ChainRules

JuliaHub·Source·Documentation

Last updated: Jun 10, 2026

Cumulative

Downloads last 30 days: 47,806
Downloads last week: 13,363
Downloads last day: 3,469
Downloads last 30 days: 47,806
Downloads last week: 13,363
Downloads last day: 3,469

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

17 packages (9 direct, 8 transitive)

Package	Depth ↑	Downloads ↓
Compat	Direct	398,157
IrrationalConstants	Direct	257,141
Adapt	Direct	251,083
ChainRulesCore	Direct	183,642
GPUArraysCore	Direct	149,049
Statistics	Direct	112,518
StructArrays	Direct	99,388
RealDot	Direct	88,207
SparseInverseSubset	Direct	41,510
ConstructionBase	Depth 2	263,172
DataAPI	Depth 2	245,122
Tables	Depth 2	206,001
TOML	Depth 2	2,558
OrderedCollections	Depth 3	314,937
IteratorInterfaceExtensions	Depth 3	246,719
TableTraits	Depth 3	201,314
DataValueInterfaces	Depth 3	201,179

Dependents

100 packages (23 direct, 77 transitive) · 66,714 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	43,998
DistributionsAD	Direct	4,450
TaylorDiff	Direct	183
ControlSystemIdentification	Direct	108
Diffractor	Direct	87
ConformalPrediction	Direct	32
Yota	Direct	20
ReversePropagation	Direct	14
GeometricMachineLearning	Direct	8
ODINN	Direct	6
MatrixFuns	Direct	3
Nabla	Direct	2
ForwardDiff2	Direct	2
CoupledNODE	Direct	1
CMBLensing	Direct	1
CirculantAttention	Direct	1
Cadnip	Direct	1
RadialBasisFunctionModels	Direct	1
SphereUDE	Direct	1
QAOA	Direct	1
GradValley	Direct	0
Avalon	Direct	0
BayesFlux	Direct	0
Flux	Depth 2	12,297
SciMLSensitivity	Depth 2	1,736
BetaML	Depth 2	641
DiffEqSensitivity	Depth 2	265
Surrogates	Depth 2	255
NeuralPDE	Depth 2	240
WilliamsonTransforms	Depth 2	180
PEPSKit	Depth 2	169
LaplaceRedux	Depth 2	156
LuxTestUtils	Depth 2	151
IntervalConstraintProgramming	Depth 2	130
NonconvexCore	Depth 2	114
ACEpotentials	Depth 2	109
NonconvexMMA	Depth 2	104
NonconvexUtils	Depth 2	99
FluxTraining	Depth 2	93
BAT	Depth 2	83
ReinforcementLearningZoo	Depth 2	78
ScatterNNlib	Depth 2	69
NonconvexIpopt	Depth 2	62
Transformers	Depth 2	57
TopOpt	Depth 2	53
Quadrature	Depth 2	53
Sleipnir	Depth 2	43
CounterfactualExplanations	Depth 2	41
TNRKit	Depth 2	34
NonconvexNLopt	Depth 2	31
FluxOptTools	Depth 2	29
NonconvexJuniper	Depth 2	27
Octofitter	Depth 2	26
GridapTopOpt	Depth 2	24
ArrayPadding	Depth 2	23
SciMLExpectations	Depth 2	21
NonlinearSolveHomotopyContinuation	Depth 2	19
TaijaPlotting	Depth 2	18
InformationGeometry	Depth 2	16
DeepCompartmentModels	Depth 2	16
MagNav	Depth 2	12
MGVI	Depth 2	12
ConditionalDists	Depth 2	11
Crux	Depth 2	10
AutoEncoderToolkit	Depth 2	10
GenerativeModels	Depth 2	8
Solaris	Depth 2	8
StochasticAD	Depth 2	8
UniversalDiffEq	Depth 2	7
Nevanlinna	Depth 2	7
JointEnergyModels	Depth 2	7
RelevancePropagation	Depth 2	7
Jello	Depth 2	7
TuringBenchmarking	Depth 2	7
HighDimPDE	Depth 2	6
QuanEstimationBase	Depth 2	6
Tsunami	Depth 2	6
RandomMeas	Depth 2	6
DifferentiableBackwardEuler	Depth 2	6
RobustNeuralNetworks	Depth 2	5
SignalTemporalLogic	Depth 2	5
DeconvOptim	Depth 2	5
FinancialMonteCarlo	Depth 2	5
WaveOpticsPropagation	Depth 2	5
Kinbiont	Depth 2	4
MCPhylo	Depth 2	4
GaussianSplatting	Depth 2	4
DiffFusion	Depth 2	4
HorseML	Depth 2	4
ParameterEstimation	Depth 2	4
BackwardsLinalg	Depth 2	4
AugmentedGaussianProcesses	Depth 2	4
EasyHybrid	Depth 2	3
ISOKANN	Depth 2	3
DiscoDiff	Depth 2	3
SeaPearl	Depth 2	3
NeuralNetDiffEq	Depth 2	3
ECCO	Depth 2	3
AutoComputationalGraphTuning	Depth 2	3
NonconvexNOMAD	Depth 2	3