nixpkgs/pkgs/by-name/lo/local-ai/package.nix
2024-07-06 09:58:44 +02:00

555 lines
17 KiB
Nix

{ config
, callPackages
, stdenv
, lib
, addDriverRunpath
, fetchFromGitHub
, protobuf
, protoc-gen-go
, protoc-gen-go-grpc
, grpc
, openssl
, llama-cpp
# needed for audio-to-text
, ffmpeg
, cmake
, pkg-config
, buildGoModule
, makeWrapper
, ncurses
# apply feature parameter names according to
# https://github.com/NixOS/rfcs/pull/169
# CPU extensions
, enable_avx ? true
, enable_avx2 ? true
, enable_avx512 ? stdenv.hostPlatform.avx512Support
, enable_f16c ? true
, enable_fma ? true
, with_openblas ? false
, openblas
, with_cublas ? config.cudaSupport
, cudaPackages
, with_clblas ? false
, clblast
, ocl-icd
, opencl-headers
, with_tinydream ? false # do not compile with cublas
, ncnn
, with_stablediffusion ? true
, opencv
, with_tts ? true
, onnxruntime
, sonic
, spdlog
, fmt
, espeak-ng
, piper-tts
}:
let
BUILD_TYPE =
assert (lib.count lib.id [ with_openblas with_cublas with_clblas ]) <= 1;
if with_openblas then "openblas"
else if with_cublas then "cublas"
else if with_clblas then "clblas"
else "";
inherit (cudaPackages) libcublas cuda_nvcc cuda_cccl cuda_cudart libcufft;
go-llama = effectiveStdenv.mkDerivation {
name = "go-llama";
src = fetchFromGitHub {
owner = "go-skynet";
repo = "go-llama.cpp";
rev = "2b57a8ae43e4699d3dc5d1496a1ccd42922993be";
hash = "sha256-D6SEg5pPcswGyKAmF4QTJP6/Y1vjRr7m7REguag+too=";
fetchSubmodules = true;
};
buildFlags = [
"libbinding.a"
"BUILD_TYPE=${BUILD_TYPE}"
];
buildInputs = [ ]
++ lib.optionals with_cublas [ cuda_cccl cuda_cudart libcublas ]
++ lib.optionals with_clblas [ clblast ocl-icd opencl-headers ]
++ lib.optionals with_openblas [ openblas.dev ];
nativeBuildInputs = [ cmake ]
++ lib.optionals with_cublas [ cuda_nvcc ];
dontUseCmakeConfigure = true;
installPhase = ''
mkdir $out
tar cf - --exclude=build --exclude=CMakeFiles --exclude="*.o" . \
| tar xf - -C $out
'';
};
llama-cpp-rpc = (llama-cpp-grpc.overrideAttrs (prev: {
name = "llama-cpp-rpc";
cmakeFlags = prev.cmakeFlags ++ [
(lib.cmakeBool "GGML_AVX" false)
(lib.cmakeBool "GGML_AVX2" false)
(lib.cmakeBool "GGML_AVX512" false)
(lib.cmakeBool "GGML_FMA" false)
(lib.cmakeBool "GGML_F16C" false)
];
})).override {
cudaSupport = false;
openclSupport = false;
blasSupport = false;
rpcSupport = true;
};
llama-cpp-grpc = (llama-cpp.overrideAttrs (final: prev: {
name = "llama-cpp-grpc";
src = fetchFromGitHub {
owner = "ggerganov";
repo = "llama.cpp";
rev = "cb5fad4c6c2cbef92e9b8b63449e1cb7664e4846";
hash = "sha256-cIJuDC+MFLd5hkA1kUxuaw2dZagHqn5fi5Q2XKvDEII=";
fetchSubmodules = true;
};
postPatch = prev.postPatch + ''
cd examples
cp -r --no-preserve=mode ${src}/backend/cpp/llama grpc-server
cp llava/clip.* llava/llava.* grpc-server
printf "\nadd_subdirectory(grpc-server)" >> CMakeLists.txt
cp ${src}/backend/backend.proto grpc-server
sed -i grpc-server/CMakeLists.txt \
-e '/get_filename_component/ s;[.\/]*backend/;;' \
-e '$a\install(TARGETS ''${TARGET} RUNTIME)'
cd ..
