ChainRules

Last updated: Apr 10, 2026

Downloads last 30 days: 47,712
Downloads last week: 14,533
Downloads last day: 3,365
Downloads last 30 days: 47,712
Downloads last week: 14,533
Downloads last day: 3,365

Total Downloads

View Total Downloads data table

Date	Downloads
2026-03-28	1,821
2026-03-29	1,876
2026-03-30	2,082
2026-03-31	2,667
2026-04-01	2,314
2026-04-02	1,495
2026-04-03	2,429
2026-04-04	1,555
2026-04-05	2,954
2026-04-06	1,197
2026-04-07	1,245
2026-04-08	1,788
2026-04-09	1,946
2026-04-10	1,419

Downloads by Region

Dependencies

18 packages (9 direct, 9 transitive)

Package	Depth ↑	Downloads ↓
IrrationalConstants	Direct	369,301
Compat	Direct	338,230
Adapt	Direct	244,586
ChainRulesCore	Direct	205,958
Statistics	Direct	124,710
GPUArraysCore	Direct	103,761
StructArrays	Direct	80,781
RealDot	Direct	57,866
SparseInverseSubset	Direct	33,246
DataAPI	Depth 2	367,645
Requires	Depth 2	296,793
Tables	Depth 2	233,850
ConstructionBase	Depth 2	217,947
TOML	Depth 2	4,965
OrderedCollections	Depth 3	420,816
IteratorInterfaceExtensions	Depth 3	234,517
TableTraits	Depth 3	229,439
DataValueInterfaces	Depth 3	228,427

Dependents

100 packages (22 direct, 78 transitive) · 66,312 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	44,604
DistributionsAD	Direct	3,700
TaylorDiff	Direct	184
ControlSystemIdentification	Direct	150
Diffractor	Direct	44
Yota	Direct	39
ReversePropagation	Direct	30
ConformalPrediction	Direct	16
GeometricMachineLearning	Direct	14
CMBLensing	Direct	6
MatrixFuns	Direct	6
SphereUDE	Direct	6
ODINN	Direct	3
CirculantAttention	Direct	2
CoupledNODE	Direct	1
Nabla	Direct	1
QAOA	Direct	1
ForwardDiff2	Direct	0
RadialBasisFunctionModels	Direct	0
BayesFlux	Direct	0
GradValley	Direct	0
Avalon	Direct	0
Flux	Depth 2	11,048
SciMLSensitivity	Depth 2	2,524
DiffEqSensitivity	Depth 2	857
NeuralPDE	Depth 2	310
IntervalConstraintProgramming	Depth 2	270
Surrogates	Depth 2	259
TNRKit	Depth 2	241
WilliamsonTransforms	Depth 2	177
LuxTestUtils	Depth 2	172
LaplaceRedux	Depth 2	125
Quadrature	Depth 2	120
NonconvexCore	Depth 2	102
NonconvexUtils	Depth 2	88
ReinforcementLearningZoo	Depth 2	74
BetaML	Depth 2	69
ArrayPadding	Depth 2	69
CounterfactualExplanations	Depth 2	68
NonconvexIpopt	Depth 2	67
Jello	Depth 2	60
BAT	Depth 2	56
Transformers	Depth 2	45
Octofitter	Depth 2	45
PEPSKit	Depth 2	45
SciMLExpectations	Depth 2	44
ACEpotentials	Depth 2	41
NonconvexMMA	Depth 2	40
Sleipnir	Depth 2	36
AbstractCosmologicalEmulators	Depth 2	35
MagNav	Depth 2	32
ScatterNNlib	Depth 2	29
InformationGeometry	Depth 2	25
TuringBenchmarking	Depth 2	20
GridapTopOpt	Depth 2	19
TopOpt	Depth 2	18
StochasticGene	Depth 2	18
FluxTraining	Depth 2	18
FluxOptTools	Depth 2	16
QuanEstimationBase	Depth 2	15
TaijaPlotting	Depth 2	12
Crux	Depth 2	12
NonconvexNLopt	Depth 2	12
NonconvexJuniper	Depth 2	10
AutoEncoderToolkit	Depth 2	10
PDMPFlux	Depth 2	9
RelevancePropagation	Depth 2	8
WaveOpticsPropagation	Depth 2	8
MGVI	Depth 2	8
HighDimPDE	Depth 2	7
SeaPearl	Depth 2	6
Tsunami	Depth 2	6
RandomMeas	Depth 2	6
NonlinearSolveHomotopyContinuation	Depth 2	5
NeuralNetDiffEq	Depth 2	5
Kinbiont	Depth 2	5
ConditionalDists	Depth 2	5
Effort	Depth 2	5
Fluxperimental	Depth 2	5
AsapOptim	Depth 2	5
GenerativeModels	Depth 2	5
RobustNeuralNetworks	Depth 2	4
DeconvOptim	Depth 2	4
DeepCompartmentModels	Depth 2	4
ApplicationDrivenLearning	Depth 2	4
StochasticAD	Depth 2	4
ParameterEstimation	Depth 2	3
DataDrivenLux	Depth 2	3
OrdinaryDiffEqTaylorSeries	Depth 2	3
GeneExpressionProgramming	Depth 2	3
SinusoidalRegressions	Depth 2	3
LiftedTrajectoryGames	Depth 2	3
EasyHybrid	Depth 2	2
BackwardsLinalg	Depth 2	2
Nevanlinna	Depth 2	2
MacroEnergyTimeReduction	Depth 2	2
VUMPSAutoDiff	Depth 2	2
DifferentiableBackwardEuler	Depth 2	2
QuantumCircuits	Depth 2	2
DPFEHM	Depth 2	2