How to add virtualenv to Pythonnet?

I am not able to load a virtual environment I have using virtual-env in the same directory as the C# file.

Here is my code

var eng = IronPython.Hosting.Python.CreateEngine();
var scope = eng.CreateScope();

// Load Virtual Env
ICollection<string> searchPaths = eng.GetSearchPaths();
searchPaths.Add(@"/Users/Desktop/CSharpProjects/demo1/.venv/lib");
searchPaths.Add(@"/Users/Desktop/CSharpProjects/demo1/.venv/lib/site-packages");
searchPaths.Add(AppDomain.CurrentDomain.BaseDirectory);
eng.SetSearchPaths(searchPaths);

string file = @"script.py";

eng.ExecuteFile(file, scope);

Unhandled exception. IronPython.Runtime.Exceptions.ImportException: No module named 'numpy'

Python code is which I can execute on the terminal of the virtualenv created.

import numpy as np

def name(a, b=1):
    return np.add(a,b)

**UPDATE:**

Seems like IronPython3 is quite hopeless, I will accept an implementation in Pythonnet!

Here is my current code on Pythonnet and I am using NuGet - Pythonnet prerelease 3.0.0-preview2022-06-27

The following works fine as it uses the system@s python 3.7, however I would like it to use the virtualenv located in C:\envs\venv2. How can I modify the below code to use the virtual environment located in C:\envs\venv2?

My class1.cs is:

using Python.Runtime;
using System;
namespace ConsoleApp1
{
    public class PythonOperation
    {
        PyModule scope;

        public void Initialize()
    {
        Runtime.PythonDLL = @"C:\\Python37\python37.dll";


        string pathToVirtualEnv = @"C:\envs\venv2";
        string pathToPython = @"C:\Python37\";


        Environment.SetEnvironmentVariable("PATH", pathToPython, EnvironmentVariableTarget.Process);
        Environment.SetEnvironmentVariable("PYTHONHOME", pathToVirtualEnv, EnvironmentVariableTarget.Process);
        Environment.SetEnvironmentVariable("PYTHONPATH", $"{pathToVirtualEnv}\\Lib\\site-packages;{pathToVirtualEnv}\\Lib", EnvironmentVariableTarget.Process);

        PythonEngine.PythonHome = pathToVirtualEnv;
        PythonEngine.PythonPath = Environment.GetEnvironmentVariable("PYTHONPATH", EnvironmentVariableTarget.Process);
    

        PythonEngine.Initialize();
        scope = Py.CreateScope();
        PythonEngine.BeginAllowThreads();
        }

        public void Execute()
        {
            using (Py.GIL())
            {

            }}}}

Error:

Fatal Python error: initfsencoding: unable to load the file system codec ModuleNotFoundError: No module named 'encodings'

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