'';
cmakeFlags = prev.cmakeFlags ++ [
(lib.cmakeBool "BUILD_SHARED_LIBS" false)
(lib.cmakeBool "GGML_AVX" enable_avx)
(lib.cmakeBool "GGML_AVX2" enable_avx2)
(lib.cmakeBool "GGML_AVX512" enable_avx512)
(lib.cmakeBool "GGML_FMA" enable_fma)
(lib.cmakeBool "GGML_F16C" enable_f16c)
];
buildInputs = prev.buildInputs ++ [
protobuf # provides also abseil_cpp as propagated build input
grpc
openssl
];
})).override {
cudaSupport = with_cublas;
rocmSupport = false;
openclSupport = with_clblas;
blasSupport = with_openblas;
};
gpt4all = stdenv.mkDerivation {
name = "gpt4all";
src = fetchFromGitHub {
owner = "nomic-ai";
repo = "gpt4all";
rev = "27a8b020c36b0df8f8b82a252d261cda47cf44b8";
hash = "sha256-djq1eK6ncvhkO3MNDgasDBUY/7WWcmZt/GJsHAulLdI=";
fetchSubmodules = true;
};
makeFlags = [ "-C gpt4all-bindings/golang" ];
buildFlags = [ "libgpt4all.a" ];
dontUseCmakeConfigure = true;
nativeBuildInputs = [ cmake ];
installPhase = ''
mkdir $out
tar cf - --exclude=CMakeFiles . \
| tar xf - -C $out
'';
};
espeak-ng' = espeak-ng.overrideAttrs (self: {
name = "espeak-ng'";
inherit (go-piper) src;
sourceRoot = "source/espeak";
patches = [ ];
nativeBuildInputs = [ cmake ];
cmakeFlags = (self.cmakeFlags or [ ]) ++ [
(lib.cmakeBool "BUILD_SHARED_LIBS" true)
(lib.cmakeBool "USE_ASYNC" false)
(lib.cmakeBool "USE_MBROLA" false)
(lib.cmakeBool "USE_LIBPCAUDIO" false)
(lib.cmakeBool "USE_KLATT" false)
(lib.cmakeBool "USE_SPEECHPLAYER" false)
(lib.cmakeBool "USE_LIBSONIC" false)
(lib.cmakeBool "CMAKE_POSITION_INDEPENDENT_CODE" true)
];
preConfigure = null;
postInstall = null;
});
piper-phonemize = stdenv.mkDerivation {
name = "piper-phonemize";
inherit (go-piper) src;
sourceRoot = "source/piper-phonemize";
buildInputs = [ espeak-ng' onnxruntime ];
nativeBuildInputs = [ cmake pkg-config ];
cmakeFlags = [
(lib.cmakeFeature "ONNXRUNTIME_DIR" "${onnxruntime.dev}")
(lib.cmakeFeature "ESPEAK_NG_DIR" "${espeak-ng'}")
];
passthru.espeak-ng = espeak-ng';
};
piper-tts' = (piper-tts.override { inherit piper-phonemize; }).overrideAttrs (self: {
name = "piper-tts'";
inherit (go-piper) src;
sourceRoot = "source/piper";
installPhase = null;
postInstall = ''
cp CMakeFiles/piper.dir/src/cpp/piper.cpp.o $out/piper.o
cd $out
mkdir bin lib
mv lib*so* lib/
mv piper piper_phonemize bin/
rm -rf cmake pkgconfig espeak-ng-data *.ort
'';
});
go-piper = stdenv.mkDerivation {
name = "go-piper";
src = fetchFromGitHub {
owner = "mudler";
repo = "go-piper";
rev = "9d0100873a7dbb0824dfea40e8cec70a1b110759";
hash = "sha256-Yv9LQkWwGpYdOS0FvtP0vZ0tRyBAx27sdmziBR4U4n8=";
fetchSubmodules = true;
};
postUnpack = ''
cp -r --no-preserve=mode ${piper-tts'}/* source
'';
postPatch = ''
sed -i Makefile \
-e '/CXXFLAGS *= / s;$; -DSPDLOG_FMT_EXTERNAL=1;'
'';
buildFlags = [ "libpiper_binding.a" ];
buildInputs = [ piper-tts' espeak-ng' piper-phonemize sonic fmt spdlog onnxruntime ];
installPhase = ''
cp -r --no-preserve=mode $src $out
mkdir -p $out/piper-phonemize/pi
