ChainRules

Last updated: Mar 21, 2026

Downloads last 30 days: 26,318
Downloads last week: 6,105
Downloads last day: 1,748
Downloads last 30 days: 26,318
Downloads last week: 6,105
Downloads last day: 1,748

Total Downloads

View Total Downloads data table

Date	Downloads
2026-03-08	1,174
2026-03-09	2,845
2026-03-10	2,950
2026-03-11	1,542
2026-03-12	1,832
2026-03-13	1,400
2026-03-14	403
2026-03-15	473
2026-03-16	862
2026-03-17	738
2026-03-18	1,238
2026-03-19	643
2026-03-20	1,138
2026-03-21	610

Downloads by Region

Dependencies

18 packages (9 direct, 9 transitive)

Package	Depth ↑	Downloads ↓
IrrationalConstants	Direct	645,619
Compat	Direct	184,720
Adapt	Direct	136,482
ChainRulesCore	Direct	104,095
Statistics	Direct	79,830
GPUArraysCore	Direct	61,905
StructArrays	Direct	46,108
RealDot	Direct	32,463
SparseInverseSubset	Direct	19,014
DataAPI	Depth 2	648,234
Requires	Depth 2	172,250
Tables	Depth 2	141,918
ConstructionBase	Depth 2	108,469
TOML	Depth 2	2,994
OrderedCollections	Depth 3	687,058
IteratorInterfaceExtensions	Depth 3	140,331
TableTraits	Depth 3	137,561
DataValueInterfaces	Depth 3	136,585

Dependents

100 packages (24 direct, 76 transitive) · 41,627 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	23,369
DistributionsAD	Direct	3,110
Mooncake	Direct	1,062
TaylorDiff	Direct	181
ControlSystemIdentification	Direct	121
Diffractor	Direct	43
Yota	Direct	32
ReversePropagation	Direct	22
VUMPSAutoDiff	Direct	9
CMBLensing	Direct	6
ODINN	Direct	3
ConformalPrediction	Direct	2
CirculantAttention	Direct	2
Nabla	Direct	1
ForwardDiff2	Direct	1
MatrixFuns	Direct	1
SphereUDE	Direct	0
CoupledNODE	Direct	0
BayesFlux	Direct	0
GradValley	Direct	0
RadialBasisFunctionModels	Direct	0
QAOA	Direct	0
GeometricMachineLearning	Direct	0
Avalon	Direct	0
Flux	Depth 2	9,238
SciMLSensitivity	Depth 2	1,718
DiffEqSensitivity	Depth 2	776
WilliamsonTransforms	Depth 2	195
Surrogates	Depth 2	191
IntervalConstraintProgramming	Depth 2	176
NeuralPDE	Depth 2	173
LuxTestUtils	Depth 2	145
Quadrature	Depth 2	105
NonconvexCore	Depth 2	74
LaplaceRedux	Depth 2	67
NonconvexUtils	Depth 2	62
NonconvexIpopt	Depth 2	57
Transformers	Depth 2	50
BAT	Depth 2	48
ReinforcementLearningZoo	Depth 2	46
ACEpotentials	Depth 2	44
Sleipnir	Depth 2	37
Octofitter	Depth 2	34
BetaML	Depth 2	27
PEPSKit	Depth 2	27
FluxTraining	Depth 2	26
CounterfactualExplanations	Depth 2	23
ScatterNNlib	Depth 2	20
NonconvexMMA	Depth 2	20
TNRKit	Depth 2	19
TuringBenchmarking	Depth 2	16
MagNav	Depth 2	16
ArrayPadding	Depth 2	16
InformationGeometry	Depth 2	15
AbstractCosmologicalEmulators	Depth 2	13
NonconvexNLopt	Depth 2	11
FluxOptTools	Depth 2	10
OrdinaryDiffEqTaylorSeries	Depth 2	9
NonlinearSolveHomotopyContinuation	Depth 2	9
GridapTopOpt	Depth 2	8
RandomMeas	Depth 2	8
AutoEncoderToolkit	Depth 2	7
TopOpt	Depth 2	7
NonconvexJuniper	Depth 2	7
TextModels	Depth 2	6
Effort	Depth 2	6
Crux	Depth 2	6
MGVI	Depth 2	6
HighDimPDE	Depth 2	5
ApplicationDrivenLearning	Depth 2	5
NeuralNetDiffEq	Depth 2	5
RobustNeuralNetworks	Depth 2	5
WaveOpticsPropagation	Depth 2	4
MacroEnergyTimeReduction	Depth 2	4
SciMLExpectations	Depth 2	4
Fluxperimental	Depth 2	4
SignalTemporalLogic	Depth 2	4
StochasticAD	Depth 2	4
UniversalDiffEq	Depth 2	3
EasyHybrid	Depth 2	3
Kinbiont	Depth 2	3
QuanEstimationBase	Depth 2	3
Tsunami	Depth 2	3
FluxOptics	Depth 2	3
FinancialMonteCarlo	Depth 2	2
TeneT	Depth 2	2
SHTnsKit	Depth 2	2
RelevancePropagation	Depth 2	2
NonlinearOptimizationTestFunctions	Depth 2	2
Solaris	Depth 2	2
BackwardsLinalg	Depth 2	2
SinusoidalRegressions	Depth 2	2
Flux3D	Depth 2	2
PDMPFlux	Depth 2	2
MLJGaussianProcesses	Depth 2	1
TaijaPlotting	Depth 2	1
Jello	Depth 2	1
ContinuousNormalizingFlows	Depth 2	1
TASOPT	Depth 2	1
FluxNLPModels	Depth 2	1