def wrapper(*args, **kwargs):
import matplotlib.pyplot as plt
from pymake.plot import _linestyle, _markers
if len(groups) == 0:
group = '_expe_id'
else:
group = groups[0]
self = args[0]
expe = self.expe
discr_args = []
if len(args) > 1:
discr_args = args[1].split('/')
# Init Figs Sink
if not hasattr(self.gramexp, '_figs'):
figs = dict()
for c in self.gramexp.get_set(group):
figs[c] = ExpSpace()
figs[c].group = c
figs[c].fig = plt.figure()
figs[c].linestyle = _linestyle.copy()
figs[c].markers = _markers.copy()
self.gramexp._figs = figs
frame = self.gramexp._figs[expe[group]]
frame.ax = lambda: frame.fig.gca()
kernel = fun(self, frame, *args[1:])
# Set title and filename
title = ' '.join('{{{0}}}'.format(w)
for w in groups).format(**self.specname(expe))
frame.base = '%s_%s' % (fun.__name__, title.replace(' ', '_'))
frame.args = discr_args
if 'title' in frame:
# if multipolot
#plt.suptitle(frame.title)
frame.ax().set_title(frame.title)
else:
frame.ax().set_title(title)
# Save on last call
if self._it == self.expe_size - 1:
if expe._write:
self.write_frames(self.gramexp._figs)
return kernel
def __init__(self, pt, expe, expdesign, gramexp):
''' Sandbox class for scripts/actions.
Parameters
----------
pt: int
Positional indicator for current run
expe: ExpSpace
Current spec (or equivalently accessible with `self.s`
expdesign: ExpDesign
Current design class
gramexp: Global pmk object
Methods
-------
log_expe: none
overwrite the header message before each run.
is_first_expe: none
return true if the current run is the first.
is_last_expe: none
return true if the current run is the last.
get_expe_len: int
the total number of expe
get_expe_it: int
the current expe iteration
load_frontend: none
load the data frontend for the current expe.
load_model: none
the model for the current expe.
load_data: matrix
load data based on extension
Decorator
--------
plot: none
plot control on expe
table: none
table control on expe
'''
self._expdesign = expdesign
# Global
self.expe_size = len(gramexp)
self.gramexp = gramexp
self.D = self.gramexp.D # Global conteneur
# Local
self.pt = pt
self.expe = expe
self.spec = expe
self.s = expe
# Plot utils
from pymake.plot import _linestyle, _markers, _colors
self.linestyles = _linestyle.copy()
self.markers = _markers.copy()
self.colors = _colors.copy()
# to exploit / Vizu
self._it = pt['expe']
self.corpus_pos = pt.get('corpus')
self.model_pos = pt.get('model')
self.output_path = self.expe['_output_path']
self.input_path = self.expe['_input_path']
if expe.get('_expe_silent'):
self.log_silent()
else:
self.log.info('-' * 10)
self.log.info(
''.join([colored('Expe %d/%d', 'red'), ' : ',
self.log_expe()]) % (
self._it + 1,
self.expe_size,
))
self.log.info('-' * 10)
self._set_measures()
def wrapper(*args, **kwargs):
import matplotlib.pyplot as plt
from pymake.plot import _linestyle, _markers
self = args[0]
discr_args = [] # discriminant keys (to distinguish filename)
if len(args) == 1:
groups = ['corpus']
attribute = '_entropy'
else:
groups = args[1].split(':')
if len(groups) == 1:
attribute = groups[0]
groups = None
else:
attribute = groups.pop(-1)
groups = groups[0]
if len(args) > 2:
discr_args = args[2].split('/')
if '@' in attribute:
attribute, opts = attribute.split('@')
repeatkey = opts[0]
else:
repeatkey = None
if groups:
groups = groups.split('/')
self._groups = groups
ggroup = self.get_current_group()
else:
ggroup = None
# Init Figs Sink
if not hasattr(self.gramexp, '_figs'):
figs = dict()
if groups:
gset = product(*filter(
None, [self.gramexp.get_set(g) for g in groups]))
else:
gset = [None]
for g in gset:
gg = '-'.join(sorted(map(str, g))) if g else None
figs[gg] = ExpSpace()
figs[gg].group = g
figs[gg].fig = plt.figure()
figs[gg].linestyle = _linestyle.copy()
figs[gg].markers = _markers.copy()
if repeatkey:
figs[gg].is_errorbar = True
figs[gg].repeatkey = repeatkey
else:
figs[gg].is_errorbar = False
self.gramexp._figs = figs
frame = self.gramexp._figs[ggroup]
frame.ax = lambda: frame.fig.gca()
kernel = fun(self, frame, attribute)
# Set title and filename
if groups and self.expe.get(groups[0]):
#title = ' '.join('{{{0}}}'.format(w) for w in groups).format(**self.specname(self.expe))
ctitle = tuple(
filter(
None,
map(lambda x: self.specname(self.expe.get(x, x)),
groups)))
s = '_'.join(['%s'] * len(ctitle))
title = s % ctitle
else:
title = ' '.join(self.gramexp.get_nounique_keys())
title = '%s %s' % tuple(
map(lambda x: self.expe.get(x, x),
['corpus', 'model']))
frame.base = '%s_%s' % (fun.__name__, attribute)
frame.args = discr_args
if 'fig_xaxis' in frame or self.expe.get('fig_xaxis'):
xaxis_name = frame.get('xaxis', self.expe.get('fig_xaxis'))
frame.ax().set_xlabel(xaxis_name)
else:
frame.ax().set_xlabel('iterations')
if 'fig_yaxis' in frame or self.expe.get('fig_yaxis'):
yaxis_name = frame.get('yaxis',
self.expe.get('fig_yaxis')).get(
attribute, attribute)
frame.ax().set_ylabel(yaxis_name)
else:
frame.ax().set_ylabel(attribute)
if 'title_size' in self.expe:
ts = float(self.expe['title_size'])
else:
ts = 15
if 'title' in frame:
plt.suptitle(frame.title, fontsize=ts)
else:
frame.ax().set_title(title, fontsize=ts)
if 'ticks_size' in self.expe:
plt.xticks(fontsize=float((self.expe['ticks_size'])))
# Save on last call
if self._it == self.expe_size - 1:
if self.expe._write:
self.write_frames(self.gramexp._figs)
return kernel
def __init__(self, pt, expe, expdesign, gramexp):
''' Sandbox class for scripts/actions.
