Commit Graph

93 Commits

Author SHA1 Message Date
Charles Xu 2d6c00a9b8
kleidiai: add and integrate SVE 256-bit vector-length kernel (#18458)
* kleidiai: add and integrate SVE 256-bit vector-length kernel

* updated for review comments
2025-12-30 14:04:53 +02:00
Boian Berberov 94de74e7b1
cmake: Added more x86_64 CPU backends when building with `GGML_CPU_ALL_VARIANTS=On` (#18186)
* minor: Consolidated `#include <immintrin.h>` under `ggml-cpu-impl.h`

* cmake: Added more x86-64 CPU backends when building with `GGML_CPU_ALL_VARIANTS=On`

- `ivybridge`
- `piledriver`
- `cannonlake`
- `cascadelake`
- `cooperlake`
- `zen4`

Resolves: #17966
2025-12-28 09:33:29 +02:00
Naco Siren 5c0d18881e
llama.android : Rewrite Android binding (w/o cpu_features dep) (#17413)
* UI: implement basic UI components

* util: implement performance monitor; wrap it with a viewmodel

* util: implement user preferences utility

* UI: implement core flow's screens

* UI: add a new MainActivity; update manifest

* [WIP] DI: implement simple local vm factory provider

* UI: disable triggering drawer via gesture; enable alert dialog on back navigation inside conversation and benchmark

* UI: allow drawer's gesture control only on Home and Settings screens; enable alert dialog on back navigation inside conversation and benchmark

* UI: split a nested parent settings screen into separate child settings screens

* UI: polish system prompt setup UI

* Deps: bump Kotlin plugin; introduce KSP; apply in :app subproject

* DB: setup Room database

* data: introduce repo for System Prompt; flow data from Room to VM

* bugfix: properly handle user's quitting conversation screen while tokens in generation

* UI: rename `ModeSelection` to `ModelLoading` for better clarity

* UI: update app name to be more Arm

* UI: polish conversation screen

* data: code polish

* UI: code polish

* bugfix: handle user quitting on model loading

* UI: locks user in alert dialog when model is unloading

* vm: replace token metrics stubs with actual implementation

* UI: refactor top app bars

* nit: combine temperatureMetrics and useFahrenheit

* DI: introduce Hilt plugin + processor + lib dependencies

* DI: make app Hilt injectable

* DI: make viewmodels Hilt injectable

* DI: replace manual DI with Hilt DI

* UI: optimize AppContent's composing

* bugfix: wait for model to load before navigating to benchmark screen; use NavigationActions instead of raw navController

* UI: navigation with more natural animated transitions

* DI: Optimize AppModule

* Feature: Introduce ModelRepository and ModelsManagementViewModel; update AppModule

* UI: polish UI for ModelsManagementScreen; inject ModelsManagementVieModel

* DI: abstract the protocol of SystemPromptRepository; update AppModule

* data: [WIP] prepare for ModelRepository refactor & impl

* data: introduce Model entity and DAO; update DI module

* UI: replace Models Management screen's stubbing with instrumentation

* UI: polish sort order menu

* data: import local model with file picker

* bugfix: use List instead of Collection for ModelDao's deletion

* data: add a util file for extracting file name & size and model metadata

* UI: enrich ModelManagementState; extract filename to show correct importing UI

* UI: implement multiple models deletion; update Models Management screen

* UI: handle back navigation when user is in multi-selection mode

* util: extract file size formatting into ModelUtils

* UI: add a confirmation step when user picks a file; refactor model import overlay into AlertDialog

* UI: extract a shared ModelCard component

* UI: replace model selection screen's data stubbing; add empty view

* nit: tidy SystemPromptViewModel

* Util: split FileUtils from ModelUtils; extract copy methods into FileUtils

* data: pass through getModelById from ModelDao into ModelRepository

* core: extract conversation and benchmark logics into InferenceManager; add logs and missing state updates in stub InferenceEngine

* vm: split mono MainViewModel into separate individual ViewModels

* vm: merge SystemPromptViewModel into ModelLoadingViewModel

* core: break down InferenceManager due to Interface Segregation Principle

* UI: show model card in Model Loading screen

* UI: show model card in Conversation screen

* UI: unify Model Card components

* core: swap in LLamaAndroid and mark stub engine for testing only

* data: allow canceling the ongoing model import

* UI: update UI ongoing model import's cancellation

* LLama: update engine state after handling the cancellation of sendUserPrompt

* VM: handle the cancellation of ongoing token generation

* LLama: refactor loadModel by splitting the system prompt setting into a separate method

