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plotit
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plotit
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#!/usr/bin/env pythonw
# Name: plotit
# Purpose: Experiment data visualization
# Author: Ken McIvor <[email protected]>
#
# Copyright 2004-2009 Illinois Institute of Technology
#
# Permission is hereby granted, free of charge, to any person obtaining
# a copy of this software and associated documentation files (the
# "Software"), to deal in the Software without restriction, including
# without limitation the rights to use, copy, modify, merge, publish,
# distribute, sublicense, and/or sell copies of the Software, and to
# permit persons to whom the Software is furnished to do so, subject to
# the following conditions:
#
# The above copyright notice and this permission notice shall be
# included in all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
# MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
# IN NO EVENT SHALL ILLINOIS INSTITUTE OF TECHNOLOGY BE LIABLE FOR ANY
# CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
# TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
# SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
#
# Except as contained in this notice, the name of Illinois Institute
# of Technology shall not be used in advertising or otherwise to promote
# the sale, use or other dealings in this Software without prior written
# authorization from Illinois Institute of Technology.
# ChangeLog
#
# 10-17-2011 Carlo Segre <[email protected]>
# * Release 3.0
# * Replace all references to Numerix with Numpy
# 02-21-2009 Ken McIvor <[email protected]>
# * Release 2.3.4
# * Fixed a bug that was breaking the quickplot ('-q') mode
# 02-20-2009 Ken McIvor <[email protected]>
# * Release 2.3.3
# * Stopped using the deprecated 'sre' module
# * Updated legend formatting for matplotlib 0.98.x
# * Dollar signs in axes labels are now properly escaped
# 04-06-2006 Ken McIvor <[email protected]>
# * Release 2.3.2
# * Had another go at shutting down cleanly after the "exit" command while in
# stripchart mode.
# * Fixed a bug in cmd_START_PLOT()'s error handling.
# 04-04-2006 Ken McIvor <[email protected]>
# * Release 2.3.1
# * Attemped to fix a subtle race condition that caused the plot window to
# survive the "exit" command, hanging around at the end of MX quick scans.
# * Switched to using LinearLocator(5) for X and Y axis tick locations to
# yield nicer looking plots for the occasional corner cases (e.g. when
# AutoLocator gives you 9 ticks with overlapping labels).
# 11-14-2005 Ken McIvor <[email protected]>
# * Release: 2.3
# * Column names may be used in expressions if they are present in the files
# * Empty data files no longer cause the entire plot to fail
# * Column expressions are now masked arrays, clamping +/- INF
# 11-11-2005 Ken McIvor <[email protected]>
# * Merged the ScalarFormatter fix from August back into the main trunk. This
# fix undoes some of the confusing axis labeling caused by changes
# introduced in matplotlib 0.81.
# 10-21-2005 Ken McIvor <[email protected]>
# * Release: 2.2
# * Added full support for plotgngu.pl's start_plot command. The two integer
# arguments that were previously ignored are now required and specify the
# number of columns of independently varying data and the column index that
# contains the abscissa (starting from zero).
# 08-08-2005 Ken McIvor <[email protected]>
# * Release: 2.1.1
# * Worked around a problem in matplotlib so that PlotIt no longer chokes on
# expressions that evaluate to inf or NaN.
# 07-10-2005 Ken McIvor <[email protected]>
# * Release: 2.1
# * Quickplot mode now correctly handles single-column data files.
# * You can now plot only the Y expressions of files from the command line.
# * PlotIt now tries to remeber its last window position, which should improve
# the user experience when it's being used by MX to display scan data.
