-zdnn: fix #15414, activate FP16 and BF16 acceleration and incorrect zTensor free (#15839) 2025-09-13 02:39:52 +08:00
hipudding c0389dba43
CANN: Disable acl_graph for prefill stage (#15933)
Since the prefill length is not fixed, graphs constructed for the
prefill stage cannot be reused. For this reason, ACL graph
execution is disabled by default during prefill.
2025-09-11 15:59:37 +08:00
Chenguang Li 28b5f190ef
CANN: implement LRU cache for ACL graphs (#15814)
* CANN: implement LRU cache for ACL graphs in CANN backend

- Introduce ggml_cann_graph_lru_cache to store multiple ggml_cann_graph objects.
- Graphs are loaded on demand and evicted using LRU policy when capacity is exceeded.
- Updated push, move_to_front, and clear methods to manage cached graphs efficiently.
- Ensures reuse of graphs, reducing graph reconstruction overhead in CANN backend.

* fix typo

* The LRU cache capacity can be configured via an env variable

Signed-off-by: noemotiovon <757486878@qq.com>

* refactory acl graph

* refactory && fix review comments

Signed-off-by: noemotiovon <757486878@qq.com>

---------

Signed-off-by: noemotiovon <757486878@qq.com>
2025-09-10 15:29:12 +08:00
Aaron Teo 186415d595
ggml-cpu: drop support for nnpa intrinsics (#15821) 2025-09-06 11:27:28 +08:00
hipudding 5421f63ab0
CANN: Fix precision issue on 310I DUO multi-devices (#15784) 2025-09-04 15:12:30 +08:00
Chenguang Li 2f853687b3
CANN: Support eager execution mode under ACL graph compilation (#15712)
* [CANN] Support eager execution mode under ACL graph compilation

Add support for running operators in eager mode while ACL graph
compilation is enabled. This allows bypassing graph execution
and directly submitting ops, which is useful for debugging and
reducing graph build overhead in certain scenarios.

Signed-off-by: noemotiovon <757486878@qq.com>

* fix typo

Signed-off-by: noemotiovon <757486878@qq.com>

* rename to acl_graph_mode

Signed-off-by: noemotiovon <757486878@qq.com>

---------

Signed-off-by: noemotiovon <757486878@qq.com>
2025-09-02 14:07:48 +08:00
Diego Devesa dd892555b0
Update build.md to remove MSVC arm64 notes (#15684)
Removed information about MSVC compiler limitations for arm64 builds.
2025-08-30 23:51:28 +08:00
ExtReMLapin 792b44f2ed
server : add documentation for `parallel_tool_calls` param (#15647)
Co-authored-by: Pierre F <no@p.e>
2025-08-29 20:25:40 +03:00
tc-mb c4e9239064
model : support MiniCPM-V 4.5 (#15575) 2025-08-26 10:05:55 +02:00
Aaron Teo ad5c975c2d
ggml-cpu: Support Q5_0 and Q5_1 on s390x (#15486)
* ggml-cpu: initial q5_0 impl for s390x

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

* ggml-cpu: updated q5_0 code for better performance

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

* ggml-cpu: use optimised hsum for better performance

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

* ggml-cpu: introduce q5_1 simd + refactor q5_0

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

* ggml-cpu: fix incorrect return type vec_hsum

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

* ggml-cpu: q5_0 incomplete refactor + table_b2b_0 activation

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

* ggml-cpu: refactor q5_1

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

* ggml-cpu: q5_1 update loop unroll to 4

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

* ggml-cpu: update q5_0 unroll to 4

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

* ggml-cpu: update build-s390x docs

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

* ggml-cpu: update unused variables q5_0

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

* docs: update the last update date

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

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-08-22 16:11:04 +08:00
Johannes Gäßler 7a6e91ad26
CUDA: replace GGML_CUDA_F16 with CUDA arch checks (#15433) 2025-08-20 16:58:49 +02:00
Aaron Teo ff27f80a74
ggml: initial IBM zDNN backend (#14975)
* ggml-zdnn: inital backend impl

