tests: add tests for esn and deepesn

Author: MartinuzziFrancesco

Project.toml

@@ -34,7 +34,7 @@ CellularAutomata = "0.0.6"
 Compat = "4.16.0"
 ConcreteStructs = "0.2.3"
 DifferentialEquations = "7.16.1"
-JET = "0.9.20"
+JET = "0.10.9"
 LIBSVM = "0.8"
 LinearAlgebra = "1.10"
 LuxCore = "1.3.0"

docs/pages.jl

@@ -1,16 +1,18 @@
 pages = [
     "ReservoirComputing.jl" => "index.md",
     "Tutorials" => Any[
-        "Lorenz System Forecasting"=>"esn_tutorials/lorenz_basic.md",
+        "Building a model from scratch" => "tutorials/scratch.md",
+        "Chaos forecasting with an ESN"=>"tutorials/lorenz_basic.md",
         #"Using Different Training Methods" => "esn_tutorials/different_training.md",
-        "Deep Echo State Networks"=>"esn_tutorials/deep_esn.md",
-        "Hybrid Echo State Networks"=>"esn_tutorials/hybrid.md"],
-    "Reservoir Computing with Cellular Automata" => "reca_tutorials/reca.md",
+        "Deep Echo State Networks"=>"tutorials/deep_esn.md",
+        "Hybrid Echo State Networks"=>"tutorials/hybrid.md",
+        "Reservoir Computing with Cellular Automata" => "tutorials/reca.md"],
     "API Documentation" => Any[
         "Layers"=>"api/layers.md",
         "Models"=>"api/models.md",
         "States"=>"api/states.md",
         "Train"=>"api/train.md",
         "Predict"=>"api/predict.md",
-        "Initializers"=>"api/inits.md"]    #"References" => "references.md"
+        "Initializers"=>"api/inits.md"],
+    "References" => "references.md"
 ]

docs/src/api/layers.md

@@ -1,11 +1,17 @@
 # Layers
 
 ## Base Layers
+
 ```@doc
     ReservoirChain
     Collect
     StatefulLayer
     LinearReadout
+```
+
+## External Layers
+
+```@docs
     SVMReadout
 ```
 

docs/src/api/models.md

@@ -8,6 +8,12 @@
     HybridESN
 ```
 
+### Utilities
+
+```@docs
+    resetcarry!
+```
+
 ## Reservoir Computing with Cellular Automata
 
 ```@docs