ChainRules

JuliaHub·Source·Documentation

Last updated: Oct 30, 2026

Cumulative

Downloads last 30 days: 99,815
Downloads last week: 40,674
Downloads last day: 15,485
Downloads last 30 days: 99,815
Downloads last week: 40,674
Downloads last day: 15,485

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

15 packages (8 direct, 7 transitive)

Package	Depth ↑	Downloads ↓
IrrationalConstants	Direct	731,565
Adapt	Direct	673,008
ChainRulesCore	Direct	496,736
Statistics	Direct	407,547
GPUArraysCore	Direct	329,903
StructArrays	Direct	220,699
RealDot	Direct	143,847
SparseInverseSubset	Direct	91,454
DataAPI	Depth 2	671,269
Tables	Depth 2	657,230
ConstructionBase	Depth 2	592,293
OrderedCollections	Depth 3	965,703
IteratorInterfaceExtensions	Depth 3	586,351
TableTraits	Depth 3	578,431
DataValueInterfaces	Depth 3	577,793

Dependents

100 packages (25 direct, 75 transitive) · 160,364 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	94,828
DistributionsAD	Direct	7,290
TaylorDiff	Direct	420
ControlSystemIdentification	Direct	371
Diffractor	Direct	316
ReversePropagation	Direct	104
StochasticAD	Direct	78
DecisionRules	Direct	75
ConformalPrediction	Direct	72
Yota	Direct	40
CMBLensing	Direct	20
Cadnip	Direct	8
Nabla	Direct	7
Newtrinos	Direct	5
MatrixFuns	Direct	3
Avalon	Direct	3
RadialBasisFunctionModels	Direct	3
ODINN	Direct	2
QAOA	Direct	1
ForwardDiff2	Direct	0
BayesFlux	Direct	0
CirculantAttention	Direct	0
GradValley	Direct	0
CoupledNODE	Direct	0
SphereUDE	Direct	0
Flux	Depth 2	40,383
SciMLSensitivity	Depth 2	4,852
PEPSKit	Depth 2	1,439
DiffEqSensitivity	Depth 2	981
IntervalConstraintProgramming	Depth 2	783
FluxTraining	Depth 2	688
NonconvexCore	Depth 2	589
ReinforcementLearningZoo	Depth 2	569
NonconvexUtils	Depth 2	465
Surrogates	Depth 2	428
LuxTestUtils	Depth 2	378
BAT	Depth 2	375
NonconvexIpopt	Depth 2	287
Sleipnir	Depth 2	263
Quadrature	Depth 2	251
NonconvexMMA	Depth 2	239
WilliamsonTransforms	Depth 2	225
LaplaceRedux	Depth 2	204
NeuralPDE	Depth 2	203
Octofitter	Depth 2	199
ScatterNNlib	Depth 2	194
TextModels	Depth 2	169
FluxOptTools	Depth 2	163
BetaML	Depth 2	162
CounterfactualExplanations	Depth 2	153
Transformers	Depth 2	149
ACEpotentials	Depth 2	123
ArrayPadding	Depth 2	106
RobustNeuralNetworks	Depth 2	100
Crux	Depth 2	100
Jello	Depth 2	79
NonconvexNLopt	Depth 2	79
JointEnergyModels	Depth 2	78
TopOpt	Depth 2	74
OrdinaryDiffEqTaylorSeries	Depth 2	73
Nevanlinna	Depth 2	72
HighDimPDE	Depth 2	69
SciMLExpectations	Depth 2	66
SignalTemporalLogic	Depth 2	66
ApplicationDrivenLearning	Depth 2	62
NonlinearSolveHomotopyContinuation	Depth 2	53
MagNav	Depth 2	49
GumbelSoftmax	Depth 2	49
ConditionalDists	Depth 2	42
MacroEnergyTimeReduction	Depth 2	39
GridapTopOpt	Depth 2	38
DifferentiableBackwardEuler	Depth 2	38
DPFEHM	Depth 2	36
GraphNetCore	Depth 2	31
TNRKit	Depth 2	30
SeaPearl	Depth 2	30
Solaris	Depth 2	29
GenerativeModels	Depth 2	26
AutoEncoderToolkit	Depth 2	26
TeneT	Depth 2	26
QuanEstimationBase	Depth 2	24
MonotoneSplines	Depth 2	22
MeshGraphNets	Depth 2	21
DiffFusion	Depth 2	21
AstroNbodySim	Depth 2	19
Flux3D	Depth 2	19
NonconvexJuniper	Depth 2	14
WaveOpticsPropagation	Depth 2	13
TaijaPlotting	Depth 2	10
TuringBenchmarking	Depth 2	9
DeconvOptim	Depth 2	8
NeuralNetDiffEq	Depth 2	8
Tsunami	Depth 2	7
Nerf	Depth 2	7
BackwardsLinalg	Depth 2	7
GraphNetSim	Depth 2	6
NarxHematox	Depth 2	6
SOLPS2ctrl	Depth 2	6
ParameterEstimation	Depth 2	6
GeometricMachineLearning	Depth 2	5