ChainRules

Last updated:
Downloads last 30 days
61,947
Downloads last week
17,273
Downloads last day
3,357
Total Downloads
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DateDownloads
1,325
1,665
1,856
2,530
1,459
3,376
3,706
1,756
2,183
2,341
2,114
1,816
1,668
1,689
Downloads by Region
Dependencies

18 packages (9 direct, 9 transitive)

PackageDepthDownloads
IrrationalConstants
Direct
1,173,600
Compat
Direct
524,291
Adapt
Direct
324,194
ChainRulesCore
Direct
263,836
GPUArraysCore
Direct
136,115
StructArrays
Direct
123,696
Statistics
Direct
116,799
RealDot
Direct
102,148
SparseInverseSubset
Direct
52,709
DataAPI
Depth 2
1,166,139
Requires
Depth 2
386,551
ConstructionBase
Depth 2
315,511
Tables
Depth 2
277,561
TOML
Depth 2
4,658
OrderedCollections
Depth 3
1,205,760
IteratorInterfaceExtensions
Depth 3
281,065
DataValueInterfaces
Depth 3
273,374
TableTraits
Depth 3
272,669
Dependents

100 packages (23 direct, 77 transitive) · 84,103 downloads (last 30 days)

PackageDepthDownloads
Zygote
Direct
58,059
DistributionsAD
Direct
3,438
Diffractor
Direct
232
TaylorDiff
Direct
228
ControlSystemIdentification
Direct
154
ConformalPrediction
Direct
50
ReversePropagation
Direct
20
GeometricMachineLearning
Direct
19
Yota
Direct
16
MatrixFuns
Direct
7
SphereUDE
Direct
7
ODINN
Direct
5
CirculantAttention
Direct
2
Cadnip
Direct
1
QAOA
Direct
1
CMBLensing
Direct
1
CoupledNODE
Direct
1
RadialBasisFunctionModels
Direct
0
Nabla
Direct
0
ForwardDiff2
Direct
0
GradValley
Direct
0
BayesFlux
Direct
0
Avalon
Direct
0
Flux
Depth 2
14,722
SciMLSensitivity
Depth 2
2,439
DiffEqSensitivity
Depth 2
563
NeuralPDE
Depth 2
291
Surrogates
Depth 2
248
TNRKit
Depth 2
243
WilliamsonTransforms
Depth 2
212
IntervalConstraintProgramming
Depth 2
205
Quadrature
Depth 2
183
LuxTestUtils
Depth 2
179
NonconvexCore
Depth 2
159
ArrayPadding
Depth 2
157
LaplaceRedux
Depth 2
156
CounterfactualExplanations
Depth 2
128
NonconvexUtils
Depth 2
122
ACEpotentials
Depth 2
120
NonconvexMMA
Depth 2
105
BetaML
Depth 2
103
ReinforcementLearningZoo
Depth 2
98
FluxTraining
Depth 2
97
Sleipnir
Depth 2
85
InformationGeometry
Depth 2
81
TopOpt
Depth 2
78
PEPSKit
Depth 2
74
Transformers
Depth 2
72
Octofitter
Depth 2
61
Jello
Depth 2
60
NonconvexIpopt
Depth 2
59
SciMLExpectations
Depth 2
55
NonlinearOptimizationTestFunctions
Depth 2
54
BAT
Depth 2
50
StochasticGene
Depth 2
38
ScatterNNlib
Depth 2
35
UniversalDiffEq
Depth 2
25
TaijaPlotting
Depth 2
25
GridapTopOpt
Depth 2
25
Crux
Depth 2
25
QuanEstimationBase
Depth 2
22
Kinbiont
Depth 2
22
FluxOptTools
Depth 2
21
PDMPFlux
Depth 2
21
ParameterEstimation
Depth 2
20
MagNav
Depth 2
19
Solaris
Depth 2
19
NonlinearSolveHomotopyContinuation
Depth 2
16
ContinuousNormalizingFlows
Depth 2
15
MGVI
Depth 2
15
MixedComplementarityProblems
Depth 2
15
TuringBenchmarking
Depth 2
14
NonconvexNLopt
Depth 2
13
JointEnergyModels
Depth 2
12
OrdinaryDiffEqTaylorSeries
Depth 2
11
EasyHybrid
Depth 2
11
AutoEncoderToolkit
Depth 2
10
ECCO
Depth 2
9
NonconvexJuniper
Depth 2
9
RelevancePropagation
Depth 2
9
AutoComputationalGraphTuning
Depth 2
9
DeconvOptim
Depth 2
8
StochasticAD
Depth 2
8
WaveOpticsPropagation
Depth 2
8
ISOKANN
Depth 2
7
GeneExpressionProgramming
Depth 2
7
ApplicationDrivenLearning
Depth 2
7
RandomMeas
Depth 2
7
HighDimPDE
Depth 2
6
SeaPearl
Depth 2
6
Tsunami
Depth 2
6
DifferentiableBackwardEuler
Depth 2
6
LiftedTrajectoryGames
Depth 2
6
DPFEHM
Depth 2
6
ConditionalDists
Depth 2
6
GaussianSplatting
Depth 2
5
Fluxperimental
Depth 2
5
GenerativeModels
Depth 2
5
SOLPS2ctrl
Depth 2
5
TASOPT
Depth 2
4