mirror of
https://github.com/NixOS/nixpkgs.git
synced 2024-11-23 23:43:30 +00:00
382 lines
14 KiB
Nix
382 lines
14 KiB
Nix
# Type aliases
|
|
# Gpu :: AttrSet
|
|
# - See the documentation in ./gpus.nix.
|
|
{
|
|
config,
|
|
cudaCapabilities ? (config.cudaCapabilities or []),
|
|
cudaForwardCompat ? (config.cudaForwardCompat or true),
|
|
lib,
|
|
cudaVersion,
|
|
hostPlatform,
|
|
# gpus :: List Gpu
|
|
gpus,
|
|
}:
|
|
let
|
|
inherit (lib)
|
|
asserts
|
|
attrsets
|
|
lists
|
|
strings
|
|
trivial
|
|
;
|
|
|
|
# Flags are determined based on your CUDA toolkit by default. You may benefit
|
|
# from improved performance, reduced file size, or greater hardware support by
|
|
# passing a configuration based on your specific GPU environment.
|
|
#
|
|
# cudaCapabilities :: List Capability
|
|
# List of hardware generations to build.
|
|
# E.g. [ "8.0" ]
|
|
# Currently, the last item is considered the optional forward-compatibility arch,
|
|
# but this may change in the future.
|
|
#
|
|
# cudaForwardCompat :: Bool
|
|
# Whether to include the forward compatibility gencode (+PTX)
|
|
# to support future GPU generations.
|
|
# E.g. true
|
|
#
|
|
# Please see the accompanying documentation or https://github.com/NixOS/nixpkgs/pull/205351
|
|
|
|
# isSupported :: Gpu -> Bool
|
|
isSupported =
|
|
gpu:
|
|
let
|
|
inherit (gpu) minCudaVersion maxCudaVersion;
|
|
lowerBoundSatisfied = strings.versionAtLeast cudaVersion minCudaVersion;
|
|
upperBoundSatisfied =
|
|
(maxCudaVersion == null) || !(strings.versionOlder maxCudaVersion cudaVersion);
|
|
in
|
|
lowerBoundSatisfied && upperBoundSatisfied;
|
|
|
|
# NOTE: Jetson is never built by default.
|
|
# isDefault :: Gpu -> Bool
|
|
isDefault =
|
|
gpu:
|
|
let
|
|
inherit (gpu) dontDefaultAfter isJetson;
|
|
newGpu = dontDefaultAfter == null;
|
|
recentGpu = newGpu || strings.versionAtLeast dontDefaultAfter cudaVersion;
|
|
in
|
|
recentGpu && !isJetson;
|
|
|
|
# supportedGpus :: List Gpu
|
|
# GPUs which are supported by the provided CUDA version.
|
|
supportedGpus = builtins.filter isSupported gpus;
|
|
|
|
# defaultGpus :: List Gpu
|
|
# GPUs which are supported by the provided CUDA version and we want to build for by default.
|
|
defaultGpus = builtins.filter isDefault supportedGpus;
|
|
|
|
# supportedCapabilities :: List Capability
|
|
supportedCapabilities = lists.map (gpu: gpu.computeCapability) supportedGpus;
|
|
|
|
# defaultCapabilities :: List Capability
|
|
# The default capabilities to target, if not overridden by the user.
|
|
defaultCapabilities = lists.map (gpu: gpu.computeCapability) defaultGpus;
|
|
|
|
# cudaArchNameToVersions :: AttrSet String (List String)
|
|
# Maps the name of a GPU architecture to different versions of that architecture.
|
|
# For example, "Ampere" maps to [ "8.0" "8.6" "8.7" ].
|
|
cudaArchNameToVersions =
|
|
lists.groupBy' (versions: gpu: versions ++ [gpu.computeCapability]) [] (gpu: gpu.archName)
|
|
supportedGpus;
|
|
|
|
# cudaComputeCapabilityToName :: AttrSet String String
|
|
# Maps the version of a GPU architecture to the name of that architecture.
|
|
# For example, "8.0" maps to "Ampere".
|
|
cudaComputeCapabilityToName = builtins.listToAttrs (
|
|
lists.map (gpu: attrsets.nameValuePair gpu.computeCapability gpu.archName) supportedGpus
|
|
);
|
|
|
|
# cudaComputeCapabilityToIsJetson :: AttrSet String Boolean
|
|
cudaComputeCapabilityToIsJetson = builtins.listToAttrs (
|
|
lists.map (attrs: attrsets.nameValuePair attrs.computeCapability attrs.isJetson) supportedGpus
|
|
);
|
|
|
|
# jetsonComputeCapabilities :: List String
|
|
jetsonComputeCapabilities = trivial.pipe cudaComputeCapabilityToIsJetson [
|
|
(attrsets.filterAttrs (_: isJetson: isJetson))
|
|
builtins.attrNames
|
|
];