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

ggml-zdnn: temp change z17 to arch15

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

ggml-zdnn: fix build bugs

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

* ggml-zdnn: tensor->extra logging check

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

ggml-zdnn: add layout name mapping, ztensor information

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

ggml-zdnn: separate logging into its own line

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

ggml-zdnn: add shape comparison

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

ggml-zdnn: add ggml_tensor shape log

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

ggml-zdnn: fix incorrect shape logging

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

* ggml-zdnn: add output buffer check

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

* ggml-zdnn: run compute and store into tensor->extra

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

* ggml-zdnn: add set_tensor

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

* ggml-zdnn: add more loggers

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

* ggml-zdnn: update set_tensor logging to check only for matmul

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

* ggml-zdnn: last working matmul version

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

* ggml-zdnn: add comments to prevent accidentally deleting lines

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

* ggml-zdnn: support op out_prod

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

* ggml-zdnn: update op out_prod to use tensor->extra

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

* ggml-zdnn: rewrite the backend implementation

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

* ggml-zdnn: bugfix new impl

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

* ggml-zdnn: fix compiler warnings and bugfixes

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

* ggml-zdnn: test ztensor finding in init_tensor

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

* ggml-zdnn: implement at least 1 op to test

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

* ggml-zdnn: assign tensor->extra to buffer

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

* ggml-zdnn: add check for view tensors to prevent init_tensor

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

* ggml-zdnn: rework init_tensor to create new buffers

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

* ggml-zdnn: switch to std vector instead of array

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

* ggml-zdnn: switch buffers back and set to arbitrary number

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

* ggml-zdnn: impl init_tensor

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

* ggml-zdnn: update supports_op matmul matrix

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

* ggml-zdnn: fix incorrect ztensor shape, reduce memory padding

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

* ggml-zdnn: code clean up

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

* ggml-zdnn: impl matmul

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

* ggml-zdnn: fix compiler error missing type

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

* ggml-zdnn: fix missing data transform call

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

* ggml-zdnn: add bias init_tensor

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

* ggml-zdnn: tighten memory usage, change string allocation

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

* ggml-zdnn: add bias ztensor and data free

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

* ggml-zdnn: add bias data transform

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

* ggml-zdnn: add more debug info for extra buffer transform

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

* ggml-zdnn: add logger to check if mat mul ops go through set_tensor

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

* ggml-zdnn: activate bias transform in matmul

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

* ggml-zdnn: move weights transform into mulmat

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

* ggml-zdnn: add more safeguards in matmul

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

* ggml-zdnn: fix sequencing of transforms

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

* ggml-zdnn: bugfix transform ztensor vs origtensor

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

* ggml-zdnn: figure out why sigtrap is happening

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

* ggml-zdnn: fix sigsegv

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

* ggml-zdnn: move everything back to local declaration

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

* ggml-zdnn: move bias data to local also

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

* ggml-zdnn: bring back working matmul

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

* ggml-zdnn: rewrite into mre

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

* ggml-zdnn: fix missing vector import

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

* ggml-zdnn: fix missing vector import in header

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

* ggml-zdnn: attempt to fix sigsegv

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

* ggml-zdnn: fix missing load tensor

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

* ggml-zdnn: fix invalid ztensor buffer release

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

* ggml-zdnn: add logging to debug free buffer

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

* ggml-zdnn: remove free_buffer debug info

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

* ggml-zdnn: add parmblkformat detections

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

* ggml-zdnn: add nnpa installed detection

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

* ggml-zdnn: add zdnn_init call for static libs

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

* ggml-zdnn: add init_tensor

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

* ggml-zdnn: attempt at fixing invalid buffer

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

* ggml-zdnn: switch to using deque to fix pointer deref problem

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

* ggml-zdnn: add weights logging to check

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

* ggml-zdnn: attempt to use unique ptr

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

* ggml-zdnn: add tensor to pre_tfm_desc logging

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

* ggml-zdnn: add inputs logging

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

* ggml-zdnn: disable op_none initialisation for testing

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

* ggml-zdnn: fix missing return from init_tensor

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

* ggml-zdnn: load ztensors in cgraph exec

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

* ggml-zdnn: work on moving output ztensor as well

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

* ggml-zdnn: disable logging and breakpoints for full test

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

* ggml-zdnn: attempt at manually changing the layout

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

* ggml-zdnn: attempt at using default nwhc format instead

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

* ggml-zdnn: disable global load ztensor for now

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

* ggml-zdnn: fix errorenous output load tensor

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

* ggml-zdnn: add guards to prevent loading ztensor if transformed

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

* ggml-zdnn: code cleanup

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

* ggml-zdnn: bring load ztensor back to init routine

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

* ggml-zdnn: code clean up

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

* ggml-zdnn: fix ztensor deallocation abort

stabilise ggml <-> zdnn api

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

* ggml-zdnn: clean up matmul selection

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

* ggml-zdnn: clean up project structure

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

* ggml-zdnn: update documentation, prepare for upstream

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

* chore: add codeowners

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

* ggml-zdnn: disable batched matmul

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

* ggml-zdnn: attempt at fixing tensor views during matmul

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

* ggml-zdnn: deny all view tensors directly

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

* ggml-zdnn: fix pr comments

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

* docs: update ops docs for zdnn

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

* ggml-zdnn: redo test-backend-ops for ops.md

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

* ggml-zdnn: fix typo in build-s390x.md

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

* codeowners: remove taronaeo for now

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

* Revert "codeowners: remove taronaeo for now"

This reverts commit 411ea4ed78.

* ggml-zdnn: remove unused ggml_zdnn macro

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

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-08-15 21:11:22 +08:00
rainred cf9e5648a7
mtmd : Fix MinicpmV model converter and clip to avoid using hardcode. (#14750)
* Fix MinicpmV model converter and clip to avoid using hardcode.

* Code update for pr/14750

* Remove unused field, update script path in docs.

* Add version 5 for fallback code.

---------

Co-authored-by: lzhang <zhanglei@modelbest.cn>
2025-08-11 16:12:12 +02:00
tc-mb 952a47f455
mtmd : support MiniCPM-V 4.0 (#14983)
* support minicpm-v 4

* add md

* support MiniCPM-o 4.0

* add default location

* temp rm MiniCPM-o 4.0

* fix code

* fix "minicpmv_projector" default path
2025-07-31 17:22:17 +02:00
hipudding 11490b3672
CANN: Improve loading efficiency after converting weights to NZ format. (#14985)
* CANN: Improve loading efficiency after converting weights to NZ format.

* CANN: fix typo
2025-07-31 19:47:20 +08:00
Xinpeng Dou 61550f8231
CANN: update ops docs (#14935)
* CANN:add ops docs

* CANN: update ops docs
2025-07-30 08:39:24 +08:00
lhez 8ad7b3e65b
opencl : add ops docs (#14910) 2025-07-28 18:50:17 +02:00
Xuan-Son Nguyen 00fa15fedc
mtmd : add support for Voxtral (#14862)
* mtmd : add support for Voxtral

* clean up

* fix python requirements

* add [BEGIN_AUDIO] token

* also support Devstral conversion

* add docs and tests

* fix regression for ultravox

* minor coding style improvement

* correct project activation fn

* Apply suggestions from code review

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-07-28 15:01:48 +02:00
Georgi Gerganov a5771c9eea
ops : update BLAS (#14914) 2025-07-28 10:01:03 +02:00
Georgi Gerganov c35f9eaf09
ops : update Metal (#14912) 2025-07-28 08:22:56 +03:00
Ruben Ortlam bf78f5439e
vulkan: add ops docs (#14900) 2025-07-27 15:33:08 +02:00
Akarshan Biswas bbfc849274
SYCL: add ops doc (#14901) 2025-07-27 17:52:58 +05:30
Aman Gupta 446595b9b3
Docs: add instructions for adding backends (#14889) 2025-07-27 09:36:43 +08:00
Aaron Teo c7f3169cd5
ggml-cpu : disable GGML_NNPA by default due to instability (#14880)
* docs: update s390x document for sentencepiece

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit e086c5e3a7)

* docs: update huggingface links + reword

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 8410b085ea)

* ggml-cpu: disable ggml-nnpa compile flag by default

fixes #14877

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 412f4c7c88)

* docs: update s390x build docs to reflect nnpa disable

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit c1eeae1d0c)

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-07-25 19:09:03 +02:00
wooksong e7fecba934
docs : update HOWTO‑add‑model.md for ModelBase and new model classes (#14874)
This patch updates the example in docs/development/HOWTO-add-model.md to
reflect recent changes after `TextModel` and `MmprojModel` were introduced.

It replaces the outdated `Model` base class with `TextModel` or `MmprojModel`
and updates the registration example accordingly.

Signed-off-by: Wook Song <wook16.song@samsung.com>
2025-07-25 16:25:05 +02:00
R0CKSTAR 3f4fc97f1d
musa: upgrade musa sdk to rc4.2.0 (#14498)
* musa: apply mublas API changes

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: update musa version to 4.2.0

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: restore MUSA graph settings in CMakeLists.txt

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: disable mudnnMemcpyAsync by default

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: switch back to non-mudnn images

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* minor changes

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: restore rc in docker image tag

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-07-24 20:05:37 +01:00
Pouya 39cffdf188
docs: add libcurl-dev install hint for Linux distros (#14801)
* docs: add libcurl-dev install hint for Linux distros

Signed-off-by: PouyaGhahramanian <PooyaGhahramanian@gmail.com>

* Update docs/build.md

---------

Signed-off-by: PouyaGhahramanian <PooyaGhahramanian@gmail.com>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-07-24 11:26:44 +02:00
rspOverflow b526ad2668
Documentation: Further revisions to the Vulkan section in build.md (#14785)
* Documentation: Revised and further improved the Vulkan instructions for Linux users in build.md.

* Minor: Revise step 2 of the Vulkan instructions for Linux users in build.md
2025-07-20 18:55:32 +02:00
rspOverflow f0d4d176df
Documentation: Update build.md's Vulkan section (#14736)
* Documentation: Rewrote and updated the "Without docker" portion of the Vulkan backend build documentation.

* Documentation: Reorganize build.md's Vulkan section.
2025-07-19 12:18:36 +02:00
Reese Levine 21c021745d
ggml: Add initial WebGPU backend (#14521)
* Minimal setup of webgpu backend with dawn. Just prints out the adapter and segfaults

* Initialize webgpu device

* Making progress on setting up the backend

* Finish more boilerplate/utility functions

* Organize file and work on alloc buffer

* Add webgpu_context to prepare for actually running some shaders

* Work on memset and add shader loading

* Work on memset polyfill

* Implement set_tensor as webgpu WriteBuffer, remove host_buffer stubs since webgpu doesn't support it

* Implement get_tensor and buffer_clear

* Finish rest of setup

* Start work on compute graph

* Basic mat mul working

* Work on emscripten build

* Basic WebGPU backend instructions

* Use EMSCRIPTEN flag

* Work on passing ci, implement 4d tensor multiplication

* Pass thread safety test

* Implement permuting for mul_mat and cpy

* minor cleanups

* Address feedback

* Remove division by type size in cpy op

* Fix formatting and add github action workflows for vulkan and metal (m-series) webgpu backends

* Fix name

* Fix macos dawn prefix path
2025-07-16 18:18:51 +03:00
Aman Gupta 11ee0fea2a
Docs: script to auto-generate ggml operations docs (#14598)
* Docs: script to auto-generate ggml operations docs

* Review: formatting changes + change github action

* Use built-in types instead of typing

* docs : add BLAS and Metal ops

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-07-10 23:29:01 +08:00
Xuan-Son Nguyen 08382869a2
model : add SmolLM3 (#14581)
* Init - first pass.

* Model -> ModelBase.

* fix errors in conversion.

* Update the graph.

* up.

* up.