# 05-26-2005 Ken McIvor <[email protected]>
# * Release: 2.0
# 05-23-2005 Ken McIvor <[email protected]>
# * Fixed a bug in the `set linestyles' command.
# * Made the linestyles, ticksize, and ticks `set' commands more robust
# against invalid arguments.
# * The PlotItApp no longer redirects stderr.
# 05-19-2005 Ken McIvor <[email protected]>
# * Release: 2.0rc4
# * The command-line invocation has been changed so `$ plotit' won't appear to
# hang as it reads commands from standard input.
# * Added a quick-plotting mode that graphs the first two columns of files.
# * Expression evaluation only does one row at a time if an error occurs.
# * Error handling in expression evaluation is much more robust.
# 05-15-2005 Ken McIvor <[email protected]>
# * Release: 2.0rc3 (`plot' is now `plotit')
# * Refactored the static vs. stripcharting logic out of PlotApp
# * Cleaned up the MX kludges, especially the workaround for wx.PostEvent()
# hanging after MainLoop() has exited (a queue is now used in place of the
# CommandEvent).
# * The plot window is now unclosable while stripcharting stdin.
# * Fixed up bug where cmd_START_PLOT() relied entirely on parse_command() to
# split up the equations.
# * Added several new `set' commands: ticks, ticksize, linestyles.
# * Added the `marker' command to draw vertical lines.
# * Plot expressions now recognize `@N' for column names in addition to `$N'.
# * Added the ability to do quick plots of multiple data files from the
# command line.
# 05-12-2005 Ken McIvor <[email protected]>
# * Added some missing calls to sys.exit() to the ImportError handlers.
# * Added the `start_plot' command and special case handling for MX's
# inconsistent syntax (e.g. "start_plot;0;1;$f[0]/$f[1]").
# * The `plot' command is now a no-op, since MX sends it after every `data'
# command.
# * Fixed a bug where `convert_plotgnu_expression()' was omitting the rest of
# the expression after the last channel number (e.g. "log($0/$1)" was
# becoming "log($2/$3")
# * Added an `exit' command.
# * Fixed the way the PlotApp and FileReaderThread interact because
# `wx.PostEvent()' blocks after the PlotApp has exited.
# 05-10-2005 Ken McIvor <[email protected]>
# * release: 2.0rc2
# * Default behavior is now to watch stdin, but not watch files. The `-w'
# argument has been changed to reflect this.
# * Plot window now has a correct title, rather than just "WxMpl".
# 05-05-2005 Ken McIvor <[email protected]>
# * release: 2.0rc1
# * WxMpl is now used for the plotting, rather than including wxPyPlot
# * The `plot' command has been changed to be compatible with `plotgnu'
# * A new command, `line', has been added to support the new equation syntax
# * Replotting is now driven by a timer, rather than the arrival of new data
# * The Python 2.1 compatability fixes have been removed, since matplotlib
# requires Python 2.3 or later.
# 10-04-2004 Ken McIvor <[email protected]>
# * release: 1.1
# * Debian Stable fixes:
# - removed `typecode' keyword from Numerix.zeros()
# - forcibly placed wxPython.wx.wxNewId() into wx as NewId()
# 10-03-2004 Ken McIvor <[email protected]>
# * release: 1.0
__version__ = '2.3.2'
import ConfigParser
import os.path
import re
import sys
import threading
try:
import wx
except ImportError:
if __name__ == '__main__':
sys.stderr.write('''\
This program requires wxPython, the Python bindings for the wxWidgets GUI
framework.
wxPython can be downloaded from http://www.wxpython.org
''')
sys.exit(1)
try:
import matplotlib
except ImportError:
if __name__ == '__main__':
sys.stderr.write('''\
This program requires matplotlib, Python's 2D plotting library.
matplotlib can be downloaded from http://matplotlib.sourceforge.net
''')
sys.exit(1)
try:
import wxmpl
except ImportError as err:
if __name__ == '__main__' and "wxmpl" in err.message:
sys.stderr.write('''\
This program requires WxMpl, a library for embedding matplotlib in wxPython
applications.
