diff --git a/src/NeuralPDE.jl b/src/NeuralPDE.jl
index 2edf5e885..b791f617f 100644
--- a/src/NeuralPDE.jl
+++ b/src/NeuralPDE.jl
@@ -1,7 +1,7 @@
 """
 $(DocStringExtensions.README)
 """
-module NeuralPDE
+module NeuralPDE 
 
 using DocStringExtensions
 using Reexport, Statistics
diff --git a/src/pinn_types.jl b/src/pinn_types.jl
index ad966b805..33bc18425 100644
--- a/src/pinn_types.jl
+++ b/src/pinn_types.jl
@@ -1,7 +1,7 @@
 """
 ???
 """
-struct LogOptions
+struct LogOptions 
     log_frequency::Int64
     # TODO: add in an option for saving plots in the log. this is currently not done because the type of plot is dependent on the PDESystem
     #       possible solution: pass in a plot function?
diff --git a/test/runtests.jl b/test/runtests.jl
index bdcc91490..24cdb4574 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1,4 +1,4 @@
-using Pkg
+using Pkg 
 using SafeTestsets
 
 const GROUP = get(ENV, "GROUP", "All")
diff --git a/test/test_pipn.jl b/test/test_pipn.jl
index b32cb3866..3786e1dda 100644
--- a/test/test_pipn.jl
+++ b/test/test_pipn.jl
@@ -1,4 +1,4 @@
-using Test
+using Test 
 using .NeuralPDE
 using Lux
 using Random