* feature: check for available space before copying local model

* UI: centralize the AppScaffold and modularize its configs

* UI: refactor BottomBarConfig.ModelsManagement APIs

* UI: combine TopBarConfig and BottomBarConfig into each route's ScaffoldConfig

* UI: replace ugly optional as casts in AppScaffold with extension functions

* UI: fix the typo `totalGb` in `StorageMetrics`

* UI: remove code duplication in sort menu

* LLama: add ModelUnloadingState to engine State; add missing state checks in stub engine; fix instrumentation engine's error messages

* UI: refactor back handling by removing centralized BackHandlerSetup and UnloadModelConfirmationDialog from AppContent

* UI: implement BenchmarkScreen's individual back handling

* LLama: add a new Initializing state; ; add two extension properties; rename LibraryLoaded state to Initialized

* UI: Introduce an abstract ViewModel to handle additional model unloading logics

* UI: expose a single facade ModelUnloadDialogHandler; move UnloadModelState into ModelUnloadingViewModel.kt

* UI: migrate ModelLoadingScreen onto ModelLoadingViewModel; update & refine ModelLoadingScreen

* UI: migrate ConversationViewModel onto ModelLoadingViewModel; update & refine ConversationScreen

* nit: extract app name into a constant value; remove unused onBackPressed callbacks

* UI: update AppContent to pass in correct navigation callbacks

* nit: polish ModelLoadingScreen UI

* core: throw Exception instead of returning null if model fails to load

* navigation: sink model loading state management from AppContent down into ModelLoadingScreen; pass ModelLoadingMetrics to Benchmark and Conversation screens

* gguf: add GGUF metadata data holder and its corresponding extractor implementation

* DB: introduce Kotlin serialization extension's library and plugin; add Room runtime library

* GGUF: make GgufMetadata serializable in order to be compatible with Room

* nit: refactor data.local package structure

* nit: rename lastUsed field to dateLastUsed; add dateAdded field

* UI: refactor ModelCard UI to show GGUF metadata

* UI: update ModelSelectionScreen with a preselect mechanism

* UI: polish model card

* nit: allow deselect model on Model Selection screen

* nit: revert accidental committing of debug code

* UI: polish ModelLoading screen

* util: extract formatting helper functions from FileUtils into a new FormatUtils

* UI: polish model cards on Benchmark and Conversation screens to show model loading metrics

* UI: show a Snack bar to warn user that system prompt is not always supported

* UI: handle back press on Model Selection screen

* UI: finally support theme modes; remove hardcoded color schemes, default to dynamic color scheme implementation

* feature: support searching on Model Selection screen

* nit: move scaffold related UI components into a separate package

* UI: extract InfoView out into a separate file for reusability

* data: move Model related actions (query, filter, sort) into ModelInfo file

* UI: animate FAB on model preselection states

* feature: support filtering in Model Management screen

* ui: show empty models info in Model Management screen

* ui: add filter off icon to "Clear filters" menu item

* [WIP] ui: polish Benchmark screen; implement its bottom app bar

* ui: polish Benchmark screen; implement its bottom app bar's rerun and share

* nit: disable mode selection's radio buttons when loading model

* feature: implement Conversation screen's bottom app bar

* pkg: restructure BottomAppBars into separate files in a child package

* pkg: restructure TopBarApps into separate files in a child package

* pkg: restructure system metrics into a separate file

* UI: polish Conversation screen

* data: update system prompt presets

* UI: allow hide or show model card on Conversation & Benchmark screens; fix message arrangement

* data: update & enhance system prompt presets

* deps: introduce Retrofit2

* data: implement HuggingFace data model, data source with Retrofit API

* data: update Model data repository to support fetching HuggingFace models

* [WIP] UI: replace the HuggingFace stub in Model Management screen with actual API call

* UI: map language codes into country Emojis

* ui: add "clear results" action to Benchmark screen

* nit: print current pp & tg in llama-bench

* UI: disable landscape mode; prevent duplicated benchmark running

* llama: migrate C/CXX flags into CMakeList

* [WIP] llama: ABI split builds five .so artifacts.

However, all .so are performing on SVE level

* [WIP] llama: ABI split where five tiers are built sequentially.