* wip

* cgraph ok

* rm redundant code

---------

Co-authored-by: Vaibhavs10 <vaibhavs10@gmail.com>
2025-07-08 18:07:01 +02:00
Grzegorz Grasza 1b2aaf28ac
Add Vulkan images to docker.md (#14472)
Right now it's not easy to find those.
2025-07-01 15:44:11 +02:00
Aaron Teo bf5bcd0b85
docs: update s390x documentation + add faq (#14389)
* docs: update s390x documentation + add faq

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

* docs: add s390x z17 build q&a

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

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-06-26 12:41:41 +02:00
Aaron Teo 60ef23d6c1
ggml-cpu: enable IBM NNPA Vector Intrinsics (#14317)
* ggml-cpu: add nnpa compile flag

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 4a9f60c201)

* ggml-cpu: add fp16->fp32 nnpa first

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 8d4a7987f9)

* ggml-cpu: add fp32->fp16

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 0ff0d65162)

* ggml-cpu: better variable names

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 2f58bbcbb8)

* docs: update s390x docs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 01b929491b)

* ggml-cpu: add debugging prints to see if dlf16 is correct

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

* ggml-cpu: fix print vs printf

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

* ggml-cpu: fix float placeholder

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

* ggml-cpu: ensure fp16 and fp32 load and stores are called

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

* ggml-cpu: fp16 load ensured to hit

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

* ggml-cpu: remove sigint from fp16 store

for some reason, the function is not getting a hit when debugged with
    gdb. we will need to investigate further

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

* ggml-cpu: activate nnpa for ggml_cpu_fp16_to_fp32

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

* ggml-cpu: nnpa activate ggml_cpu_fp16_to_fp32 for 8 elements

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

* ggml-cpu: nnpa switch to vec_xst test

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

* ggml-cpu: switch to vec_xst for 4 element loops also

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

* ggml-cpu: rework noop

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

* ggml-cpu: remove noop, general code cleanup

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

* ggml-cpu: clarify variable naming

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

* ggml-cpu: activate nnpa for ggml_cpu_fp32_to_fp16

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

* ggml-cpu: add breakpoint for debugging

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

* ggml-cpu: test fix for conversion failure

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

* ggml-cpu: disable fp32->fp16 nnpa conversions for now

there are some conversion failures in nnpa that requires the eyes of an
ibm stsm. will create a separate pr to introduce the fp32->fp16 change.

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

* ggml-cpu: switch to elif macro

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

* ggml-cpu: reattempt fp32->fp16

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

* ggml-cpu: fix typo

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

* ggml-cpu: reattempt fp32->fp16

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

* ggml-cpu: fix compiler types

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

* ggml-cpu: change to typedef vector types

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

* ggml-cpu: add 4 element loops for fp32->fp16

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

* ggml-cpu: clarified vector naming

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

* ggml-cpu: bring back fp32->fp16 store nnpa

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

* ggml-cpu: activate nnpa fp32->fp16 or fp16->fp32 compute

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

* ggml-cpu: add nnpa macro check in ggml-impl

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

* ggml-cpu: add missing __func__

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

* ggml-cpu: diagnose why __NNPA__ macro is not being defined

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

* ggml-cpu: import vecintrin.h to fix compiler errors

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

* ggml-cpu: update macro tests

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

* ggml-cpu: move s390x typedef to own header file

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

* Revert "ggml-cpu: move s390x typedef to own header file"

This reverts commit 157f856c34.

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

* ggml-cpu: switch to importing ggml-cpu-impl instead

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

* ggml-cpu: fix macro declaration

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

* ggml-cpu: test more macros

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

* ggml-cpu: add debug prints

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

* ggml-cpu: bruteforce macro definitions

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

* ggml-cpu: move macro definitions

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

* ggml-cpu: add ggml-impl.h to cmakelists

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

* ggml-cpu: switch to private macros

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

* ggml-cpu: move s390x typedef to own header file

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 157f856c34)

* ggml-cpu: move things around

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

* ggml-cpu: bring back compile macros

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

* ggml-cpu: switch to quotes for import

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

* ggml-cpu: add compiler error macro

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

* ggml-cpu: add s390x detection in ggml-src

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

* ggml-cpu: bring back compile definitions

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

* ggml-cpu: undo cmakelists work

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

* Revert "ggml-cpu: move s390x typedef to own header file"

This reverts commit 18d79e1a30.

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

* ggml-cpu: remove typedefs.h

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

* ggml-cpu: remove typedef from cmakelists

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

* ggml-cpu: add ggml-impl.h future notes

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

* ggml-cpu: add todo comment for future reference

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

* ggml-cpu: clarify naming of dlf16

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

* ggml-cpu: remove unnecessary target compile definitions

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

* ggml-cpu: move nnpa fp16->fp32 and fp32->fp16 to simd-mappings

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

* ggml: refactor fp32->fp16 and fp16->fp32 simd to ggml-cpu

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

* docs: update broken huggingface link for s390x

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

* ggml-cpu: fix duplicate func names during compile

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

* Revert "ggml-cpu: fix duplicate func names during compile"

This reverts commit fbb733451f.

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

* Revert "ggml: refactor fp32->fp16 and fp16->fp32 simd to ggml-cpu"

This reverts commit bd288e8fa5.

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

* ggml: refactor fp16<->fp32 simd to ggml-cpu

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

* ggml-cpu: fix missing simd-mappings.h import in quants.c

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

* ggml-cpu: fix missing simd-mappings.h within repack

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

* ggml-cpu: fix amx mmq missing simd-mappings.h

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

* ggml-cpu: attempt at fixing loongarch failing build

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

* ggml-cpu: move nnpa together with other fp16<->fp32 simd

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

* ggml-cpu: fix wrong refactor of ggml-base

ref: https://github.com/ggml-org/llama.cpp/pull/14317#discussion_r2164176555

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

* ggml: remove dependency on ggml-cpu from ggml-base

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

* ggml-cpu: rename all fp16<->fp32 macros to prefix with ggml_cpu

ref: https://github.com/ggml-org/llama.cpp/pull/14317#discussion_r2164449406

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

* ggml-cpu: remove mistaken fallback macro

fallback logic was already implemented but i was too sleepy to realise

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

* ggml: move ggml_table_f32_f16 to ggml-cpu

ref: https://github.com/ggml-org/llama.cpp/pull/14317#discussion_r2164775006

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

* ggml-cpu: move ggml_table_f32_f16 back to ggml-base due to ci failures

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

* Revert "ggml-cpu: move ggml_table_f32_f16 back to ggml-base due to ci failures"

This reverts commit 32a3533564.

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

* Revert "ggml: move ggml_table_f32_f16 to ggml-cpu"

This reverts commit 9e40d984ad.

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

* ggml: move ggml_table_f32_f16 to ggml-cpu

ref: https://github.com/ggml-org/llama.cpp/pull/14317#discussion_r2164775006

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
(cherry picked from commit 9e40d984ad)

* ggml: move ggml_table_f32_f16 to ggml-cpu.c

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

* ggml-cpu: extern c ggml_table_f32_f16 + chore docs

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

* ggml-cpu: dedup ggml_table_f32_f16 from simd-mappings.h

we rely on the variable declaration in ggml-cpu.c instead

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

* Revert "ggml-cpu: dedup ggml_table_f32_f16 from simd-mappings.h"

This reverts commit f71b21d2f7.

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

* ggml-cpu: bring back ggml_table_f32_f16

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

* Revert "ggml-cpu: bring back ggml_table_f32_f16"

This reverts commit 2dce119178.

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

* fix ggml time initialization

* fix f32_f16 table init

* remove extra line

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
Co-authored-by: slaren <slarengh@gmail.com>
2025-06-25 23:49:04 +02:00
Anton Mitkov 2bf9d539dd
sycl: GGML_SYCL_DISABLE_OPT on by default for all Intel Devices (#13973) 2025-06-25 18:09:55 +02:00
David Chiu d860dd99a4
docs : fix the link to llama.h (#14293) 2025-06-20 19:43:35 +02:00
Aaron Teo 8d94713654
docs: add s390x build documentation (#14264)
* docs: add s390x-specific build docs

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

* docs: add s390x model conversion steps

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

* docs: s390x build indent

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

* docs: update hyperlinks for s390x docs

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

* docs: update llama.h docs

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

* docs: s390x add accelerator and perf optimizations

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

* docs: s390x indent blocks

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

* docs: revert block indentation

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

* docs: add support information for s390x

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

* docs: s390x reword

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

* docs: remove indentation for accelerator section s390x

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

* docs: remove redundant words s390x

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

* docs: reword for s390x

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

* docs: s390x reword simd

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

* docs: fix trailing whitespace for s390x

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

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-06-18 18:10:26 +01:00
Pepijn de Vos 00ba772610
docs : remove WIP since PR has been merged (#13912) 2025-06-15 08:06:37 +02:00
ddpasa 26ff3685bf
docs : Update multimodal.md (#14122)
* Update multimodal.md

* Update multimodal.md
2025-06-13 15:17:53 +02:00
Xinpeng Dou e21d2d4ae2
CANN: Simplify the environment variable setting(#13104)
* Simplify the environment variable setting to specify the memory pool type.

