This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import torch | |
import random | |
from scipy.optimize import linear_sum_assignment as linear_sum_assignment_scipy | |
import time | |
def augmenting_path(cost, u, v, path, row4col, i): | |
device = cost.device |
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
def get_jacobian(net, x, noutputs): | |
x = x.squeeze() | |
n = x.size()[0] | |
x = x.repeat(noutputs, 1) | |
x.requires_grad_(True) | |
y = net(x) | |
y.backward(torch.eye(noutputs)) | |
return x.grad.data |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from __future__ import print_function | |
import threading | |
from joblib import Parallel, delayed | |
import Queue | |
import os | |
# Fix print | |
_print = print | |
_rlock = threading.RLock() | |
def print(*args, **kwargs): |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
""" Trains an agent with (stochastic) Policy Gradients on Pong. Uses OpenAI Gym. """ | |
import numpy as np | |
import cPickle as pickle | |
import gym | |
# hyperparameters | |
H = 200 # number of hidden layer neurons | |
batch_size = 10 # every how many episodes to do a param update? | |
learning_rate = 1e-4 | |
gamma = 0.99 # discount factor for reward |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Description: | |
# Joke commands. | |
# | |
# Commands: | |
# ぬるぽ - You reply with, "ガッ" When you post a "ぬるぽ" word. | |
# | |
# Notes: | |
# ネタ/ジョーク系のbot全般 | |
module.exports = (robot) -> |