* [WIP] llama: disable OpenMP in ABI split since most SoCs are big.LITTLE

* [WIP] llama: enable KleidiAI and disable tier 4 due to `+sve+sve2` bug caused by `ggml_add_cpu_backend_variant_impl` as explained below

```CMake
if (NOT SME_ENABLED MATCHES -1)
...
    set(PRIVATE_ARCH_FLAGS "-fno-tree-vectorize;${PRIVATE_ARCH_FLAGS}+sve+sve2")
...
```

* core: add Google's cpu_features as a submodule

* core: implement cpu_detector native lib

* core: swap out hardcoded LlamaAndroid library loading

* core: add back OpenMP due to huge perf loss on TG128

* misc: reorg the pkg structure

* misc: rename LlamaAndroid related class to InferenceEngine prefixes

* [WIP] lib: move GgufMetadata into the lib submodule

* lib: expose GgufMetadataReader as interface only

* lib: replace the naive & plain SharedPreferences with DataStore implementation

* lib: hide the internal implementations, only expose a facade and interfaces

* lib: expose Arm features

* di: add a stub TierDetection; provide both actual impl and stub in AppModule

* UI: add visualizer UI for Arm features

* misc: UI polish

* lib: refactored InferenceEngineLoader; added a `NONE` Llama Tier

* UI: support `NONE` Llama Tier in general settings

* lib: optimize engine loader; always perform a fresh detection when cache is null

* remote: add HuggingFaceModelDetails data class

* remote: refine HuggingFaceModel data class

* nit: remove `trendingScore` field from HuggingFace model entities, weird...

* remote: refactor HuggingFaceApiService; implement download feature in HuggingFaceRemoteDataSource

* remote: fix the incorrect parse of HuggingFace's inconsistent & weird JSON response

* UI: scaffold Models Management screen and view model

* UI: implement a dialog UI to show fetched HuggingFace models.

* UI: use a broadcast receiver to listen for download complete events and show local import dialog.

* data: handle network exceptions elegantly

* pkg: restructure `data`'s packages

* data: extract local file info, copy and cleanup logics into LocalFileDataSource

* nit: minor UI patch; add missing comments

* bugfix: tapping "Home" in navigation drawer should simply close it without any navigation action.

* UI: improve autoscroll during token generation

* lib: tested on JFrog Artifactory for Maven publishing

* UI: show RAM warning if model too large

* UI: polish model management screen's error dialog

* util: add more items into the mapping table of ISO 639-1 language code to ISO 3166-1 country code

* llm: properly propagate error to UI upon failing to load selected model

* UI: avoid duplicated calculation of token metrics

* lib: read & validate the magic number from the picked source file before executing the import

* UI: add "Learn More" hyperlinks to Error dialog upon model import failures

* lib: refactor the GgufMetadataReader to take  InputStream instead of absolute path as argument

* lib: fix the `SIMD` typo in Tier description

* core: verify model file path is readable

* lib: add UnsupportedArchitectureException for triaged error message

* util: split FormatUtils into multiple utils for better readability

* UI: change benchmark screen from raw markdown to table view

* bugfix: reset preselection upon running the preselected model

* misc: linter issue

* bugfix: fix the malfunctioning monitoring switch

* UI: update Arm features indicator; fix the broken hyperlinks

* UI: add quick action buttons to benchmark screen's result card

* UI: hide share fab after clearing all benchmark results

* UI: fix the model unload dialog message; elevate the model card and hide it by default on Conversation screen;

* UI: hide the stubbing actions in Conversation screen

* UI: add show/hide stats control to conversation screen's assistant message bubble; fix placeholder

* UI: add a info button to explain token metrics

* misc: remove the redundant `Companion` added due to refactoring

* UI: show corresponding system metrics detailed info upon tapping RAM / storage / temperature indicator

* UI: add info button to System Prompt switch; expand the model card by default

* UI: disable tag & language chips; add section headers to explain what they are

* misc: replace top bar indicator's spacer with padding

* UI: merge the Model Selection and Model Management into a unified Models screen

* UI: split the ModelsManagementViewModel from a unified ModelsViewModel due to huge complexity

* UI: add model loading in progress view; polish the empty model info view

* UI: polish the bottom bars and info view when no models found; show loading in progress while fetching models

* build: [BREAKING] bump the versions of libraries and plugins

* UI: fix the breaking build

* UI: add Tooltip on Import FAB for user onboarding

* UI: adds AppPreferences to track user onboarding status

* UI: tracks user's first success on importing a model

* data: add hand crafted rules to filter the models fetched from HuggingFace API

* UI: update app name & about; polish top bars' indicators & buttons

* UI: polish Hugging Face download dialog UI

* UX: implement onboarding tooltips for model import and onboarding

* misc: use sentence case for CTA button labels

* [WIP] UI: add Arm color palette from Philip.Watson3

* UI: address Rojin's UX feedbacks

* UI: address Rojin's UX feedbacks - part 2

* UI: update Arm color palette from Philip.Watson3

* data: make sure fetch preselected models in the same order of their IDs

* UI: fix UI issues in the generic settings screen and navigation drawer

* nit: address Rojin's feedbacks on model import message again

* nit: append `®` to all `Arm` labels

* UI: extract a reusable InfoAlertDialog

* core: support GGML_CPU_ALL_VARIANTS on Android!

