funktor

#include <Python.h>
#include <torch/extension.h>
#include <tbb/tbb.h>
#include <unistd.h>
#include <stdio.h>
#include <iostream>
#include <deque>
#include <vector>
#include <random>
#include <omp.h>

funktor

import math
import os
import numpy as np
import pandas as pd
import random
import uuid
import joblib
import pytorch_lightning as pl

import torch

funktor

import math
import os
import torch
import torch.nn as nn
import torch.nn.functional as F
import torch.optim as optim
import torch.utils.data as data
import pytorch_lightning as pl
import numpy as np

funktor

from functools import wraps
import math

# Automatic differentiation of exp(1 + x^4*(cos(log(x)) + sin(log(x))))

class Node:
    def __init__(self):
        self.function = None
        self.d_function = None

funktor

import numpy as np

def sieve(n):
    arr = [1]*(n+1)
    arr[0], arr[1] = 0, 0

    sqrt_n = int(np.sqrt(n))
    for i in range(2, sqrt_n+1):
        if arr[i] == 1:
            j = i**2