Compare commits

...

8 Commits
b8352 ... b8360

Author SHA1 Message Date
Eric Hsieh
559646472d fix: prevent nullptr dereference (#20552) 2026-03-15 16:51:49 +01:00
Sigbjørn Skjæret
cf45437d35 codeowners : use teams (#20526)
* use teams

* update

* update

* update

* update

* update
2026-03-15 14:26:10 +01:00
Georgi Gerganov
9cd4ebcfb1 ci : split build.yml + server.yml (#20546)
* ci : split build.yml

* cont : split server.yml

* cont : reduce paths

* cont : split build-android.yml + update paths

* ci : make msys workflows manual (#20588)

* ci : make cross-build workflows manual (#20585)

* cont : fix release paths

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-03-15 15:11:17 +02:00
Sigbjørn Skjæret
89d0aec042 convert : support contiguous method on lora tensors (#20489) 2026-03-15 12:15:12 +01:00
Bartowski
b9da4444df ggml : guard against sumq2 being 0 in IQ4_NL (#20460) 2026-03-15 10:47:28 +02:00
PikaPikachu
617db241aa cuda : add RDNA4-specific MMVQ parameter table for bs=1 decode (#19478)
* mmvq: add RDNA3/RDNA4-specific parameter table (nwarps=8, rows=1)

* mmvq: add dedicated RDNA3 parameter table

* mmvq: exclude RDNA3.5 (gfx1150/1151) from RDNA3 table
2026-03-15 08:33:39 +01:00
Ruben Ortlam
1a3d8edbba vulkan: use graphics queue on AMD (#20551)
* vulkan: use graphics queue on AMD for slightly better performance

* disable async transfer queue on AMD
2026-03-15 08:18:54 +01:00
sprayandwipe
6b10a82c00 kv-cache : fix reading llama_kv_cell_ext during state read (#20273)
Co-authored-by: sid <sid@ragingfist.net>
2026-03-15 09:11:19 +02:00
25 changed files with 1371 additions and 1017 deletions

57
.github/workflows/build-3rd-party.yml vendored Normal file
View File

@@ -0,0 +1,57 @@
name: CI (3rd-party)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-3rd-party.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
ubuntu-24-llguidance:
runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }}
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: Dependencies
id: depends
run: |
sudo apt-get update
sudo apt-get install build-essential libssl-dev
- name: Build
id: cmake_build
run: |
cmake -B build \
-DLLAMA_FATAL_WARNINGS=ON \
-DLLAMA_LLGUIDANCE=ON
cmake --build build --config Release -j $(nproc)
- name: Test
id: cmake_test
run: |
cd build
ctest -L main --verbose --timeout 900

140
.github/workflows/build-android.yml vendored Normal file
View File

@@ -0,0 +1,140 @@
name: CI (android)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-android.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp'
]
pull_request:
types: [opened, synchronize, reopened]
paths: [
'.github/workflows/build-android.yml',
'examples/llama.android/**'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
android:
runs-on: ubuntu-latest
steps:
- name: Clone
uses: actions/checkout@v6
# Disabled due to size (400MB) and always 0 cache hits
# - name: ccache
# uses: ggml-org/ccache-action@v1.2.16
# with:
# key: android-build
# evict-old-files: 1d
- name: Set up JDK
uses: actions/setup-java@v5
with:
java-version: 17
distribution: zulu
- name: Setup Android SDK
uses: android-actions/setup-android@v3
with:
log-accepted-android-sdk-licenses: false
- name: Build
run: |
cd examples/llama.android
./gradlew build --no-daemon
android-ndk:
runs-on: ubuntu-latest
env:
OPENCL_VERSION: 2025.07.22
strategy:
matrix:
include:
- build: 'arm64-cpu'
defines: '-D ANDROID_ABI=arm64-v8a -D ANDROID_PLATFORM=android-31 -D CMAKE_TOOLCHAIN_FILE=${ANDROID_NDK_ROOT}/build/cmake/android.toolchain.cmake -D GGML_NATIVE=OFF -DGGML_CPU_ARM_ARCH=armv8.5-a+fp16+i8mm -G Ninja -D LLAMA_OPENSSL=OFF -D GGML_OPENMP=OFF'
- build: 'arm64-snapdragon'
defines: '--preset arm64-android-snapdragon-release'
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: Install OpenCL Headers and Libs
id: install_opencl
if: ${{ matrix.build == 'arm64-snapdragon' }}
run: |
mkdir opencl
curl -L -o opencl/clhpp.tar.gz https://github.com/KhronosGroup/OpenCL-CLHPP/archive/refs/tags/v${OPENCL_VERSION}.tar.gz
curl -L -o opencl/headers.tar.gz https://github.com/KhronosGroup/OpenCL-Headers/archive/refs/tags/v${OPENCL_VERSION}.tar.gz
curl -L -o opencl/icd-loader.tar.gz https://github.com/KhronosGroup/OpenCL-ICD-Loader/archive/refs/tags/v${OPENCL_VERSION}.tar.gz
tar -xaf opencl/headers.tar.gz -C opencl
tar -xaf opencl/clhpp.tar.gz -C opencl
tar -xaf opencl/icd-loader.tar.gz -C opencl
sudo cp -r opencl/OpenCL-Headers-${OPENCL_VERSION}/CL ${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/include
sudo cp -r opencl/OpenCL-CLHPP-${OPENCL_VERSION}/include/CL/* ${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/include/CL
cd opencl/OpenCL-ICD-Loader-${OPENCL_VERSION}
cmake -B build -G Ninja -DCMAKE_BUILD_TYPE=Release -DCMAKE_TOOLCHAIN_FILE=${ANDROID_NDK_ROOT}/build/cmake/android.toolchain.cmake -DOPENCL_ICD_LOADER_HEADERS_DIR=${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/include -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=31 -DANDROID_STL=c++_shared
cmake --build build
sudo cp build/libOpenCL.so ${ANDROID_NDK_ROOT}/toolchains/llvm/prebuilt/linux-x86_64/sysroot/usr/lib/aarch64-linux-android
rm -rf opencl
- name: Install Hexagon SDK
id: install_hexsdk
if: ${{ matrix.build == 'arm64-snapdragon' }}
env:
HEXSDK_VER: 6.4.0.2
HEXTLS_VER: 19.0.04
run: |
curl -L -o hex-sdk.tar.gz https://github.com/snapdragon-toolchain/hexagon-sdk/releases/download/v$HEXSDK_VER/hexagon-sdk-v$HEXSDK_VER-amd64-lnx.tar.xz
mkdir hex-sdk
tar -xaf hex-sdk.tar.gz -C hex-sdk
ls -l hex-sdk
sudo mv hex-sdk /opt/hexagon
echo "HEXAGON_SDK_ROOT=/opt/hexagon/$HEXSDK_VER" >> "$GITHUB_ENV"
echo "HEXAGON_TOOLS_ROOT=/opt/hexagon/$HEXSDK_VER/tools/HEXAGON_Tools/$HEXTLS_VER" >> "$GITHUB_ENV"
echo "DEFAULT_HLOS_ARCH=64" >> "$GITHUB_ENV"
echo "DEFAULT_TOOLS_VARIANT=toolv19" >> "$GITHUB_ENV"
echo "DEFAULT_NO_QURT_INC=0" >> "$GITHUB_ENV"
echo "DEFAULT_DSP_ARCH=v73" >> "$GITHUB_ENV"
- name: Update CMake presets
id: update_presets
if: ${{ matrix.build == 'arm64-snapdragon' }}
run: |
cp docs/backend/snapdragon/CMakeUserPresets.json .
- name: Build
id: ndk_build
run: |
cmake ${{ matrix.defines }} -B build
cmake --build build
cmake --install build --prefix pkg-adb/llama.cpp
- name: Test
id: cmake_test
run: |
echo "FIXME: test on devices"