WxMpl can be downloaded from https://github.com/NOAA-ORR-ERD/wxmpl
''')
sys.exit(1)
else:
raise
try:
import xdp.io # if it's available, use XDP to load data
except ImportError:
xdp = None
import numpy as NumPy
from matplotlib.font_manager import FontProperties
class Queue:
def __init__(self):
self.mutex = threading.Lock()
self.queue = []
def put(self, item):
self.mutex.acquire()
self.queue.append(item)
self.mutex.release()
def getAll(self):
self.mutex.acquire()
items = self.queue[:]
del self.queue[:]
self.mutex.release()
return items
#
# Functions to load and store the plot window's position.
#
# FIXME: this is rather POSIX-specific
PLOTIT_POSITION_FILE = '~/.plotitrc'
def load_window_position():
fnam = os.path.expanduser(PLOTIT_POSITION_FILE)
cp = ConfigParser.ConfigParser()
try:
cp.read([fnam])
x = cp.getint('position', 'x')
y = cp.getint('position', 'y')
except Exception:
return wx.DefaultPosition
return wx.Point(x, y)
def store_window_position(pos):
fnam = os.path.expanduser(PLOTIT_POSITION_FILE)
cp = ConfigParser.ConfigParser()
cp.add_section('position')
cp.set('position', 'x', str(pos.x))
cp.set('position', 'y', str(pos.y))
try:
output = file(fnam, 'w')
cp.write(output)
output.close()
except Exception:
pass
#
# wxPython Application class
#
class PlotItApp(wx.App):
def __init__(self, options, arguments, **kwds):
self.options = options
self.director = None
self.arguments = arguments
wx.App.__init__(self, **kwds)
def OnInit(self):
self.frame = PlotFrame(pos=load_window_position())
if len(self.arguments) < 2 and not options.quick:
self.init_plotgnu()
else:
self.init_quickplot()
self.frame.Show(True)
return True
def init_plotgnu(self):
args = self.arguments
if args[0] == '-':
inputFile = sys.stdin
options.watch = not options.watch
else:
try:
inputFile = file(args[0], 'r')
except IOError, e:
fatalIOError(e)
if self.options.watch:
self.director = StripChartDirector(self.frame, inputFile)
else:
self.director = PlotCommandDirector(self.frame, inputFile)
def init_quickplot(self):
args = self.arguments
style = 'lp'
if options.lines and options.points:
pass # let people type `-lp' like in GNUPLOT
elif options.lines:
style = 'l'
elif options.points:
style = 'p'
if options.quick:
self.director = QuickPlotDirector(self.frame, args, style)
else:
if len(args) == 2 or not is_plot_expression(args[1]):
xExpr = None
yExpr, fileNames = args[0], args[1:]
else:
xExpr, yExpr, fileNames = args[0], args[1], args[2:]
self.director = ExpressionPlotDirector(self.frame, xExpr, yExpr,
fileNames, style)
def cleanup(self):
self.director.cleanup()
class PlotFrame(wxmpl.PlotFrame):
ABOUT_TITLE = 'About plotit'
ABOUT_MESSAGE = ('plotit %s\n' % __version__
+ 'Written by Ken McIvor <[email protected]>\n'
+ 'Copyright 2004-2005 Illinois Institute of Technology')
def __init__(self, **kwds):
wxmpl.PlotFrame.__init__(self, None, -1, 'plotit', **kwds)
#
# Classes to perform the various kinds of plotting
#
class PlotDirector:
def __init__(self, frame):
self.frame = frame
wx.EVT_CLOSE(self.frame, self.OnClose)
def OnClose(self, evt):
store_window_position(self.frame.GetPosition())
evt.Skip()
def setup_axes(self, axes):
if matplotlib.__version__ >= '0.81':
axes.yaxis.set_major_formatter(
matplotlib.ticker.OldScalarFormatter())
axes.yaxis.set_major_locator(
matplotlib.ticker.LinearLocator(5))
axes.xaxis.set_major_formatter(
matplotlib.ticker.OldScalarFormatter())
