Created
February 3, 2016 18:51
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from time import time | |
import scipy | |
from scipy import stats | |
from math import sqrt | |
from multiprocessing import current_process | |
class Progress(object): | |
def __init__(self, tot=None, prefix=None, | |
template='sp: %(speed).02fi/s, pr: %(progress).02f%%, rt: %(remaining)s, it: %(iteration_time)s, %(cnt)s of %(tot)s, pt: %(process_time)s', | |
threaded_cnt= None, print_time=0.25, print_pid=False): | |
self.print_pid= print_pid | |
self.tot= tot | |
self.prefix= prefix | |
self.print_time= print_time | |
self.is_threaded= threaded_cnt is not None | |
if threaded_cnt is not None: self.cnt= threaded_cnt | |
else: self.cnt= 0 | |
self.t0= None | |
self.last_t= None | |
self.template= template | |
self.avg_inc_time= 0 | |
self.var_inc_time= 0 | |
self.remaining_time=0 | |
self.times= [] | |
self.started_at= time() | |
def _format_time(self, t): | |
units= 'smhd' | |
coefs= [60,60,24] | |
t= float(t) | |
for i in xrange(1,4): | |
if t < 60: break | |
t/=coefs[i-1] | |
return '%.02f%s' % (t, units[i-1]) | |
def inc(self, **extras): | |
if self.is_threaded: | |
self.cnt.value+=1 | |
cnt= self.cnt.value | |
else: | |
self.cnt+=1 | |
cnt= self.cnt | |
t= time() | |
if self.last_t is not None: | |
if self.tot is not None: progress= cnt/float(self.tot)*100 | |
iteration_time= t-self.last_t | |
delta= iteration_time-self.avg_inc_time | |
self.avg_inc_time+= delta/cnt | |
self.var_inc_time= float((cnt-2))/(cnt-1)*self.var_inc_time + \ | |
(iteration_time- self.avg_inc_time)*delta/(cnt-1) | |
self.last_t= t | |
if self.t0 is None: self.t0= t | |
if t- self.t0 > self.print_time: | |
self.t0= time() | |
tot= self.tot | |
iteration_time= self._format_time(iteration_time) | |
process_time= self._format_time(time()-self.started_at) | |
if self.tot is not None: | |
remaining= self._format_time((tot-cnt)*self.avg_inc_time) | |
h= sqrt(self.var_inc_time) * stats.t._ppf(0.9, self.cnt-1) | |
h= self._format_time(h*(tot-cnt)) | |
speed= 1.0/self.avg_inc_time | |
d= dict(extras) | |
d.update(locals()) | |
if self.prefix is not None: | |
str= '%s%s' % (self.prefix, self.template % d) | |
else: | |
str= self.template % d | |
if self.print_pid: | |
str= '%s: %s' % (current_process().pid, str) | |
print str | |
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