214
.github/workflows/build-apple.yml vendored Normal file
View File

@@ -0,0 +1,214 @@
name: CI (apple)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-apple.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'**/*.swift',
'**/*.m',
'**/*.metal'
]
pull_request:
types: [opened, synchronize, reopened]
paths: [
'.github/workflows/build-apple.yml',
'ggml/src/ggml-metal/**'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
macOS-latest-ios:
runs-on: macos-latest
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: macOS-latest-ios
evict-old-files: 1d
save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
- name: Build
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
-DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_BUILD_COMMON=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_TOOLS=OFF \
-DLLAMA_BUILD_TESTS=OFF \
-DLLAMA_BUILD_SERVER=OFF \
-DCMAKE_SYSTEM_NAME=iOS \
-DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \
-DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml
cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO
macos-latest-ios-xcode:
runs-on: macos-latest
steps:
- name: Checkout code
uses: actions/checkout@v6
- name: Setup Xcode
uses: ggml-org/setup-xcode@v1
with:
xcode-version: latest-stable
- name: Build
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
-DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_OPENSSL=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_TOOLS=OFF \
-DLLAMA_BUILD_TESTS=OFF \
-DLLAMA_BUILD_SERVER=OFF \
-DCMAKE_SYSTEM_NAME=iOS \
-DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \
-DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml
cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO
- name: xcodebuild for swift package
id: xcodebuild
run: |
./build-xcframework.sh
- name: Upload xcframework artifact
uses: actions/upload-artifact@v6
with:
name: llama-xcframework
path: build-apple/llama.xcframework/
retention-days: 1
- name: Build Xcode project
run: |
xcodebuild -downloadPlatform iOS
xcodebuild -project examples/llama.swiftui/llama.swiftui.xcodeproj -scheme llama.swiftui -sdk iphoneos CODE_SIGNING_REQUIRED=NO CODE_SIGN_IDENTITY= -destination 'generic/platform=iOS' FRAMEWORK_FOLDER_PATH=./build-ios build
macOS-latest-tvos:
runs-on: macos-latest
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: macOS-latest-tvos
evict-old-files: 1d
save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
- name: Build
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
-DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_BUILD_COMMON=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_TOOLS=OFF \
-DLLAMA_BUILD_TESTS=OFF \
-DLLAMA_BUILD_SERVER=OFF \
-DCMAKE_SYSTEM_NAME=tvOS \
-DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \
-DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml
cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO
macOS-latest-visionos:
runs-on: macos-latest
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: Build
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
-DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_BUILD_COMMON=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_TOOLS=OFF \
-DLLAMA_BUILD_TESTS=OFF \
-DLLAMA_BUILD_SERVER=OFF \
-DCMAKE_SYSTEM_NAME=visionOS \
-DCMAKE_OSX_DEPLOYMENT_TARGET=1.0 \
-DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml
cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO
macOS-latest-swift:
runs-on: macos-latest
needs: macos-latest-ios-xcode
strategy:
matrix:
destination: ['generic/platform=macOS', 'generic/platform=iOS', 'generic/platform=tvOS']
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: macOS-latest-swift
evict-old-files: 1d
save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
- name: Download xcframework artifact
uses: actions/download-artifact@v7
with:
name: llama-xcframework
path: build-apple/llama.xcframework/
- name: Build llama.cpp with CMake
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
-DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_OPENSSL=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_TOOLS=OFF \
-DLLAMA_BUILD_TESTS=OFF \
-DLLAMA_BUILD_SERVER=OFF \
-DCMAKE_OSX_ARCHITECTURES="arm64;x86_64"
cmake --build build --config Release -j $(sysctl -n hw.logicalcpu)

View File

@@ -37,31 +37,31 @@ jobs:
path: ./vulkan_sdk
version: ${{ env.VULKAN_SDK_VERSION }}
ubuntu-24-spacemit-cache:
runs-on: ubuntu-24.04
#ubuntu-24-spacemit-cache:
# runs-on: ubuntu-24.04
env:
# Make sure this is in sync with build-linux-cross.yml
SPACEMIT_IME_TOOLCHAIN_VERSION: "1.1.2"
# env:
# # Make sure this is in sync with build-linux-cross.yml
# SPACEMIT_IME_TOOLCHAIN_VERSION: "1.1.2"
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
# steps:
# - name: Clone
# id: checkout
# uses: actions/checkout@v6
- name: Setup Cache
uses: actions/cache@v5
id: cache-toolchain
with:
path: ./spacemit_toolchain
key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }}
# - name: Setup Cache
# uses: actions/cache@v5
# id: cache-toolchain
# with:
# path: ./spacemit_toolchain
# key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }}
- name: Setup SpacemiT Toolchain
if: steps.cache-toolchain.outputs.cache-hit != 'true'
uses: ./.github/actions/linux-setup-spacemit
with:
path: ./spacemit_toolchain
version: ${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}
# - name: Setup SpacemiT Toolchain
# if: steps.cache-toolchain.outputs.cache-hit != 'true'
# uses: ./.github/actions/linux-setup-spacemit
# with:
# path: ./spacemit_toolchain
# version: ${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}
ubuntu-24-openvino-cache:
runs-on: ubuntu-24.04