axes.xaxis.set_major_locator(
matplotlib.ticker.LinearLocator(5))
def cleanup(self):
pass
class PlotCommandDirector(PlotDirector):
def __init__(self, frame, inputFile):
PlotDirector.__init__(self, frame)
frame.SetTitle(get_frame_title(inputFile))
interpreter = CommandInterpreter(frame.get_figure().gca(),
inputFile, ignoreExit=True)
line = inputFile.readline()
while line:
line = line.strip()
interpreter.doCommand(line)
line = inputFile.readline()
interpreter.replot()
class StripChartDirector(PlotDirector):
def __init__(self, frame, inputFile):
PlotDirector.__init__(self, frame)
axes = frame.get_figure().gca()
self.setup_axes(axes)
frame.SetTitle(get_frame_title(inputFile))
self.inputFile = inputFile
self.canClose = inputFile is not sys.stdin
self.interpreter = CommandInterpreter(axes, inputFile)
self.queue = Queue()
self.fileReader = FileReaderThread(inputFile, self.queue)
self.timer = wx.PyTimer(self.OnTimer)
self.timer.Start(250)
self.fileReader.start()
def OnClose(self, evt):
if not self.canClose and evt.CanVeto() and self.fileReader.isAlive():
wx.Bell()
evt.Veto()
else:
self.timer.Stop()
PlotDirector.OnClose(self, evt)
def OnTimer(self):
interpreter = self.interpreter
for cmd in self.queue.getAll():
interpreter.doCommand(cmd)
if interpreter.hasExited:
self.timer.Stop()
try:
self.inputFile.close()
except:
pass
if self.fileReader.isAlive():
interpreter.replot()
else:
self.timer.Stop()
interpreter.replot()
def cleanup(self):
if self.fileReader.isAlive():
self.fileReader.join()
class QuickPlotDirector(PlotDirector):
def __init__(self, frame, inputFiles, style):
PlotDirector.__init__(self, frame)
frame.SetTitle('PlotIt')
axes = frame.get_figure().gca()
self.setup_axes(axes)
# FIXME: refactor this chunk into a function shared by
# QuickPlotDirector and ExpressionPlotDirector
lines = []
for inputFile in inputFiles[:]:
x, y = quickplot_evaluate_file(inputFile)
if x is None or y is None:
inputFiles.remove(inputFile)
else:
lines.append((x, y))
inputs = [split_path(x) for x in inputFiles]
if len(inputs) == 1:
idx = 0
else:
idx = len(os.path.commonprefix([x[0] for x in inputs]))
matplotlib.rc('lines', markersize=2)
for i, (x, y) in enumerate(lines):
if x is None or y is None:
continue
path, name = inputs[i]
fullName = os.path.join(path[idx:], name)
line = axes.plot(x, y, label=fullName)[0]
if style == 'l':
pass
elif style == 'p':
line.set_linestyle('None')
line.set_marker('o')
else:
line.set_marker('o')
line.set_markeredgecolor(line.get_color())
line.set_markerfacecolor(line.get_color())
if not axes.get_lines():
sys.stderr.write('%s: no data to plot\n'
% os.path.basename(sys.argv[0]))
sys.exit(1)
axes.legend(numpoints=2, prop=FontProperties(size='x-small'))
class ExpressionPlotDirector(PlotDirector):
def __init__(self, frame, xExpr, yExpr, inputFiles, style):
PlotDirector.__init__(self, frame)
frame.SetTitle('PlotIt')
axes = frame.get_figure().gca()
self.setup_axes(axes)
axes.set_ylabel(yExpr.replace('@', '$').replace('$', '\$'))
if xExpr is None:
axes.set_xlabel('0...N')
else:
axes.set_xlabel(xExpr.replace('@', '$').replace('$', '\$'))
lines = []
for inputFile in inputFiles[:]:
x, y = evaluate_file(inputFile, xExpr, yExpr)
if x is None or y is None:
inputFiles.remove(inputFile)
else:
lines.append((x, y))
inputs = [split_path(x) for x in inputFiles]
if len(inputs) == 1:
idx = 0
else:
idx = len(os.path.commonprefix([x[0] for x in inputs]))
