ParallelReverseAutoDiff 1.0.0

.NET Standard 2.1 This package targets .NET Standard 2.1. The package is compatible with this framework or higher.
There is a newer version of this package available.
See the version list below for details. 
dotnet add package ParallelReverseAutoDiff --version 1.0.0                

                    
                

            
NuGet\Install-Package ParallelReverseAutoDiff -Version 1.0.0
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="ParallelReverseAutoDiff" Version="1.0.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
paket add ParallelReverseAutoDiff --version 1.0.0                

                    
                

            
#r "nuget: ParallelReverseAutoDiff, 1.0.0"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
// Install ParallelReverseAutoDiff as a Cake Addin
#addin nuget:?package=ParallelReverseAutoDiff&version=1.0.0

// Install ParallelReverseAutoDiff as a Cake Tool
#tool nuget:?package=ParallelReverseAutoDiff&version=1.0.0

ParallelReverseAutoDiff

Parallel Reverse Mode Automatic Differentiation in C#

ParallelAutoDiff is a thread-safe C# library for reverse mode automatic differentiation, optimized for parallel computation. It leverages semaphores and locks to coordinate between threads, ensuring accuracy during gradient accumulation. Each operation in the library is implemented as a node with a forward and a backward function, facilitating efficient calculation of derivatives. A unique aspect of this library is its use of the visitor pattern: it includes a specialized 'Neural Network Visitor' which traverses neural network nodes across different threads. This visitor is responsible for gradient accumulation on nodes shared across multiple threads. This design allows for parallelized computations while maintaining consistency and avoiding race conditions. The result is an efficient, scalable automatic differentiation solution, ideal for machine learning applications and neural network training.

