SoulFireMage

#how to make a silly image like thing for use in datagrids like DevExpress. Friday snap special
from PIL import Image

image = Image.open('C:\Downloadstmp\LeftAktarian75 - Copy.bmp').convert('L')  # Convert to grayscale

image = image.resize((64, 64))

# Threshold value to distinguish between '1' and ' '
threshold = 128

SoulFireMage

///In an effort to get some kind of intuition around what an octonion even is - I'm not a mathematician! - I asked GPT4 for help.
///During this conversation it gave me the outline of an octonion in C#. Running with this, I prompted for the main operations and built 
///this up, sparked by the fact there wasn't an implementation out there (according to GPT4 - which probably is not true).
///Still, posting this up for my future reference as I'm interested in the notion of using such in a neural network
///Though I'm more likely to review abstracts of others who have actually code such CNNs already! :)

public struct Octonion
{
    public double w, x, y, z, u, v, t, s; // the eight components of the octonion

SoulFireMage

import tkinter as tk

# Define the UserExamStore class
class UserExamStore:
    def __init__(self, id, name, date, exams=None, languages=None, formats=None):
        self.id = id
        self.name = name
        self.date = date
        self.exams = exams if exams is not None else set()
        self.languages = languages if languages is not None else set()

SoulFireMage

import tkinter as tk

# Define the UserExamStore class
class UserExamStore:
    def __init__(self, id, name, date):
        self.id = id
        self.name = name
        self.date = date
        self.exams = []
        self.languages = []

SoulFireMage

This code generates a sequence of random numbers and applies a transformation to each number, 
such that the probability of the number being transformed to 1 increases as the sequence progresses. 
This is done using a Markov chain with a transition matrix that depends on the sequence index.
```csharp

// Install TensorFlow.NET NuGet package
#load "nuget: TensorFlow.NET, 0.11.0"

using System;
using System.Collections.Generic;

SoulFireMage

'''This code just saved 6700 mergecodes across to the db in a few second compared to long minutes via EF :)
Public Shared Sub SaveMany(Items As List(Of BranchContact))
        If Items Is Nothing Then Return
        Using db As New LogIQEntities
            Dim chunkedItems = ChunkData(Items, 500) 'I've not tested to see the upper/lower bounds of benefits/deficits on this figure :P
            For Each chunkedList In chunkedItems
                Dim Query = New StringBuilder
                For Each i In chunkedList
                    Query.Append($"update BranchContacts set Mergecodes = '{i.Mergecodes}' where Emailid =  {i.Emailid} and Branch = '{i.Branch}';")
                Next

SoulFireMage

 public interface ICrud  //Used to allow the texttemplate in the Model Layer to work. Needs a revisit.
    {
        int Id { get; set; }
    }

    public abstract class BaseModel : INotifyPropertyChanged
    {
        protected bool SetProperty<T>(ref T storage, T value, [CallerMemberName] string propertyName = null)
        {
            if (Equals(storage, value))

SoulFireMage

<#@ include file="EF.Reverse.POCO.Core.ttinclude" #>
<#
    // v2.35.0
    // Please make changes to the settings below.
    // All you have to do is save this file, and the output file(s) is/are generated. Compiling does not regenerate the file(s).
    // A course for this generator is available on Pluralsight at https://www.pluralsight.com/courses/code-first-entity-framework-legacy-databases

    // Main settings **********************************************************************************************************************
    Settings.ConnectionStringName = "RedDiamondConnectionString";   // Searches for this connection string in config files listed below in the ConfigFilenameSearchOrder setting
    // ConnectionStringName is the only required setting.

SoulFireMage

<#@ include file="EF.Reverse.POCO.Core.ttinclude" #>
<#
    //*** Line 402 - 407 Marked //*** for the Private field code mods. Also included are the common static methods we add (379 - 385)
    //*** Please note the Interface ICrud is merely for the static methods ( is just  int Id { get; set; } )
    //*** Appropriate Baseclass and (if wanted) Generic Save is in another gist.
    // v2.35.0
    // Please make changes to the settings below.
    // All you have to do is save this file, and the output file(s) is/are generated. Compiling does not regenerate the file(s).
    // A course for this generator is available on Pluralsight at https://www.pluralsight.com/courses/code-first-entity-framework-legacy-databases

SoulFireMage

For the model layer I use Automapper (for use in MVC Projects) so this file will need you to have successfully compiled a datalayer DLL and make it available. 

It will add attributes that it finds from the Datalayer file (these were inserted via the custom Datalayer T4 file).

I had plenty of fun with reflection to make this work, but it does make adding new tables quite trivial!

<#@ template debug="true" hostspecific="true" language="C#"#>
 
<#@ output extension=".cs"#>
<#@ assembly name="System.Core"#>