ChainRules

JuliaHub·Source·Documentation

Last updated: Jul 1, 2026

Cumulative

Downloads last 30 days: 51,349
Downloads last week: 11,137
Downloads last day: 1,835
Downloads last 30 days: 51,349
Downloads last week: 11,137
Downloads last day: 1,835

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

17 packages (9 direct, 8 transitive)

Package	Depth ↑	Downloads ↓
Compat	Direct	459,116
Adapt	Direct	323,308
IrrationalConstants	Direct	292,198
ChainRulesCore	Direct	206,628
GPUArraysCore	Direct	131,030
StructArrays	Direct	113,816
RealDot	Direct	105,734
Statistics	Direct	77,098
SparseInverseSubset	Direct	46,051
DataAPI	Depth 2	258,262
ConstructionBase	Depth 2	255,201
Tables	Depth 2	220,622
TOML	Depth 2	2,158
OrderedCollections	Depth 3	400,318
IteratorInterfaceExtensions	Depth 3	214,467
TableTraits	Depth 3	204,183
DataValueInterfaces	Depth 3	203,412

Dependents

100 packages (25 direct, 75 transitive) · 73,753 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	50,655
DistributionsAD	Direct	3,787
TaylorDiff	Direct	186
ControlSystemIdentification	Direct	123
Diffractor	Direct	57
ConformalPrediction	Direct	56
Nabla	Direct	34
ReversePropagation	Direct	32
Yota	Direct	28
GeometricMachineLearning	Direct	22
SphereUDE	Direct	11
ForwardDiff2	Direct	9
MatrixFuns	Direct	8
ODINN	Direct	8
RadialBasisFunctionModels	Direct	5
CMBLensing	Direct	4
QAOA	Direct	4
CirculantAttention	Direct	4
Cadnip	Direct	4
Newtrinos	Direct	4
CoupledNODE	Direct	2
DecisionRules	Direct	2
Avalon	Direct	0
BayesFlux	Direct	0
GradValley	Direct	0
Flux	Depth 2	12,010
SciMLSensitivity	Depth 2	2,061
DiffEqSensitivity	Depth 2	516
WilliamsonTransforms	Depth 2	351
IntervalConstraintProgramming	Depth 2	334
PEPSKit	Depth 2	315
NeuralPDE	Depth 2	271
Surrogates	Depth 2	229
LuxTestUtils	Depth 2	149
LaplaceRedux	Depth 2	149
Sleipnir	Depth 2	147
FluxTraining	Depth 2	143
BetaML	Depth 2	140
ScatterNNlib	Depth 2	116
FluxOptTools	Depth 2	110
NonconvexUtils	Depth 2	105
Quadrature	Depth 2	90
NonconvexCore	Depth 2	84
NonconvexMMA	Depth 2	70
BAT	Depth 2	70
CounterfactualExplanations	Depth 2	70
ReinforcementLearningZoo	Depth 2	67
Transformers	Depth 2	66
Octofitter	Depth 2	63
SciMLExpectations	Depth 2	53
NonconvexIpopt	Depth 2	53
StochasticGene	Depth 2	51
ACEpotentials	Depth 2	46
GridapTopOpt	Depth 2	43
TNRKit	Depth 2	41
FinancialMonteCarlo	Depth 2	31
DeconvOptim	Depth 2	29
TopOpt	Depth 2	27
TaijaPlotting	Depth 2	26
Fluxperimental	Depth 2	26
StochasticAD	Depth 2	26
DiffFusion	Depth 2	25
TuringBenchmarking	Depth 2	24
ContinuousNormalizingFlows	Depth 2	21
Solaris	Depth 2	21
DeepCompartmentModels	Depth 2	20
Tsunami	Depth 2	19
JointEnergyModels	Depth 2	19
AutoComputationalGraphTuning	Depth 2	17
ISOKANN	Depth 2	16
NonconvexJuniper	Depth 2	16
MagNav	Depth 2	16
NonlinearOptimizationTestFunctions	Depth 2	16
MCPhylo	Depth 2	15
RobustNeuralNetworks	Depth 2	15
WaveOpticsPropagation	Depth 2	14
AutoEncoderToolkit	Depth 2	14
Jello	Depth 2	14
ArrayPadding	Depth 2	14
ConditionalDists	Depth 2	13
RandomMeas	Depth 2	12
SignalTemporalLogic	Depth 2	12
SwissVAMyKnife	Depth 2	11
MixedComplementarityProblems	Depth 2	11
Nevanlinna	Depth 2	11
NonconvexNLopt	Depth 2	11
LearningHorse	Depth 2	11
DerivableFunctions	Depth 2	11
RelevancePropagation	Depth 2	10
Kinbiont	Depth 2	10
AugmentedGaussianProcesses	Depth 2	10
NonlinearSolveHomotopyContinuation	Depth 2	10
QuanEstimationBase	Depth 2	10
PDMPFlux	Depth 2	10
QuantumNLDiffEq	Depth 2	9
HighDimPDE	Depth 2	9
ParameterEstimation	Depth 2	9
ApplicationDrivenLearning	Depth 2	8
Crux	Depth 2	8
SeaPearl	Depth 2	8