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Kyojin (Yamz-Labs/kyojin) is a fork of ExLlamaV3 that runs 100 GB-class EXL3 MoE packs on one 128 GB Ryzen AI Max box. It ships a torch C++ extension that torch's cpp_extension cross-compiles to HIP, and upstream supports gfx1151 only, so the kernels are built for gfx1151 alone and the package is marked Linux-only. Pinned to the v1.3 release. The extension must be compiled against a ROCm build of torch. The flake's nixos-unstable carries torch 2.13, whose ROCm build fails in nixpkgs (the CK SDPA configure step runs a script through /bin/bash) and has no binary on the cache, so the build would compile PyTorch from source and die. python3Packages.torchWithRocm from the already pinned nixpkgs-torch211 input gives torch 2.11 with ROCm 7.2.2, gfx1151 in its target list and a cached binary, so default.nix builds through that input the way freetoken does. nixpkgs splits the single devel tree the AMD wheels ship, so two symlinkJoins stand in for it: one as ROCM_HOME (hipcc, headers, amdgcn bitcode) and one handed to setup.py as EXL3_ROCM_DEV_INCLUDE, which wants hipsparse/, rocsparse/, rocrand/, thrust/ and pybind11 (nixpkgs torch no longer exports pybind11 headers). hipsolver is in there because torch's own HIPContextLight.h includes it. setup.py gets one patch in postPatch. It imports exllamav3 to reach build_config, that runs the package __init__, which imports ext.py, which JIT-compiles the entire extension whenever no precompiled exllamav3_ext is importable, meaning every wheel build, into a $HOME the sandbox does not grant. Registering a stub package keeps the two leaf modules importable without that detour. doCheck = false: tests/ drives a real gfx1151 GPU and the published packs. Inference on a card is not verified here, this builder has no /dev/kfd, so the wheel-only LD_PRELOAD workaround for torch's bundled HSA runtime is untested. It should not be needed, the store torch links the store rocm-runtime. Verified with nix build .#kyojin at v1.3: exllamav3_ext loads, torch reports hip 7.2.53211, the closure holds one torch (ROCm), and kyojin-serve-qwen plus kyojin-serve-glm print their usage. Refs nix-overlay-du9
205 lines
6.0 KiB
Nix
205 lines
6.0 KiB
Nix
{
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lib,
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stdenv,
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pkgs,
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python3,
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fetchFromGitHub,
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makeWrapper,
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rocmPackages,
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}:
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let
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py = python3.pkgs;
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# Kyojin is the Yamz fork of ExLlamaV3: a Python package plus a C++ extension
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# that torch's cpp_extension cross-compiles to HIP code objects. Upstream
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# only supports AMD Strix Halo, so the kernels are built for gfx1151 alone.
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rocmArch = "gfx1151";
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version = "1.3";
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src = fetchFromGitHub {
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owner = "Yamz-Labs";
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repo = "kyojin";
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rev = "v${version}";
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hash = "sha256-/DPoqW/iaLXRAH8XF5RdE+K5YS4jZT6Sic6QeCDQMlU=";
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};
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# setup.py passes EXL3_ROCM_DEV_INCLUDE as -I to every translation unit. The
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# AMD wheels ship one devel tree holding hipsparse/ and thrust/; nixpkgs
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# splits them per package, so join the include dirs. torch's public HIP
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# headers also pull hipsolver/, and it no longer vendors pybind11.
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rocmDevInclude = pkgs.symlinkJoin {
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name = "kyojin-rocm-dev-include";
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paths = map lib.getDev (
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[ py.pybind11 ]
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++ [
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rocmPackages.clr
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rocmPackages.hipblas
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rocmPackages.hipblaslt
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rocmPackages.hipcub
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rocmPackages.hipfft
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rocmPackages.hiprand
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rocmPackages.hipsparse
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rocmPackages.hipsolver
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rocmPackages.rocblas
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rocmPackages.rocprim
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rocmPackages.rocrand
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rocmPackages.rocsolver
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rocmPackages.rocsparse
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rocmPackages.rocthrust
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]
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);
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};
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# torch's HIP path in cpp_extension expects one ROCM_HOME holding bin/hipcc,
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# the headers and the amdgcn bitcode; nixpkgs ships them separately.
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rocmToolkit = pkgs.symlinkJoin {
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name = "kyojin-rocm-toolkit";
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paths = [
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rocmPackages."rocm-core"
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rocmPackages."rocm-runtime"
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rocmPackages."rocm-device-libs"
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rocmPackages."rocm-comgr"
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rocmPackages.clr
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(lib.getBin rocmPackages.hipcc)
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rocmPackages.rocblas
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rocmPackages.hipblas
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rocmPackages.hipblas-common
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rocmPackages.hipblaslt
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rocmPackages.hipsparse
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rocmPackages.hipsolver
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rocmPackages.hiprand
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rocmPackages.rocrand
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rocmPackages.hipfft
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rocmPackages.rocsparse
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rocmPackages.rocsolver
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rocmPackages.rocthrust
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rocmPackages.rocprim
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rocmPackages.hipcub
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];
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# The setup hooks of the joined packages would rewrite build flags; the
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# compiler only needs the files.
