1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379
|
from __future__ import print_function, division, absolute_import
import logging
from timeit import default_timer
import sys
import weakref
from toolz import valmap
from tornado import gen
from tornado.ioloop import IOLoop
from .progress import format_time, Progress, MultiProgress
from ..compatibility import html_escape
from ..core import connect, coerce_to_address, CommClosedError
from ..client import default_client, futures_of
from ..protocol.pickle import dumps
from ..utils import (ignoring, key_split, is_kernel, LoopRunner,
parse_timedelta)
logger = logging.getLogger(__name__)
def get_scheduler(scheduler):
if scheduler is None:
return default_client().scheduler.address
return coerce_to_address(scheduler)
class ProgressBar(object):
def __init__(self, keys, scheduler=None, interval='100ms', complete=True):
self.scheduler = get_scheduler(scheduler)
self.client = None
for key in keys:
if hasattr(key, 'client'):
self.client = weakref.ref(key.client)
break
self.keys = {k.key if hasattr(k, 'key') else k for k in keys}
self.interval = parse_timedelta(interval, default='s')
self.complete = complete
self._start_time = default_timer()
@property
def elapsed(self):
return default_timer() - self._start_time
@gen.coroutine
def listen(self):
complete = self.complete
keys = self.keys
@gen.coroutine
def setup(scheduler):
p = Progress(keys, scheduler, complete=complete)
yield p.setup()
raise gen.Return(p)
def function(scheduler, p):
result = {'all': len(p.all_keys),
'remaining': len(p.keys),
'status': p.status}
if p.status == 'error':
result.update(p.extra)
return result
self.comm = yield connect(self.scheduler,
connection_args=self.client().connection_args
if self.client else None)
logger.debug("Progressbar Connected to scheduler")
yield self.comm.write({'op': 'feed',
'setup': dumps(setup),
'function': dumps(function),
'interval': self.interval},
serializers=self.client()._serializers if self.client else None)
while True:
try:
response = yield self.comm.read(deserializers=self.client()._deserializers
if self.client else None)
except CommClosedError:
break
self._last_response = response
self.status = response['status']
self._draw_bar(**response)
if response['status'] in ('error', 'finished'):
yield self.comm.close()
self._draw_stop(**response)
break
logger.debug("Progressbar disconnected from scheduler")
def _draw_stop(self, **kwargs):
pass
def __del__(self):
with ignoring(AttributeError):
self.comm.abort()
class TextProgressBar(ProgressBar):
def __init__(self, keys, scheduler=None, interval='100ms', width=40,
loop=None, complete=True, start=True):
super(TextProgressBar, self).__init__(keys, scheduler, interval,
complete)
self.width = width
self.loop = loop or IOLoop()
if start:
loop_runner = LoopRunner(self.loop)
loop_runner.run_sync(self.listen)
def _draw_bar(self, remaining, all, **kwargs):
frac = (1 - remaining / all) if all else 1.0
bar = '#' * int(self.width * frac)
percent = int(100 * frac)
elapsed = format_time(self.elapsed)
msg = '\r[{0:<{1}}] | {2}% Completed | {3}'.format(bar, self.width,
percent, elapsed)
with ignoring(ValueError):
sys.stdout.write(msg)
sys.stdout.flush()
def _draw_stop(self, **kwargs):
sys.stdout.write('\r')
sys.stdout.flush()
class ProgressWidget(ProgressBar):
""" ProgressBar that uses an IPython ProgressBar widget for the notebook
See Also
--------
progress: User function
TextProgressBar: Text version suitable for the console
"""
def __init__(self, keys, scheduler=None, interval='100ms',
complete=False, loop=None):
super(ProgressWidget, self).__init__(keys, scheduler, interval,
complete)
from ipywidgets import FloatProgress, HBox, VBox, HTML
self.elapsed_time = HTML('')
self.bar = FloatProgress(min=0, max=1, description='')
self.bar_text = HTML('')
self.bar_widget = HBox([self.bar_text, self.bar])
self.widget = VBox([self.elapsed_time, self.bar_widget])
def _ipython_display_(self, **kwargs):
IOLoop.current().add_callback(self.listen)
return self.widget._ipython_display_(**kwargs)
def _draw_stop(self, remaining, status, exception=None, **kwargs):
if status == 'error':
self.bar.bar_style = 'danger'
self.elapsed_time.value = (
'<div style="padding: 0px 10px 5px 10px"><b>Exception</b> '
'<tt>' + repr(exception) + '</tt>:' +
format_time(self.elapsed) + ' ' +
'</div>'
)
elif not remaining:
self.bar.bar_style = 'success'
self.elapsed_time.value = '<div style="padding: 0px 10px 5px 10px"><b>Finished:</b> ' + \
format_time(self.elapsed) + '</div>'
def _draw_bar(self, remaining, all, **kwargs):
ndone = all - remaining
self.elapsed_time.value = '<div style=\"padding: 0px 10px 5px 10px\"><b>Computing:</b> ' + \
format_time(self.elapsed) + '</div>'
self.bar.value = ndone / all if all else 1.0
self.bar_text.value = '<div style="padding: 0px 10px 0px 10px; text-align:right;">%d / %d</div>' % (ndone, all)
class MultiProgressBar(object):
def __init__(self, keys, scheduler=None, func=key_split, interval='100ms', complete=False):
self.scheduler = get_scheduler(scheduler)
self.client = None
for key in keys:
if hasattr(key, 'client'):
self.client = weakref.ref(key.client)
break
self.keys = {k.key if hasattr(k, 'key') else k for k in keys}
self.func = func
self.interval = interval
self.complete = complete
self._start_time = default_timer()
@property
def elapsed(self):
return default_timer() - self._start_time
@gen.coroutine
def listen(self):
complete = self.complete
keys = self.keys
func = self.func
@gen.coroutine
def setup(scheduler):
p = MultiProgress(keys, scheduler, complete=complete, func=func)
yield p.setup()
raise gen.Return(p)
def function(scheduler, p):
result = {'all': valmap(len, p.all_keys),
'remaining': valmap(len, p.keys),
'status': p.status}
if p.status == 'error':
result.update(p.extra)
return result
self.comm = yield connect(self.scheduler,
connection_args=self.client().connection_args
if self.client else None)
logger.debug("Progressbar Connected to scheduler")
yield self.comm.write({'op': 'feed',
'setup': dumps(setup),
'function': dumps(function),
'interval': self.interval})
while True:
response = yield self.comm.read(deserializers=self.client()._deserializers if
self.client else None)
self._last_response = response
self.status = response['status']
self._draw_bar(**response)
if response['status'] in ('error', 'finished'):
yield self.comm.close()
self._draw_stop(**response)
break
logger.debug("Progressbar disconnected from scheduler")
def _draw_stop(self, **kwargs):
pass
def __del__(self):
with ignoring(AttributeError):
self.comm.abort()
class MultiProgressWidget(MultiProgressBar):
""" Multiple progress bar Widget suitable for the notebook
Displays multiple progress bars for a computation, split on computation
type.