matplotlib.rc('lines', markersize=2)
for i, (x, y) in enumerate(lines):
if x is None or y is None:
continue
path, name = inputs[i]
fullName = os.path.join(path[idx:], name)
line = axes.plot(x, y, label=fullName)[0]
if style == 'l':
pass
elif style == 'p':
line.set_linestyle('None')
line.set_marker('o')
else:
line.set_marker('o')
line.set_markeredgecolor(line.get_color())
line.set_markerfacecolor(line.get_color())
if not axes.get_lines():
sys.stderr.write('%s: no data to plot\n'
% os.path.basename(sys.argv[0]))
sys.exit(1)
axes.legend(numpoints=2, prop=FontProperties(size='x-small'))
def cleanup(self):
pass
#
# Thread that pushes lines from a file into a Queue
#
class FileReaderThread(threading.Thread):
def __init__(self, inputFile, queue):
threading.Thread.__init__(self, name='FileReader')
self.queue = queue
self.inputFile = inputFile
def run(self):
queue = self.queue
inputFile = self.inputFile
line = inputFile.readline()
while line:
line = line.strip()
queue.put(line)
line = inputFile.readline()
#
# Class that executes plotting commands
#
class CommandInterpreter:
def __init__(self, axes, inputFile, ignoreExit=False):
self.axes = axes
self.ignoreExit = ignoreExit
if inputFile is sys.stdin:
self.fileDesc = 'standard input'
else:
self.fileDesc = 'file `%s\'' % inputFile.name
self.buffer = wxmpl.MatrixBuffer()
self.charter = wxmpl.StripCharter(axes)
self.channels = []
self.hasExited = False
self.need_replot = False
matplotlib.rc('lines', markersize=2)
def replot(self):
if self.need_replot and not self.hasExited:
self.need_replot = False
self.charter.update()
def doCommand(self, command):
tokens = self.parse_command(command)
if not len(tokens):
return
cmd, args = tokens[0].upper(), tokens[1:]
method = getattr(self, 'cmd_%s'%cmd, None)
if callable(method) and method(args):
self.need_replot = True
def parse_command(self, command):
if command.startswith('start_plot;'):
return ['start_plot'] + command.split(';')[1:]
try:
return tokenize(command)
except Exception:
return []
def cmd_START_PLOT(self, args):
if len(args) < 3:
return False
try:
independent_variable_count = int(args[0])
innermost_loop_motor_index = int(args[1])
except (ValueError, OverflowError), e:
print >> sys.stderr, (
'Error in "start_plot" statement for file %s: %s'
% (self.fileDesc, e))
return False
if independent_variable_count < 1:
independent_variable_count = 0
if innermost_loop_motor_index < 0:
innermost_loop_motor_index = 0
xExpr = '$%d' % (innermost_loop_motor_index + 1)
for eqn in args[2:]:
yExpr = convert_plotgnu_expression(eqn, independent_variable_count)
channel = ExpressionChannel(self.buffer, xExpr, yExpr,
self.fileDesc)
channel.marker = 'o'
self.channels.append(channel)
self.charter.setChannels(self.channels)
return True
def cmd_PLOT(self, args):
return False
def cmd_REPLOT(self, args):
self.replot()
return False
def cmd_SET(self, args):
if len(args):
var, args = args[0].upper(), args[1:]
if len(args) and args[0] == '=':
args = args[1:]
method = getattr(self, 'set_%s'%var, None)
if callable(method):
return method(args)
return False
def cmd_DATA(self, args):
if not len(args):
return False
data = [0.0] * len(args)
for i, point in enumerate(args):
try:
data[i] = float(point)
except Exception, e:
pass
self.buffer.append(data)
for channel in self.channels:
channel.recalculate()
return True
def cmd_MARKER(self, args):
if len(args) != 1:
return False
try:
x = float(args[0])