Product Compatible and additional computed target framework versions.
.NET net5.0 was computed.  net5.0-windows was computed.  net6.0 was computed.  net6.0-android was computed.  net6.0-ios was computed.  net6.0-maccatalyst was computed.  net6.0-macos was computed.  net6.0-tvos was computed.  net6.0-windows was computed.  net7.0 was computed.  net7.0-android was computed.  net7.0-ios was computed.  net7.0-maccatalyst was computed.  net7.0-macos was computed.  net7.0-tvos was computed.  net7.0-windows was computed.  net8.0 was computed.  net8.0-android was computed.  net8.0-browser was computed.  net8.0-ios was computed.  net8.0-maccatalyst was computed.  net8.0-macos was computed.  net8.0-tvos was computed.  net8.0-windows was computed. 
.NET Core netcoreapp3.0 was computed.  netcoreapp3.1 was computed. 
.NET Standard netstandard2.1 is compatible. 
MonoAndroid monoandroid was computed. 
MonoMac monomac was computed. 
MonoTouch monotouch was computed. 
Tizen tizen60 was computed. 
Xamarin.iOS xamarinios was computed. 
Xamarin.Mac xamarinmac was computed. 
Xamarin.TVOS xamarintvos was computed. 
Xamarin.WatchOS xamarinwatchos was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last updated
1.2.17 82 10/30/2024
1.2.16 118 10/27/2024
1.2.15 81 10/22/2024
1.2.14 120 10/13/2024
1.2.13 89 10/11/2024
1.2.12 110 10/6/2024
1.2.11 118 9/22/2024
1.2.10 97 9/1/2024
1.2.9 143 8/31/2024
1.2.8 99 8/29/2024
1.2.7 115 8/28/2024
1.2.6 117 7/4/2024
1.2.5 118 7/4/2024
1.2.4 140 7/2/2024
1.2.3 118 6/30/2024
1.2.2 117 6/27/2024
1.2.1 136 4/13/2024
1.2.0 114 4/1/2024
1.1.65 141 1/20/2024
1.1.64 121 1/10/2024
1.1.63 122 1/9/2024
1.1.62 139 1/8/2024
1.1.61 126 1/7/2024
1.1.60 120 1/7/2024
1.1.59 110 1/7/2024
1.1.58 118 1/6/2024
1.1.57 124 1/6/2024
1.1.56 120 1/6/2024
1.1.55 110 1/6/2024
1.1.54 123 1/5/2024
1.1.53 130 1/4/2024
1.1.52 122 1/4/2024
1.1.51 117 1/4/2024
1.1.50 122 1/3/2024
1.1.49 122 1/3/2024
1.1.48 134 1/3/2024
1.1.47 123 1/3/2024
1.1.46 118 1/3/2024
1.1.45 118 1/3/2024
1.1.44 126 1/3/2024
1.1.43 121 1/3/2024
1.1.42 128 1/2/2024
1.1.41 131 1/2/2024
1.1.40 138 1/2/2024
1.1.39 145 1/1/2024
1.1.38 131 1/1/2024
1.1.37 134 1/1/2024
1.1.36 141 1/1/2024
1.1.35 128 1/1/2024
1.1.34 131 12/31/2023
1.1.33 130 12/25/2023
1.1.32 105 12/25/2023
1.1.31 131 12/24/2023
1.1.30 114 12/24/2023
1.1.29 165 9/25/2023
1.1.28 122 9/25/2023
1.1.27 133 9/16/2023
1.1.26 158 9/7/2023
1.1.25 135 9/7/2023
1.1.24 153 9/7/2023
1.1.23 128 9/7/2023
1.1.22 141 9/6/2023
1.1.21 140 9/6/2023
1.1.20 137 9/6/2023
1.1.19 150 9/5/2023
1.1.18 141 9/4/2023
1.1.17 116 9/4/2023
1.1.16 146 9/4/2023
1.1.15 140 9/4/2023
1.1.14 170 7/12/2023
1.1.13 160 7/11/2023
1.1.12 158 7/10/2023
1.1.11 151 7/9/2023
1.1.10 152 7/9/2023
1.1.9 141 7/9/2023
1.1.8 148 7/8/2023
1.1.7 177 7/8/2023
1.1.6 135 7/7/2023
1.1.5 145 7/7/2023
1.1.4 170 7/6/2023
1.1.3 152 7/5/2023
1.1.2 157 7/5/2023
1.1.1 173 7/3/2023
1.1.0 174 7/3/2023
1.0.61 181 7/1/2023
1.0.60 156 6/30/2023
1.0.59 175 6/29/2023
1.0.58 160 6/27/2023
1.0.57 160 6/27/2023
1.0.56 164 6/26/2023
1.0.55 155 6/26/2023
1.0.54 161 6/24/2023
1.0.53 165 6/24/2023
1.0.52 161 6/23/2023
1.0.51 158 6/21/2023
1.0.50 169 6/20/2023
1.0.49 157 6/20/2023
1.0.48 168 6/20/2023
1.0.47 164 6/19/2023
1.0.46 152 6/17/2023
1.0.45 158 6/16/2023
1.0.44 158 6/16/2023
1.0.43 174 6/14/2023
1.0.42 161 6/13/2023
1.0.41 170 6/13/2023
1.0.40 205 6/11/2023
1.0.39 172 5/30/2023
1.0.38 174 5/30/2023
1.0.37 172 5/30/2023
1.0.36 168 5/30/2023
1.0.35 174 5/29/2023
1.0.34 178 5/28/2023
1.0.33 167 5/27/2023
1.0.32 176 5/22/2023
1.0.31 174 5/18/2023
1.0.30 185 5/18/2023
1.0.29 170 5/18/2023
1.0.28 153 5/16/2023
1.0.27 179 5/16/2023
1.0.26 173 5/13/2023
1.0.25 154 5/12/2023
1.0.24 201 5/12/2023
1.0.23 179 5/12/2023
1.0.22 182 5/12/2023
1.0.21 184 5/12/2023
1.0.20 207 5/12/2023
1.0.19 186 5/12/2023
1.0.18 184 5/10/2023
1.0.17 188 5/9/2023
1.0.16 199 5/9/2023
1.0.15 180 5/9/2023
1.0.14 191 5/9/2023
1.0.13 177 5/9/2023
1.0.12 182 5/8/2023
1.0.11 212 5/8/2023 1.0.11 is deprecated because it has critical bugs.
1.0.10 220 5/8/2023 1.0.10 is deprecated because it has critical bugs.
1.0.9 192 5/7/2023
1.0.8 182 5/6/2023
1.0.7 186 5/5/2023
1.0.6 168 5/4/2023
1.0.5 168 5/4/2023
1.0.4 168 5/4/2023
1.0.3 190 5/3/2023
1.0.2 192 5/3/2023
1.0.1 184 5/3/2023
1.0.0 189 5/2/2023

First release of ParallelReverseAutoDiff.