cp -r --no-preserve=mode ${piper-phonemize}/share $out/piper-phonemize/pi
cp *.a $out
'';
};
go-rwkv = stdenv.mkDerivation {
name = "go-rwkv";
src = fetchFromGitHub {
owner = "donomii";
repo = "go-rwkv.cpp";
rev = "661e7ae26d442f5cfebd2a0881b44e8c55949ec6";
hash = "sha256-byTNZQSnt7qpBMng3ANJmpISh3GJiz+F15UqfXaz6nQ=";
fetchSubmodules = true;
};
buildFlags = [ "librwkv.a" ];
dontUseCmakeConfigure = true;
nativeBuildInputs = [ cmake ];
installPhase = ''
cp -r --no-preserve=mode $src $out
cp *.a $out
'';
};
# try to merge with openai-whisper-cpp in future
whisper-cpp = effectiveStdenv.mkDerivation {
name = "whisper-cpp";
src = fetchFromGitHub {
owner = "ggerganov";
repo = "whisper.cpp";
rev = "b29b3b29240aac8b71ce8e5a4360c1f1562ad66f";
hash = "sha256-vSd+AP9AexbG4wvdkk6wjxYQBZdKWGK2Ix7c86MUfB8=";
};
nativeBuildInputs = [ cmake pkg-config ]
++ lib.optionals with_cublas [ cuda_nvcc ];
buildInputs = [ ]
++ lib.optionals with_cublas [ cuda_cccl cuda_cudart libcublas libcufft ]
++ lib.optionals with_clblas [ clblast ocl-icd opencl-headers ]
++ lib.optionals with_openblas [ openblas.dev ];
cmakeFlags = [
(lib.cmakeBool "WHISPER_CUDA" with_cublas)
(lib.cmakeBool "WHISPER_CLBLAST" with_clblas)
(lib.cmakeBool "WHISPER_OPENBLAS" with_openblas)
(lib.cmakeBool "WHISPER_NO_AVX" (!enable_avx))
(lib.cmakeBool "WHISPER_NO_AVX2" (!enable_avx2))
(lib.cmakeBool "WHISPER_NO_FMA" (!enable_fma))
(lib.cmakeBool "WHISPER_NO_F16C" (!enable_f16c))
(lib.cmakeBool "BUILD_SHARED_LIBS" false)
];
postInstall = ''
install -Dt $out/bin bin/*
'';
};
go-bert = stdenv.mkDerivation {
name = "go-bert";
src = fetchFromGitHub {
owner = "go-skynet";
repo = "go-bert.cpp";
rev = "710044b124545415f555e4260d16b146c725a6e4";
hash = "sha256-UNrs3unYjvSzCVaVISFFBDD+s37lmN6/7ajmGNcYgrU=";
fetchSubmodules = true;
};
buildFlags = [ "libgobert.a" ];
dontUseCmakeConfigure = true;
nativeBuildInputs = [ cmake ];
env.NIX_CFLAGS_COMPILE = "-Wformat";
installPhase = ''
cp -r --no-preserve=mode $src $out
cp *.a $out
'';
};
go-stable-diffusion = stdenv.mkDerivation {
name = "go-stable-diffusion";
src = fetchFromGitHub {
owner = "mudler";
repo = "go-stable-diffusion";
rev = "4a3cd6aeae6f66ee57eae9a0075f8c58c3a6a38f";
hash = "sha256-KXUvMP6cDyWib4rG0RmVRm3pgrdsfKXaH3k0v5/mTe8=";
fetchSubmodules = true;
};
buildFlags = [ "libstablediffusion.a" ];
dontUseCmakeConfigure = true;
nativeBuildInputs = [ cmake ];
buildInputs = [ opencv ];
env.NIX_CFLAGS_COMPILE = " -isystem ${opencv}/include/opencv4";
installPhase = ''
mkdir $out
tar cf - --exclude=CMakeFiles --exclude="*.o" --exclude="*.so" --exclude="*.so.*" . \
| tar xf - -C $out
'';
};
go-tiny-dream-ncnn = ncnn.overrideAttrs (self: {
name = "go-tiny-dream-ncnn";
inherit (go-tiny-dream) src;
sourceRoot = "source/ncnn";
cmakeFlags = self.cmakeFlags ++ [
(lib.cmakeBool "NCNN_SHARED_LIB" false)
(lib.cmakeBool "NCNN_OPENMP" false)
(lib.cmakeBool "NCNN_VULKAN" false)
(lib.cmakeBool "NCNN_AVX" enable_avx)
(lib.cmakeBool "NCNN_AVX2" enable_avx2)