* Adjust the GGML_CANN_ASYNC_MODE setting to accept yes, enable, 1, or on (case-insensitive) as valid options.

* update

* fix CI

* update

* delete whitespace

* fix according to review

* update CANN.md

* update CANN.md
2025-06-09 19:47:39 +08:00
Xuan-Son Nguyen ea1431b0fa
docs : add "Quick start" section for new users (#13862)
* docs : add "Quick start" section for non-technical users

* rm flox

* Update README.md
2025-06-03 13:09:36 +02:00
Jiří Podivín b3a89c3d9e
docs : Note about necessity of having libcurl installed for standard build. (#13945)
Signed-off-by: Jiri Podivin <jpodivin@gmail.com>
2025-05-31 18:58:35 +02:00
Xuan-Son Nguyen bc583e3c63
mtmd : support Qwen 2.5 Omni (input audio+vision, no audio output) (#13784)
* mtmd : allow multiple modalities at the same time

* refactor mtmd tokenizer

* fix compile

* ok, missing SinusoidsPositionEmbedding

* first working version

* fix style

* more strict validate of n_embd

* refactor if..else to switch

* fix regression

* add test for 3B

* update docs

* fix tokenizing with add_special

* add more tests

* fix test case "huge"

* rm redundant code

* set_position_mrope_1d rm n_tokens
2025-05-27 14:06:10 +02:00
bandoti 72b090da2c
docs: remove link for llama-cli function calling (#13810) 2025-05-27 08:52:40 -03:00
Bizhao Shi 2d38b6e400
CANN: Add the basic supports of Flash Attention kernel (#13627)
* cann: add the basic FA support

* cann: update the readme

* cann: update the FlashAttention with PSEShift

* cann: update the input parameters in FA

* cann: update the alibi with max_bias

* cann: add the constrints of softcap

* cann: update the docs CANN.md

* cann: update the docs CANN.md

* cann: fix typo of CANN.md

* cann: add some comments and update the CANN.md

* cann: update the CANN.md

* cann: update the inner precise for fusedInferAttention

* cann: update the constraints of flash_attn_ext on ggml-cann.cpp

* cann: clean the whitespace

* cann: clean the whitespace

* cann: add a new endline
2025-05-26 10:20:18 +08:00
Xuan-Son Nguyen 40aaa8a403
mtmd : add support for Qwen2-Audio and SeaLLM-Audio (#13760)
* mtmd : add Qwen2-Audio support

* small clean up

* update discussion link

* clarify mtmd_get_output_embd

* clarification in multimodal.md

* fix ultravox bug

* ggml_cont
2025-05-25 14:06:32 +02:00
ddpasa a08c1d2845
docs : add Moondream2 pre-quantized link (#13745)
* Multimodal: Added Moondream2 model and fixed ggml.org link

* Apply suggestions from code review

---------

Co-authored-by: name <none@none.com>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-05-25 14:04:49 +02:00
Olivier Chafik f5cd27b71d
`server`: streaming of tool calls and thoughts when `--jinja` is on (#12379)
* add common_json w/ support for truncated json healing

* add common_chat_msg_diff

* partial common_chat_parse

* refactor parser w/ optionals

* server: wire chat diffs in stream mode

* fix trigger of thinking models (must happen after thoughts are closed)

* fix functionary v3.2 raw python!

* rename: common_chat_syntax (now contains format)

* rm common_regex.at_start

* don't return empty <think></think>

* accommodate yet another deepseek r1 distill fantasy syntax (`<|tool▁calls|>`)

* fix QwQ 32B tool call parsing after thoughts (hermes2)

* better logs for grammar triggers

* consume spaces after parse_json_tool_calls

* fix required tool calls w/ thinking models that have pre-opened thinking tags

* fix thinking model's initial trigger + test qwq's template

* run most test_tool_call tests in stream + non-stream modes

* make functionary v3.2 parsing more strict (differentiate first match from others)

* send final diff from server, to close off raw python arguments

* support partial content streaming in Generic mode

* tool-call: allow content prelude before hermes2 tool calls (for Qwen2.5)

* Update function-calling.md

* Update tool_bench.py

* chat-parser: remove input from exception (llm output may contain PII)

---------

Co-authored-by: ochafik <ochafik@google.com>
Co-authored-by: Olivier Chafik <ochafik@users.noreply.github.com>
2025-05-25 01:48:08 +01:00
Xuan-Son Nguyen 797990c4bc
mtmd : add ultravox audio input (#13623)
* convert ok, load ok

* warmup ok

* test

* still does not work?

* fix padding

* temporary give up

* fix merge conflict

* build_ultravox()

* rm test

* fix merge conflict

* add necessary mtmd APIs

* first working version (only 4s of audio)

* will this monster compile?

* fix compile

* please compile

* fPIC

* fix windows

* various fixes

* clean up audio_helpers

* fix conversion

* add some debug stuff

* long audio input ok

* adapt the api

* add --audio arg

* final touch UX

* add miniaudio to readme

* fix typo

* refactor kv metadata

* mtmd_default_marker()
2025-05-22 20:42:48 +02:00
R0CKSTAR 33983057d0
musa: Upgrade MUSA SDK version to rc4.0.1 and use mudnn::Unary::IDENTITY op to accelerate D2D memory copy (#13647)
* musa: fix build warning (unused parameter)

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: upgrade MUSA SDK version to rc4.0.1

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: use mudnn::Unary::IDENTITY op to accelerate D2D memory copy

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

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

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

* musa: remove MUDNN_CHECK_GEN and use CUDA_CHECK_GEN instead in MUDNN_CHECK

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-05-21 09:58:49 +08:00
Xinpeng Dou f0adb80bf7
CANN: Update CANN model support (#13162)
* Update CANN model support status

* Update of model support

* update

* update

* update

* fix format of CANN.md

* fix format of CANN.md

* fix format of CANN.md
2025-05-20 11:43:43 +08:00
Alberto Cabrera Pérez 725f23f1f3
sycl : backend documentation review (#13544)
* sycl: reviewing and updating docs

* Updates Runtime error codes

* Improves OOM troubleshooting entry

* Added a llama 3 sample

* Updated supported models

* Updated releases table
2025-05-19 14:38:20 +01:00
Xuan-Son Nguyen 92ecdcc06a
mtmd : add vision support for llama 4 (#13282)
* wip llama 4 conversion

* rm redundant __init__

* fix conversion

* fix conversion

* test impl

* try this

* reshape patch_embeddings_0

* fix view

* rm ffn_post_norm

* cgraph ok

* f32 for pos embd

* add image marker tokens

* Llama4UnfoldConvolution

* correct pixel shuffle

* fix merge conflicts

* correct

* add debug_graph

* logits matched, but it still preceives the image incorrectly

* fix style

* add image_grid_pinpoints

* handle llama 4 preprocessing

* rm load_image_size

* rm unused line

* fix

* small fix 2

* add test & docs

* fix llava-1.6 test

* test: add notion of huge models

* add comment

* add warn about degraded quality
2025-05-19 13:04:14 +02:00
Łukasz Ślusarczyk 9c404ed54c
sycl: use oneDNN for matrices multiplication (#12972) 2025-05-15 16:53:41 +02:00
ddpasa 21ca987fba
docs: Update link to ggml-org in multimodal.md (#13513)
* Update multimodal.md

Minor change to include the huggingface link

* Update docs/multimodal.md

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-05-14 09:59:12 +02:00
Thomas Germer 62d4250e52
docs : Fix typo in InternVL3 model name (#13440) 2025-05-10 22:26:46 +02:00
Xuan-Son Nguyen 3b24d26c22
server : update docs (#13432) 2025-05-10 18:44:49 +02:00
Xuan-Son Nguyen 053367d149
mtmd : support InternVL 2.5 and 3 (#13422)
* convert : internvl support