102
.github/workflows/build-cann.yml vendored Normal file
View File

@@ -0,0 +1,102 @@
name: CI (cann)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-cann.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp'
]
pull_request:
types: [opened, synchronize, reopened]
paths: [
'.github/workflows/build-cann.yml',
'ggml/src/ggml-cann/**'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
openEuler-latest-cann:
defaults:
run:
shell: bash -el {0}
strategy:
matrix:
arch: [x86, aarch64]
chip_type: ['910b', '310p']
build: ['Release']
use_acl_graph: ['on', 'off']
exclude:
# 310P does not support USE_ACL_GRAPH=on
- chip_type: '310p'
use_acl_graph: 'on'
runs-on: ${{ matrix.arch == 'aarch64' && 'ubuntu-24.04-arm' || 'ubuntu-24.04' }}
steps:
- name: Checkout
uses: actions/checkout@v6
with:
fetch-depth: 0
- name: Free up disk space
uses: ggml-org/free-disk-space@v1.3.1
with:
tool-cache: true
- name: Set container image
id: cann-image
run: |
image="ascendai/cann:${{ matrix.chip_type == '910b' && '8.3.rc2-910b-openeuler24.03-py3.11' || '8.3.rc2-310p-openeuler24.03-py3.11' }}"
echo "image=${image}" >> "${GITHUB_OUTPUT}"
- name: Pull container image
run: docker pull "${{ steps.cann-image.outputs.image }}"
- name: Build
env:
BUILD_TYPE: ${{ matrix.build }}
SOC_TYPE: ascend${{ matrix.chip_type }}
USE_ACL_GRAPH: ${{ matrix.use_acl_graph }}
run: |
HOST_UID=$(id -u)
HOST_GID=$(id -g)
docker run --rm \
-v "${PWD}:/workspace" \
-w /workspace \
-e SOC_TYPE=${SOC_TYPE} \
-e BUILD_TYPE=${BUILD_TYPE} \
-e USE_ACL_GRAPH=${USE_ACL_GRAPH} \
"${{ steps.cann-image.outputs.image }}" \
bash -lc '
set -e
yum install -y --setopt=install_weak_deps=False --setopt=tsflags=nodocs git gcc gcc-c++ make cmake openssl-devel
yum clean all && rm -rf /var/cache/yum
git config --global --add safe.directory "/workspace"
export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH}
cmake -S . -B build \
-DCMAKE_BUILD_TYPE=${BUILD_TYPE} \
-DGGML_CANN=on \
-DSOC_TYPE=${SOC_TYPE} \
-DUSE_ACL_GRAPH=${USE_ACL_GRAPH}
cmake --build build -j $(nproc)
chown -R '"${HOST_UID}"':'"${HOST_GID}"' /workspace/build
'

View File

@@ -1,7 +1,24 @@
name: Build on Linux using cross-compiler
name: CI (cross)
on:
# only manual triggers due to low-importance of the workflows
# TODO: for regular runs, provision dedicated self-hosted runners
workflow_dispatch:
workflow_call:
push:
branches:
- master
paths: [
'.github/workflows/build-cross.yml',
'ggml/src/spacemit/*',
'ggml/src/arch/loongarch/*'
]
# run once every week
schedule:
- cron: '0 0 * * 0'
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
jobs:
# ubuntu-24-riscv64-cpu-cross:
@@ -264,15 +281,15 @@ jobs:
steps:
- uses: actions/checkout@v6
- name: Use SpacemiT Toolchain Cache
uses: actions/cache@v5
id: cache-toolchain
with:
path: ./spacemit_toolchain
key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }}
#- name: Use SpacemiT Toolchain Cache
# uses: actions/cache@v5
# id: cache-toolchain
# with:
# path: ./spacemit_toolchain
# key: spacemit-ime-toolchain-v${{ env.SPACEMIT_IME_TOOLCHAIN_VERSION }}-${{ runner.os }}
- name: Setup SpacemiT Toolchain
if: steps.cache-toolchain.outputs.cache-hit != 'true'
#if: steps.cache-toolchain.outputs.cache-hit != 'true'
uses: ./.github/actions/linux-setup-spacemit
with:
path: ./spacemit_toolchain

72
.github/workflows/build-msys.yml vendored Normal file
View File

@@ -0,0 +1,72 @@
name: CI (msys)
on:
# only manual triggers due to low-importance of the workflows
# TODO: for regular runs, provision dedicated self-hosted runners
workflow_dispatch:
# run once every week
schedule:
- cron: '0 0 * * 0'
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
windows-msys2:
runs-on: windows-2025
strategy:
fail-fast: false
matrix:
include:
- { sys: UCRT64, env: ucrt-x86_64, build: Release }
- { sys: CLANG64, env: clang-x86_64, build: Release }
steps:
- name: Clone
uses: actions/checkout@v6
#- name: ccache
# uses: ggml-org/ccache-action@v1.2.16
# with:
# key: windows-msys2
# variant: ccache
# evict-old-files: 1d
# save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
- name: Setup ${{ matrix.sys }}
uses: msys2/setup-msys2@v2
with:
update: true
msystem: ${{matrix.sys}}
install: >-
base-devel
git
mingw-w64-${{matrix.env}}-toolchain
mingw-w64-${{matrix.env}}-cmake
mingw-w64-${{matrix.env}}-openblas
- name: Build using CMake
shell: msys2 {0}
run: |
cmake -B build
cmake --build build --config ${{ matrix.build }} -j $(nproc)
- name: Clean after building using CMake
shell: msys2 {0}
run: |
rm -rf build
- name: Build using CMake w/ OpenBLAS
shell: msys2 {0}
run: |
cmake -B build -DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS
cmake --build build --config ${{ matrix.build }} -j $(nproc)