(lib.cmakeBool "NCNN_AVX512" enable_avx512)
(lib.cmakeBool "NCNN_FMA" enable_fma)
(lib.cmakeBool "NCNN_F16C" enable_f16c)
];
});
go-tiny-dream = effectiveStdenv.mkDerivation {
name = "go-tiny-dream";
src = fetchFromGitHub {
owner = "M0Rf30";
repo = "go-tiny-dream";
rev = "c04fa463ace9d9a6464313aa5f9cd0f953b6c057";
hash = "sha256-uow3vbAI4F/fTGjYOKOLqTpKq7NgGYSZhGlEhn7h6s0=";
fetchSubmodules = true;
};
postUnpack = ''
rm -rf source/ncnn
mkdir -p source/ncnn/build/src
cp -r --no-preserve=mode ${go-tiny-dream-ncnn}/lib/. ${go-tiny-dream-ncnn}/include/. source/ncnn/build/src
'';
buildFlags = [ "libtinydream.a" ];
installPhase = ''
mkdir $out
tar cf - --exclude="*.o" . \
| tar xf - -C $out
'';
meta.broken = lib.versionOlder go-tiny-dream.stdenv.cc.version "13";
};
GO_TAGS = lib.optional with_tinydream "tinydream"
++ lib.optional with_tts "tts"
++ lib.optional with_stablediffusion "stablediffusion";
effectiveStdenv =
if with_cublas then
# It's necessary to consistently use backendStdenv when building with CUDA support,
# otherwise we get libstdc++ errors downstream.
cudaPackages.backendStdenv
else
stdenv;
pname = "local-ai";
version = "2.18.1";
src = fetchFromGitHub {
owner = "go-skynet";
repo = "LocalAI";
rev = "v${version}";
hash = "sha256-hRrbGUUawQV4fqxAn3eFBvn4/lZ+NrKhxnGHqpljrec=";
};
self = buildGoModule.override { stdenv = effectiveStdenv; } {
inherit pname version src;
vendorHash = "sha256-uvko1PQWW5P+6cgmwVKocKBm5GndszqCsSbxlXANqJs=";
env.NIX_CFLAGS_COMPILE = lib.optionalString with_stablediffusion " -isystem ${opencv}/include/opencv4";
postPatch =
let
cp = "cp -r --no-preserve=mode,ownership";
in
''
sed -i Makefile \
-e 's;git clone.*go-llama\.cpp$;${cp} ${go-llama} sources/go-llama\.cpp;' \
-e 's;git clone.*gpt4all$;${cp} ${gpt4all} sources/gpt4all;' \
-e 's;git clone.*go-piper$;${cp} ${if with_tts then go-piper else go-piper.src} sources/go-piper;' \
-e 's;git clone.*go-rwkv\.cpp$;${cp} ${go-rwkv} sources/go-rwkv\.cpp;' \
-e 's;git clone.*whisper\.cpp$;${cp} ${whisper-cpp.src} sources/whisper\.cpp;' \
-e 's;git clone.*go-bert\.cpp$;${cp} ${go-bert} sources/go-bert\.cpp;' \
-e 's;git clone.*diffusion$;${cp} ${if with_stablediffusion then go-stable-diffusion else go-stable-diffusion.src} sources/go-stable-diffusion;' \
-e 's;git clone.*go-tiny-dream$;${cp} ${if with_tinydream then go-tiny-dream else go-tiny-dream.src} sources/go-tiny-dream;' \
-e 's, && git checkout.*,,g' \
-e '/mod download/ d' \
-e '/^ALL_GRPC_BACKENDS+=backend-assets\/grpc\/llama-cpp-fallback/ d' \
-e '/^ALL_GRPC_BACKENDS+=backend-assets\/grpc\/llama-cpp-avx/ d' \
-e '/^ALL_GRPC_BACKENDS+=backend-assets\/grpc\/llama-cpp-cuda/ d' \
'' + lib.optionalString with_cublas ''
sed -i Makefile \
-e '/^CGO_LDFLAGS_WHISPER?=/ s;$;-L${libcufft}/lib -L${cuda_cudart}/lib;'
'';
postConfigure = ''
shopt -s extglob
mkdir -p backend-assets/grpc
cp ${llama-cpp-grpc}/bin/grpc-server backend-assets/grpc/llama-cpp-avx2
