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connecting_the_dots/co/utils.py

90 lines
2.5 KiB

import numpy as np
import pandas as pd
import time
from collections import OrderedDict
import argparse
import os
import re
import pickle
import subprocess
def str2bool(v):
if v.lower() in ('yes', 'true', 't', 'y', '1'):
return True
elif v.lower() in ('no', 'false', 'f', 'n', '0'):
return False
else:
raise argparse.ArgumentTypeError('Boolean value expected.')
class StopWatch(object):
def __init__(self):
self.timings = OrderedDict()
self.starts = {}
def start(self, name):
self.starts[name] = time.time()
def stop(self, name):
if name not in self.timings:
self.timings[name] = []
self.timings[name].append(time.time() - self.starts[name])
def get(self, name=None, reduce=np.sum):
if name is not None:
return reduce(self.timings[name])
else:
ret = {}
for k in self.timings:
ret[k] = reduce(self.timings[k])
return ret
def __repr__(self):
return ', '.join(['%s: %f[s]' % (k, v) for k, v in self.get().items()])
def __str__(self):
return ', '.join(['%s: %f[s]' % (k, v) for k, v in self.get().items()])
class ETA(object):
def __init__(self, length):
self.length = length
self.start_time = time.time()
self.current_idx = 0
self.current_time = time.time()
def update(self, idx):
self.current_idx = idx
self.current_time = time.time()
def get_elapsed_time(self):
return self.current_time - self.start_time
def get_item_time(self):
return self.get_elapsed_time() / (self.current_idx + 1)
def get_remaining_time(self):
return self.get_item_time() * (self.length - self.current_idx + 1)
def format_time(self, seconds):
minutes, seconds = divmod(seconds, 60)
hours, minutes = divmod(minutes, 60)
hours = int(hours)
minutes = int(minutes)
return f'{hours:02d}:{minutes:02d}:{seconds:05.2f}'
def get_elapsed_time_str(self):
return self.format_time(self.get_elapsed_time())
def get_remaining_time_str(self):
return self.format_time(self.get_remaining_time())
def git_hash(cwd=None):
ret = subprocess.run(['git', 'describe', '--always'], cwd=cwd, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
hash = ret.stdout
if hash is not None and 'fatal' not in hash.decode():
return hash.decode().strip()
else:
return None