136
.github/workflows/build-riscv.yml vendored Normal file
View File

@@ -0,0 +1,136 @@
name: CI (riscv)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-riscv.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp'
]
pull_request:
types: [opened, synchronize, reopened]
paths: [
'.github/workflows/build-riscv.yml',
'ggml/src/ggml-cpu/arch/riscv/**'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
ubuntu-riscv64-native-sanitizer:
runs-on: RISCV64
continue-on-error: true
strategy:
matrix:
sanitizer: [ADDRESS, THREAD, UNDEFINED]
build_type: [Debug]
steps:
- name: Install dependencies
run: |
sudo apt-get update
# Install necessary packages
sudo apt-get install -y libatomic1 libtsan2 gcc-14 g++-14 rustup cmake build-essential wget ccache git-lfs
# Set gcc-14 and g++-14 as the default compilers
sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-14 100
sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-14 100
sudo ln -sf /usr/bin/gcc-14 /usr/bin/gcc
sudo ln -sf /usr/bin/g++-14 /usr/bin/g++
# Install Rust stable version
rustup install stable
rustup default stable
git lfs install
- name: GCC version check
run: |
gcc --version
g++ --version
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: Setup ccache
run: |
# Unique cache directory per matrix combination
export CCACHE_DIR="$HOME/.ccache/sanitizer-${{ matrix.sanitizer }}-${{ matrix.build_type }}"
mkdir -p "$CCACHE_DIR"
# Configure ccache
ccache --set-config=max_size=5G
ccache --set-config=compression=true
ccache --set-config=compression_level=6
ccache --set-config=cache_dir="$CCACHE_DIR"
ccache --set-config=sloppiness=file_macro,time_macros,include_file_mtime,include_file_ctime
ccache --set-config=hash_dir=false
# Export for subsequent steps
echo "CCACHE_DIR=$CCACHE_DIR" >> $GITHUB_ENV
echo "PATH=/usr/lib/ccache:$PATH" >> $GITHUB_ENV
- name: Build
id: cmake_build
if: ${{ matrix.sanitizer != 'THREAD' }}
run: |
cmake -B build \
-DLLAMA_OPENSSL=OFF \
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \
-DGGML_OPENMP=ON \
-DLLAMA_BUILD_EXAMPLES=ON \
-DLLAMA_BUILD_TOOLS=ON \
-DLLAMA_BUILD_TESTS=OFF \
-DCMAKE_C_COMPILER_LAUNCHER=ccache \
-DCMAKE_CXX_COMPILER_LAUNCHER=ccache \
-DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \
-DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \
-DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14
cmake --build build --config ${{ matrix.build_type }} -j $(nproc)
- name: Build (no OpenMP)
id: cmake_build_no_openmp
if: ${{ matrix.sanitizer == 'THREAD' }}
run: |
cmake -B build \
-DLLAMA_OPENSSL=OFF \
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \
-DGGML_OPENMP=OFF \
-DLLAMA_BUILD_EXAMPLES=ON \
-DLLAMA_BUILD_TOOLS=ON \
-DLLAMA_BUILD_TESTS=OFF \
-DCMAKE_C_COMPILER_LAUNCHER=ccache \
-DCMAKE_CXX_COMPILER_LAUNCHER=ccache \
-DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \
-DCMAKE_C_COMPILER=riscv64-linux-gnu-gcc-14 \
-DCMAKE_CXX_COMPILER=riscv64-linux-gnu-g++-14
cmake --build build --config ${{ matrix.build_type }} -j $(nproc)
- name: Test
id: cmake_test
run: |
cd build
ctest -L main --verbose --timeout 900

87
.github/workflows/build-sanitize.yml vendored Normal file
View File

@@ -0,0 +1,87 @@
name: CI (sanitize)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-sanitize.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
ubuntu-latest-sanitizer:
runs-on: ubuntu-latest
continue-on-error: true
strategy:
matrix:
sanitizer: [ADDRESS, THREAD, UNDEFINED]
build_type: [Debug]
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: ubuntu-latest-sanitizer-${{ matrix.sanitizer }}
evict-old-files: 1d
save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
- name: Dependencies
id: depends
run: |
sudo apt-get update
sudo apt-get install build-essential libssl-dev
- name: Build
id: cmake_build
if: ${{ matrix.sanitizer != 'THREAD' }}
run: |
cmake -B build \
-DLLAMA_FATAL_WARNINGS=ON \
-DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \
-DGGML_SANITIZE_${{ matrix.sanitizer }}=ON \
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }}
cmake --build build --config ${{ matrix.build_type }} -j $(nproc)
- name: Build (no OpenMP)
id: cmake_build_no_openmp
if: ${{ matrix.sanitizer == 'THREAD' }}
run: |
cmake -B build \
-DLLAMA_FATAL_WARNINGS=ON \
-DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \
-DGGML_SANITIZE_${{ matrix.sanitizer }}=ON \
-DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \
-DGGML_OPENMP=OFF
cmake --build build --config ${{ matrix.build_type }} -j $(nproc)
- name: Test
id: cmake_test
run: |
cd build
ctest -L main --verbose --timeout 900

96
.github/workflows/build-vulkan.yml vendored Normal file
View File

@@ -0,0 +1,96 @@
name: CI (vulkan)
on:
workflow_dispatch: # allows manual triggering
push:
branches:
- master
paths: [
'.github/workflows/build-vulkan.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'**/*.comp',
'**/*.glsl'
]
pull_request:
types: [opened, synchronize, reopened]
paths: [
'.github/workflows/build-vulkan.yml',
'ggml/src/ggml-vulkan/**'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
env:
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
jobs:
ubuntu-24-vulkan-llvmpipe:
runs-on: ubuntu-24.04
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: ubuntu-24-vulkan-llvmpipe
evict-old-files: 1d
save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
- name: Dependencies
id: depends
run: |
sudo add-apt-repository -y ppa:kisak/kisak-mesa
sudo apt-get update -y
sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev
- name: Get latest Vulkan SDK version
id: vulkan_sdk_version
run: |
echo "VULKAN_SDK_VERSION=$(curl https://vulkan.lunarg.com/sdk/latest/linux.txt)" >> "$GITHUB_ENV"
- name: Use Vulkan SDK Cache
uses: actions/cache@v5
id: cache-sdk
with:
path: ./vulkan_sdk
key: vulkan-sdk-${{ env.VULKAN_SDK_VERSION }}-${{ runner.os }}
- name: Setup Vulkan SDK
if: steps.cache-sdk.outputs.cache-hit != 'true'
uses: ./.github/actions/linux-setup-vulkan-llvmpipe
with:
path: ./vulkan_sdk
version: ${{ env.VULKAN_SDK_VERSION }}
- name: Build
id: cmake_build
run: |
source ./vulkan_sdk/setup-env.sh
cmake -B build \
-DGGML_VULKAN=ON
cmake --build build --config Release -j $(nproc)
- name: Test
id: cmake_test
run: |
cd build
export GGML_VK_VISIBLE_DEVICES=0
export GGML_VK_DISABLE_F16=1
export GGML_VK_DISABLE_COOPMAT=1
# This is using llvmpipe and runs slower than other backends
ctest -L main --verbose --timeout 4800

File diff suppressed because it is too large Load Diff

View File

@@ -4,10 +4,16 @@ on:
push:
branches:
- master
paths: ['.github/workflows/python-lint.yml', '**/*.py']
paths: [
'.github/workflows/python-lint.yml',
'**/*.py'
]
pull_request:
types: [opened, synchronize, reopened]
paths: ['.github/workflows/python-lint.yml', '**/*.py']
paths: [
'.github/workflows/python-lint.yml',
'**/*.py'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}

