ChainRules

JuliaHub·Source·Documentation

Last updated: May 21, 2026

Cumulative

Downloads last 30 days: 57,646
Downloads last week: 14,245
Downloads last day: 4,655
Downloads last 30 days: 57,646
Downloads last week: 14,245
Downloads last day: 4,655

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

17 packages (9 direct, 8 transitive)

Package	Depth ↑	Downloads ↓
IrrationalConstants	Direct	1,067,799
Compat	Direct	503,049
Adapt	Direct	301,719
ChainRulesCore	Direct	232,479
GPUArraysCore	Direct	146,186
StructArrays	Direct	127,797
RealDot	Direct	109,050
Statistics	Direct	93,388
SparseInverseSubset	Direct	51,163
DataAPI	Depth 2	1,045,279
ConstructionBase	Depth 2	310,972
Tables	Depth 2	237,904
TOML	Depth 2	3,295
OrderedCollections	Depth 3	1,063,835
IteratorInterfaceExtensions	Depth 3	254,009
DataValueInterfaces	Depth 3	234,066
TableTraits	Depth 3	232,269

Dependents

100 packages (23 direct, 77 transitive) · 77,698 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	54,385
DistributionsAD	Direct	3,739
TaylorDiff	Direct	279
Diffractor	Direct	128
ControlSystemIdentification	Direct	88
ConformalPrediction	Direct	24
ReversePropagation	Direct	22
Yota	Direct	19
GeometricMachineLearning	Direct	18
ODINN	Direct	8
CMBLensing	Direct	3
MatrixFuns	Direct	2
ForwardDiff2	Direct	1
Avalon	Direct	0
GradValley	Direct	0
QAOA	Direct	0
RadialBasisFunctionModels	Direct	0
Nabla	Direct	0
SphereUDE	Direct	0
CirculantAttention	Direct	0
CoupledNODE	Direct	0
BayesFlux	Direct	0
Cadnip	Direct	0
Flux	Depth 2	12,960
SciMLSensitivity	Depth 2	1,891
BetaML	Depth 2	634
DiffEqSensitivity	Depth 2	365
Surrogates	Depth 2	272
WilliamsonTransforms	Depth 2	268
LuxTestUtils	Depth 2	234
Quadrature	Depth 2	230
LaplaceRedux	Depth 2	229
NeuralPDE	Depth 2	224
NonconvexCore	Depth 2	133
NonconvexMMA	Depth 2	114
PEPSKit	Depth 2	113
IntervalConstraintProgramming	Depth 2	111
NonconvexUtils	Depth 2	109
ACEpotentials	Depth 2	107
BAT	Depth 2	83
NonconvexIpopt	Depth 2	76
ReinforcementLearningZoo	Depth 2	70
TopOpt	Depth 2	57
Transformers	Depth 2	55
CounterfactualExplanations	Depth 2	47
FluxOptTools	Depth 2	34
TNRKit	Depth 2	33
GridapTopOpt	Depth 2	32
FluxTraining	Depth 2	32
Sleipnir	Depth 2	30
NonlinearSolveHomotopyContinuation	Depth 2	30
NonconvexNLopt	Depth 2	28
NonconvexJuniper	Depth 2	23
Octofitter	Depth 2	23
ScatterNNlib	Depth 2	23
DeepCompartmentModels	Depth 2	21
ArrayPadding	Depth 2	21
SciMLExpectations	Depth 2	20
UniversalDiffEq	Depth 2	16
JointEnergyModels	Depth 2	15
InformationGeometry	Depth 2	15
TaijaPlotting	Depth 2	15
Crux	Depth 2	15
MagNav	Depth 2	13
StochasticAD	Depth 2	11
DifferentiableBackwardEuler	Depth 2	10
MGVI	Depth 2	9
AutoEncoderToolkit	Depth 2	7
QuanEstimationBase	Depth 2	7
DPFEHM	Depth 2	7
DiffFusion	Depth 2	7
TuringBenchmarking	Depth 2	6
ConditionalDists	Depth 2	6
LiftedTrajectoryGames	Depth 2	5
StochasticGene	Depth 2	5
Solaris	Depth 2	5
ISOKANN	Depth 2	5
RandomMeas	Depth 2	5
WaveOpticsPropagation	Depth 2	4
TASOPT	Depth 2	4
EasyHybrid	Depth 2	4
RelevancePropagation	Depth 2	4
Kinbiont	Depth 2	4
Jello	Depth 2	4
GeneExpressionProgramming	Depth 2	4
GenerativeModels	Depth 2	4
ParameterEstimation	Depth 2	3
Nevanlinna	Depth 2	3
SeaPearl	Depth 2	3
DeconvOptim	Depth 2	3
GumbelSoftmax	Depth 2	3
BackwardsLinalg	Depth 2	3
HighDimPDE	Depth 2	2
GaussianVariationalInference	Depth 2	2
NonconvexNOMAD	Depth 2	2
Omega	Depth 2	2
SignalTemporalLogic	Depth 2	2
NonlinearOptimizationTestFunctions	Depth 2	2
OrdinaryDiffEqTaylorSeries	Depth 2	2
AugmentedGaussianProcesses	Depth 2	2