* core: restructure Kleidi-Llama library

* core: organizing cmake arguments

* data: sort preselected models according to device's available RAM

* app: update adaptive + themed + legacy icons and app name

* UI: fix the font size auto scaling for ArmFeaturesVisualizer

* core: further improve the performance on native methods

* UI: minor color palette changes; emphasize the bottom bar FABs; fix Settings Screen menu item label

* UI: make more room for assistant message bubble's width

* UI: better usage of tertiary colors to highlight model cards but not for warnings

* UI: fix the layout issue on large font sizes

* lib: support x86-64 by dynamically set Arm related definitions

* lib: replace the factory pattern for  deprecated tiered lib loading with single instance pattern

* llama: update the library name in JNI and CMake project

* llama: update the library's package name and namespace

* llama: update the app's package name and namespace

* app: bump ksp version

* app: remove deprecated SystemUIController from accompanist by migrating to EdgeToEdge

* app: extract AppContent from MainActivity to a separate file in ui package

* lib: add File version for GGUF Magic number verification

* lib: perform engine state check inclusively instead of exclusively

* lib: change `LlamaTier` to `ArmCpuTier`

* lib: remove kleidi-llama related namings

* cleanup: remove Arm AI Chat/Playground app source code; replace with the basic sample app from https://github.com/hanyin-arm/Arm-AI-Chat-Sample

Note: the full Google Play version of AI Chat app will be open will be open sourced in another repo soon, therefore didn't go through the trouble of pruning the history using `git filter-repo` here.

* [WIP] doc: update main and Android README docs; add self to code owners

* lib: revert System.load back to System.loadLibrary

* jni: introduce a logging util to filter different logging levels on different build types

* lib: enable app optimization

* doc: replace stub Google Play app URL with the actual link add screenshots; add my GitHub ID to maintainer list

* Remove cpu_features

* Fix linters issues in editorconfig-checker job

https://github.com/ggml-org/llama.cpp/actions/runs/19548770247/job/55974800633?pr=17413

* Remove unnecessary Android CMake flag

* purge include/cpu_features directory

---------

Co-authored-by: Han Yin <han.yin@arm.com>
2025-12-17 10:14:47 +02:00
Vishal Singh 017761daf5
ggml-zendnn : add ZenDNN backend for AMD CPUs (#17690)
* ggml-zennn: add ZenDNN backend support

* ggml-zendnn : address ZenDNN backend review fixes and suggestions

* docs : apply blockquote syntax to ZenDNN docs

---------

Co-authored-by: Manoj Kumar <mkumar@zettabolt.com>
2025-12-07 00:13:33 +08:00
Adrien Gallouët ef75a89fdb
build : move _WIN32_WINNT definition to headers (#17736)
Previously, cmake was forcing `_WIN32_WINNT=0x0A00` for MinGW builds,
This caused "macro redefined" warnings with toolchains that define the version.

This also removes the `GGML_WIN_VER` variable as it is no longer needed.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-12-04 07:04:02 +01:00
Gilad S. fa0465954f
ggml: fix: macOS build with `-DGGML_BACKEND_DL=ON` (#17581) 2025-11-30 10:00:59 +08:00
Diego Devesa e072b2052e
ggml : add GGML_SCHED_NO_REALLOC option to disable reallocations in ggml_backend_sched (#17276)
* ggml : add GGML_SCHED_NO_REALLOC option to disable reallocations in ggml_backend_sched
Enabled in ggml-ci for testing.

* llama : update worst-case graph for unified cache

* ci : disable op offload in some tests

* fix spelling

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-28 17:33:23 +02:00
ixgbe 5f55c385cb
ggml: add RISC-V cpu-feats (#17461)
* ggml: add RISC-V cpu-feats

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>

* fix comment[1]

---------

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>
2025-11-24 13:07:14 +02:00
Mike Abbott 4a5b8aff40
cmake : add version to all shared object files (#17091)
When compiling llama.cpp in Yocto, it fails QA checks because the generated so files aren't versioned.  This applies a version to all generated so files, allowing the package to build without errors.
2025-11-11 13:19:50 +02:00
Aaron Teo d38d9f0877
ggml: add s390x cpu-feats (#16774) 2025-11-02 08:48:23 +08:00
Max Krasnyansky 63d2fc46e1
Add experimental ggml-hexagon backend for the Hexagon NPU (#16547)
* model: add support for extra bufs for all devices

* hexagon: add experimental ggml-hexagon backend for the Hexagon NPU

This commit introduces a new experimental backend `ggml-hexagon` with support for the Hexagon NPU.