View File

@@ -10,7 +10,22 @@ on:
push:
branches:
- master
paths: ['.github/workflows/release.yml', '**/CMakeLists.txt', '**/.cmake', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal', '**/*.comp']
paths: [
'.github/workflows/release.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'**/*.cu',
'**/*.cuh',
'**/*.swift',
'**/*.m',
'**/*.metal',
'**/*.comp',
'**/*.glsl'
]
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
@@ -34,7 +49,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: macOS-latest-cmake-arm64
key: macOS-latest-arm64
evict-old-files: 1d
- name: Build
@@ -81,7 +96,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: macOS-latest-cmake-x64
key: macOS-latest-x64
evict-old-files: 1d
- name: Build
@@ -140,7 +155,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: ubuntu-cpu-cmake-${{ matrix.build }}
key: ubuntu-cpu-${{ matrix.build }}
evict-old-files: 1d
- name: Dependencies
@@ -191,7 +206,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: ubuntu-22-cmake-vulkan
key: ubuntu-22-vulkan
evict-old-files: 1d
- name: Dependencies
@@ -256,7 +271,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: ubuntu-24-cmake-openvino-release-no-preset-v1
key: ubuntu-24-openvino-release-no-preset-v1
evict-old-files: 1d
- name: Dependencies
@@ -329,7 +344,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: windows-latest-cmake-cpu-${{ matrix.arch }}
key: windows-latest-cpu-${{ matrix.arch }}
variant: ccache
evict-old-files: 1d
@@ -390,7 +405,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: windows-latest-cmake-${{ matrix.backend }}-${{ matrix.arch }}
key: windows-latest-${{ matrix.backend }}-${{ matrix.arch }}
variant: ccache
evict-old-files: 1d
@@ -536,7 +551,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: windows-latest-cmake-sycl
key: windows-latest-sycl
variant: ccache
evict-old-files: 1d
@@ -616,7 +631,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: ubuntu-rocm-cmake-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
key: ubuntu-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
evict-old-files: 1d
- name: Dependencies
@@ -726,7 +741,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.16
with:
key: windows-latest-cmake-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}-x64
key: windows-latest-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}-x64
evict-old-files: 1d
- name: Install ROCm

105
.github/workflows/server-sanitize.yml vendored Normal file
View File

@@ -0,0 +1,105 @@
name: Server (sanitize)
on:
workflow_dispatch: # allows manual triggering
inputs:
sha:
description: 'Commit SHA1 to build'
required: false
type: string
slow_tests:
description: 'Run slow tests'
required: true
type: boolean
push:
branches:
- master
paths: [
'.github/workflows/server-sanitize.yml',
'**/CMakeLists.txt',
'**/Makefile',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'tools/server/**.*'
]
env:
LLAMA_LOG_COLORS: 1
LLAMA_LOG_PREFIX: 1
LLAMA_LOG_TIMESTAMPS: 1
LLAMA_LOG_VERBOSITY: 10
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}-${{ github.head_ref || github.run_id }}
cancel-in-progress: true
jobs:
server:
runs-on: ubuntu-latest
strategy:
matrix:
sanitizer: [ADDRESS, UNDEFINED] # THREAD is very slow
build_type: [RelWithDebInfo]
fail-fast: false
steps:
- name: Dependencies
id: depends
run: |
sudo apt-get update
sudo apt-get -y install \
build-essential \
xxd \
git \
cmake \
curl \
wget \
language-pack-en \
libssl-dev
- name: Clone
id: checkout
uses: actions/checkout@v6
with:
fetch-depth: 0
ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }}
- name: Build
id: cmake_build
run: |
cmake -B build \
-DLLAMA_BUILD_BORINGSSL=ON \
-DGGML_SCHED_NO_REALLOC=ON \
-DGGML_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \
-DGGML_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \
-DGGML_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }} \
-DLLAMA_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \
-DLLAMA_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \
-DLLAMA_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }}
cmake --build build --config ${{ matrix.build_type }} -j $(nproc) --target llama-server
- name: Python setup
id: setup_python
uses: actions/setup-python@v6
with:
python-version: '3.11'
pip-install: -r tools/server/tests/requirements.txt
- name: Tests
id: server_integration_tests
if: ${{ (!matrix.disabled_on_pr || !github.event.pull_request) }}
run: |
cd tools/server/tests
export ${{ matrix.extra_args }}
pytest -v -x -m "not slow"
- name: Slow tests
id: server_integration_tests_slow
if: ${{ (github.event.schedule || github.event.inputs.slow_tests == 'true') && matrix.build_type == 'Release' }}
run: |
cd tools/server/tests
export ${{ matrix.extra_args }}
SLOW_TESTS=1 pytest -v -x

View File

@@ -14,7 +14,19 @@ on:
push:
branches:
- master
paths: ['.github/workflows/server-self-hosted.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'tools/server/**.*']
paths: [
'.github/workflows/server-self-hosted.yml',
'**/CMakeLists.txt',
'**/Makefile',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'**/*.cu',
'**/*.swift',
'**/*.m',
'tools/server/**.*'
]
env:
LLAMA_LOG_COLORS: 1

View File

@@ -1,4 +1,3 @@
# Server WebUI build and tests
name: Server WebUI
on:
@@ -11,10 +10,20 @@ on:
push:
branches:
- master
paths: ['.github/workflows/server-webui.yml', 'tools/server/webui/**.*', 'tools/server/tests/**.*', 'tools/server/public/**']
paths: [
'.github/workflows/server-webui.yml',
'tools/server/webui/**.*',
'tools/server/tests/**.*',
'tools/server/public/**'
]
pull_request:
types: [opened, synchronize, reopened]
paths: ['.github/workflows/server-webui.yml', 'tools/server/webui/**.*', 'tools/server/tests/**.*', 'tools/server/public/**']
paths: [
'.github/workflows/server-webui.yml',
'tools/server/webui/**.*',
'tools/server/tests/**.*',
'tools/server/public/**'
]
env:
LLAMA_LOG_COLORS: 1

