sradc

echo "Installing conda..."
# https://waylonwalker.com/install-miniconda/
mkdir -p ~/miniconda3
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda3/miniconda.sh
bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
rm -rf ~/miniconda3/miniconda.sh
~/miniconda3/bin/conda init bash

# set up pytorch
echo "Installing Python dependencies..."

sradc

"""
Single Responsibility Principle
“…You had one job” — Loki to Skurge in Thor: Ragnarok
A class should have only one job. 
If a class has more than one responsibility, it becomes coupled. 
A change to one responsibility results to modification of the other responsibility.
"""

class Animal:
    def __init__(self, name: str):

sradc

import math

class Var:
    def __init__(self, val: float, local_gradients=()):
        self.val = val
        self.local_gradients = local_gradients
        self.grad = 0

    def backward(self, path_value: float = 1):
        for child_var, local_gradient in self.local_gradients:

sradc

# minimal example, using code from: https://sidsite.com/posts/autodiff/

from collections import defaultdict
import matplotlib.pyplot as plt
import numpy as np

class Variable:
    def __init__(self, value, local_gradients=[]):
        self.value = value
        self.local_gradients = local_gradients

sradc

import math
import matplotlib.pyplot as plt
import numpy as np
np.random.seed(0)

N = 13

# Taking only the real part of the Fourier transform, then applying the inverse Fourier transform:
reconstructed = np.fft.ifft(np.fft.fft(signal).real).real