|
|
|
|
# Find the intersection with the user-specified list of cudaCapabilities.
|
|
# NOTE: Jetson devices are never built by default because they cannot be targeted along with
|
|
# non-Jetson devices and require an aarch64 host platform. As such, if they're present anywhere,
|
|
# they must be in the user-specified cudaCapabilities.
|
|
# NOTE: We don't need to worry about mixes of Jetson and non-Jetson devices here -- there's
|
|
# sanity-checking for all that in below.
|
|
jetsonTargets = lists.intersectLists jetsonComputeCapabilities cudaCapabilities;
|
|
|
|
# dropDot :: String -> String
|
|
dropDot = ver: builtins.replaceStrings ["."] [""] ver;
|
|
|
|
# archMapper :: String -> List String -> List String
|
|
# Maps a feature across a list of architecture versions to produce a list of architectures.
|
|
# For example, "sm" and [ "8.0" "8.6" "8.7" ] produces [ "sm_80" "sm_86" "sm_87" ].
|
|
archMapper = feat: lists.map (computeCapability: "${feat}_${dropDot computeCapability}");
|
|
|
|
# gencodeMapper :: String -> List String -> List String
|
|
# Maps a feature across a list of architecture versions to produce a list of gencode arguments.
|
|
# For example, "sm" and [ "8.0" "8.6" "8.7" ] produces [ "-gencode=arch=compute_80,code=sm_80"
|
|
# "-gencode=arch=compute_86,code=sm_86" "-gencode=arch=compute_87,code=sm_87" ].
|
|
gencodeMapper =
|
|
feat:
|
|
lists.map (
|
|
computeCapability:
|
|
"-gencode=arch=compute_${dropDot computeCapability},code=${feat}_${dropDot computeCapability}"
|
|
);
|
|
|
|
# Maps Nix system to NVIDIA redist arch.
|
|
# NOTE: We swap out the default `linux-sbsa` redist (for server-grade ARM chips) with the
|
|
# `linux-aarch64` redist (which is for Jetson devices) if we're building any Jetson devices.
|
|
# Since both are based on aarch64, we can only have one or the other, otherwise there's an
|
|
# ambiguity as to which should be used.
|
|
# NOTE: This function *will* be called by unsupported systems because `cudaPackages` is part of
|
|
# `all-packages.nix`, which is evaluated on all systems. As such, we need to handle unsupported
|
|
# systems gracefully.
|
|
# getRedistArch :: String -> String
|
|
getRedistArch = nixSystem: attrsets.attrByPath [ nixSystem ] "unsupported" {
|
|
aarch64-linux = if jetsonTargets != [] then "linux-aarch64" else "linux-sbsa";
|
|
x86_64-linux = "linux-x86_64";
|
|
ppc64le-linux = "linux-ppc64le";
|
|
x86_64-windows = "windows-x86_64";
|
|
};
|
|
|
|
# Maps NVIDIA redist arch to Nix system.
|
|
# NOTE: This function *will* be called by unsupported systems because `cudaPackages` is part of
|
|
# `all-packages.nix`, which is evaluated on all systems. As such, we need to handle unsupported
|
|
# systems gracefully.
|
|
# getNixSystem :: String -> String
|
|
getNixSystem = redistArch: attrsets.attrByPath [ redistArch ] "unsupported-${redistArch}" {
|
|
linux-sbsa = "aarch64-linux";
|
|
linux-aarch64 = "aarch64-linux";
|
|
linux-x86_64 = "x86_64-linux";
|
|
linux-ppc64le = "ppc64le-linux";
|
|
windows-x86_64 = "x86_64-windows";
|
|
};
|
|
|
|
formatCapabilities =
|
|
{
|
|
cudaCapabilities,
|
|
enableForwardCompat ? true,
|
|
}:
|
|
rec {
|
|
inherit cudaCapabilities enableForwardCompat;
|
|
|
|
# archNames :: List String
|
|
# E.g. [ "Turing" "Ampere" ]
|
|
#
|
|
# Unknown architectures are rendered as sm_XX gencode flags.
|
|
archNames = lists.unique (
|
|
lists.map (cap: cudaComputeCapabilityToName.${cap} or "sm_${dropDot cap}") cudaCapabilities
|
|
);
