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"""Array printing function
$Id: arrayprint.py,v 1.9 2005/09/13 13:58:44 teoliphant Exp $
"""
__all__ = ["set_summary", "summary_off", "set_precision", "set_line_width",
"array2string"]
#
# Written by Konrad Hinsen <hinsenk@ere.umontreal.ca>
# last revision: 1996-3-13
# modified by Jim Hugunin 1997-3-3 for repr's and str's (and other details)
# and by Perry Greenfield 2000-4-1 for numarray
# and by Travis Oliphant 2005-8-22 for numpy
import sys
import numeric as _gen
import numerictypes as _nt
import umath as _uf
_nc = _gen
# The following functions are emergency substitutes for numeric functions
# which sometimes get broken during development.
def product(x, y): return x*y
def _maximum_reduce(arr):
maximum = arr[0]
for i in xrange(1, arr.nelements()):
if arr[i] > maximum: maximum = arr[i]
return maximum
def _minimum_reduce(arr):
minimum = arr[0]
for i in xrange(1, arr.nelements()):
if arr[i] < minimum: minimum = arr[i]
return minimum
def _numeric_compress(arr):
nonzero = 0
for i in xrange(arr.nelements()):
if arr[i] != 0: nonzero += 1
retarr = _nc.zeros((nonzero,))
nonzero = 0
for i in xrange(arr.nelements()):
if arr[i] != 0:
retarr[nonzero] = abs(arr[i])
nonzero += 1
return retarr
_failsafe = 0
if _failsafe:
max_reduce = _maximum_reduce
min_reduce = _minimum_reduce
else:
max_reduce = _uf.maximum.reduce
min_reduce = _uf.minimum.reduce
_summaryEdgeItems = 3 # repr N leading and trailing items of each dimension
_summaryThreshhold = 1000 # total items > triggers array summarization
_float_output_precision = 8
_float_output_suppress_small = False
_line_width = 75
def set_printoptions(precision=None, threshold=None, edgeitems=None,
linewidth=None, suppress=None):
"""Set options associated with printing.
precision the default number of digits of precision for floating
point output
(default 8)
threshold total number of array elements which trigger summarization
rather than full repr.
(default 1000)
edgeitems number of array items in summary at beginning and end of
each dimension.
(default 3)
linewidth the number of characters per line for the purpose of inserting
line breaks.
(default 75)
supress Boolean value indicating whether or not suppress printing
of small floating point values using scientific notation
(default False)
"""
global _summaryThreshhold, _summaryEdgeItems, _float_output_precision, \
_line_width, _float_output_suppress_small
if (linewidth is not None):
_line_width = linewidth
if (threshold is not None):
_summaryThreshhold = threshold
if (edgeitems is not None):
_summaryEdgeItems = edgeitems
if (precision is not None):
_float_output_precision = precision
if (suppress is not None):
_float_output_supress_small = not not suppress
return
def get_printoptions():
return _float_output_precision, _summaryThreshhold, _summaryEdgeItems, \
_line_width, _float_output_suppress_small
def _leading_trailing(a):
if a.ndim == 1:
if len(a) > 2*_summaryEdgeItems:
b = _gen.concatenate((a[:_summaryEdgeItems],
a[-_summaryEdgeItems:]))
else:
b = a
else:
if len(a) > 2*_summaryEdgeItems:
l = [_leading_trailing(a[i]) for i in range(
min(len(a), _summaryEdgeItems))]
l.extend([_leading_trailing(a[-i]) for i in range(
min(len(a), _summaryEdgeItems),0,-1)])
else:
l = [_leading_trailing(a[i]) for i in range(0, len(a))]
b = _gen.concatenate(tuple(l))
return b
def _array2string(a, max_line_width, precision, suppress_small, separator=' ',
prefix=""):
if max_line_width is None:
max_line_width = _line_width
if precision is None:
precision = _float_output_precision
if suppress_small is None:
suppress_small = _float_output_suppress_small
if a.size > _summaryThreshhold:
summary_insert = "..., "
data = _leading_trailing(a)
else:
summary_insert = ""
data = a.ravel()
items_per_line = a.shape[-1]
try:
format_function = a._format
except AttributeError:
dtype = a.dtype.type
if issubclass(dtype, _nt.bool):
format = "%s"
format_function = lambda x, f = format: format % x
if issubclass(dtype, _nt.integer):
max_str_len = max(len(str(max_reduce(data))),
len(str(min_reduce(data))))
format = '%' + str(max_str_len) + 'd'
format_function = lambda x, f = format: _formatInteger(x, f)
elif issubclass(dtype, _nt.floating):
format = _floatFormat(data, precision, suppress_small)
format_function = lambda x, f = format: _formatFloat(x, f)
elif issubclass(dtype, _nt.complexfloating):
real_format = _floatFormat(
data.real, precision, suppress_small, sign=0)
imag_format = _floatFormat(
data.imag, precision, suppress_small, sign=1)
format_function = lambda x, f1 = real_format, f2 = imag_format: \
_formatComplex(x, f1, f2)
elif issubclass(dtype, _nt.unicode_):
format = "%s"
format_function = lambda x, f = format: repr(x)
else:
format = '%s'
format_function = lambda x, f = format: format % str(x)
next_line_prefix = " " # skip over "["
next_line_prefix += " "*len(prefix) # skip over array(
