Skip to content

Commit

Permalink
onnnxruntime, python3Packages.onnxruntime: improve packaging
Browse files Browse the repository at this point in the history
The Python bindings to onnxruntime were added by me in #193188.

Adding Python support this way is not a good way. Here a wheel was
created (which is fine) and installed in a python output. The
propagated-build-inputs file is put in the dev output. That's fine,
except that stdenv.mkDerivation does not automatically add dev when
python is included, because other outputs are only added when no
output is explicitly selected. This means that when you want to use
these bindings in another Python package, pip will complain it cannot
find the dependencies of the bindings.

In this PR, the onnxruntime derivation outputs a wheel in the dist output.
Then, in python-packages.nix we have a separate onnxruntime package
which installs the bindings.

The Python bindings have quite some dependencies which, depending on
your use case, are not required. Thus the dependency relax hook is
used to remove some of these dependencies.

Note there is also an issue with protobuf versions. The onnxruntime
bindings require an older protobuf and Python protobuf which we
cannot offer. Thus protobuf is also removed as Python dependency.
  • Loading branch information
FRidh committed Oct 4, 2022
1 parent 2882790 commit 34d1d33
Show file tree
Hide file tree
Showing 3 changed files with 93 additions and 15 deletions.
34 changes: 23 additions & 11 deletions pkgs/development/libraries/onnxruntime/default.nix
Original file line number Diff line number Diff line change
Expand Up @@ -15,11 +15,18 @@
, boost
, oneDNN
, gtest
, pythonSupport ? true
, pythonSupport ? false
, nsync
, flatbuffers
}:

# Python Support
#
# When enabling Python support a wheel is made and stored in a `dist` output.
# This wheel is then installed in a separate derivation.

assert pythonSupport -> lib.versionOlder protobuf.version "3.20";

let
# prefetch abseil
# Note: keep URL in sync with `cmake/external/abseil-cpp.cmake`
Expand Down Expand Up @@ -58,26 +65,26 @@ stdenv.mkDerivation rec {
setuptools
wheel
pip
pythonOutputDistHook
]);

buildInputs = [
libpng
zlib
protobuf
howard-hinnant-date
nlohmann_json
boost
oneDNN
] ++ lib.optionals pythonSupport ([
flatbuffers
protobuf
] ++ lib.optionals pythonSupport [
nsync
] ++ (with python3Packages; [
numpy
pybind11
]));
python3Packages.numpy
python3Packages.pybind11
];

# TODO: build server, and move .so's to lib output
outputs = [ "out" "dev" ] ++ lib.optionals pythonSupport [ "python" ];
# Python's wheel is stored in a separate dist output
outputs = [ "out" "dev" ] ++ lib.optionals pythonSupport [ "dist" ];

enableParallelBuilding = true;

Expand Down Expand Up @@ -116,10 +123,15 @@ stdenv.mkDerivation rec {
../include/onnxruntime/core/framework/provider_options.h \
../include/onnxruntime/core/providers/cpu/cpu_provider_factory.h \
../include/onnxruntime/core/session/onnxruntime_*.h
'' + lib.optionalString pythonSupport ''
pip install dist/*.whl --no-index --no-warn-script-location --prefix="$python" --no-cache --no-deps
'';

passthru = {
inherit protobuf;
tests = lib.optionalAttrs pythonSupport {
python = python3Packages.onnxruntime;
};
};

meta = with lib; {
description = "Cross-platform, high performance scoring engine for ML models";
longDescription = ''
Expand Down
64 changes: 64 additions & 0 deletions pkgs/development/python-modules/onnxruntime/default.nix
Original file line number Diff line number Diff line change
@@ -0,0 +1,64 @@
{ lib
, buildPythonPackage
, autoPatchelfHook
, pythonRelaxDepsHook
, onnxruntime
, coloredlogs
, numpy
, packaging
, oneDNN

}:

# onnxruntime requires an older protobuf.
# Doing an override in protobuf in the python-packages set
# can give you a functioning Python package but note not
# all Python packages will be compatible then.
#
# Because protobuf is not always needed we remove it
# as a runtime dependency from our wheel.
#
# We do include here the non-Python protobuf so the shared libs
# link correctly. If you do also want to include the Python
# protobuf, you can add it to your Python env, but be aware
# the version likely mismatches with what is used here.

buildPythonPackage {
inherit (onnxruntime) pname version;
format = "wheel";
src = onnxruntime.dist;

unpackPhase = ''
cp -r $src dist
chmod +w dist
'';

nativeBuildInputs = [
autoPatchelfHook
pythonRelaxDepsHook
];

# This project requires fairly large dependencies such as sympy which we really don't always need.
pythonRemoveDeps = [
"flatbuffers"
"protobuf"
"sympy"
];

# Libraries are not linked correctly.
buildInputs = [
oneDNN
onnxruntime.protobuf
];

propagatedBuildInputs = [
coloredlogs
# flatbuffers
numpy
packaging
# protobuf
# sympy
];

meta = onnxruntime.meta // { maintainers = with lib.maintainers; [ fridh ]; };
}
10 changes: 6 additions & 4 deletions pkgs/top-level/python-packages.nix
Original file line number Diff line number Diff line change
Expand Up @@ -6436,10 +6436,12 @@ in {

onnxconverter-common = callPackage ../development/python-modules/onnxconverter-common { };

onnxruntime = (toPythonModule (pkgs.onnxruntime.override {
python3Packages = self;
pythonSupport = true;
})).python;
onnxruntime = callPackage ../development/python-modules/onnxruntime {
onnxruntime = pkgs.onnxruntime.override {
python3Packages = self;
pythonSupport = true;
};
};

onvif-zeep-async = callPackage ../development/python-modules/onvif-zeep-async { };

Expand Down

0 comments on commit 34d1d33

Please sign in to comment.