View File

@@ -1,4 +1,3 @@
# Server build and tests
name: Server
on:
@@ -15,10 +14,34 @@ on:
push:
branches:
- master
paths: ['.github/workflows/server.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'tools/server/**.*']
paths: [
'.github/workflows/server.yml',
'**/CMakeLists.txt',
'**/Makefile',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'**/*.cu',
'**/*.swift',
'**/*.m',
'tools/server/**.*'
]
pull_request:
types: [opened, synchronize, reopened]
paths: ['.github/workflows/server.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'tools/server/**.*']
paths: [
'.github/workflows/server.yml',
'**/CMakeLists.txt',
'**/Makefile',
'**/*.h',
'**/*.hpp',
'**/*.c',
'**/*.cpp',
'**/*.cu',
'**/*.swift',
'**/*.m',
'tools/server/**.*'
]
env:
LLAMA_LOG_COLORS: 1
@@ -34,17 +57,18 @@ jobs:
server:
runs-on: ubuntu-latest
name: server (${{ matrix.wf_name }})
strategy:
matrix:
sanitizer: [ADDRESS, UNDEFINED] # THREAD is very slow
build_type: [RelWithDebInfo]
build_type: [Release]
wf_name: ["default"]
include:
- build_type: Release
sanitizer: ""
extra_args: ""
wf_name: "default"
- build_type: Release
sanitizer: ""
extra_args: "LLAMA_ARG_BACKEND_SAMPLING=1"
wf_name: "backend-sampling"
fail-fast: false
steps:
@@ -74,13 +98,7 @@ jobs:
run: |
cmake -B build \
-DLLAMA_BUILD_BORINGSSL=ON \
-DGGML_SCHED_NO_REALLOC=ON \
-DGGML_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \
-DGGML_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \
-DGGML_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }} \
-DLLAMA_SANITIZE_ADDRESS=${{ matrix.sanitizer == 'ADDRESS' }} \
-DLLAMA_SANITIZE_THREAD=${{ matrix.sanitizer == 'THREAD' }} \
-DLLAMA_SANITIZE_UNDEFINED=${{ matrix.sanitizer == 'UNDEFINED' }}
-DGGML_SCHED_NO_REALLOC=ON
cmake --build build --config ${{ matrix.build_type }} -j $(nproc) --target llama-server
- name: Python setup

View File

@@ -2,29 +2,13 @@
# multiplie collaborators per item can be specified
/.devops/*.Dockerfile @ngxson
/.github/actions/ @CISC
/.github/workflows/ @CISC
/.github/actions/ @ggml-org/ci
/.github/workflows/ @ggml-org/ci
/ci/ @ggerganov
/cmake/ @ggerganov
/common/CMakeLists.txt @ggerganov
/common/arg.* @ggerganov
/common/base64.hpp.* @ggerganov
/common/build-info.* @ggerganov
/common/chat.* @pwilkin
/common/chat-auto*.* @pwilkin
/common/chat-diff-analyzer.* @pwilkin
/common/chat-peg-parser.* @aldehir
/common/common.* @ggerganov
/common/console.* @ggerganov
/common/http.* @angt
/common/jinja/ @ngxson @CISC @aldehir
/common/llguidance.* @ggerganov
/common/log.* @ggerganov
/common/ @ggml-org/llama-common
/common/jinja/ @CISC
/common/ngram-map.* @srogmann
/common/peg-parser.* @aldehir
/common/sampling.* @ggerganov
/common/speculative.* @ggerganov
/common/unicode.* @aldehir
/convert_*.py @CISC
/examples/batched.swift/ @ggerganov
/examples/batched/ @ggerganov
@@ -51,29 +35,27 @@
/examples/speculative/ @ggerganov
/ggml/cmake/ @ggerganov
/ggml/include/ @ggerganov
/ggml/src/ggml-cann/ @ggml-org/ggml-cann
/ggml/src/ggml-common.h @ggerganov
/ggml/src/ggml-cpu/ @ggerganov
/ggml/src/ggml-cpu/spacemit/ @alex-spacemit
/ggml/src/ggml-cuda/fattn* @JohannesGaessler
/ggml/src/ggml-cuda/mmf.* @JohannesGaessler @am17an
/ggml/src/ggml-cuda/mmq.* @JohannesGaessler
/ggml/src/ggml-cuda/mmvf.* @JohannesGaessler
/ggml/src/ggml-cuda/mmvq.* @JohannesGaessler
/ggml/src/ggml-cuda/ @ggml-org/ggml-cuda
/ggml/src/ggml-cuda/fattn-wmma* @IMbackK
/ggml/src/ggml-hip/ @IMbackK
/ggml/src/ggml-cuda/vendors/hip.h @IMbackK
/ggml/src/ggml-impl.h @ggerganov
/ggml/src/ggml-metal/ @ggerganov
/ggml/src/ggml-opencl/ @lhez @max-krasnyansky
/ggml/src/ggml-hexagon/ @max-krasnyansky @lhez
/ggml/src/ggml-metal/ @ggml-org/ggml-metal
/ggml/src/ggml-opencl/ @ggml-org/ggml-opencl
/ggml/src/ggml-hexagon/ @ggml-org/ggml-hexagon
/ggml/src/ggml-opt.cpp @JohannesGaessler
/ggml/src/ggml-quants.* @ggerganov
/ggml/src/ggml-rpc/ @rgerganov
/ggml/src/ggml-rpc/ @ggml-org/ggml-rpc
/ggml/src/ggml-sycl/ @ggml-org/ggml-sycl
/ggml/src/ggml-threading.* @ggerganov
/ggml/src/ggml-vulkan/ @0cc4m
/ggml/src/ggml-vulkan/ @ggml-org/ggml-vulkan
/ggml/src/ggml-virtgpu/ @kpouget
/ggml/src/ggml-webgpu/ @reeselevine
/ggml/src/ggml-zdnn/ @taronaeo @Andreas-Krebbel @AlekseiNikiforovIBM
/ggml/src/ggml-webgpu/ @ggml-org/ggml-webgpu
/ggml/src/ggml-zdnn/ @ggml-org/ggml-zdnn @Andreas-Krebbel @AlekseiNikiforovIBM
/ggml/src/ggml-openvino/ @cavusmustafa @wine99
/ggml/src/ggml.c @ggerganov
/ggml/src/ggml.cpp @ggerganov
@@ -93,16 +75,17 @@
/src/models/ @CISC
/tests/ @ggerganov
/tests/test-chat.* @pwilkin
/tests/test-llama-archs.cpp @JohannesGaessler
/tools/batched-bench/ @ggerganov
/tools/cli/ @ngxson
/tools/completion/ @ggerganov
/tools/mtmd/ @ngxson
/tools/mtmd/ @ggml-org/llama-mtmd
/tools/perplexity/ @ggerganov
/tools/parser/ @pwilkin
/tools/quantize/ @ggerganov
/tools/rpc/ @rgerganov
/tools/server/* @ngxson @ggerganov # no subdir
/tools/server/webui/ @allozaur
/tools/rpc/ @ggml-org/ggml-rpc
/tools/server/* @ggml-org/llama-server # no subdir
/tools/server/webui/ @ggml-org/llama-webui
/tools/tokenize/ @ggerganov
/tools/tts/ @ggerganov
/vendor/ @ggerganov

