procrastinating

murderbot.py

def get_updates(model,  loss):
  updates = [] 
  grad = SomeLibrary.grad(model.params, loss)
  for param, g in zip(model.params, grad):
    updates.append((params, param + model.lr * g)) 
  return updates

def murderbot():
  model = make_model() 
  while True:
    percepts = perceive() 
    p_killhumans = softmax(model, percepts) 
    if p_killhumans > threshold:
      rampage_step() 

    loss = binary_cross_entropy(p_killhumans, [0]).mean()
    updates = get_updates(model,  loss) 
    minimize(model, updates)