cp ${llama-cpp-rpc}/bin/grpc-server backend-assets/grpc/llama-cpp-grpc
mkdir -p backend-assets/util
cp ${llama-cpp-rpc}/bin/llama-rpc-server backend-assets/util/llama-cpp-rpc-server
'';
buildInputs = [ ]
++ lib.optionals with_cublas [ libcublas ]
++ lib.optionals with_clblas [ clblast ocl-icd opencl-headers ]
++ lib.optionals with_openblas [ openblas.dev ]
++ lib.optionals with_stablediffusion go-stable-diffusion.buildInputs
++ lib.optionals with_tts go-piper.buildInputs;
nativeBuildInputs = [
protobuf
protoc-gen-go
protoc-gen-go-grpc
makeWrapper
ncurses # tput
]
++ lib.optionals with_cublas [ cuda_nvcc ];
enableParallelBuilding = false;
modBuildPhase = ''
mkdir sources
make prepare-sources protogen-go
go mod tidy -v
'';
proxyVendor = true;
# should be passed as makeFlags, but build system failes with strings
# containing spaces
env.GO_TAGS = builtins.concatStringsSep " " GO_TAGS;
makeFlags = [
"VERSION=v${version}"
"BUILD_TYPE=${BUILD_TYPE}"
]
++ lib.optional with_cublas "CUDA_LIBPATH=${cuda_cudart}/lib"
++ lib.optional with_tts "PIPER_CGO_CXXFLAGS=-DSPDLOG_FMT_EXTERNAL=1";
buildPhase = ''
runHook preBuild
mkdir sources
make prepare-sources
# avoid rebuild of prebuilt libraries
touch sources/**/lib*.a
cp ${whisper-cpp}/lib/static/lib*.a sources/whisper.cpp
local flagsArray=(
''${enableParallelBuilding:+-j''${NIX_BUILD_CORES}}
SHELL=$SHELL
)
_accumFlagsArray makeFlags makeFlagsArray buildFlags buildFlagsArray
echoCmd 'build flags' "''${flagsArray[@]}"
make build "''${flagsArray[@]}"
unset flagsArray
runHook postBuild
'';
installPhase = ''
runHook preInstall
install -Dt $out/bin ${pname}
runHook postInstall
'';
# patching rpath with patchelf doens't work. The execuable
# raises an segmentation fault
postFixup =
let
LD_LIBRARY_PATH = [ ]
++ lib.optionals with_cublas [
# driverLink has to be first to avoid loading the stub version of libcuda.so
# https://github.com/NixOS/nixpkgs/issues/320145#issuecomment-2190319327
addDriverRunpath.driverLink
(lib.getLib libcublas)
cuda_cudart
]
++ lib.optionals with_clblas [ clblast ocl-icd ]
++ lib.optionals with_openblas [ openblas ]
++ lib.optionals with_tts [ piper-phonemize ];
in
''
wrapProgram $out/bin/${pname} \
--prefix LD_LIBRARY_PATH : "${lib.makeLibraryPath LD_LIBRARY_PATH}" \
--prefix PATH : "${ffmpeg}/bin"
'';
passthru.local-packages = {
inherit
go-tiny-dream go-rwkv go-bert go-llama gpt4all go-piper
llama-cpp-grpc whisper-cpp go-tiny-dream-ncnn espeak-ng' piper-phonemize
piper-tts' llama-cpp-rpc;
};
passthru.features = {
inherit
with_cublas with_openblas with_tts with_stablediffusion
with_tinydream with_clblas;
};
passthru.tests = callPackages ./tests.nix { inherit self; };
passthru.lib = callPackages ./lib.nix { };
meta = with lib; {
description = "OpenAI alternative to run local LLMs, image and audio generation";
homepage = "https://localai.io";
license = licenses.mit;
maintainers = with maintainers; [ onny ck3d ];
platforms = platforms.linux;
};
};
in
self