* InternVL3-1B working

* fix regression

* rm mobilevlm from test

* fix conversion

* add test for internvl

* add to list of pre-quant

* restore boi/eoi check

* add clarify comment for norm eps
2025-05-10 16:26:42 +02:00
Xuan-Son Nguyen 33eff40240
server : vision support via libmtmd (#12898)
* server : (experimental) vision support via libmtmd

* mtmd : add more api around mtmd_image_tokens

* mtmd : add more api around mtmd_image_tokens

* mtmd : ability to calc image hash

* shared_ptr for mtmd_image_tokens

* move hash to user-define ID (fixed)

* abstract out the batch management

* small fix

* refactor logic adding tokens to batch

* implement hashing image

* use FNV hash, now hash bitmap instead of file data

* allow decoding image embedding to be split into batches

* rm whitespace

* disable some features when mtmd is on

* fix --no-mmproj-offload

* mtmd_context_params no timings

* refactor server_inp to server_tokens

* fix the failing test case

* init

* wip

* working version

* add mtmd::bitmaps

* add test target

* rm redundant define

* test: mtmd_input_chunks_free

* rm outdated comment

* fix merging issue

* explicitly create mtmd::input_chunks

* mtmd_input_chunk_copy

* add clone()

* improve server_input struct

* clip :  fix confused naming ffn_up and ffn_down

* rm ffn_i/o/g naming

* rename n_embd, n_ff

* small fix

* no check n_ff

* fix detokenize

* add const to various places

* add warning about breaking changes

* add c api

* helper: use mtmd_image_tokens_get_n_pos

* fix ctx_shift

* fix name shadowing

* more strict condition

* support remote image_url

* remote image_url log

* add CI test

* do not log base64

* add "has_multimodal" to /props

* remove dangling image

* speculative: use slot.cache_tokens.insert

* Apply suggestions from code review

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

* rm can_be_detokenized

* on prmpt processing done, assert cache_tokens.size

* handle_completions_impl returns void

* adapt the new web ui

* update docs and hot topics

* rm assert

* small fix (2)

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-05-09 19:29:37 +02:00
Xuan-Son Nguyen 9b61acf060
mtmd : rename llava directory to mtmd (#13311)
* mv llava to mtmd

* change ref everywhere
2025-05-05 16:02:55 +02:00
Diego Devesa 1d36b3670b
llama : move end-user examples to tools directory (#13249)
* llama : move end-user examples to tools directory

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-05-02 20:27:13 +02:00
Xuan-Son Nguyen ecda2ec4b3
mtmd : Support Pixtral 12B (#13065)
* add pixtral text model (vision is wip)

* cgraph ok, just missing 2D RoPE

* fix bad rebase

* first working version

* fix problem with img_break token

* support dynamic image size

* update docs

* update test script
2025-04-23 20:21:59 +02:00
Xuan-Son Nguyen 243453533e
llava : update documentations (#13055)
* llava : update documentations

* fix typo
2025-04-22 10:37:00 +02:00
David Huang 84778e9770
CUDA/HIP: Share the same unified memory allocation logic. (#12934)
Replace compile-time `GGML_HIP_UMA` with environment variable `GGML_CUDA_ENABLE_UNIFIED_MEMORY`. This unifies the usage on NVIDIA and AMD GPUs, and allows a single binary to be shared between integrated and dedicated GPUs.
2025-04-15 11:20:38 +02:00
Romain Biessy 8ed71242f4
sycl: update documentation to use -no-cnv (#12845) 2025-04-09 11:22:04 +02:00
Nicolò Scipione 94148ba330
sycl: allow ggml-sycl configuration and compilation using Visual Studio project/solution (#12625) 2025-04-04 16:00:46 +02:00
lhez 7d7b1bafa7
opencl: update doc for OpenCL (#12702)
* opencl: add OpenCL to build.md

* opencl: remove fixed issue/TODO

* opencl: add link to OPENCL.md

* opencl: update doc - refine tools requirement for Windows 11 arm64
2025-04-03 22:18:17 -07:00
Atharva Dubey 2004644b7a
ci : add env variable in ggml-ci and document the same in SYCL.md (#12736) 2025-04-03 15:12:39 +03:00
Romain Biessy 8293970542
SYCL: Rename oneMKL to oneMath (#12192)
* Rename oneMKL Interface to oneMath

* Use oneMath for Intel vendor

* Rename occurences to mkl

* clang-format

* Silence verbose warnings

* Set oneMath HIP_TARGETS

* Fix silence warnings

* Remove step to build oneMath from build instructions

* Use fixed oneMath version

* Remove INTEL_CPU

* Fold CMake oneDNN conditions

* Use Intel oneMKL for Intel devices

* Improve CMake message

* Link against MKL::MKL_SYCL::BLAS only

* Move oneMath documentation to Nvidia and AMD sections
2025-04-01 16:24:29 +08:00
Slobodan Josic bd40678df7
HIP: Add support for RDNA4 targets (#12372) 2025-03-26 23:46:30 +01:00
R0CKSTAR fd7855f8f5
doc: [MUSA] minor changes (#12583)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-03-26 09:09:48 +02:00
Dan Johansson 36ee06dd2d
docs : add build instructions for KleidiAI (#12563)
Signed-off-by: Dan Johansson <dan.johansson@arm.com>
2025-03-25 11:35:20 +02:00
Tei Home 3361e2deba
docs: update: improve the Fedoa CUDA guide (#12536)
* docs: update fedora-cuda guide

- Rename and place into Backend Folder.
- Update Host-Supplied Packages.
- Expand Recommended Users Section.

* docs: improve the flow of CUDA-FEDORA.md
2025-03-24 11:02:26 +00:00
Lars Sonchocky-Helldorf 18b663d8e4
install : add macports (#12518)
MacPorts section added
2025-03-23 10:21:48 +02:00
Svetlozar Georgiev 9ffcc9e374
sycl: cleanup oneDNN related code (#12097) 2025-03-21 10:15:56 +08:00
Łukasz Ślusarczyk 35cae5ba05
SYCL: using graphs is configurable by environment variable and compile option (#12371)
* alberto changes

* enable sycl graphs by env variable

* fixed compilation warnings in ggml-sycl.cpp

* renamed graph variables

* fix markdown in docs/backend/SYCL.md

Co-authored-by: Romain Biessy <romain.biessy@codeplay.com>

* fix markdown in docs/backend/SYCL.md again

* compiling graphs by default, renamed graph_enable to graph_disable

---------

Co-authored-by: Romain Biessy <romain.biessy@codeplay.com>
2025-03-18 11:16:31 +01:00
R0CKSTAR 251364549f
musa: support new arch mp_31 and update doc (#12296)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-03-10 18:18:25 +01:00
David Huang 3ffbbd5ce1
HIP: rocWMMA documentation and enabling in workflow builds (#12179)
* Enable rocWMMA for Windows CI build

* Enable for Ubuntu

* GGML_HIP_ROCWMMA_FATTN documentation work
2025-03-06 14:14:11 +01:00
Olivier Chafik 42994048a3
update function-calling.md w/ template override for functionary-small-v3.2 (#12214) 2025-03-06 09:03:31 +00:00
Olivier Chafik d7cfe1ffe0
docs: add docs/function-calling.md to lighten server/README.md's plight (#12069) 2025-02-25 18:52:56 +00:00
Neo Zhang Jianyu 08d5986290
[SYCL] Optimize mul_mat for Q4_0 on Intel GPU (#12035)
* opt performance by reorder for Intel GPU

* detect hw type and save opt feature, and print opt feature

* correct name

* support optimize graph once when compute graph, record the opt status in tensor->extra, make CI passed

* add env variable GGML_SYCL_DISABLE_OPT for debug

* use syclex::architecture replace the custom hw define, update the guide for GGML_SYCL_DISABLE_OPT