Parameters
----------
pt: int
Positional indicator for current run
expe: ExpSpace
Current spec
expdesign: ExpDesign
Current design class
gramexp: Global pmk object
Methods
-------
log_expe:
overwrite the header message before each run.
is_first_expe:
return true if the current run is the first.
is_last_expe:
return true if the current run is the last.
load_frontend:
load the data frontend for the current expe.
load_model:
the model for the current expe.
Decorator
--------
plot:
plot control on expe
table:
table control on expe
'''
self._expdesign = expdesign
# @debug this, I dont know whyiam in lib/package sometimes, annoying !
os.chdir(os.getenv('PWD'))
# Global
self.expe_size = len(gramexp)
self.gramexp = gramexp
self.D = self.gramexp.D # Global conteneur
# Local
self.pt = pt
self.expe = expe
# Plot utils
from pymake.plot import _linestyle, _markers, _colors
self.linestyles = _linestyle.copy()
self.markers = _markers.copy()
self.colors = _colors.copy()
# to exploit / Vizu
self._it = pt['expe']
self.corpus_pos = pt.get('corpus')
self.model_pos = pt.get('model')
self.output_path = self.expe['_output_path']
self.input_path = self.expe['_input_path']
if expe.get('_expe_silent'):
self.log_silent()
else:
self.log.info('-' * 10)
self.log.info(
''.join([colored('Expe %d/%d', 'red'), ' : ',
self.log_expe()]) % (
self._it + 1,
self.expe_size,
))
self.log.info('-' * 10)
def wrapper(*args, **kwargs):
import matplotlib.pyplot as plt
from pymake.plot import _linestyle, _markers
self = args[0]
discr_args = [] # discriminant keys (to distinguish filename)
if len(args) == 1:
groups = ['corpus']
attribute = '_entropy'
else:
groups = args[1].split(':')
if len(groups) == 1:
attribute = groups[0]
groups = None
else:
attribute = groups.pop(-1)
groups = groups[0]
if len(args) > 2:
discr_args = args[2].split('/')
if groups:
groups = groups.split('/')
ggroup = self._file_part(
[self.expe.get(g) for g in groups], sep='-')
else:
ggroup = None
# Init Figs Sink
if not hasattr(self.gramexp, '_figs'):
figs = dict()
if groups:
gset = product(*filter(
None, [self.gramexp.get_set(g) for g in groups]))
else:
gset = [None]
for g in gset:
gg = '-'.join(map(str, g)) if g else None
figs[gg] = ExpSpace()
figs[gg].fig = plt.figure()
figs[gg].linestyle = _linestyle.copy()
figs[gg].markers = _markers.copy()
self.gramexp._figs = figs
frame = self.gramexp._figs[ggroup]
frame.ax = lambda: frame.fig.gca()
kernel = fun(self, frame, attribute, **kwargs)
# Set title and filename
if groups and self.expe.get(groups[0]):
#title = ' '.join('{{{0}}}'.format(w) for w in groups).format(**self.specname(self.expe))
ctitle = tuple(
filter(
None,
map(lambda x: self.specname(self.expe.get(x, x)),
groups)))
s = '_'.join(['%s'] * len(ctitle))
title = s % ctitle
else:
title = ' '.join(self.gramexp.get_nounique_keys())
if not title:
title = '%s %s' % tuple(
map(lambda x: self.expe.get(x, x),
['corpus', 'model']))
frame.base = '%s_%s' % (fun.__name__, attribute)
frame.args = discr_args
frame.ax().set_xlabel('iterations')
frame.ax().set_ylabel(attribute)
if 'title' in frame:
plt.suptitle(frame.title)
else:
frame.ax().set_title(title)
# Save on last call
if self._it == self.expe_size - 1:
if self.expe._write:
self.write_frames(self.gramexp._figs)
return kernel