Adds a new IBMFloat type which losslessly stores IBM 32 bit floats

This commit is contained in:
Robert Smallshire
2015-03-06 18:58:38 +01:00
parent 9751fa6300
commit 1779f11b44
3 changed files with 138 additions and 6 deletions
+68 -4
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@@ -7,9 +7,11 @@ LARGEST_NEGATIVE_NORMAL_IBM_FLOAT = -5.397605346934028e-79
SMALLEST_POSITIVE_NORMAL_IBM_FLOAT = 5.397605346934028e-79
MAX_IBM_FLOAT = 7.2370051459731155e+75
_IBM_FLOAT32_BITS_PRECISION = 24
_L24 = long_int(2) ** _IBM_FLOAT32_BITS_PRECISION
_F24 = float(pow(2, _IBM_FLOAT32_BITS_PRECISION))
IBM_FLOAT32_MAX_BITS_PRECISION = 24
IBM_FLOAT32_MIN_BITS_PRECISION = 21 # The first 3 bits of the mantissa may be zero
IBM_FLOAT32_EPSILON = pow(2.0, -(IBM_FLOAT32_MIN_BITS_PRECISION - 1))
_L24 = long_int(2) ** IBM_FLOAT32_MAX_BITS_PRECISION
_F24 = float(pow(2, IBM_FLOAT32_MAX_BITS_PRECISION))
def ibm2ieee(big_endian_bytes):
@@ -35,7 +37,7 @@ def ibm2ieee(big_endian_bytes):
def ieee2ibm(f):
"""Covert a float to four big-endian bytes representing an IBM float.
"""Convert a float to four big-endian bytes representing an IBM float.
Args:
f (float): The value to be converted.
@@ -112,3 +114,65 @@ def ieee2ibm(f):
d = mantissa & 0xff
return byte_string((a, b, c, d))
class IBMFloat(object):
__slots__ = ['_data']
def __init__(self, b):
"""Initialise IBMFloat from an IEEE float.
Args:
b: A byte sequence containing exactly four bytes
Raises:
ValueError: If b does not contain exactly four values in the range 0-255.
"""
data = bytes(b)
num_bytes = len(data)
if num_bytes != 4:
raise ValueError("{} cannot be constructed from {} values".format(self.__class__.__name__, num_bytes))
self._data = data
@classmethod
def from_float(cls, f):
"""Construct an IBMFloat from an IEEE float.
Args:
f (float): The value to be converted.
Returns:
An IBMFloat.
Raises:
OverflowError: If f is outside the representable range.
ValueError: If f is NaN or infinite.
FloatingPointError: If f cannot be represented without total loss of precision.
"""
return cls(ieee2ibm(f))
@classmethod
def from_bytes(cls, b):
return cls(b)
def __float__(self):
return ibm2ieee(self._data)
def __bytes__(self):
return self._data
def __repr__(self):
return "{}({!r})".format(self.__class__.__name__, self._data)
def __bool__(self):
return not self.is_zero()
def is_zero(self):
return all(b == 0 for b in self._data)
def __nonzero__(self):
return not self.is_zero()
def is_subnormal(self):
return (not self.is_zero()) and (self._data[1] < 32)
+8 -1
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@@ -230,4 +230,11 @@ def round_up(integer, multiple):
def underscores_to_camelcase(s):
"""Convert text_in_this_style to TextInThisStyle."""
return ''.join(w.capitalize() for w in s.split('_'))
return ''.join(w.capitalize() for w in s.split('_'))
def almost_equal(x, y, epsilon):
max_xy_one = max(1.0, abs(x), abs(y))
e = epsilon * max_xy_one
delta = abs(x - y)
return delta <= e
+62 -1
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@@ -1,8 +1,12 @@
import unittest
from hypothesis import given
from hypothesis.descriptors import integers_in_range, floats_in_range
from segpy.portability import byte_string
from segpy.ibm_float import (ieee2ibm, ibm2ieee, MAX_IBM_FLOAT, SMALLEST_POSITIVE_NORMAL_IBM_FLOAT,
LARGEST_NEGATIVE_NORMAL_IBM_FLOAT, MIN_IBM_FLOAT)
LARGEST_NEGATIVE_NORMAL_IBM_FLOAT, MIN_IBM_FLOAT, IBMFloat, IBM_FLOAT32_EPSILON)
from segpy.util import almost_equal
class Ibm2Ieee(unittest.TestCase):
@@ -134,5 +138,62 @@ class Ibm2IeeeRoundtrip(unittest.TestCase):
self.assertEqual(ibm_start, ibm_result)
class TestIBMFloat(unittest.TestCase):
def test_zero_from_float(self):
zero = IBMFloat.from_float(0.0)
self.assertTrue(zero.is_zero())
def test_zero_from_bytes(self):
zero = IBMFloat.from_bytes(b'\x00\x00\x00\x00')
self.assertTrue(zero.is_zero())
def test_subnormal(self):
ibm = IBMFloat.from_float(1.6472184286297693e-83)
self.assertTrue(ibm.is_subnormal())
def test_smallest_subnormal(self):
ibm = IBMFloat.from_float(5.147557589468029e-85)
self.assertEqual(bytes(ibm), byte_string((0x00, 0x00, 0x00, 0x01)))
def test_too_small_subnormal(self):
with self.assertRaises(FloatingPointError):
IBMFloat.from_float(1e-86)
def test_nan(self):
with self.assertRaises(ValueError):
IBMFloat.from_float(float('nan'))
def test_inf(self):
with self.assertRaises(ValueError):
IBMFloat.from_float(float('inf'))
def test_too_large(self):
with self.assertRaises(OverflowError):
IBMFloat.from_float(MAX_IBM_FLOAT * 10)
def test_too_small(self):
with self.assertRaises(OverflowError):
IBMFloat.from_float(MIN_IBM_FLOAT * 10)
@given(float)
def test_bool(self, f):
self.assertEqual(bool(IBMFloat.from_float(f)), bool(f))
@given(integers_in_range(0, 255),
integers_in_range(0, 255),
integers_in_range(0, 255),
integers_in_range(0, 255))
def test_bytes_roundtrip(self, a, b, c, d):
b = byte_string((a, b, c, d))
ibm = IBMFloat.from_bytes(b)
self.assertEqual(bytes(ibm), b)
@given(floats_in_range(MIN_IBM_FLOAT, MAX_IBM_FLOAT))
def test_floats_roundtrip(self, f):
ibm = IBMFloat.from_float(f)
self.assertTrue(almost_equal(f, float(ibm), epsilon=IBM_FLOAT32_EPSILON))
if __name__ == '__main__':
unittest.main()