Function executed via Erlport stops responding

Hello!
I am writing my thesis application. I need linear programming, but my app is written in Elixir, which is really not the language for such operations. That is why I decided to use Erlport as the Elixir dependency, which is capable of connecting Python code with Elixir. I’m also using Pulp as the python library for the optimization.

Elixir version: 1.10.4,
Erlport version: 0.10.1,
Python version: 3.8.5,
PuLP version: 2.3

I’ve written such a module for Elixir-Python communication, which leverages the GenServer as the main ‘communication hub’ between Elixir and Python:

defmodule MyApp.PythonHub do
  use GenServer

  def start_link(_) do
    GenServer.start_link(__MODULE__, nil, name: __MODULE__)
  end

  def init(_opts) do
    path = [:code.priv_dir(:feed), "python"]
          |> Path.join() |> to_charlist()

    {:ok, pid} = :python.start([{ :python_path, path }, { :python, 'python3' }])

    {:ok, pid}
  end

  def handle_call({:call_function, module, function_name, arguments}, _sender, pid) do
    result = :python.call(pid, module, function_name, arguments)
    {:reply, result, pid}
  end

  def call_python_function(file_name, function_name, arguments) do
    GenServer.call(__MODULE__, {:call_function, file_name, function_name, arguments}, 10_000)
  end

end

The GenServer module is calling python file, which contains such a function:

def calculate_meal_4(products_json, diet_json, lower_boundary, upper_boundary, enhance):
  from pulp import LpMinimize, LpProblem, LpStatus, lpSum, LpVariable, value
  import json
  products_dictionary = json.loads(products_json)
  print(products_dictionary)
  diets_dictionary = json.loads(diet_json)
  print(diets_dictionary)

  model = LpProblem(name="diet-minimization", sense=LpMinimize)

  # ... products setup ...

  x = LpVariable("prod_1_100g", lower_boundary, upper_boundary)
  y = LpVariable("prod_2_100g", lower_boundary, upper_boundary)
  z = LpVariable("prod_3_100g", lower_boundary, upper_boundary)
  w = LpVariable("prod_4_100g", lower_boundary, upper_boundary)

  optimization_function = # ... optimization function setup ...

  model += # ... optimization boundary function setup ...

  model += optimization_function

  print(model)

  solved_model = model.solve()

  print(value(model.objective))

  return [value(x), value(y), value(z), value(w)]

The call to the GenServer itself looks like that:

PythonHub.call_python_function(:diets, python_function, [products_json, meal_statistics_json, @min_portion, @max_portion, @macro_enhancement])

where python_function is :calculate_meal_4 and products_json and meal_statistic_json are jsons containing required data.

While calling calculate_meal_4 via python3 diets.py, which launches the python script above with some example, but real (taken from the app), data everything works fine - I’ve got the minimized result in almost no time. The problem occurs while calling the python script via Elixir Erlport. Looking at the printed outputs I can tell that it seems working until

solved_model = model.solve()

is called. Then the script seems to freeze and GenServer finally reaches the timeout on GenServer.call function.

I’ve tested also the call on a simple python test file:

def pass_var(a):
  print(a)
  return [a, a, a]

and it worked fine.

That is why I am really consterned right now and I am looking for any advices. Shamefully I found nothing yet.