|
|
|
|
# realArches :: List String
|
|
# The real architectures are physical architectures supported by the CUDA version.
|
|
# E.g. [ "sm_75" "sm_86" ]
|
|
realArches = archMapper "sm" cudaCapabilities;
|
|
|
|
# virtualArches :: List String
|
|
# The virtual architectures are typically used for forward compatibility, when trying to support
|
|
# an architecture newer than the CUDA version allows.
|
|
# E.g. [ "compute_75" "compute_86" ]
|
|
virtualArches = archMapper "compute" cudaCapabilities;
|
|
|
|
# arches :: List String
|
|
# By default, build for all supported architectures and forward compatibility via a virtual
|
|
# architecture for the newest supported architecture.
|
|
# E.g. [ "sm_75" "sm_86" "compute_86" ]
|
|
arches = realArches ++ lists.optional enableForwardCompat (lists.last virtualArches);
|
|
|
|
# gencode :: List String
|
|
# A list of CUDA gencode arguments to pass to NVCC.
|
|
# E.g. [ "-gencode=arch=compute_75,code=sm_75" ... "-gencode=arch=compute_86,code=compute_86" ]
|
|
gencode =
|
|
let
|
|
base = gencodeMapper "sm" cudaCapabilities;
|
|
forward = gencodeMapper "compute" [(lists.last cudaCapabilities)];
|
|
in
|
|
base ++ lib.optionals enableForwardCompat forward;
|
|
|
|
# gencodeString :: String
|
|
# A space-separated string of CUDA gencode arguments to pass to NVCC.
|
|
# E.g. "-gencode=arch=compute_75,code=sm_75 ... -gencode=arch=compute_86,code=compute_86"
|
|
gencodeString = strings.concatStringsSep " " gencode;
|
|
|
|
# Jetson devices cannot be targeted by the same binaries which target non-Jetson devices. While
|
|
# NVIDIA provides both `linux-aarch64` and `linux-sbsa` packages, which both target `aarch64`,
|
|
# they are built with different settings and cannot be mixed.
|
|
# isJetsonBuild :: Boolean
|
|
isJetsonBuild =
|
|
let
|
|
requestedJetsonDevices =
|
|
lists.filter (cap: cudaComputeCapabilityToIsJetson.${cap} or false)
|
|
cudaCapabilities;
|
|
requestedNonJetsonDevices =
|
|
lists.filter (cap: !(builtins.elem cap requestedJetsonDevices))
|
|
cudaCapabilities;
|
|
jetsonBuildSufficientCondition = requestedJetsonDevices != [];
|
|
jetsonBuildNecessaryCondition = requestedNonJetsonDevices == [] && hostPlatform.isAarch64;
|
|
in
|
|
trivial.throwIf (jetsonBuildSufficientCondition && !jetsonBuildNecessaryCondition)
|
|
''
|
|
Jetson devices cannot be targeted with non-Jetson devices. Additionally, they require hostPlatform to be aarch64.
|
|
You requested ${builtins.toJSON cudaCapabilities} for host platform ${hostPlatform.system}.
|
|
Requested Jetson devices: ${builtins.toJSON requestedJetsonDevices}.
|
|
Requested non-Jetson devices: ${builtins.toJSON requestedNonJetsonDevices}.
|
|
Exactly one of the following must be true:
|
|
- All CUDA capabilities belong to Jetson devices and hostPlatform is aarch64.
|
|
- No CUDA capabilities belong to Jetson devices.
|
|
See ${./gpus.nix} for a list of architectures supported by this version of Nixpkgs.
|
|
''
|
|
jetsonBuildSufficientCondition
|
|
&& jetsonBuildNecessaryCondition;
|
|
};
|
|
in
|
|
# When changing names or formats: pause, validate, and update the assert
|
|
assert let
|
|
expected = {
|
|
cudaCapabilities = [
|
|
"7.5"
|
|
"8.6"
|
|
];
|
|
enableForwardCompat = true;
|
|
|
|
archNames = [
|
|
"Turing"
|
|
"Ampere"
|
|
];
|
|
realArches = [
|
|
"sm_75"
|
|
"sm_86"
|
|
];
|
|
virtualArches = [
|
|
"compute_75"
|
|
"compute_86"
|
|
];
|
|
arches = [
|
|
"sm_75"
|
|
"sm_86"
|
|
"compute_86"
|
|
];
|
|
|
|
gencode = [
|
|
"-gencode=arch=compute_75,code=sm_75"
|
|
"-gencode=arch=compute_86,code=sm_86"
|
|
"-gencode=arch=compute_86,code=compute_86"
|
|
];
|
|
gencodeString = "-gencode=arch=compute_75,code=sm_75 -gencode=arch=compute_86,code=sm_86 -gencode=arch=compute_86,code=compute_86";
|
|
|
|
isJetsonBuild = false;
|
|
};
|
|
actual = formatCapabilities {
|
|
cudaCapabilities = [
|
|
"7.5"
|
|
"8.6"
|
|
];
|
|
};
|
|
actualWrapped = (builtins.tryEval (builtins.deepSeq actual actual)).value;
|
|
in
|
|
asserts.assertMsg ((strings.versionAtLeast cudaVersion "11.2") -> (expected == actualWrapped)) ''
|
|
This test should only fail when using a version of CUDA older than 11.2, the first to support
|
|
8.6.