Highlights:
- Supports Hexagon versions: v73, v75, v79, and v81
- Targets Android devices based on Snapdragon SoCs: Gen3, 8-Elite, and 8-Elite Gen5
- Supports Q4_0, Q8_0, MXFP4, and FP32 data types
- Implements core LLM ops: MUL_MAT/MUL_MAT_ID, ADD/SUB/MUL/ADD_ID, RMS_NORM, ROPE, GLU/SWIGLU, SOFTMAX

**Note:** This backend is experimental and may exhibit instability or limited performance across supported devices.
It is intended for early testing and feedback from llama.cpp/ggml developer and user community.

Co-Authored-By: Rajdeep Ganguly <rganguly@qti.qualcomm.com>
Co-Authored-By: Todor Boinovski <todorb@qti.qualcomm.com>

* hexagon: fix format checker errors

* hexagon: update readme and cmake presets

* ci: add android-ndk-build jobs that build plain ARM64 and Snapdragon versions

* hexagon: add simple graph optimizer for stacking MUL_MAT ops with the same input

* hexagon: move ADB helper scripts into scripts/snapdragon/adb

* hexagon: replace all f/printfs with GGML_LOG_...

* readme: add hexagon to the list supported backends

* hexagon: stack malmuts with quantized inputs only

* hexagon: add TODO for fixing issues in hexagon_graph_optimize

* hexagon: update to hex-sdk 6.4.0 and add scripts for running on QDC

* scripts: fix lint errors

* scripts: update qdc pytest script to make linter happy

* hexagon: add reduce sum in fp32

* hexagon: reduce number of vector stores in matmul output

* hexagon: remove the need for vdelta in reduce-multiply-x8

* hexagon: consistent use of reduce_sum_fp32 for row_sums

* hexagon: some more matmul optimizations and comments

Optimize cases where tensor dims are not multiple of 1024 (e.g in Qwen models).
We've handled those cases already but at a higher overhead.

* hexagon: update cmake presets

* hexagon: add OPMASK support for run-bench.sh wrapper

* hexagon: update to use GGML_BACKEND_API

* hexagon: remove unused logic for setting tensor flags for the views

* hexagon: add asserts to set/get_tensor to make sure we handle complete tensors

Same asserts as the CPU backend.

* hexagon: use cpy_tensor slow path for non-host buffers

* hexagon: error checks in the buffer allocator

* cmake: move include(extProj) under ggml-hexagon

* hexagon: don't forget to delete the backend on free

* hexagon: set/get_tensor size assert apply only to quantized tensors

* hexagon: reintroduce HEX_VERBOSE wrapper for GGML_LOG_DEBUG for now

GGML_LOG_DEBUG is always enabled for test-backend-ops and the output gets in the way.
Ideally we need a bit more finer log levels.

* docs: typos in hexagon developer docs (libggm-...)

* hexagon: overhaul error handling in the session/device allocation

this should handle all failure paths in the session allocation.

* hexagon: update cmake presets to enable fp16 vectors

* hexagon: remove unused time_usec function

* hexagon: don't forget to release buffer contexts

* hexagon: fixed indents in hvx-utils (missed clang-format auto-format failure)

* hexagon: remove custom can_repeat function and use ggml_can_repeat

---------

Co-authored-by: Rajdeep Ganguly <rganguly@qti.qualcomm.com>
Co-authored-by: Todor Boinovski <todorb@qti.qualcomm.com>
2025-10-22 13:47:09 -07:00
Aaron Teo 4f73d0a951
ci : fix binaries release failure for s390x (binaries may not work yet) (#16664)
* devops: initial patch

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

* devops: forgot the z15 suffix

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

* devops: attempt at impl GGML_CPU_ALL_VARIANTS for s390x

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

* devops: rm baseline version

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

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-10-19 23:06:39 +02:00
Prajwal B Mehendarkar 6d69ab3f26
cmake : Dont define XOPENSOURCE on AIX (#16481) 2025-10-10 11:15:46 +03:00
Adrien Gallouët 246c0d9c79
cmake : fix static linking for OpenMP on Unix-like systems (#16031)
When compiling with GGML_STATIC=ON, the build process would produce a
binary that was still dynamically linked to OpenMP. This defeats the
purpose of a static build:

    $ cmake -B build \
            -DBUILD_SHARED_LIBS=OFF \
            -DLLAMA_CURL=OFF \
            -DGGML_CCACHE=OFF \
            -DGGML_NATIVE=OFF \
            -DGGML_STATIC=ON