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postBuild = ''
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rm -rf $out/nix-support
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'';
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};
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# The library: exllamav3 plus the compiled exllamav3_ext module.
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library = py.buildPythonPackage {
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inherit src version;
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pname = "kyojin";
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format = "pyproject";
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build-system = with py; [
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setuptools
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wheel
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];
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nativeBuildInputs = [
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py.ninja
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rocmPackages."rocm-runtime"
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];
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buildInputs = [ (lib.getBin rocmPackages.hipcc) ];
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propagatedBuildInputs = with py; [
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aiohttp
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huggingface-hub
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jinja2
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llguidance
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marisa-trie
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numpy
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pillow
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pydantic
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pyyaml
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rich
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safetensors
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tokenizers
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torchWithRocm
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typing-extensions
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];
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env = {
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PYTORCH_ROCM_ARCH = rocmArch;
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ROCM_PATH = "${rocmToolkit}";
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ROCM_HOME = "${rocmToolkit}";
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HIP_PATH = "${rocmToolkit}";
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HIPCC = "${rocmToolkit}/bin/hipcc";
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HIP_DEVICE_LIB_PATH = "${rocmPackages."rocm-device-libs"}/amdgcn/bitcode";
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# Upstream build scripts look these up to find the ROCm devel tree.
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EXL3_ROCM_SDK = "${rocmToolkit}";
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EXL3_ROCM_DEV_INCLUDE = "${rocmDevInclude}/include";
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# Default defines of upstream build.sh (tools/strix_halo/rebuild.sh).
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EXL3_HIP_DEFINES = "EXL3_HIP_STG_PAD";
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};
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# setup.py pulls the extension source list and the arch helper with
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# `from exllamav3...import ...`, which runs the package __init__ and
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# therefore exllamav3/ext.py. That module JIT-compiles the extension when no
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# precompiled exllamav3_ext is importable, i.e. during every wheel build
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# (and it wants a writable $HOME for it). Register an empty `exllamav3`
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# package first so only the two leaf modules are imported, and load
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# build_config without the package wrapper.
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postPatch = ''
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sed -i '1i import sys as _sys, types as _types; _exl3_pkg = _types.ModuleType("exllamav3"); _exl3_pkg.__path__ = ["exllamav3"]; _sys.modules.setdefault("exllamav3", _exl3_pkg)' setup.py
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sed -i 's|^from exllamav3\.exllamav3_ext\.build_config import get_sources as _get_sources$|import sys as _exl3_sys; _exl3_sys.path.insert(0, "exllamav3/exllamav3_ext"); from build_config import get_sources as _get_sources; _exl3_sys.path.pop(0)|' setup.py
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grep -q 'from build_config import' setup.py
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'';
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# tests/ needs a real gfx1151 GPU and the published model packs.
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doCheck = false;
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meta = with lib; {
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description = "Inference engine for 100 GB-class EXL3 MoE models on AMD Strix Halo (gfx1151, ROCm 7)";
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homepage = "https://github.com/Yamz-Labs/kyojin";
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changelog = "https://github.com/Yamz-Labs/kyojin/releases";
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license = licenses.mit;
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sourceProvenance = with sourceTypes; [ fromSource ];
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# HIP code objects are gfx1151-only and ROCm is Linux-only.
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platforms = platforms.linux;
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};
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};
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python = py.python.withPackages (_: [ library ]);
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in
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stdenv.mkDerivation {
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inherit src version;
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pname = "kyojin";
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# Only the wrappers are installed here: the serve scripts are plain scripts,
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# they import their siblings by path, and the module itself is in `library`.
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dontConfigure = true;
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dontBuild = true;
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nativeBuildInputs = [ makeWrapper ];
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installPhase = ''
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runHook preInstall
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mkdir -p $out/bin
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for model in glm mimo qwen; do
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makeWrapper ${python}/bin/python $out/bin/kyojin-serve-$model \
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--set PYTORCH_ROCM_ARCH ${rocmArch} \
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--add-flags "${src}/tools/$model/serve.py"
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done
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runHook postInstall
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'';
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passthru = {
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inherit python rocmArch;
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pythonPackage = library;
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category = "AI Inference";
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updateScript = [
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"nix-update"
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"--flake"
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".#kyojin"
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];
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};
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meta = library.meta // {
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mainProgram = "kyojin-serve-qwen";
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};
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}
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