except:
return False
self.axes.axvline(x, color='k', linestyle='--')
return True
def set_TITLE(self, args):
if len(args) == 1:
self.axes.set_title(args[0])
return True
else:
return False
def set_XLABEL(self, args):
if len(args) == 1:
self.axes.set_xlabel(args[0])
return True
else:
return False
def set_YLABEL(self, args):
if len(args) == 1:
self.axes.set_ylabel(args[0])
return True
else:
return False
def set_TIC(self, args):
return self.set_TICKS(args)
def set_TICS(self, args):
return self.set_TICKS(args)
def set_TICSIZE(self, args):
return self.set_TICKSIZE(args)
def set_TICKS(self, args):
if len(args):
ticks = []
for tick in args:
if matplotlib.lines.Line2D._markers.has_key(tick):
ticks.append(tick)
else:
ticks.append(None)
for i, marker in enumerate(ticks[:len(self.channels)]):
self.channels[i].marker = marker
else:
for channel in self.channels:
channel.marker = None
self.charter.setChannels(self.channels)
return True
def set_TICKSIZE(self, args):
if len(args) == 0:
matplotlib.rc('lines', markersize=2)
return
elif len(args) != 1:
return True
try:
size = float(args[0])
except:
return False
if markersize <= 0:
return False
matplotlib.rc('lines', markersize=size)
return True
def set_LINESTYLES(self, args):
if len(args):
styles = []
for style in args:
if matplotlib.lines.Line2D._lineStyles.has_key(style):
styles.append(style)
else:
styles.append(None)
for i, style in enumerate(styles[:len(self.channels)]):
self.channels[i].style = style
else:
for channel in self.channels:
channel.style = None
self.charter.setChannels(self.channels)
return True
def set_LEGEND(self, args):
if len(args):
for i, label in enumerate(args[:len(self.channels)]):
self.channels[i].name = label
self.charter.setChannels(self.channels)
else:
self.axes.legend_ = None
return True
def cmd_EXIT(self, args):
if self.ignoreExit:
return False
app = wx.GetApp()
if app is not None:
app.ExitMainLoop()
self.hasExited = True
return False
#
# Channels that calculate their X and Y data from expressions
#
class ExpressionChannel(wxmpl.Channel):
def __init__(self, buffer, xExpr, yExpr, fileDesc):
if xExpr is None:
label = yExpr
else:
label = xExpr + ', ' + yExpr
wxmpl.Channel.__init__(self, label)
self.buffer = buffer
self.x = None
self.y = None
self.xExpr = xExpr
self.yExpr = yExpr
self.fileDesc = fileDesc
def getX(self):
def failure(msg, *args):
print >> sys.stderr, (msg % args) ; self.x = None ; return None
if self.x is not None:
return self.x
if self.xExpr is None:
data = self.buffer.getData()
if data is not None:
self.x = data[:, 0]
return self.x
try:
self.x = evaluate_expression(self.xExpr, self.buffer.getData())
except Exception, e:
return failure('Error evaluating X expression `%s\' for %s: %s',
self.xExpr, self.fileDesc, e)
if (self.x is not None
and not isinstance(self.x,
(NumPy.ArrayType, NumPy.ma.MaskedArray))):
return failure('Error evaluating X expression `%s\' for %s: '
'result is not a vector', self.xExpr, self.fileDesc)
return self.x
def getY(self):
def failure(msg, *args):
print >> sys.stderr, (msg % args) ; self.y = None ; return None
if self.y is not None:
return self.y
try:
self.y = evaluate_expression(self.yExpr, self.buffer.getData())
except Exception, e:
return failure('Error evaluating Y expression `%s\' for %s: %s',
self.yExpr, self.fileDesc, e)
if (self.y is not None
and not isinstance(self.y,
(NumPy.ArrayType, NumPy.ma.MaskedArray))):
