ChainRules

JuliaHub·Source·Documentation

Last updated: Sep 19, 2026

Cumulative

Downloads last 30 days: 48,931
Downloads last week: 23,412
Downloads last day: 6,944
Downloads last 30 days: 48,931
Downloads last week: 23,412
Downloads last day: 6,944

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

17 packages (9 direct, 8 transitive)

Package	Depth ↑	Downloads ↓
Compat	Direct	375,981
Adapt	Direct	349,269
IrrationalConstants	Direct	301,040
Statistics	Direct	217,843
ChainRulesCore	Direct	193,695
GPUArraysCore	Direct	137,592
StructArrays	Direct	104,501
RealDot	Direct	66,716
SparseInverseSubset	Direct	47,203
Tables	Depth 2	366,537
DataAPI	Depth 2	273,300
ConstructionBase	Depth 2	243,802
TOML	Depth 2	5,437
OrderedCollections	Depth 3	475,960
IteratorInterfaceExtensions	Depth 3	229,924
TableTraits	Depth 3	226,108
DataValueInterfaces	Depth 3	224,191

Dependents

100 packages (25 direct, 75 transitive) · 89,885 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	51,814
DistributionsAD	Direct	6,586
TaylorDiff	Direct	223
Diffractor	Direct	221
ControlSystemIdentification	Direct	92
ReversePropagation	Direct	40
Yota	Direct	40
ConformalPrediction	Direct	24
QAOA	Direct	8
StochasticAD	Direct	6
CMBLensing	Direct	5
Nabla	Direct	4
Newtrinos	Direct	3
RadialBasisFunctionModels	Direct	2
CirculantAttention	Direct	1
Cadnip	Direct	1
MatrixFuns	Direct	0
Avalon	Direct	0
GradValley	Direct	0
DecisionRules	Direct	0
SphereUDE	Direct	0
BayesFlux	Direct	0
ForwardDiff2	Direct	0
CoupledNODE	Direct	0
ODINN	Direct	0
Flux	Depth 2	16,023
PEPSKit	Depth 2	4,076
SciMLSensitivity	Depth 2	3,308
DiffEqSensitivity	Depth 2	1,693
TNRKit	Depth 2	923
LuxTestUtils	Depth 2	407
Surrogates	Depth 2	397
Quadrature	Depth 2	343
NonconvexCore	Depth 2	279
NeuralPDE	Depth 2	267
WilliamsonTransforms	Depth 2	252
IntervalConstraintProgramming	Depth 2	228
BAT	Depth 2	214
NonconvexUtils	Depth 2	204
NonconvexMMA	Depth 2	200
ReinforcementLearningZoo	Depth 2	187
NonconvexIpopt	Depth 2	159
FluxTraining	Depth 2	136
BetaML	Depth 2	132
SciMLExpectations	Depth 2	114
NonconvexJuniper	Depth 2	102
ScatterNNlib	Depth 2	101
Transformers	Depth 2	91
Sleipnir	Depth 2	77
NonconvexNLopt	Depth 2	74
FluxOptTools	Depth 2	70
LaplaceRedux	Depth 2	59
GeometricMachineLearning	Depth 2	46
ACEpotentials	Depth 2	40
Solaris	Depth 2	34
MagNav	Depth 2	34
Qaintellect	Depth 2	34
Octofitter	Depth 2	28
NonlinearSolveHomotopyContinuation	Depth 2	23
GeneExpressionProgramming	Depth 2	23
MCPhylo	Depth 2	22
WaveOpticsPropagation	Depth 2	21
AugmentedGaussianProcesses	Depth 2	21
CounterfactualExplanations	Depth 2	20
TeneT	Depth 2	19
NeuralNetDiffEq	Depth 2	19
TopOpt	Depth 2	19
Tsunami	Depth 2	17
JointEnergyModels	Depth 2	16
GridapTopOpt	Depth 2	15
SeaPearl	Depth 2	15
ConditionalDists	Depth 2	15
DeconvOptim	Depth 2	14
StochasticGene	Depth 2	14
Crux	Depth 2	13
MacroEnergyTimeReduction	Depth 2	11
RobustNeuralNetworks	Depth 2	10
Omega	Depth 2	10
QuantumCircuits	Depth 2	9
DifferentiableBackwardEuler	Depth 2	9
GPFlux	Depth 2	9
OrdinaryDiffEqTaylorSeries	Depth 2	8
ArrayPadding	Depth 2	8
Jello	Depth 2	8
TextModels	Depth 2	8
RayTracer	Depth 2	8
DerivableFunctions	Depth 2	7
QuanEstimationBase	Depth 2	7
GraphNetCore	Depth 2	6
DeepCompartmentModels	Depth 2	6
HighDimPDE	Depth 2	6
DPFEHM	Depth 2	6
QuantumNLDiffEq	Depth 2	6
HorseML	Depth 2	5
MLJGaussianProcesses	Depth 2	5
FinancialMonteCarlo	Depth 2	5
Nerf	Depth 2	5
MonotoneSplines	Depth 2	5
MixedComplementarityProblems	Depth 2	5
AutoComputationalGraphTuning	Depth 2	5