    $ ldd llama-server
            linux-vdso.so.1 (0x0000e1a434e3b000)
            libgomp.so.1 => /lib/aarch64-linux-gnu/libgomp.so.1 (0x0000e1a4345a0000)
            libstdc++.so.6 => /lib/aarch64-linux-gnu/libstdc++.so.6 (0x0000e1a434300000)
            libm.so.6 => /lib/aarch64-linux-gnu/libm.so.6 (0x0000e1a434240000)
            libgcc_s.so.1 => /lib/aarch64-linux-gnu/libgcc_s.so.1 (0x0000e1a434200000)
            libc.so.6 => /lib/aarch64-linux-gnu/libc.so.6 (0x0000e1a434030000)
            /lib/ld-linux-aarch64.so.1 (0x0000e1a434df0000)

This commit resolves the issue by modifying `CMAKE_FIND_LIBRARY_SUFFIXES`
to prioritize `.a` files, forcing CMake to link the static version of
the library.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-09-18 23:07:18 +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
Christian Kastner 41613437ff
cmake: Add GGML_BACKEND_DIR option (#15074)
* cmake: Add GGML_BACKEND_DIR option

This can be used by distributions to specify where to look for backends
when ggml is built with GGML_BACKEND_DL=ON.

* Fix phrasing
2025-08-04 21:29:14 +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
Georgi Gerganov d4cdd9c1c3
ggml : remove kompute backend (#14501)
ggml-ci
2025-07-03 07:48:32 +03:00
Christian Kastner 6369be0735
Implement GGML_CPU_ALL_VARIANTS for PowerPC (#14286)
* Add PowerPC feature detection and scoring

* ggml-cpu: Implement GGML_CPU_ALL_VARIANTS for PowerPC

* ggml-cpu: Delay some initializations until function is called

When using GGML_BACKEND_DL=ON, these initializations might use
instructions that are not supported by the current CPU.

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-06-20 14:17:32 +02:00
Charles Xu ef035803eb
ggml: Add Apple support for GGML_CPU_ALL_VARIANTS (#14258) 2025-06-18 12:40:07 +01:00
Charles Xu 3ba0d843c6
ggml: Add Android support for GGML_CPU_ALL_VARIANTS (#14206) 2025-06-16 11:47:57 +02:00
Christian Kastner 532802f938
Implement GGML_CPU_ALL_VARIANTS for ARM (#14080)
* ggml-cpu: Factor out feature detection build from x86

* ggml-cpu: Add ARM feature detection and scoring

This is analogous to cpu-feats-x86.cpp. However, to detect compile-time
activation of features, we rely on GGML_USE_<FEAT> which need to be set
in cmake, instead of GGML_<FEAT> that users would set for x86.

This is because on ARM, users specify features with GGML_CPU_ARM_ARCH,
rather than with individual flags.

* ggml-cpu: Implement GGML_CPU_ALL_VARIANTS for ARM

Like x86, however to pass around arch flags within cmake, we use
GGML_INTERNAL_<FEAT> as we don't have GGML_<FEAT>.

Some features are optional, so we may need to build multiple backends
per arch version (armv8.2_1, armv8.2_2, ...), and let the scoring
function sort out which one can be used.

* ggml-cpu: Limit ARM GGML_CPU_ALL_VARIANTS to Linux for now

The other platforms will need their own specific variants.

This also fixes the bug that the the variant-building branch was always
being executed as the else-branch of GGML_NATIVE=OFF. The branch is
moved to an elseif-branch which restores the previous behavior.
2025-06-11 21:07:44 +02:00
Kai Pastor 1a3b5e80f7 Add in-build ggml::ggml ALIAS library (ggml/1260)
Enable uniform linking with subproject and with find_package.
2025-06-10 09:21:56 +03:00
Diego Devesa 3a077146a4
llama : allow using mmap without PrefetchVirtualMemory, apply GGML_WIN_VER to llama.cpp sources (#14013) 2025-06-05 11:57:42 +02:00
Radoslav Gerganov 6eba72b71c ggml : install dynamic backends (ggml/1240)
* ggml : install dynamic backends

Make sure dynamic backends are installed in $CMAKE_INSTALL_BINDIR
2025-06-01 13:43:57 +03:00
Daniel Tang fedf034a98 ggml : Print backtrace on uncaught C++ exceptions (ggml/1232)
The goal is to have what users call "full logs" contain the backtrace.

