ChainRules

JuliaHub·Source·Documentation

Last updated: Oct 9, 2026

Cumulative

Downloads last 30 days: 86,525
Downloads last week: 16,809
Downloads last day: 5,107
Downloads last 30 days: 86,525
Downloads last week: 16,809
Downloads last day: 5,107

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

17 packages (9 direct, 8 transitive)

Package	Depth ↑	Downloads ↓
Compat	Direct	823,824
Adapt	Direct	709,089
IrrationalConstants	Direct	680,265
ChainRulesCore	Direct	456,465
Statistics	Direct	441,248
GPUArraysCore	Direct	286,659
StructArrays	Direct	204,150
RealDot	Direct	135,200
SparseInverseSubset	Direct	84,505
Tables	Depth 2	721,259
DataAPI	Depth 2	641,320
ConstructionBase	Depth 2	583,182
TOML	Depth 2	9,483
OrderedCollections	Depth 3	941,729
IteratorInterfaceExtensions	Depth 3	550,164
TableTraits	Depth 3	537,608
DataValueInterfaces	Depth 3	534,699

Dependents

100 packages (25 direct, 75 transitive) · 154,638 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	90,334
DistributionsAD	Direct	8,845
TaylorDiff	Direct	546
ControlSystemIdentification	Direct	385
Diffractor	Direct	283
ReversePropagation	Direct	155
CMBLensing	Direct	124
Yota	Direct	89
ConformalPrediction	Direct	75
StochasticAD	Direct	63
DecisionRules	Direct	61
Cadnip	Direct	39
Newtrinos	Direct	35
ODINN	Direct	20
MatrixFuns	Direct	8
QAOA	Direct	8
Nabla	Direct	8
RadialBasisFunctionModels	Direct	2
CirculantAttention	Direct	1
ForwardDiff2	Direct	1
GradValley	Direct	0
SphereUDE	Direct	0
CoupledNODE	Direct	0
BayesFlux	Direct	0
Avalon	Direct	0
Flux	Depth 2	28,025
SciMLSensitivity	Depth 2	6,244
PEPSKit	Depth 2	4,695
DiffEqSensitivity	Depth 2	2,198
TNRKit	Depth 2	1,370
IntervalConstraintProgramming	Depth 2	735
Surrogates	Depth 2	677
NonconvexCore	Depth 2	608
NeuralPDE	Depth 2	529
BAT	Depth 2	454
ReinforcementLearningZoo	Depth 2	453
LuxTestUtils	Depth 2	430
WilliamsonTransforms	Depth 2	411
NonconvexUtils	Depth 2	404
NonconvexMMA	Depth 2	366
Quadrature	Depth 2	353
Sleipnir	Depth 2	317
FluxTraining	Depth 2	300
LaplaceRedux	Depth 2	246
NonconvexIpopt	Depth 2	242
BetaML	Depth 2	228
ScatterNNlib	Depth 2	218
MagNav	Depth 2	195
Octofitter	Depth 2	169
SciMLExpectations	Depth 2	168
FluxOptTools	Depth 2	164
NonconvexNLopt	Depth 2	132
TeneT	Depth 2	124
RobustNeuralNetworks	Depth 2	122
NonconvexJuniper	Depth 2	120
GridapTopOpt	Depth 2	115
CounterfactualExplanations	Depth 2	110
Crux	Depth 2	104
GfPEPS	Depth 2	103
ArrayPadding	Depth 2	100
JointEnergyModels	Depth 2	98
Transformers	Depth 2	97
Jello	Depth 2	95
ConditionalDists	Depth 2	94
NeuralNetDiffEq	Depth 2	94
DeconvOptim	Depth 2	92
WaveOpticsPropagation	Depth 2	84
ApplicationDrivenLearning	Depth 2	83
ACEpotentials	Depth 2	75
AugmentedGaussianProcesses	Depth 2	73
QuanEstimationBase	Depth 2	68
GeometricMachineLearning	Depth 2	68
TopOpt	Depth 2	66
MixedComplementarityProblems	Depth 2	64
Flux3D	Depth 2	62
StateSpaceAnalysis	Depth 2	59
NonlinearSolveHomotopyContinuation	Depth 2	58
GraphNetCore	Depth 2	54
TextModels	Depth 2	53
GenerativeModels	Depth 2	52
DifferentiableBackwardEuler	Depth 2	51
SeaPearl	Depth 2	50
HighDimPDE	Depth 2	50
MacroEnergyTimeReduction	Depth 2	50
SignalTemporalLogic	Depth 2	49
GeneExpressionProgramming	Depth 2	46
Solaris	Depth 2	45
AutoEncoderToolkit	Depth 2	45
FinancialMonteCarlo	Depth 2	45
Nevanlinna	Depth 2	44
DPFEHM	Depth 2	43
TASOPT	Depth 2	41
MeshGraphNets	Depth 2	40
PDMPFlux	Depth 2	40
MonotoneSplines	Depth 2	37
EasyHybrid	Depth 2	37
Opal	Depth 2	35
Qaintellect	Depth 2	34
MLJGaussianProcesses	Depth 2	29
AstroNbodySim	Depth 2	27