lst = _formatArray(a, format_function, len(a.shape), max_line_width,
next_line_prefix, separator,
_summaryEdgeItems, summary_insert)[:-1]
return lst
def array2string(a, max_line_width = None, precision = None,
suppress_small = None, separator=' ', prefix="",
style=repr):
if a.shape == ():
x = a.item()
try:
lst = a._format(x)
except AttributeError:
lst = style(x)
elif reduce(product, a.shape) == 0:
# treat as a null array if any of shape elements == 0
lst = "[]"
else:
lst = _array2string(a, max_line_width, precision, suppress_small,
separator, prefix)
return lst
def _extendLine(s, line, word, max_line_len, next_line_prefix):
if len(line.rstrip()) + len(word.rstrip()) >= max_line_len:
s += line.rstrip() + "\n"
line = next_line_prefix
line += word
return s, line
def _formatArray(a, format_function, rank, max_line_len,
next_line_prefix, separator, edge_items, summary_insert):
"""formatArray is designed for two modes of operation:
1. Full output
2. Summarized output
"""
if rank == 0:
return str(a.item())
if summary_insert and 2*edge_items < len(a):
leading_items, trailing_items, summary_insert1 = \
edge_items, edge_items, summary_insert
else:
leading_items, trailing_items, summary_insert1 = 0, len(a), ""
if rank == 1:
s = ""
line = next_line_prefix
for i in xrange(leading_items):
word = format_function(a[i]) + separator
s, line = _extendLine(s, line, word, max_line_len, next_line_prefix)
if summary_insert1:
s, line = _extendLine(s, line, summary_insert1, max_line_len, next_line_prefix)
for i in xrange(trailing_items, 1, -1):
word = format_function(a[-i]) + separator
s, line = _extendLine(s, line, word, max_line_len, next_line_prefix)
word = format_function(a[-1])
s, line = _extendLine(s, line, word, max_line_len, next_line_prefix)
s += line + "]\n"
s = '[' + s[len(next_line_prefix):]
else:
s = '['
sep = separator.rstrip()
for i in xrange(leading_items):
if i > 0:
s += next_line_prefix
s += _formatArray(a[i], format_function, rank-1, max_line_len,
" " + next_line_prefix, separator, edge_items,
summary_insert)
s = s.rstrip()+ sep.rstrip() + '\n'*max(rank-1,1)
if summary_insert1:
s += next_line_prefix + summary_insert1 + "\n"
for i in xrange(trailing_items, 1, -1):
if leading_items or i != trailing_items:
s += next_line_prefix
s += _formatArray(a[-i], format_function, rank-1, max_line_len,
" " + next_line_prefix, separator, edge_items,
summary_insert)
s = s.rstrip() + sep.rstrip() + '\n'*max(rank-1,1)
if leading_items or trailing_items > 1:
s += next_line_prefix
s += _formatArray(a[-1], format_function, rank-1, max_line_len,
" " + next_line_prefix, separator, edge_items,
summary_insert).rstrip()+']\n'
return s
def _floatFormat(data, precision, suppress_small, sign = 0):
exp_format = 0
non_zero = _uf.absolute(data.compress(_uf.not_equal(data, 0)))
##non_zero = _numeric_compress(data) ##
if len(non_zero) == 0:
max_val = 0.
min_val = 0.
else:
max_val = max_reduce(non_zero)
min_val = min_reduce(non_zero)
if max_val >= 1.e8:
exp_format = 1
if not suppress_small and (min_val < 0.0001
or max_val/min_val > 1000.):
exp_format = 1
if exp_format:
large_exponent = 0 < min_val < 1e-99 or max_val >= 1e100
max_str_len = 8 + precision + large_exponent
if sign: format = '%+'
else: format = '%'
format = format + str(max_str_len) + '.' + str(precision) + 'e'
if large_exponent: format = format + '3'
else:
format = '%.' + str(precision) + 'f'
precision = min(precision, max(tuple(map(lambda x, p=precision,
f=format: _digits(x,p,f),
data))))
max_str_len = len(str(int(max_val))) + precision + 2
if sign: format = '%#+'
else: format = '%#'
format = format + str(max_str_len) + '.' + str(precision) + 'f'
return format
def _digits(x, precision, format):
s = format % x
zeros = len(s)
while s[zeros-1] == '0': zeros = zeros-1
return precision-len(s)+zeros
_MAXINT = sys.maxint
_MININT = -sys.maxint-1
def _formatInteger(x, format):
if (x < _MAXINT) and (x > _MININT):
return format % x
else:
return "%s" % x
def _formatFloat(x, format, strip_zeros = 1):
if format[-1] == '3':
# 3-digit exponent
format = format[:-1]
s = format % x
third = s[-3]
if third == '+' or third == '-':
s = s[1:-2] + '0' + s[-2:]
elif format[-1] == 'e':
# 2-digit exponent
s = format % x
if s[-3] == '0':
s = ' ' + s[:-3] + s[-2:]
elif format[-1] == 'f':
s = format % x
if strip_zeros:
zeros = len(s)
while s[zeros-1] == '0': zeros = zeros-1
s = s[:zeros] + (len(s)-zeros)*' '
else:
s = format % x
return s
def _formatComplex(x, real_format, imag_format):
r = _formatFloat(x.real, real_format)
i = _formatFloat(x.imag, imag_format, 0)
if imag_format[-1] == 'f':
zeros = len(i)
while zeros > 2 and i[zeros-1] == '0': zeros = zeros-1
i = i[:zeros] + 'j' + (len(i)-zeros)*' '
else:
i = i + 'j'
return r + i
def _formatGeneral(x):
return str(x) + ' '
if __name__ == '__main__':
a = _nc.arange(10)
print array2string(a)
print array2string(_nc.array([[],[]]))
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