ChainRules

JuliaHub·Source·Documentation

Last updated: Aug 25, 2026

Cumulative

Downloads last 30 days: 51,345
Downloads last week: 17,237
Downloads last day: 2,956
Downloads last 30 days: 51,345
Downloads last week: 17,237
Downloads last day: 2,956

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

17 packages (9 direct, 8 transitive)

Package	Depth ↑	Downloads ↓
Compat	Direct	374,012
IrrationalConstants	Direct	271,784
Adapt	Direct	265,825
ChainRulesCore	Direct	181,096
GPUArraysCore	Direct	136,223
StructArrays	Direct	112,273
Statistics	Direct	89,161
RealDot	Direct	74,396
SparseInverseSubset	Direct	50,493
DataAPI	Depth 2	256,373
Tables	Depth 2	253,723
ConstructionBase	Depth 2	225,490
TOML	Depth 2	7,161
OrderedCollections	Depth 3	394,702
IteratorInterfaceExtensions	Depth 3	213,166
TableTraits	Depth 3	207,243
DataValueInterfaces	Depth 3	205,301

Dependents

100 packages (24 direct, 76 transitive) · 97,619 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	51,553
DistributionsAD	Direct	8,060
TaylorDiff	Direct	351
Diffractor	Direct	141
ControlSystemIdentification	Direct	101
ReversePropagation	Direct	87
Yota	Direct	60
ConformalPrediction	Direct	39
Nabla	Direct	9
Cadnip	Direct	3
ODINN	Direct	2
QAOA	Direct	1
MatrixFuns	Direct	1
CirculantAttention	Direct	1
RadialBasisFunctionModels	Direct	1
Avalon	Direct	0
GradValley	Direct	0
DecisionRules	Direct	0
SphereUDE	Direct	0
CoupledNODE	Direct	0
ForwardDiff2	Direct	0
CMBLensing	Direct	0
Newtrinos	Direct	0
BayesFlux	Direct	0
Flux	Depth 2	22,427
SciMLSensitivity	Depth 2	5,033
DiffEqSensitivity	Depth 2	1,851
NeuralPDE	Depth 2	720
IntervalConstraintProgramming	Depth 2	652
LuxTestUtils	Depth 2	520
NonconvexCore	Depth 2	487
Surrogates	Depth 2	450
PEPSKit	Depth 2	436
NonconvexUtils	Depth 2	423
NonconvexMMA	Depth 2	403
TNRKit	Depth 2	381
Quadrature	Depth 2	365
NonconvexIpopt	Depth 2	343
ReinforcementLearningZoo	Depth 2	233
Transformers	Depth 2	231
WilliamsonTransforms	Depth 2	222
FluxTraining	Depth 2	217
BAT	Depth 2	191
LaplaceRedux	Depth 2	187
BetaML	Depth 2	160
SciMLExpectations	Depth 2	130
Sleipnir	Depth 2	101
ScatterNNlib	Depth 2	87
CounterfactualExplanations	Depth 2	83
ACEpotentials	Depth 2	62
JointEnergyModels	Depth 2	54
FluxOptTools	Depth 2	49
Kinbiont	Depth 2	42
NonlinearSolveHomotopyContinuation	Depth 2	33
TopOpt	Depth 2	32
Octofitter	Depth 2	31
TaijaPlotting	Depth 2	31
Solaris	Depth 2	30
MCPhylo	Depth 2	26
AugmentedGaussianProcesses	Depth 2	25
SeaPearl	Depth 2	23
NonconvexNLopt	Depth 2	23
ConditionalDists	Depth 2	21
GeometricMachineLearning	Depth 2	21
OrdinaryDiffEqTaylorSeries	Depth 2	19
Tsunami	Depth 2	18
GridapTopOpt	Depth 2	18
QuanEstimationBase	Depth 2	17
StochasticGene	Depth 2	15
DifferentiableBackwardEuler	Depth 2	15
DeconvOptim	Depth 2	14
RayTracer	Depth 2	14
FastVision	Depth 2	13
NeuralNetDiffEq	Depth 2	13
GraphNetCore	Depth 2	12
TwoBody	Depth 2	12
TextModels	Depth 2	12
MacroEnergyTimeReduction	Depth 2	11
DeepCompartmentModels	Depth 2	11
ArrayPadding	Depth 2	11
WaveOpticsPropagation	Depth 2	11
DPFEHM	Depth 2	11
Omega	Depth 2	10
MagNav	Depth 2	10
Jello	Depth 2	10
GPFlux	Depth 2	9
QuantumNLDiffEq	Depth 2	8
NonconvexJuniper	Depth 2	8
StochasticAD	Depth 2	8
EasyHybrid	Depth 2	7
FinancialMonteCarlo	Depth 2	7
Crux	Depth 2	7
HighDimPDE	Depth 2	6
RelevancePropagation	Depth 2	6
Flux3D	Depth 2	5
HorseML	Depth 2	5
AutomationLabsIdentification	Depth 2	5
RobustNeuralNetworks	Depth 2	5
Nerf	Depth 2	5
GenerativeModels	Depth 2	5