* add performance data

* mv getrows functions to separeted files

* fix global variables

---------

Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
2025-02-24 22:33:23 +08:00
Bodhi 0b3863ff95
MUSA: support ARM64 and enable dp4a .etc (#11843)
* MUSA:  support ARM64 and enable __dp4a .etc

* fix cross entropy loss op for musa

* update

* add cc info log for musa

* add comment for the MUSA .cc calculation block

---------

Co-authored-by: Bodhi Hu <huaishun.hu@mthreads.com>
2025-02-21 09:46:23 +02:00
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
Michał Moskal 89daa2564f
llguidance build fixes for Windows (#11664)
* setup windows linking for llguidance; thanks @phil-scott-78

* add build instructions for windows and update script link

* change VS Community link from DE to EN

* whitespace fix
2025-02-14 12:46:08 -08:00
Georgi Gerganov dbc2ec59b5
docker : drop to CUDA 12.4 (#11869)
* docker : drop to CUDA 12.4

* docker : update readme [no ci]
2025-02-14 14:48:40 +02:00
R0CKSTAR bd6e55bfd3
musa: bump MUSA SDK version to rc3.1.1 (#11822)
* musa: Update MUSA SDK version to rc3.1.1

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* musa: Remove workaround in PR #10042

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-02-13 13:28:18 +01:00
lhez 4078c77f98
docs: add OpenCL (#11697) 2025-02-11 15:04:13 -07:00
Tei Home 9ab42dc722
docs: update fedora cuda guide for 12.8 release (#11393)
* docs: update fedora cuda guide for 12.8 release

* docs: build cuda update
2025-02-06 12:16:15 +00:00
Michał Moskal ff227703d6
sampling : support for llguidance grammars (#10224)
* initial porting of previous LLG patch

* update for new APIs

* build: integrate llguidance as an external project

* use '%llguidance' as marker to enable llg lark syntax

* add some docs

* clarify docs

* code style fixes

* remove llguidance.h from .gitignore

* fix tests when llg is enabled

* pass vocab not model to llama_sampler_init_llg()

* copy test-grammar-integration.cpp to test-llguidance.cpp

* clang fmt

* fix ref-count bug

* build and run test

* gbnf -> lark syntax

* conditionally include llguidance test based on LLAMA_LLGUIDANCE flag

* rename llguidance test file to test-grammar-llguidance.cpp

* add gh action for llg test

* align tests with LLG grammar syntax and JSON Schema spec

* llama_tokenizer() in fact requires valid utf8

* update llg

* format file

* add $LLGUIDANCE_LOG_LEVEL support

* fix whitespace

* fix warning

* include <cmath> for INFINITY

* add final newline

* fail llama_sampler_init_llg() at runtime

* Link gbnf_to_lark.py script; fix links; refer to llg docs for lexemes

* simplify #includes

* improve doc string for LLAMA_LLGUIDANCE

* typo in merge

* bump llguidance to 0.6.12
2025-02-02 09:55:32 +02:00
Jafar Uruç a07c2c8a52
docs : Update readme to build targets for local docker build (#11368) 2025-01-24 14:30:13 +01:00
Tei Home 1204f97270
doc: add cuda guide for fedora (#11135)
Since NVIDIA does not release CUDA for in-maintenance versions of Fedora, the process of setting up the CUDA toolkit on Fedora has become quite involved. This guide should help mere mortals install CUDA for development in a Fedora 39 toolbox environment, without affecting the host system.
2025-01-09 11:32:06 +00:00
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
Srihari-mcw c37fb4cf62
Changes to CMakePresets.json to add ninja clang target on windows (#10668)
* Update cmakepreset.json to use clang with ninja by default

* Update cmakepreset.json to add clang and ninja based configs

* Updates to build.md file

* Make updates to rename preset targets

* Update with .cmake file

* Remove additional whitespaces

* Add .cmake file for x64-windows-llvm

* Update docs/build.md

* Update docs/build.md

---------

Co-authored-by: Max Krasnyansky <max.krasnyansky@gmail.com>
2024-12-09 09:40:19 -08:00
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
Benson Wong da6aac91f1
Add docs for creating a static build (#10268) (#10630)
* Add notes for a static build

* Update docs/build.md

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
2024-12-04 01:40:36 +01:00
Nikolaos Pothitos 82bca2257b
readme : add option, update default value, fix formatting (#10271)
* readme : document --no-display-prompt

* readme : update default prompt context size

* readme : remove unnecessary indentation

Indenting a line with four spaces makes Markdown treat that section as
plain text.

* readme : indent commands under bullets

* readme : indent commands in lettered list
2024-12-03 12:50:08 +02:00
Georgi Gerganov 8648c52101
make : deprecate (#10514)
* make : deprecate

ggml-ci

* ci : disable Makefile builds

ggml-ci

* docs : remove make references [no ci]

* ci : disable swift build

ggml-ci

* docs : remove obsolete make references, scripts, examples

ggml-ci

* basic fix for compare-commits.sh

* update build.md

* more build.md updates

* more build.md updates

* more build.md updates

* Update Makefile

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

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-12-02 21:22:53 +02:00
Random Fly 7281cf13ad
docs: fix outdated usage of llama-simple (#10565) 2024-11-28 16:03:11 +01:00
Ruixin Huang c6bc73951e
CANN: Update cann.md to display correctly in CLion (#10538) 2024-11-28 15:27:11 +08:00
leo-pony 605fa66c50
CANN: Fix SOC_TYPE compile bug (#10519)
* CANN: Fix the bug build fail on Ascend310P under two cases:
1) Manual specify SOC_TYPE
2) Under some unusual compile environment

* Update the cann backend News content: Support F16 and F32 data type model for Ascend 310P NPU.

* fix CANN  compile fail bug: the assert in ascend kernel function doesn't supportted on some CANN version
2024-11-28 15:25:24 +08:00
Tristan Druyen be0e350c8b
Fix HIP flag inconsistency & build docs (#10524)
* Fix inconsistency of HIP flags in cmake & make

* Fix docs regarding GGML_HIP
2024-11-26 19:27:28 +01:00
Neo Zhang Jianyu ad21c9e1f1
update rel to 4040 (#10395)
Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
2024-11-20 13:54:25 +08:00
Romain Biessy 2a1507c162
sycl : Add option to set the SYCL architecture for all targets (#10266)
* Add option to set the SYCL architecture for all targets
* Convert GGML_SYCL_HIP_TARGET to the more generic GGML_SYCL_ARCH option
* Document that setting GGML_SYCL_ARCH can improve the performance
2024-11-19 08:02:23 +00:00
Johannes Gäßler c3ea58aca4
CUDA: remove DMMV, consolidate F16 mult mat vec (#10318) 2024-11-17 09:09:55 +01:00
FirstTimeEZ 0fff7fd798
docs : vulkan build instructions to use git bash mingw64 (#10303) 2024-11-17 00:29:18 +01:00
Chenguang Li 231f9360d9
cann: dockerfile and doc adjustment (#10302)
Co-authored-by: noemotiovon <noemotiovon@gmail.com>
2024-11-15 15:09:35 +08:00
Romain Biessy 5a54af4d4f
sycl: Use syclcompat::dp4a (#10267)
* sycl: Use syclcompat::dp4a

* Using the syclcompat version allow the compiler to optimize the
  operation with native function

* Update news section

* Update CI Windows oneAPI version to 2025.0

* Reword doc

* Call syclcompat::dp4a inside dpct::dp4a

This reverts commit 90cb61d692.
2024-11-15 11:09:12 +08:00
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
Zhiyuan Li 3bcd40b3c5
Optimize RWKV6 Operator Naming and Implement Multi-core CPU/ SYCL Acceleration (#10133)
* rwkv6: rename to wkv6

* rwkv6: support avx2 avx512 armv8 armv9

* rwkv6: update cuda file name

* rwkv6: rename params

* wkv on sycl

* sycl: add some ops

* sycl: Enhance OP support judgment

* wkv6: drop armv9 and tranfer to GGML style

ggml-ci

* sync : ggml

* update the function to use appropriate types

* fix define error

* Update ggml/src/ggml-cpu.c

* add appropriate asserts

* move element-wise functions outside

* put the declaration outside the loop

* rewrite to be more inline with the common pattern for distributing threads

* use recommended way GGML_TENSOR_LOCALS

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
Co-authored-by: Plamen Minev <pacominev@gmail.com>
Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com>
Co-authored-by: Meng, Hengyu <airdldl@163.com>
2024-11-07 15:19:10 +08:00
R0CKSTAR 943d20b411
musa : update doc (#9856)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-10-12 08:09:53 +03:00
R0CKSTAR cf8e0a3bb9
musa: add docker image support (#9685)
* mtgpu: add docker image support