|
|
Expected: ${builtins.toJSON expected}
|
|
Actual: ${builtins.toJSON actualWrapped}
|
|
'';
|
|
# Check mixed Jetson and non-Jetson devices
|
|
assert let
|
|
expected = false;
|
|
actual = formatCapabilities {
|
|
cudaCapabilities = [
|
|
"7.2"
|
|
"7.5"
|
|
];
|
|
};
|
|
actualWrapped = (builtins.tryEval (builtins.deepSeq actual actual)).value;
|
|
in
|
|
asserts.assertMsg (expected == actualWrapped) ''
|
|
Jetson devices capabilities cannot be mixed with non-jetson devices.
|
|
Capability 7.5 is non-Jetson and should not be allowed with Jetson 7.2.
|
|
Expected: ${builtins.toJSON expected}
|
|
Actual: ${builtins.toJSON actualWrapped}
|
|
'';
|
|
# Check Jetson-only
|
|
assert let
|
|
expected = {
|
|
cudaCapabilities = [
|
|
"6.2"
|
|
"7.2"
|
|
];
|
|
enableForwardCompat = true;
|
|
|
|
archNames = [
|
|
"Pascal"
|
|
"Volta"
|
|
];
|
|
realArches = [
|
|
"sm_62"
|
|
"sm_72"
|
|
];
|
|
virtualArches = [
|
|
"compute_62"
|
|
"compute_72"
|
|
];
|
|
arches = [
|
|
"sm_62"
|
|
"sm_72"
|
|
"compute_72"
|
|
];
|
|
|
|
gencode = [
|
|
"-gencode=arch=compute_62,code=sm_62"
|
|
"-gencode=arch=compute_72,code=sm_72"
|
|
"-gencode=arch=compute_72,code=compute_72"
|
|
];
|
|
gencodeString = "-gencode=arch=compute_62,code=sm_62 -gencode=arch=compute_72,code=sm_72 -gencode=arch=compute_72,code=compute_72";
|
|
|
|
isJetsonBuild = true;
|
|
};
|
|
actual = formatCapabilities {
|
|
cudaCapabilities = [
|
|
"6.2"
|
|
"7.2"
|
|
];
|
|
};
|
|
actualWrapped = (builtins.tryEval (builtins.deepSeq actual actual)).value;
|
|
in
|
|
asserts.assertMsg
|
|
# We can't do this test unless we're targeting aarch64
|
|
(hostPlatform.isAarch64 -> (expected == actualWrapped))
|
|
''
|
|
Jetson devices can only be built with other Jetson devices.
|
|
Both 6.2 and 7.2 are Jetson devices.
|
|
Expected: ${builtins.toJSON expected}
|
|
Actual: ${builtins.toJSON actualWrapped}
|
|
'';
|
|
{
|
|
# formatCapabilities :: { cudaCapabilities: List Capability, enableForwardCompat: Boolean } -> { ... }
|
|
inherit formatCapabilities;
|
|
|
|
# cudaArchNameToVersions :: String => String
|
|
inherit cudaArchNameToVersions;
|
|
|
|
# cudaComputeCapabilityToName :: String => String
|
|
inherit cudaComputeCapabilityToName;
|
|
|
|
# dropDot :: String -> String
|
|
inherit dropDot;
|
|
|
|
inherit
|
|
defaultCapabilities
|
|
supportedCapabilities
|
|
jetsonComputeCapabilities
|
|
jetsonTargets
|
|
getNixSystem
|
|
getRedistArch
|
|
;
|
|
}
|
|
// formatCapabilities {
|
|
cudaCapabilities = if cudaCapabilities == [] then defaultCapabilities else cudaCapabilities;
|
|
enableForwardCompat = cudaForwardCompat;
|
|
}
|