See Also
--------
progress: User-level function <--- use this
MultiProgress: Non-visualization component that contains most logic
ProgressWidget: Single progress bar widget
"""
def __init__(self, keys, scheduler=None, minimum=0, interval=0.1, func=key_split,
complete=False):
super(MultiProgressWidget, self).__init__(keys, scheduler, func, interval, complete)
from ipywidgets import VBox
self.widget = VBox([])
def make_widget(self, all):
from ipywidgets import FloatProgress, HBox, VBox, HTML
self.elapsed_time = HTML('')
self.bars = {key: FloatProgress(min=0, max=1, description='')
for key in all}
self.bar_texts = {key: HTML('') for key in all}
self.bar_labels = {key: HTML('<div style=\"padding: 0px 10px 0px 10px;'
' text-align:left; word-wrap: '
'break-word;\">' +
html_escape(key.decode()
if isinstance(key, bytes)
else key) +
'</div>')
for key in all}
def keyfunc(kv):
""" Order keys by most numerous, then by string name """
return kv[::-1]
key_order = [k for k, v in sorted(all.items(), key=keyfunc, reverse=True)]
self.bar_widgets = VBox([HBox([self.bar_texts[key],
self.bars[key],
self.bar_labels[key]])
for key in key_order])
self.widget.children = (self.elapsed_time, self.bar_widgets)
def _ipython_display_(self, **kwargs):
IOLoop.current().add_callback(self.listen)
return self.widget._ipython_display_(**kwargs)
def _draw_stop(self, remaining, status, exception=None, key=None, **kwargs):
for k, v in remaining.items():
if not v:
self.bars[k].bar_style = 'success'
else:
self.bars[k].bar_style = 'danger'
if status == 'error':
# self.bars[self.func(key)].bar_style = 'danger' # TODO
self.elapsed_time.value = (
'<div style="padding: 0px 10px 5px 10px"><b>Exception</b> ' +
'<tt>' + repr(exception) + '</tt>:' +
format_time(self.elapsed) + ' ' +
'</div>'
)
else:
self.elapsed_time.value = '<div style="padding: 0px 10px 5px 10px"><b>Finished:</b> ' + \
format_time(self.elapsed) + '</div>'
def _draw_bar(self, remaining, all, status, **kwargs):
if self.keys and not self.widget.children:
self.make_widget(all)
for k, ntasks in all.items():
ndone = ntasks - remaining[k]
self.elapsed_time.value = '<div style="padding: 0px 10px 5px 10px"><b>Computing:</b> ' + \
format_time(self.elapsed) + '</div>'
self.bars[k].value = ndone / ntasks if ntasks else 1.0
self.bar_texts[k].value = '<div style="padding: 0px 10px 0px 10px; text-align: right">%d / %d</div>' % (
ndone, ntasks)
def progress(*futures, **kwargs):
""" Track progress of futures
This operates differently in the notebook and the console
* Notebook: This returns immediately, leaving an IPython widget on screen
* Console: This blocks until the computation completes
Parameters
----------
futures: Futures
A list of futures or keys to track
notebook: bool (optional)
Running in the notebook or not (defaults to guess)
multi: bool (optional)
Track different functions independently (defaults to True)
complete: bool (optional)
Track all keys (True) or only keys that have not yet run (False)
(defaults to True)
Notes
-----
In the notebook, the output of `progress` must be the last statement
in the cell. Typically, this means calling `progress` at the end of a
cell.
Examples
--------
>>> progress(futures) # doctest: +SKIP
[########################################] | 100% Completed | 1.7s
"""
notebook = kwargs.pop('notebook', None)
multi = kwargs.pop('multi', True)
complete = kwargs.pop('complete', True)
assert not kwargs
futures = futures_of(futures)
if not isinstance(futures, (set, list)):
futures = [futures]
if notebook is None:
notebook = is_kernel() # often but not always correct assumption
if notebook:
if multi:
bar = MultiProgressWidget(futures, complete=complete)
else:
bar = ProgressWidget(futures, complete=complete)
return bar
else:
TextProgressBar(futures, complete=complete)
|