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* mtgpu: enable docker workflow

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-10-10 20:10:37 +02:00
Andrew Minh Nguyen f1af42fa8c
Update building for Android (#9672)
* docs : clarify building Android on Termux

* docs : update building Android on Termux

* docs : add cross-compiling for Android

* cmake : link dl explicitly for Android
2024-10-07 09:37:31 -07:00
Alberto Cabrera Pérez f536f4c439
[SYCL] Initial cmake support of SYCL for AMD GPUs (#9658)
sycl: initial cmake support of SYCL for AMD GPUs
2024-10-02 13:57:18 +01:00
Neo Zhang Jianyu faf67b3de4
[SYCL]set context default value to avoid memory issue, update guide (#9476)
* set context default to avoid memory issue, update guide

* Update docs/backend/SYCL.md

Co-authored-by: Meng, Hengyu <hengyu.meng@intel.com>

---------

Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
Co-authored-by: Meng, Hengyu <hengyu.meng@intel.com>
2024-09-18 08:30:31 +08:00
Dan Johansson b2e89a3274
Arm AArch64: Documentation updates (#9321)
* Arm AArch64: Documentation updates

* Update docs/build.md to include information on how to enable the Arm optimized gemm/gemv kernels

* Update examples/quantize/README.md with information on the Q4_0_4_4, Q4_0_4_8 and Q4_0_8_8 formats

* Add newline to the end of docs/build.md
2024-09-09 10:02:45 +03:00
杨朱 · Kiki c8671ae282
Fix broken links in docker.md (#9306) 2024-09-04 13:45:28 +02:00
蕭澧邦 cddae4884c
Correct typo run_llama2.sh > run-llama2.sh (#9149) 2024-08-30 22:10:01 +10:00
slaren 66b039a501
docker : update CUDA images (#9213) 2024-08-28 13:20:36 +02:00
luoyu-intel 1731d4238f
[SYCL] Add oneDNN primitive support (#9091)
* add onednn

* add sycl_f16

* add dnnl stream

* add engine map

* use dnnl for intel only

* use fp16fp16fp16

* update doc
2024-08-22 12:50:10 +08:00
wangshuai09 cfac111e2b
cann: add doc for cann backend (#8867)
Co-authored-by: xuedinge233 <damow890@gmail.com>
Co-authored-by: hipudding <huafengchun@gmail.com>
2024-08-19 16:46:38 +08:00
Neo Zhang a21c6fd450
update guide (#8909)
Co-authored-by: Neo Zhang <>
2024-08-11 14:07:43 +05:30
matteo afbb4c1322
ggml-cuda: Adding support for unified memory (#8035)
* Adding support for unified memory

* adding again the documentation about unified memory

* refactoring: Moved the unified memory code in the correct location.

* Fixed compilation error when using hipblas

* cleaning up the documentation

* Updating the documentation

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

* adding one more case where the PR should not be enabled

---------

Co-authored-by: matteo serva <matteo.serva@gmail.com>
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2024-08-01 23:28:28 +02:00
R0CKSTAR e54c35e4fb
feat: Support Moore Threads GPU (#8383)
* Update doc for MUSA

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* Add GGML_MUSA in Makefile

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* Add GGML_MUSA in CMake

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* CUDA => MUSA

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* MUSA adds support for __vsubss4

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* Fix CI build failure

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-07-28 01:41:25 +02:00
Andreas (Andi) Kunar bf5a81df37
ggml : fix build on Windows with Snapdragon X (#8531)
* Improvements for Windows with Snapdragon X

* Revert "Improvements for Windows with Snapdragon X"

This reverts commit bf21397ae5.

* Improvements for Windows with Snapdragon X

* WOA build clarifications

* WIndows on ARM build clarifications

* cmake build for Windows clarifications

* Update docs/build.md

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

---------

Co-authored-by: AndreasKunar <andreaskmsn.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-07-25 19:01:00 +03:00
Chen Xi ed67bcb24f
[SYCL] fix multi-gpu issue on sycl (#8554)
---------

Signed-off-by: Chen Xi <xi2chen@intel.com>
Co-authored-by: Meng, Hengyu <hengyu.meng@intel.com>
2024-07-25 19:45:18 +08:00
NikolaiLyssogor fc690b018e
docs: fix links in development docs [no ci] (#8481)
Fixes a few links to within the repo that were broken in the reorganization of the
documentation in #8325.
2024-07-15 14:46:39 +03:00
bandoti 17eb6aa8a9
vulkan : cmake integration (#8119)
* Add Vulkan to CMake pkg

* Add Sycl to CMake pkg

* Add OpenMP to CMake pkg

* Split generated shader file into separate translation unit

* Add CMake target for Vulkan shaders

* Update README.md

* Add make target for Vulkan shaders

* Use pkg-config to locate vulkan library

* Add vulkan SDK dep to ubuntu-22-cmake-vulkan workflow

* Clean up tabs

* Move sudo to apt-key invocation

* Forward GGML_EXTRA_LIBS to CMake config pkg

* Update vulkan obj file paths

* Add shaderc to nix pkg

* Add python3 to Vulkan nix build

* Link against ggml in cmake pkg

* Remove Python dependency from Vulkan build

* code review changes

* Remove trailing newline

* Add cflags from pkg-config to fix w64devkit build

* Update README.md

* Remove trailing whitespace

* Update README.md

* Remove trailing whitespace

* Fix doc heading

* Make glslc required Vulkan component

* remove clblast from nix pkg
2024-07-13 18:12:39 +02:00
Dibakar Gope 0f1a39f343
ggml : add AArch64 optimized GEMV and GEMM Q4 kernels (#5780)
* Arm AArch64: optimized GEMV and GEMM kernels for q4_0_q8_0, and q8_0_q8_0 quantization

* Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions

* Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions

* Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions

* Arm AArch64: add optimized GEMV and GEMM asm kernels for q4_0_q8_0 quantization and refactor code to address llama.cpp pr#5780 suggestions

* Arm AArch64: add copyright claim only to ggml-aarch64.cpp and ggml-aarch64.h files

* Arm AArch64: minor code refactoring for rebase

* Arm AArch64: minor code refactoring for resolving a build issue with cmake

* Arm AArch64: minor code refactoring to split the Q4_0_AARC64 type into three separate types: Q4_0_4_4, Q4_0_4_8, and Q4_0_8_8

* Arm AArch64: minor code change for resolving a build issue with server-windows

* retrigger checks

* Arm AArch64: minor code changes for rebase

* Arm AArch64: minor changes to skip the pr#7433 vec_dot code for arm cpus with SVE VL not equal to 256 bits

* Arm AArch64: remove stale LLAMA_QKK_64 from CMakeLists.txt and delete build.zig

* Arm AArch64: add reference scalar gemm and gemv, and avoid dynamic memory allocations during quantization for Q4_0_4_4, Q4_0_4_8, and Q4_0_8_8

* Arm AArch64: add multithreaded quantization support for the new types: Q4_0_4_4, Q4_0_4_8, and Q4_0_8_8

* Arm AArch64: minor code refactoring

* Arm AArch64: simplify logic for calling gemm and gemv functions in ggml_compute_forward_mul_mat

* Arm AArch64: minimize changes in ggml_compute_forward_mul_mat

* Arm AArch64: minor code refactoring, and add reference scalar code to quantize routines for new quant types

* Arm AArch64: minor code refactoring

* Arm AArch64: minor code refactoring

* Arm AArch64: minor code refactoring

* rebase on the latest master commit 3fd62a6 and adapt to the new directory structure

* Arm AArch64: remove a redundant comment

* Arm AArch64: add pragma in ggml-aarch64.c to turn -Woverlength-strings warning off