View File

@@ -479,6 +479,7 @@ analyze_content::analyze_content(const common_chat_template & tmpl, const analyz
if (!comparison_with_tools || !comparison_with_reasoning) {
LOG_DBG(ANSI_ORANGE "%s: Template application failed\n" ANSI_RESET, __func__);
return;
}
const auto & diff_tools = comparison_with_tools->diff;
@@ -911,8 +912,10 @@ void analyze_tools::extract_function_markers() {
// we'll have to rely on an extra diff with no-calls version
auto notool_comp = compare_variants(
*tmpl, params, [&](template_params & p) { p.messages = json::array({ user_msg, assistant_nocall }); });
auto nt_diff = notool_comp->diff;
closer_suffix = nt_diff.left.substr(nt_diff.left.find("YYYY") + 4);
if (notool_comp) {
auto nt_diff = notool_comp->diff;
closer_suffix = nt_diff.left.substr(nt_diff.left.find("YYYY") + 4);
}
} else {
closer_suffix = diff.suffix.substr(0, diff.suffix.find(suffix_marker));
}

View File

@@ -128,6 +128,12 @@ class LoraTorchTensor:
assert dim is None
return self.shape
def contiguous(self) -> LoraTorchTensor:
return LoraTorchTensor(
self._lora_A.contiguous(),
self._lora_B.contiguous(),
)
def reshape(self, *shape: int | tuple[int, ...]) -> LoraTorchTensor:
if isinstance(shape[0], tuple):
new_shape: tuple[int, ...] = shape[0]

View File

@@ -60,11 +60,17 @@ static constexpr __device__ int get_vdr_mmvq(ggml_type type) {
enum mmvq_parameter_table_id {
MMVQ_PARAMETERS_GENERIC = 0,
MMVQ_PARAMETERS_GCN,
MMVQ_PARAMETERS_RDNA2
MMVQ_PARAMETERS_RDNA2,
MMVQ_PARAMETERS_RDNA3_0,
MMVQ_PARAMETERS_RDNA4
};
static constexpr __device__ mmvq_parameter_table_id get_device_table_id() {
#if defined(RDNA2) || defined(RDNA3) || defined(RDNA4)
#if defined(RDNA4)
return MMVQ_PARAMETERS_RDNA4;
#elif defined(RDNA3_0)
return MMVQ_PARAMETERS_RDNA3_0;
#elif defined(RDNA2) || defined(RDNA3_5)
return MMVQ_PARAMETERS_RDNA2;
#elif defined(GCN) || defined(CDNA)
return MMVQ_PARAMETERS_GCN;
@@ -74,7 +80,13 @@ static constexpr __device__ mmvq_parameter_table_id get_device_table_id() {
}
static __host__ mmvq_parameter_table_id get_device_table_id(int cc) {
if (GGML_CUDA_CC_IS_RDNA2(cc) || GGML_CUDA_CC_IS_RDNA3(cc) || GGML_CUDA_CC_IS_RDNA4(cc)) {
if (GGML_CUDA_CC_IS_RDNA4(cc)) {
return MMVQ_PARAMETERS_RDNA4;
}
if (GGML_CUDA_CC_IS_RDNA3_0(cc)) {
return MMVQ_PARAMETERS_RDNA3_0;
}
if (GGML_CUDA_CC_IS_RDNA2(cc) || GGML_CUDA_CC_IS_RDNA3_5(cc)) {
return MMVQ_PARAMETERS_RDNA2;
}
if (GGML_CUDA_CC_IS_GCN(cc) || GGML_CUDA_CC_IS_CDNA(cc)) {
@@ -83,7 +95,7 @@ static __host__ mmvq_parameter_table_id get_device_table_id(int cc) {
return MMVQ_PARAMETERS_GENERIC;
}
static constexpr __host__ __device__ int calc_nwarps(int ncols_dst, mmvq_parameter_table_id table_id) {
static constexpr __host__ __device__ int calc_nwarps(ggml_type type, int ncols_dst, mmvq_parameter_table_id table_id) {
if (table_id == MMVQ_PARAMETERS_GENERIC) {
switch (ncols_dst) {
case 1:
@@ -114,6 +126,50 @@ static constexpr __host__ __device__ int calc_nwarps(int ncols_dst, mmvq_paramet
return 1;
}
}
if (table_id == MMVQ_PARAMETERS_RDNA4) {
// nwarps=8 benefits types with simple vec_dot on RDNA4 (ncols_dst=1).
// Types with complex vec_dot (Q3_K, IQ2_*, IQ3_*) regress due to register
// pressure and lookup table contention at higher thread counts.
if (ncols_dst == 1) {
switch (type) {
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0:
case GGML_TYPE_Q2_K:
case GGML_TYPE_Q4_K:
case GGML_TYPE_Q5_K:
case GGML_TYPE_Q6_K:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ4_XS:
return 8;
default:
return 1;
}
}
return 1;
}
if (table_id == MMVQ_PARAMETERS_RDNA3_0) {
// RDNA3 (W7900): stricter whitelist than RDNA4.
// Q2_K / Q5_K / IQ4_XS regress in full quant sweeps.
if (ncols_dst == 1) {
switch (type) {
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0:
case GGML_TYPE_Q4_K:
case GGML_TYPE_Q6_K:
case GGML_TYPE_IQ4_NL:
return 8;
default:
return 1;
}
}
return 1;
}
return 1;
}
@@ -138,7 +194,7 @@ static constexpr __host__ __device__ int calc_rows_per_block(int ncols_dst, int
}
template <ggml_type type, int ncols_dst, bool has_fusion, bool is_multi_token_id = false>
__launch_bounds__(calc_nwarps(ncols_dst, get_device_table_id())*ggml_cuda_get_physical_warp_size(), 1)
__launch_bounds__(calc_nwarps(type, ncols_dst, get_device_table_id())*ggml_cuda_get_physical_warp_size(), 1)
static __global__ void mul_mat_vec_q(
const void * __restrict__ vx, const void * __restrict__ vy, const int32_t * __restrict__ ids, const ggml_cuda_mm_fusion_args_device fusion, float * __restrict__ dst,
const uint32_t ncols_x, const uint3 nchannels_y, const uint32_t stride_row_x, const uint32_t stride_col_y,
@@ -151,7 +207,7 @@ static __global__ void mul_mat_vec_q(
constexpr int qi = ggml_cuda_type_traits<type>::qi;
constexpr int vdr = get_vdr_mmvq(type);
constexpr mmvq_parameter_table_id table_id = get_device_table_id();
constexpr int nwarps = calc_nwarps(ncols_dst, table_id);
constexpr int nwarps = calc_nwarps(type, ncols_dst, table_id);
constexpr int rows_per_cuda_block = calc_rows_per_block(ncols_dst, table_id);
constexpr int warp_size = ggml_cuda_get_physical_warp_size();
@@ -355,12 +411,13 @@ static __global__ void mul_mat_vec_q(
}
}
template<ggml_type type>
static std::pair<dim3, dim3> calc_launch_params(
const int ncols_dst, const int nrows_x, const int nchannels_dst, const int nsamples_or_ntokens,
const int warp_size, const mmvq_parameter_table_id table_id) {
const int64_t nblocks = (nrows_x + calc_rows_per_block(ncols_dst, table_id) - 1) / calc_rows_per_block(ncols_dst, table_id);
const dim3 block_nums(nblocks, nchannels_dst, nsamples_or_ntokens);
const dim3 block_dims(warp_size, calc_nwarps(ncols_dst, table_id), 1);
const dim3 block_dims(warp_size, calc_nwarps(type, ncols_dst, table_id), 1);
return {block_nums, block_dims};
}
@@ -420,7 +477,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
if (has_ids && ncols_dst > 1) {
// Multi-token MUL_MAT_ID path only - single-token goes through regular path below
constexpr int c_ncols_dst = 1;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, ncols_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, ncols_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst, true>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -431,7 +488,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
switch (ncols_dst) {
case 1: {
constexpr int c_ncols_dst = 1;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -439,7 +496,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 2: {
constexpr int c_ncols_dst = 2;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -447,7 +504,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 3: {
constexpr int c_ncols_dst = 3;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -455,7 +512,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 4: {
constexpr int c_ncols_dst = 4;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -463,7 +520,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 5: {
constexpr int c_ncols_dst = 5;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -471,7 +528,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 6: {
constexpr int c_ncols_dst = 6;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -479,7 +536,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 7: {
constexpr int c_ncols_dst = 7;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,
@@ -487,7 +544,7 @@ static void mul_mat_vec_q_switch_ncols_dst(
} break;
case 8: {
constexpr int c_ncols_dst = 8;
std::pair<dim3, dim3> dims = calc_launch_params(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
std::pair<dim3, dim3> dims = calc_launch_params<type>(c_ncols_dst, nrows_x, nchannels_dst, nsamples_dst, warp_size, table_id);
mul_mat_vec_q_switch_fusion<type, c_ncols_dst>(vx, vy, ids, fusion, dst, ncols_x, nchannels_y_fd, stride_row_x, stride_col_y, stride_col_dst,
channel_ratio_fd, stride_channel_x, stride_channel_y, stride_channel_dst,
sample_ratio_fd, stride_sample_x, stride_sample_y, stride_sample_dst,

