Update README.md

Author: GiggleLiu

README.md

@@ -52,88 +52,9 @@ end
 
 ## Examples
 
-In this example, we will show how to compute the independent set properties of the Petersen graph, we first generate its tensor network contraction tree.
-```julia
-julia> using GraphTensorNetworks, Random, Graphs
-
-julia> graph = (Random.seed!(2); Graphs.smallgraph(:petersen))
-{10, 15} undirected simple Int64 graph
-
-julia> problem = IndependentSet(graph);
-```
-
-Here, the `problem` is a `IndependentSet` instance, it contains the tensor network contraction tree for the target graph (the `code` field).
-
-#### 1. find MIS size, count MISs and count ISs
-* maximum independent set size
-```julia
-julia> solve(problem, SizeMax())[]
-4.0ₜ
-```
-Here, the `solve` function returns you a 0-dimensional array.
-For open graphs, this output tensor can have nonzero dimensionality. Each entry corresponds to a different boundary condition.
-
-* all independent sets
-```julia
-julia> solve(problem, CountingAll())[]
-76.0
-```
-
-* counting maximum independent sets
-```julia
-julia> solve(problem, CountingMax())[]
-(4.0, 5.0)ₜ  # first field is MIS size, second is its counting.
-```
-
-* counting independent sets of max two sizes with truncated polynomial
-```julia
-julia> solve(problem, CountingMax(2))[]
-0-dimensional Array{Max2Poly{Float64, Float64}, 0}:
-30.0*x^3 + 5.0*x^4
-```
-
-The following code computes independence polynomial using the finite field algebra (default) approach.
-It is equivalent to counting independent sets of an arbituary size.
+You can find many examples in the documentation, a good one to start with is solving the independent set problem.
 
-```julia
-julia> solve(problem, GraphPolynomial())[]
-Polynomial(1 + 10*x + 30*x^2 + 30*x^3 + 5*x^4)
-```
-
-The program use `finitefield` method as the default approach, because it has no round off error is can be upload to GPU.
-
-#### 3. find/enumerate solutions
-* find one of the best solutions,
-```julia
-julia> solve(problem, SingleConfigMax())[]
-(4.0, ConfigSampler{10, 1, 1}(1010000011))ₜ
-```
-
-* enumerate all MISs
-```julia
-julia> cs = solve(problem, ConfigsMax())[]
-0-dimensional Array{CountingTropical{Int64, ConfigEnumerator{10, 1, 1}}, 0}:
-(4, {1010000011, 0100100110, 1001001100, 0010111000, 0101010001})ₜ
-```
-It will use the bounded version to save the computational effort.  If you want to save/load your configurations, you can type
-```julia
-julia> save_configs("configs.dat", cs.c; format=:text)  # `:text` or `:binary`
-
-julia> load_configs("configs.dat"; format=:text)
-{1010000011, 0100100110, 1001001100, 0010111000, 0101010001}
-```
-
-* enumerate all configurations of size α(G) and α(G)-1
-```julia
-julia> solve(problem, ConfigsMax(2))[]
-{0010101000, 0101000001, 0100100010, 0010100010, 0100000011, 0010000011, 1001001000, 1010001000, 1001000001, 1010000001, 1010000010, 1000000011, 0100100100, 0000101100, 0101000100, 0001001100, 0000100110, 0100000110, 1001000100, 1000001100, 1000000110, 0100110000, 0000111000, 0101010000, 0001011000, 0010110000, 0010011000, 0001010001, 0100010001, 0010010001}*x^3 + {1010000011, 0100100110, 1001001100, 0010111000, 0101010001}*x^4
-```
-
-* enumerate all independent sets
-```julia
-julia> solve(problem, ConfigsAll())[]
-{0000000000, 0000010000, 1000000000, 0001000000, 0001010000, 1001000000, 0010000000, 0010010000, 1010000000, 0000001000, 0000011000, 1000001000, 0001001000, 0001011000, 1001001000, 0010001000, 0010011000, 1010001000, 0000000010, 1000000010, 0010000010, 1010000010, 0100000000, 0100010000, 0101000000, 0101010000, 0100000010, 0000000100, 1000000100, 0001000100, 1001000100, 0000001100, 1000001100, 0001001100, 1001001100, 0000000110, 1000000110, 0100000100, 0101000100, 0100000110, 0000100000, 0000110000, 0010100000, 0010110000, 0000101000, 0000111000, 0010101000, 0010111000, 0000100010, 0010100010, 0100100000, 0100110000, 0100100010, 0000100100, 0000101100, 0000100110, 0100100100, 0100100110, 0000000001, 0000010001, 1000000001, 0001000001, 0001010001, 1001000001, 0010000001, 0010010001, 1010000001, 0000000011, 1000000011, 0010000011, 1010000011, 0100000001, 0100010001, 0101000001, 0101010001, 0100000011}
-```
+https://psychic-meme-f4d866f8.pages.github.io/dev/tutorials/IndependentSet/
 
 ## Supporting and Citing
 
@@ -148,4 +69,4 @@ activities, we would be grateful if you could cite our work. The
 You can
 * Post a question on [Julia Discourse forum](https://discourse.julialang.org/), pin the package maintainer wih `@1115`.
 * Discuss in the `#graphs` channel of the [Julia Slack](https://julialang.org/community/), ping the package maintainer with `@JinGuo Liu`.
-* Open an [issue](https://github.com/Happy-Diode/GraphTensorNetworks.jl/issues) if you encounter any problems, or have any feature request.
+* Open an [issue](https://github.com/Happy-Diode/GraphTensorNetworks.jl/issues) if you encounter any problems, or have any feature request.