Merge pull request #65 from SciML/smc/docs

Add tutorial for `NeuralNetworkBlock`

Author: ChrisRackauckas

docs/Project.toml

@@ -1,30 +1,36 @@
 [deps]
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
+LineSearches = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
 Lux = "b2108857-7c20-44ae-9111-449ecde12c47"
 ModelingToolkit = "961ee093-0014-501f-94e3-6117800e7a78"
 ModelingToolkitNeuralNets = "f162e290-f571-43a6-83d9-22ecc16da15f"
 ModelingToolkitStandardLibrary = "16a59e39-deab-5bd0-87e4-056b12336739"
 Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba"
+OptimizationOptimJL = "36348300-93cb-4f02-beb5-3c3902f8871e"
 OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1"
-OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
+OrdinaryDiffEqTsit5 = "b1df2697-797e-41e3-8120-5422d3b24e4a"
+OrdinaryDiffEqVerner = "79d7bb75-1356-48c1-b8c0-6832512096c2"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+SciMLBase = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
+SciMLSensitivity = "1ed8b502-d754-442c-8d5d-10ac956f44a1"
 SciMLStructures = "53ae85a6-f571-4167-b2af-e1d143709226"
 StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 SymbolicIndexingInterface = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
+SymbolicRegression = "8254be44-1295-4e6a-a16d-46603ac705cb"
+Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
-[sources.ModelingToolkitNeuralNets]
-path = ".."
+[sources]
+ModelingToolkitNeuralNets = {path = ".."}
 
 [compat]
 Documenter = "1.3"
 Lux = "1"
 ModelingToolkit = "10"
 ModelingToolkitNeuralNets = "2"
 ModelingToolkitStandardLibrary = "2.7"
-Optimization = "3.24, 4.0"
-OptimizationOptimisers = "0.2.1, 0.3"
-OrdinaryDiffEq = "6.74"
+Optimization = "4.0"
+OptimizationOptimisers = "0.3"
 Plots = "1"
 SciMLStructures = "1.1.0"
 StableRNGs = "1"

docs/make.jl

@@ -20,9 +20,8 @@ makedocs(;
     linkcheck = true,
     pages = [
         "Home" => "index.md",
-        "Tutorials" => [
-            "Friction Model" => "friction.md"
-        ],
+        "Tutorials" => ["NeuralNetworkBlock" => "nnblock.md"
+                        "Friction Model" => "friction.md"],
         "API" => "api.md"
     ]
 )

docs/src/api.md

@@ -3,4 +3,5 @@
 ```@docs
 NeuralNetworkBlock
 SymbolicNeuralNetwork
+multi_layer_feed_forward
 ```