ChainRules

JuliaHub·Source·Documentation

Last updated: Feb 8, 2026

Downloads last 30 days

12,054

Downloads last week

2,645

Downloads last day

523

Downloads last 30 days

12,054

Downloads last week

2,645

Downloads last day

523

Total Downloads

Downloads by Region

Dependencies

18 packages (9 direct, 9 transitive)

Package	Depth ↑	Downloads ↓
IrrationalConstants	Direct	627,734
Compat	Direct	123,656
Statistics	Direct	105,348
Adapt	Direct	76,430
ChainRulesCore	Direct	66,592
GPUArraysCore	Direct	46,237
StructArrays	Direct	28,985
RealDot	Direct	18,401
SparseInverseSubset	Direct	9,549
DataAPI	Depth 2	618,142
Requires	Depth 2	145,507
Tables	Depth 2	125,091
ConstructionBase	Depth 2	88,860
TOML	Depth 2	839
OrderedCollections	Depth 3	683,375
IteratorInterfaceExtensions	Depth 3	122,319
TableTraits	Depth 3	120,904
DataValueInterfaces	Depth 3	120,720

Dependents

100 packages (24 direct, 76 transitive) · 25,066 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	10,824
DistributionsAD	Direct	1,495
Mooncake	Direct	630
ControlSystemIdentification	Direct	122
TaylorDiff	Direct	112
ReversePropagation	Direct	34
Yota	Direct	12
ConformalPrediction	Direct	12
Diffractor	Direct	8
GeometricMachineLearning	Direct	4
CMBLensing	Direct	2
ODINN	Direct	2
VUMPSAutoDiff	Direct	1
Avalon	Direct	1
Nabla	Direct	0
MatrixFuns	Direct	0
ForwardDiff2	Direct	0
BayesFlux	Direct	0
RadialBasisFunctionModels	Direct	0
CirculantAttention	Direct	0
QAOA	Direct	0
GradValley	Direct	0
CoupledNODE	Direct	0
SphereUDE	Direct	0
Flux	Depth 2	6,228
Turing	Depth 2	2,055
SciMLSensitivity	Depth 2	1,131
CoordRefSystems	Depth 2	869
WilliamsonTransforms	Depth 2	231
Surrogates	Depth 2	194
NeuralPDE	Depth 2	139
SignalTemporalLogic	Depth 2	91
PEPSKit	Depth 2	72
BAT	Depth 2	66
IntervalConstraintProgramming	Depth 2	54
DiffEqSensitivity	Depth 2	46
Transformers	Depth 2	46
PDMPFlux	Depth 2	41
ACEpotentials	Depth 2	35
FinancialMonteCarlo	Depth 2	35
NonconvexCore	Depth 2	33
NonconvexUtils	Depth 2	32
BetaML	Depth 2	32
GridapTopOpt	Depth 2	26
LaplaceRedux	Depth 2	21
Crux	Depth 2	21
Octofitter	Depth 2	18
MagNav	Depth 2	17
Quadrature	Depth 2	16
NonconvexMMA	Depth 2	15
InformationGeometry	Depth 2	15
RandomMeas	Depth 2	13
TNRKit	Depth 2	13
MGVI	Depth 2	11
EasyHybrid	Depth 2	10
TopOpt	Depth 2	10
FluxOptTools	Depth 2	10
ReinforcementLearningZoo	Depth 2	9
FluxTraining	Depth 2	9
SHTnsKit	Depth 2	9
NonconvexNLopt	Depth 2	9
NonconvexIpopt	Depth 2	9
LuxTestUtils	Depth 2	8
DeconvOptim	Depth 2	7
AutoEncoderToolkit	Depth 2	6
TaijaPlotting	Depth 2	6
SciMLExpectations	Depth 2	5
UniversalDiffEq	Depth 2	5
ArrayPadding	Depth 2	5
TASOPT	Depth 2	5
HighDimPDE	Depth 2	4
Fluxperimental	Depth 2	4
Sleipnir	Depth 2	4
Effort	Depth 2	4
JointEnergyModels	Depth 2	3
MOSLab	Depth 2	3
SimulationBasedInference	Depth 2	3
MLJGaussianProcesses	Depth 2	3
WaveOpticsPropagation	Depth 2	3
QuantumCircuits	Depth 2	3
TeneT	Depth 2	3
MCMCLogDensityProblems	Depth 2	3
Newtrinos	Depth 2	3
ParameterEstimation	Depth 2	3
NonlinearOptimizationTestFunctions	Depth 2	2
RobustNeuralNetworks	Depth 2	2
Solaris	Depth 2	2
NoiseModels	Depth 2	2
QuanEstimationBase	Depth 2	2
DeepCompartmentModels	Depth 2	2
DiffFusion	Depth 2	2
HorseML	Depth 2	1
FluxOptics	Depth 2	1
ContinuousNormalizingFlows	Depth 2	1
TuringBenchmarking	Depth 2	1
Nevanlinna	Depth 2	1
NeuralNetDiffEq	Depth 2	1
Tsunami	Depth 2	1
VQC	Depth 2	1
ElectricGrid	Depth 2	1