return failure('Error evaluating Y expression `%s\' for %s: '
'result is not a vector', self.yExpr, self.fileDesc)
return self.y
def recalculate(self):
self.x = self.y = None
self.setChanged(True)
#
# Evaluate X and Y expressions using a file of data
#
def quickplot_evaluate_file(fileName):
def failure(msg, *args):
print >> sys.stderr, (msg % args)
return None, None
data, columnNames = load_data(fileName)
if data is None:
return None, None
if data.shape[1] == 1:
return NumPy.arange(0, data.shape[0], 1, dtype=float), data[:, 0]
else:
return data[:, 0], data[:, 1]
def evaluate_file(fileName, xExpr, yExpr):
def failure(msg, *args):
print >> sys.stderr, (msg % args)
return None, None
data, columnNames = load_data(fileName)
if data is None:
return None, None
try:
x = evaluate_expression(xExpr, data, columnNames)
except Exception, e:
return failure('Error evaluating X for file `%s\': %s', fileName, e)
try:
y = evaluate_expression(yExpr, data, columnNames)
except Exception, e:
return failure('Error evaluating Y for file `%s\': %s', fileName, e)
if not isinstance(x, (NumPy.ArrayType, NumPy.ma.MaskedArray)):
return failure('Error evaluating X for file `%s\': result is not a '
'vector', fileName)
elif not isinstance(y, (NumPy.ArrayType, NumPy.ma.MaskedArray)):
return failure('Error evaluating Y for file `%s\': result is not a '
'vector', fileName)
if x.shape != y.shape:
return failure('BUG? x.shape != y.shape for file `%s\'', fileName)
return x, y
def load_data(fileName):
if xdp is not None:
try:
header, dataset = xdp.io.readFile(fileName)
except IOError:
pass
else:
return dataset.getMatrix(), dataset.getColumnNames()
try:
input = file(fileName, 'r')
except IOError, e:
fatalIOError(e)
buffer = wxmpl.MatrixBuffer()
line = input.readline()
while line:
line = line.strip()
if line:
_parse_data(buffer, line)
line = input.readline()
input.close()
return buffer.getData(), ()
def _parse_data(buffer, line):
failures = 0
values = line.split()
data = [0.0] * len(values)
for i, point in enumerate(values):
try:
data[i] = float(point)
except Exception, e:
if i == 0 and point == 'data':
failures += 1
else:
return
if failures:
buffer.append(data[failures:])
else:
buffer.append(data)
#
# Evaluating equations against a matrix
#
def is_plot_expression(string):
return (COLNUMS.search(string) is not None
or COLNAMES.search(string) is not None
or PG_COLNUMS.search(string) is not None)
def convert_plotgnu_expression(pgExpr, offset):
i = 0
expr = ''
while 1:
m = PG_COLNUMS.search(pgExpr[i:])
if m is None:
break
expr += pgExpr[i:i+m.start()]
expr += '$' + str(int(m.group('number'))+offset+1)
i += m.end()
expr += pgExpr[i:]
return expr
def evaluate_expression(expr, data, columnNames=()):
if data is None:
return None
elif expr is None:
return NumPy.arange(0, data.shape[0], 1, dtype=float)
columnCount = data.shape[1]
namespace = EVAL_NAMESPACE.copy()
for column, _, number in COLNUMS.findall(expr):
number = int(number)
if number < 1 or number > columnCount:
raise ValueError('invalid column "%s"' % number)
for column, _, name in COLNAMES.findall(expr):
if not columnNames:
raise ValueError('column names are unavailable')
elif name not in columnNames:
raise ValueError('invalid column "%s"' % name)
expr = COLNUMS.sub('__C_\g<number>', expr)
expr = COLNAMES.sub('__C_\g<name>', expr)
try:
code = compile(expr, '<expr>', 'eval')
except SyntaxError, e:
raise ValueError('incorrect syntax: %s' % e)