TreesearchLib 1.1.2
See the version list below for details.
dotnet add package TreesearchLib --version 1.1.2
NuGet\Install-Package TreesearchLib -Version 1.1.2
<PackageReference Include="TreesearchLib" Version="1.1.2" />
paket add TreesearchLib --version 1.1.2
#r "nuget: TreesearchLib, 1.1.2"
// Install TreesearchLib as a Cake Addin #addin nuget:?package=TreesearchLib&version=1.1.2 // Install TreesearchLib as a Cake Tool #tool nuget:?package=TreesearchLib&version=1.1.2
TreesearchLib
TreesearchLib is a C# framework for modeling optimization problems as search trees and a collection of algorithms to identify good solutions for those problems. It includes exhaustive algorithms, as well as heuristics.
Modeling optimization problems is performed by implementing a problem state class. This class maintains the decisions that have been taken, as well as the next choices, i.e., branches in the search tree. It is possible to compute bounds, which algorithms may use to discard parts of the tree.
Examples
Check out the SampleApp to see implementations of the following problems:
- ChooseSmallestProblem - a fun problem which searches small values in the sequence of random number seeds
- Knapsack - the famous {0, 1}-Knapsack, implemented using reversible search (allowing to undo moves), as well as non-reversible
- TSP - the Berlin52 instance of the TSPLIB
- SchedulingProblem - a very simple scheduling problem
- Tower of Hanoi - the classic Tower of Hanoi problem
These samples should give you an idea on how to use the framework for problem modeling.
Validation
You should use the state's extension method Test
to check whether your implementation is correct. Not all errors can be detected, but several subtle problems can be discovered, e.g. undo operations that result in a state which outputs a different set of choices than before. The Program.cs in the SampleApp calls this method for all problems. For instance
var hanoi = new TowerOfHanoi(3, 3);
var testResult = hanoi.Test<TowerOfHanoi, (int, int), Minimize>(EqualityComparer<(int, int)>.Default);
Console.WriteLine($"Is TowerOfHanoi implemented correctly: {testResult}");
If the result is TestResult.Ok
the implementation is likely correct. Otherwise, the enum provides hints on potential problems.
Algorithms
The algorithms that are included are:
- Depth-first search / branch and bound, sequential and parallel
- Breadth-first search, sequential and parallel
- Limited Discrepancy Search, sequential only
- Beam Search, sequental and parallel
- Monotonic Beam Search, sequential only
- Rake Search (and a Rake+Beam combination), sequential and parallel
- Pilot Method, sequential and parallel
- Monte Carlo Tree Search, sequential only
New hybrid algorithms can be implemented, also by making use of the existing algorithms.
Product | Versions 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 | netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed. |
.NET Standard | netstandard2.0 is compatible. netstandard2.1 was computed. |
.NET Framework | net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 is compatible. net48 was computed. net481 was computed. |
MonoAndroid | monoandroid was computed. |
MonoMac | monomac was computed. |
MonoTouch | monotouch was computed. |
Tizen | tizen40 was computed. tizen60 was computed. |
Xamarin.iOS | xamarinios was computed. |
Xamarin.Mac | xamarinmac was computed. |
Xamarin.TVOS | xamarintvos was computed. |
Xamarin.WatchOS | xamarinwatchos was computed. |
-
.NETFramework 4.7.2
- OptimizedPriorityQueue (>= 5.1.0)
- System.ValueTuple (>= 4.5.0)
-
.NETStandard 2.0
- OptimizedPriorityQueue (>= 5.1.0)
- System.ValueTuple (>= 4.5.0)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.
Feature release: Adds a new Validator class that can be used to check whether a given state is implemented correctly.
Sometimes subtle errors in Clone(), GetBranches(), GetChoices(), Apply(), and UndoLast() lead to unexpected and inexplicable results.
A `Test` extension method has been added to the IMutableState and IState interface. This can be called as part of a unit test to
check whether there is a potential problem in the implementation. Of course, this test does not guarantee correctness of the
implementation, but several potential problems can be detected.