View File

@@ -207,6 +207,14 @@
#define RDNA3
#endif // defined(__GFX11__)
#if defined(__gfx1150__) || defined(__gfx1151__)
#define RDNA3_5
#endif // defined(__gfx1150__) || defined(__gfx1151__)
#if defined(RDNA3) && !defined(RDNA3_5)
#define RDNA3_0
#endif // defined(RDNA3) && !defined(RDNA3_5)
#if defined(__gfx1030__) || defined(__gfx1031__) || defined(__gfx1032__) || defined(__gfx1033__) || \
defined(__gfx1034__) || defined(__gfx1035__) || defined(__gfx1036__) || defined(__gfx1037__)
#define RDNA2

View File

@@ -4767,7 +4767,7 @@ static void quantize_row_iq4_nl_impl(const int super_block_size, const int block
sumqx += w*q*xb[j];
sumq2 += w*q*q;
}
d = sumqx/sumq2;
d = sumq2 > 0 ? sumqx/sumq2 : 0.f;
float best = d*sumqx;
for (int itry = -ntry; itry <= ntry; ++itry) {
id = (itry + values[0])/max;

View File

@@ -4981,8 +4981,10 @@ static vk_device ggml_vk_get_device(size_t idx) {
std::vector<vk::QueueFamilyProperties> queue_family_props = device->physical_device.getQueueFamilyProperties();
// Try to find a non-graphics compute queue and transfer-focused queues
const uint32_t compute_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eCompute, vk::QueueFlagBits::eGraphics, -1, 1);
const uint32_t transfer_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eTransfer, vk::QueueFlagBits::eCompute | vk::QueueFlagBits::eGraphics, compute_queue_family_index, 1);
// On AMD, the graphics queue seems to be faster, so don't avoid it
const vk::QueueFlagBits graphics_flag = device->vendor_id == VK_VENDOR_ID_AMD ? (vk::QueueFlagBits)0 : vk::QueueFlagBits::eGraphics;
const uint32_t compute_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eCompute, graphics_flag, -1, 1);
const uint32_t transfer_queue_family_index = ggml_vk_find_queue_family_index(queue_family_props, vk::QueueFlagBits::eTransfer, vk::QueueFlagBits::eCompute | graphics_flag, compute_queue_family_index, 1);
const float priorities[] = { 1.0f, 1.0f };
device->single_queue = compute_queue_family_index == transfer_queue_family_index && queue_family_props[compute_queue_family_index].queueCount == 1;
@@ -5441,13 +5443,11 @@ static vk_device ggml_vk_get_device(size_t idx) {
ggml_vk_load_shaders(device);
const bool prefers_transfer_queue = device->vendor_id == VK_VENDOR_ID_AMD && device->architecture != AMD_GCN;
if (!device->single_queue) {
const uint32_t transfer_queue_index = compute_queue_family_index == transfer_queue_family_index ? 1 : 0;
ggml_vk_create_queue(device, device->transfer_queue, transfer_queue_family_index, transfer_queue_index, { vk::PipelineStageFlagBits::eTransfer }, true);
device->async_use_transfer_queue = prefers_transfer_queue || (getenv("GGML_VK_ASYNC_USE_TRANSFER_QUEUE") != nullptr);
device->async_use_transfer_queue = (getenv("GGML_VK_ASYNC_USE_TRANSFER_QUEUE") != nullptr);
} else {
// TODO: Use pointer or reference to avoid copy
device->transfer_queue.copyFrom(device->compute_queue);

View File

@@ -1953,6 +1953,12 @@ bool llama_kv_cache::state_read_meta(llama_io_read_i & io, uint32_t strm, uint32
cells.pos_set(i, pos);
if (hparams.n_pos_per_embd() > 1) {
llama_kv_cell_ext ext;
io.read_to(&ext, sizeof(ext));
cells.ext_set(i, ext);
}
for (uint32_t j = 0; j < n_seq_id; ++j) {
llama_seq_id seq_id;
io.read_to(&seq_id, sizeof(seq_id));