* Arm AArch64: use __aarch64__ check to guard 64-bit neon kernels

* Arm AArch64: update docs/build.md README to include compile time flags for buiilding the Q4_0_4_4 quant type
2024-07-10 15:14:51 +03:00
Xuan Son Nguyen 60d83a0149
update main readme (#8333) 2024-07-06 19:01:23 +02:00
Xuan Son Nguyen be20e7f49d
Reorganize documentation pages (#8325)
* re-organize docs

* add link among docs

* add link to build docs

* fix style

* de-duplicate sections
2024-07-05 18:08:32 +02:00
Georgi Gerganov e235b267a2
py : switch to snake_case (#8305)
* py : switch to snake_case

ggml-ci

* cont

ggml-ci

* cont

ggml-ci

* cont : fix link

* gguf-py : use snake_case in scripts entrypoint export

* py : rename requirements for convert_legacy_llama.py

Needed for scripts/check-requirements.sh

---------

Co-authored-by: Francis Couture-Harpin <git@compilade.net>
2024-07-05 07:53:33 +03:00
Georgi Gerganov f3f65429c4
llama : reorganize source code + improve CMake (#8006)
* scripts : update sync [no ci]

* files : relocate [no ci]

* ci : disable kompute build [no ci]

* cmake : fixes [no ci]

* server : fix mingw build

ggml-ci

* cmake : minor [no ci]

* cmake : link math library [no ci]

* cmake : build normal ggml library (not object library) [no ci]

* cmake : fix kompute build

ggml-ci

* make,cmake : fix LLAMA_CUDA + replace GGML_CDEF_PRIVATE

ggml-ci

* move public backend headers to the public include directory (#8122)

* move public backend headers to the public include directory

* nix test

* spm : fix metal header

---------

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

* scripts : fix sync paths [no ci]

* scripts : sync ggml-blas.h [no ci]

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-06-26 18:33:02 +03:00
Olivier Chafik 1c641e6aac
`build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809)
* `main`/`server`: rename to `llama` / `llama-server` for consistency w/ homebrew

* server: update refs -> llama-server

gitignore llama-server

* server: simplify nix package

* main: update refs -> llama

fix examples/main ref

* main/server: fix targets

* update more names

* Update build.yml

* rm accidentally checked in bins

* update straggling refs

* Update .gitignore

* Update server-llm.sh

* main: target name -> llama-cli

* Prefix all example bins w/ llama-

* fix main refs

* rename {main->llama}-cmake-pkg binary

* prefix more cmake targets w/ llama-

* add/fix gbnf-validator subfolder to cmake

* sort cmake example subdirs

* rm bin files

* fix llama-lookup-* Makefile rules

* gitignore /llama-*

* rename Dockerfiles

* rename llama|main -> llama-cli; consistent RPM bin prefixes

* fix some missing -cli suffixes

* rename dockerfile w/ llama-cli

* rename(make): llama-baby-llama

* update dockerfile refs

* more llama-cli(.exe)

* fix test-eval-callback

* rename: llama-cli-cmake-pkg(.exe)

* address gbnf-validator unused fread warning (switched to C++ / ifstream)

* add two missing llama- prefixes

* Updating docs for eval-callback binary to use new `llama-` prefix.

* Updating a few lingering doc references for rename of main to llama-cli

* Updating `run-with-preset.py` to use new binary names.
Updating docs around `perplexity` binary rename.

* Updating documentation references for lookup-merge and export-lora

* Updating two small `main` references missed earlier in the finetune docs.

* Update apps.nix

* update grammar/README.md w/ new llama-* names

* update llama-rpc-server bin name + doc

* Revert "update llama-rpc-server bin name + doc"

This reverts commit e474ef1df4.

* add hot topic notice to README.md

* Update README.md

* Update README.md

* rename gguf-split & quantize bins refs in **/tests.sh

---------

Co-authored-by: HanClinto <hanclinto@gmail.com>
2024-06-13 00:41:52 +01:00
Galunid 9c4c9cc83f
Move convert.py to examples/convert-legacy-llama.py (#7430)
* Move convert.py to examples/convert-no-torch.py

* Fix CI, scripts, readme files

* convert-no-torch -> convert-legacy-llama

* Move vocab thing to vocab.py

* Fix convert-no-torch -> convert-legacy-llama

* Fix lost convert.py in ci/run.sh

* Fix imports

* Fix gguf not imported correctly

* Fix flake8 complaints

* Fix check-requirements.sh

* Get rid of ADDED_TOKENS_FILE, FAST_TOKENIZER_FILE

* Review fixes
2024-05-30 21:40:00 +10:00
Brian 51e9d02599
Added a single test function script and fix debug-test.sh to be more robust (#7279)
* run-single-test.sh: added a single test function script and fix debug-test.sh to be more robust

* debug-test.sh: combined execute and gdb test mode via -g flag

* debug-test.sh: refactor

* debug-test: refactor for clarity

* debug-test.sh: comment style changes

* debug-test.sh: fix gdb
2024-05-17 22:40:14 +10:00
Josh Ramer fed0108491
Scripting & documenting debugging one test without anything else in the loop. (#7096)
* A little documentation that shares my quick tips for working in the repository.

* Update startup-testing-debugging.md

* script that shows a menu of tests to pick from & run the debugger on

* debug-test.sh: Refactor CLI help message

* debug-test.sh: documentation update

* debug-test.sh: CLI Help output corrections

* debug-test.sh: minor doc fix

---------

authored-by: Josh Ramer <ubuntu@ip-172-31-32-53.ec2.internal>
Assisted-by: brian khuu <mofosyne@gmail.com>
2024-05-12 03:26:35 +10:00
omahs 04976db7a8
docs: fix typos (#7124)
* fix typo

* fix typos

* fix typo

* fix typos

* fix typo

* fix typos
2024-05-07 18:20:33 +03:00
Pierrick Hymbert b804b1ef77
eval-callback: Example how to use eval callback for debugging (#6576)
* gguf-debug: Example how to use ggml callback for debugging

* gguf-debug: no mutex, verify type, fix stride.

* llama: cv eval: move cb eval field in common gpt_params

* ggml_debug: use common gpt_params to pass cb eval.
Fix get tensor SIGV random.

* ggml_debug: ci: add tests

* ggml_debug: EOL in CMakeLists.txt

* ggml_debug: Remove unused param n_batch, no batching here

* ggml_debug: fix trailing spaces

* ggml_debug: fix trailing spaces

* common: fix cb_eval and user data not initialized

* ci: build revert label

* ggml_debug: add main test label

* doc: add a model: add a link to ggml-debug

* ggml-debug: add to make toolchain

* ggml-debug: tests add the main label

* ggml-debug: ci add test curl label

* common: allow the warmup to be disabled in llama_init_from_gpt_params

* ci: add curl test

* ggml-debug: better tensor type support

* gitignore : ggml-debug

* ggml-debug: printing also the sum of each tensor

* ggml-debug: remove block size

* eval-callback: renamed from ggml-debug

* eval-callback: fix make toolchain

---------

Co-authored-by: slaren <slarengh@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-04-11 14:51:07 +02:00
Pierrick Hymbert 67fac4b95f
docs : how to add a model (#6565)
* docs: how to add a model

* docs: model: typo and docs

* docs: model: add prevision on RoPE

* docs: model: rephrasing README.md

* docs: model: rephrasing README.md

* docs: model: README.md fix trailing spaces

* docs : some fixes

* Update README.md

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-04-10 09:58:48 +03:00
slaren 280345968d
cuda : rename build flag to LLAMA_CUDA (#6299) 2024-03-26 01:16:01 +01:00
Georgi Gerganov ff8238f71d
docs : add llama-star arch idea 2023-11-23 11:35:04 +02:00
Richard Kiss 532dd74e38
Fix some documentation typos/grammar mistakes (#4032)
* typos

* Update examples/parallel/README.md

Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>

---------

Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
2023-11-11 23:04:58 -07:00
uint256_t 9e24cc6e2e
docs : fix typo GOMP_CPU_AFFINITY (#3597) 2023-10-12 16:36:16 +03:00
Kevin Ji 45855b3f1c
docs : mark code as Bash (#3375) 2023-09-28 09:11:32 -04:00