yasufumy

import os
import torch
import lineflow as lf

class Dictionary(object):
    def __init__(self):
        self.word2idx = {}
        self.idx2word = []

    def add_word(self, word):

yasufumy

this is the first line .
this is the second line .
this is the third line .

yasufumy

from collections import deque

INF = float('inf')

def bfs(graph, s):
  d = {v: INF for v in graph}
  d[s] = 0
  pi = {s: None}
  queue = deque([s])
  while queue:

yasufumy

INF = float('inf')

def bellman_ford(graph, weights, s):
  d = {v: INF for v in graph}
  d[s] = 0
  pi = {s: None}
  edges = [(u, v) for u, vs in graph.items() for v in vs]
  for _ in range(len(graph) - 1):
    for (u, v) in edges:
      d_temp = d[u] + weights[u, v]

yasufumy

INF = float('inf')

def dag_shortest_path(graph, weights, torder, s):                                                                                                                         
  d = {v: INF for v in graph}
  d[s] = 0
  pi = {s: None}
  for u in torder:
    for v in graph[u]:
      d_temp = d[u] + weights[u, v]
      if d_temp < d[v]:

yasufumy

import heapq

INF = float('inf')

def dijkstra(graph, weights, s):
  d = {v: INF for v in graph}
  d[s] = 0
  pi = {s: None}
  queue = []
  heapq.heappush(queue, (0, s))

yasufumy

$latex = 'platex';
$bibtex = 'pbibtex';
$dvipdf = 'dvipdfmx %O -o %D %S';
$makeindex = 'mendex %O -o %D %S';
$pdf_mode = 3; 
$ENV{TZ} = 'Asia/Tokyo';
$ENV{OPENTYPEFONTS} = '/usr/share/fonts//:';
$ENV{TTFONTS} = '/usr/share/fonts//:';

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ls -t * | xargs -I{} file {} | grep "PNG image data" | cut -d ":" -f 1 | parallel -j 8 convert "{}" -colorspace sRGB -type truecolor "target/{.}.jpg"

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import numpy as np

def batch_normalization(x, gamma, beta, eps=2e-5):
  mean = x.mean(axis=0)
  var = x.var(axis=0)
  x_hat = (x - mean) / np.sqrt(var + eps)
  return gamma * x_hat + beta

def layer_normalization(x, gamma, beta, eps=2e-5):
  mean = x.mean(axis=1)[:, np.newaxis]

yasufumy

def replace_chars(text):
  chars = ",.?!:;"
  for c in chars:
    if c in text:
      text = text.replace(c, '')
  return text