This is registered upon ggml_init. Also fixes a minor fd leak on Linux.
2025-06-01 13:43:57 +03:00
Christian Kastner ec9e0301fe
cmake: Guard GGML_CPU_ALL_VARIANTS by architecture (#13890) 2025-05-30 01:28:54 +02:00
Christian Kastner 21fcc21ad5
cmake: Factor out CPU architecture detection (#13883)
* cmake: Define function for querying architecture

The tests and results match exactly those of ggml/src/CMakeLists.txt

* Switch arch detection over to new function
2025-05-29 12:50:25 +02:00
Jared Tweed bba9d945c1 cmake : removed stdc++fs (whisper/3097)
* removed stdc++fs

* kept line, but removed stdc++fs
2025-05-07 17:28:36 +03:00
Diego Devesa 1d735c0b4f
ggml : add SSE 4.2 and x64 base variant for CPUs without AVX (#12871)
* ggml : add SSE 4.2 variant for CPUs without AVX

* ggml : add x64 base ABI variant
2025-04-21 18:13:51 +02:00
Jay a69f846351
cmake : fix ccache conflict (#12522)
If users already set CMAKE_C_COMPILER_LAUNCHER globally, setting it in
cmake again will lead to conflict and compile fail.

Signed-off-by: Jay <BusyJay@users.noreply.github.com>
2025-03-29 11:04:58 +01:00
蕭澧邦 1aa87ee53d
[SYCL] Fix build on Windows when ccache enabled (#9954) (#9976)
* [SYCL] Fix build on Windows when ccache enabled (#9954)

* take effect only on windows and force it to icl

---------

Co-authored-by: Romain Biessy <romain.biessy@codeplay.com>
2025-03-21 14:58:47 +08:00
Guus Waals 0fd8487b14
Fix visionOS build and add CI (#12415)
* ci: add visionOS build workflow

Add a new GitHub Actions workflow for building on visionOS with CMake and Xcode.

* ggml: Define _DARWIN_C_SOURCE for visionOS to fix missing u_xxx typedefs

* ci: remove define hacks for u_xxx system types

---------

Co-authored-by: Giovanni Petrantoni <7008900+sinkingsugar@users.noreply.github.com>
2025-03-19 11:15:23 +01:00
Christian Kastner 374101fd74
cmake : enable building llama.cpp using system libggml (#12321)
* cmake: Factor out compiler flag function from ggml

llama.cpps's build requires it, too, and we may want to make use of it
without add_subdirectory(ggml).

* cmake: Enable building against system ggml

This facilitates package maintenance for Linux distributions, where the
libggml library most likely will be shipped as an individual package
upon which a llama.cpp package depends.
2025-03-17 11:05:23 +02:00
xiaofei 776f9e59cc
cmake : fix undefined reference errors for std::filesystem in ggml (#12092) (#12094)
Signed-off-by: Ray Lee <hburaylee@gmail.com>
Co-authored-by: Ray Lee <hburaylee@gmail.com>
2025-03-06 22:58:25 +00:00
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
Diego Devesa 6d4c23b81b whisper : support GGML_BACKEND_DL (whisper/2843)
* whisper : support GGML_BACKEND_DL

* fix DTW crash

* whisper.objc : fix build - add ggml-cpp.h

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-03-03 18:18:11 +02:00
Olivier Chafik aa6fb13213
`ci`: use sccache on windows instead of ccache (#11545)
* Use sccache on ci for windows

* Detect sccache in cmake
2025-01-31 17:12:40 +00:00
someone13574 4bf3119d61
cmake : don't fail on `GGML_CPU=OFF` (#11457) 2025-01-28 15:15:34 +01:00
bandoti 19f65187cb
cmake: add ggml find package (#11369)
* Add initial ggml cmake package

* Add build numbers to ggml find-package

* Expand variables with GGML_ prefix

* Guard against adding to cache variable twice

* Add git to msys2 workflow

* Handle ggml-cpu-* variants

* Link ggml/ggml-base libraries to their targets

* Replace main-cmake-pkg with simple-cmake-pkg

* Interface features require c_std_90

* Fix typo

* Removed unnecessary bracket from status message

* Update examples/simple-cmake-pkg/README.md

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

* Update examples/simple-cmake-pkg/README.md

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-01-26 12:07:48 -04:00
Johannes Gäßler 53ff6b9b9f
GGUF: C++ refactor, backend support, misc fixes (#11030)
* GGUF: C++ refactor, backend support, misc fixes

remove ggml_tensor.backend

update CODEOWNERS [no ci]

remove gguf_get_data from API

revise GGUF API data types
2025-01-07 18:01:58 +01:00
Srihari-mcw 0827b2c1da
ggml : fixes for AVXVNNI instruction set with MSVC and Clang (#11027)
* Fixes for clang AVX VNNI

