ChainRules

Last updated: Mar 4, 2026

Downloads last 30 days: 14,309
Downloads last week: 3,846
Downloads last day: 1,144
Downloads last 30 days: 14,309
Downloads last week: 3,846
Downloads last day: 1,144

Total Downloads

View Total Downloads data table

Date	Downloads
2026-02-19	677
2026-02-20	525
2026-02-21	358
2026-02-22	398
2026-02-23	488
2026-02-24	570
2026-02-25	546
2026-02-26	732
2026-02-27	445
2026-02-28	242
2026-03-01	264
2026-03-02	473
2026-03-03	478
2026-03-04	666

Downloads by Region

Dependencies

18 packages (9 direct, 9 transitive)

Package	Depth ↑	Downloads ↓
IrrationalConstants	Direct	1,440,380
Compat	Direct	99,435
Statistics	Direct	68,178
Adapt	Direct	58,621
ChainRulesCore	Direct	48,654
GPUArraysCore	Direct	25,745
StructArrays	Direct	22,055
RealDot	Direct	16,934
SparseInverseSubset	Direct	9,282
DataAPI	Depth 2	1,446,249
Requires	Depth 2	103,628
Tables	Depth 2	86,448
ConstructionBase	Depth 2	50,800
TOML	Depth 2	1,309
OrderedCollections	Depth 3	1,479,909
IteratorInterfaceExtensions	Depth 3	83,589
TableTraits	Depth 3	82,351
DataValueInterfaces	Depth 3	82,202

Dependents

100 packages (24 direct, 76 transitive) · 20,930 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	10,194
DistributionsAD	Direct	1,681
Mooncake	Direct	643
TaylorDiff	Direct	210
ControlSystemIdentification	Direct	134
VUMPSAutoDiff	Direct	42
Diffractor	Direct	15
ConformalPrediction	Direct	7
ReversePropagation	Direct	7
ODINN	Direct	5
Yota	Direct	4
CMBLensing	Direct	4
ForwardDiff2	Direct	1
Avalon	Direct	1
Nabla	Direct	1
GeometricMachineLearning	Direct	1
SphereUDE	Direct	0
MatrixFuns	Direct	0
RadialBasisFunctionModels	Direct	0
GradValley	Direct	0
QAOA	Direct	0
CirculantAttention	Direct	0
CoupledNODE	Direct	0
BayesFlux	Direct	0
Flux	Depth 2	5,254
SciMLSensitivity	Depth 2	1,233
WilliamsonTransforms	Depth 2	240
NeuralPDE	Depth 2	148
Surrogates	Depth 2	128
ACEpotentials	Depth 2	80
DiffEqSensitivity	Depth 2	74
IntervalConstraintProgramming	Depth 2	70
Transformers	Depth 2	60
LuxTestUtils	Depth 2	53
NonconvexCore	Depth 2	39
BAT	Depth 2	37
NonconvexUtils	Depth 2	36
PEPSKit	Depth 2	34
FluxOptTools	Depth 2	33
Octofitter	Depth 2	31
Quadrature	Depth 2	29
BetaML	Depth 2	26
NonconvexMMA	Depth 2	24
InformationGeometry	Depth 2	22
NonconvexIpopt	Depth 2	20
FinancialMonteCarlo	Depth 2	19
PDMPFlux	Depth 2	18
GridapTopOpt	Depth 2	16
LaplaceRedux	Depth 2	16
RandomMeas	Depth 2	13
TASOPT	Depth 2	13
ArrayPadding	Depth 2	12
MagNav	Depth 2	12
FluxTraining	Depth 2	11
OrdinaryDiffEqTaylorSeries	Depth 2	11
Sleipnir	Depth 2	10
TNRKit	Depth 2	10
SignalTemporalLogic	Depth 2	9
Crux	Depth 2	9
AutoEncoderToolkit	Depth 2	8
EasyHybrid	Depth 2	8
TopOpt	Depth 2	7
MGVI	Depth 2	7
TextModels	Depth 2	6
SHTnsKit	Depth 2	6
AutoComputationalGraphTuning	Depth 2	6
NonconvexNLopt	Depth 2	6
Effort	Depth 2	5
StellarSpectraObservationFitting	Depth 2	4
CounterfactualExplanations	Depth 2	4
WaveOpticsPropagation	Depth 2	4
Tsunami	Depth 2	4
NonlinearOptimizationTestFunctions	Depth 2	3
QuantumCircuits	Depth 2	3
SciMLExpectations	Depth 2	3
Solaris	Depth 2	3
UniversalDiffEq	Depth 2	3
JointEnergyModels	Depth 2	3
NonconvexJuniper	Depth 2	3
TeneT	Depth 2	3
MacroEnergyTimeReduction	Depth 2	2
ContinuousNormalizingFlows	Depth 2	2
MLJGaussianProcesses	Depth 2	2
Fluxperimental	Depth 2	2
AugmentedGaussianProcesses	Depth 2	2
NonconvexNOMAD	Depth 2	2
HighDimPDE	Depth 2	2
SimulationBasedInference	Depth 2	2
StochasticAD	Depth 2	2
ReinforcementLearningZoo	Depth 2	2
FluxOptics	Depth 2	2
GaussianSplatting	Depth 2	1
FluxArchitectures	Depth 2	1
QuanEstimationBase	Depth 2	1
Flux3D	Depth 2	1
DerivableFunctions	Depth 2	1
Nevanlinna	Depth 2	1
PianoHands	Depth 2	1
TuringBenchmarking	Depth 2	1
ApplicationDrivenLearning	Depth 2	1