* enable AVX VNNI and alder lake build for MSVC

* Apply suggestions from code review

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-12-31 15:23:33 +01:00
Diego Devesa 60cfa728e2
ggml : use wstring for backend search paths (#10960)
ggml-ci
2024-12-24 04:05:27 +01:00
lhez a76c56fa1a
Introducing experimental OpenCL backend with support for Qualcomm Adreno GPUs (#10693)
* [cl][adreno] Add Adreno GPU support

Add new OpenCL backend to support Adreno GPUs

---------

Co-authored-by: Skyler Szot <quic_sszot@quicinc.com>
Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com>
Co-authored-by: Alexander Angus <quic_aangus@quicinc.com>
Co-authored-by: Hongqiang Wang <quic_wangh@quicinc.com>
Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com>

* [cl][ci] Add workflow for CL

* [cl][adreno] Fix memory leak for non SMALL_ALLOC path

* opencl: integrate backend dyn.load interface and fix compiler and format warnings

* opencl: remove small-alloc support and fix build errors for non-opencl platforms

* opencl: fixed merge conflict (MUSA added twice in cmake)

* opencl-ci: use RUNNER_TEMP instead of github.workspace

* opencl: fix embed tool invocation with python3

* opencl: CI workflow fixes

* opencl: Clean up small-alloc in CMake files

* opencl: cleanup ggml-opencl2 header file

* opencl: use ulong for offsets and strides in ADD kernel

* opencl: use cl_ulong for all offsets

* opencl: use cl_ulong for sizes and strides

* opencl: use `GGML_LOG_xxx` instead of `fprintf(stderr, ...)`

* opencl: rename backend `opencl2` -> `opencl`

* opencl: rename kernel files `ggml-opencl2` -> `ggml-opencl`

* opencl: make OpenCL required, remove redundant lib and inc directories

* `ggml-base`, `..` and `.` are added by `ggml_add_backend_library`

* opencl: rename backend - funcs, structs, etc `opencl2` -> `opencl`

* opencl: remove copyright marker since main license already covers

* opencl: replace some more OPENCL2 leftovers

* opencl: remove limits on `tensor_extra`

* opencl: use pools for `tensor_extra`

* opencl: fix compiler warnings with GCC and Clang

Still getting the warning about clCreateCmdQueue being obsolete.
Will fix that separately.

* opencl: fail gracefully if opencl devices are not available

Also for unsupported GPUs.

* opencl: fix MSVC builds (string length error)

* opencl: check for various requirements, allow deprecated API

* opencl: update log message for unsupported GPUs

---------

Co-authored-by: Skyler Szot <quic_sszot@quicinc.com>
Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com>
Co-authored-by: Alexander Angus <quic_aangus@quicinc.com>
Co-authored-by: Hongqiang Wang <quic_wangh@quicinc.com>
Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com>
2024-12-13 12:23:52 -08:00
Diego Devesa cb13ef85a4
remove CMAKE_WINDOWS_EXPORT_ALL_SYMBOLS (#10797)
other windows build fixes
2024-12-12 19:02:49 +01:00
Djip007 19d8762ab6
ggml : refactor online repacking (#10446)
* rename ggml-cpu-aarch64.c to .cpp

* reformat extra cpu backend.

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

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

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

* clang-format

* Clean Q4_0_N_M ref

Enable restrict on C++

* add op GGML_OP_MUL_MAT_ID for Q4_0_N_M with runtime repack

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

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

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

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

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

* add debug logs on repacks.

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-07 14:37:50 +02:00
Diego Devesa 59f4db1088
ggml : add predefined list of CPU backend variants to build (#10626)
* ggml : add predefined list of CPU backend variants to build

* update CPU dockerfiles
2024-12-04 14:45:40 +01:00
Diego Devesa 7cc2d2c889
ggml : move AMX to the CPU backend (#10570)
* ggml : move AMX to the CPU backend

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-11-29 21:54:58 +01:00
Georgi Gerganov ab96610b1e
cmake : enable warnings in llama (#10474)
* cmake : enable warnings in llama

ggml-ci

* cmake : add llama_get_flags and respect LLAMA_FATAL_WARNINGS

* cmake : get_flags -> ggml_get_flags

* speculative-simple : fix warnings

* cmake : reuse ggml_get_flags

ggml-ci

* speculative-simple : fix compile warning

ggml-ci
2024-11-26 14:18:08 +02:00
Diego Devesa 5931c1f233
ggml : add support for dynamic loading of backends (#10469)
* ggml : add support for dynamic loading of backends

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-11-25 15:13:39 +01:00