RELNOTES: Add an ignore_unknown argument to parse_values which suppresses ValueError for unknown hyperparameter types. Such hyperparameter are ignored.

parse_values('a=1,b=foo', {a: int}) Raises a ValueError
parse_values('a=1,b=foo', {a: int}, ignore_unknown=True) does not raise a ValueError, and returns {'a': 1}

PiperOrigin-RevId: 225117666
This commit is contained in:
A. Unique TensorFlower 2018-12-11 20:15:05 -08:00 committed by TensorFlower Gardener
parent 8ac99aa0ec
commit c6245fa0b4
2 changed files with 75 additions and 1 deletions

View File

@ -187,7 +187,7 @@ def _cast_to_type_if_compatible(name, param_type, value):
return param_type(value)
def parse_values(values, type_map):
def parse_values(values, type_map, ignore_unknown=False):
"""Parses hyperparameter values from a string into a python map.
`values` is a string containing comma-separated `name=value` pairs.
@ -233,6 +233,9 @@ def parse_values(values, type_map):
type T if either V has type T, or V is a list of elements of type T.
Hence, for a multidimensional parameter 'x' taking float values,
'x=[0.1,0.2]' will parse successfully if type_map['x'] = float.
ignore_unknown: Bool. Whether values that are missing a type in type_map
should be ignored. If set to True, a ValueError will not be raised for
unknown hyperparameter type.
Returns:
A python map mapping each name to either:
@ -260,6 +263,8 @@ def parse_values(values, type_map):
m_dict = m.groupdict()
name = m_dict['name']
if name not in type_map:
if ignore_unknown:
continue
raise ValueError('Unknown hyperparameter type for %s' % name)
type_ = type_map[name]

View File

@ -216,6 +216,14 @@ class HParamsTest(test.TestCase):
self.assertTrue(isinstance(parse_dict['arr'], dict))
self.assertDictEqual(parse_dict['arr'], {1: 10})
def testParseValuesWithIndexAssigment1_IgnoreUnknown(self):
"""Assignment to an index position."""
parse_dict = hparam.parse_values(
'arr[1]=10,b=5', {'arr': int}, ignore_unknown=True)
self.assertEqual(len(parse_dict), 1)
self.assertTrue(isinstance(parse_dict['arr'], dict))
self.assertDictEqual(parse_dict['arr'], {1: 10})
def testParseValuesWithIndexAssigment2(self):
"""Assignment to multiple index positions."""
parse_dict = hparam.parse_values('arr[0]=10,arr[5]=20', {'arr': int})
@ -223,6 +231,14 @@ class HParamsTest(test.TestCase):
self.assertTrue(isinstance(parse_dict['arr'], dict))
self.assertDictEqual(parse_dict['arr'], {0: 10, 5: 20})
def testParseValuesWithIndexAssigment2_IgnoreUnknown(self):
"""Assignment to multiple index positions."""
parse_dict = hparam.parse_values(
'arr[0]=10,arr[5]=20,foo=bar', {'arr': int}, ignore_unknown=True)
self.assertEqual(len(parse_dict), 1)
self.assertTrue(isinstance(parse_dict['arr'], dict))
self.assertDictEqual(parse_dict['arr'], {0: 10, 5: 20})
def testParseValuesWithIndexAssigment3(self):
"""Assignment to index positions in multiple names."""
parse_dict = hparam.parse_values('arr[0]=10,arr[1]=20,L[5]=100,L[10]=200',
@ -234,6 +250,17 @@ class HParamsTest(test.TestCase):
self.assertTrue(isinstance(parse_dict['L'], dict))
self.assertDictEqual(parse_dict['L'], {5: 100, 10: 200})
def testParseValuesWithIndexAssigment3_IgnoreUnknown(self):
"""Assignment to index positions in multiple names."""
parse_dict = hparam.parse_values(
'arr[0]=10,C=5,arr[1]=20,B[0]=kkk,L[5]=100,L[10]=200',
{'arr': int, 'L': int}, ignore_unknown=True)
self.assertEqual(len(parse_dict), 2)
self.assertTrue(isinstance(parse_dict['arr'], dict))
self.assertDictEqual(parse_dict['arr'], {0: 10, 1: 20})
self.assertTrue(isinstance(parse_dict['L'], dict))
self.assertDictEqual(parse_dict['L'], {5: 100, 10: 200})
def testParseValuesWithIndexAssigment4(self):
"""Assignment of index positions and scalars."""
parse_dict = hparam.parse_values('x=10,arr[1]=20,y=30',
@ -246,6 +273,17 @@ class HParamsTest(test.TestCase):
self.assertEqual(parse_dict['x'], 10)
self.assertEqual(parse_dict['y'], 30)
def testParseValuesWithIndexAssigment4_IgnoreUnknown(self):
"""Assignment of index positions and scalars."""
parse_dict = hparam.parse_values(
'x=10,foo[0]=bar,arr[1]=20,zzz=78,y=30',
{'x': int, 'y': int, 'arr': int}, ignore_unknown=True)
self.assertEqual(len(parse_dict), 3)
self.assertTrue(isinstance(parse_dict['arr'], dict))
self.assertDictEqual(parse_dict['arr'], {1: 20})
self.assertEqual(parse_dict['x'], 10)
self.assertEqual(parse_dict['y'], 30)
def testParseValuesWithIndexAssigment5(self):
"""Different variable types."""
parse_dict = hparam.parse_values('a[0]=5,b[1]=true,c[2]=abc,d[3]=3.14', {
@ -264,24 +302,55 @@ class HParamsTest(test.TestCase):
self.assertTrue(isinstance(parse_dict['d'], dict))
self.assertDictEqual(parse_dict['d'], {3: 3.14})
def testParseValuesWithIndexAssigment5_IgnoreUnknown(self):
"""Different variable types."""
parse_dict = hparam.parse_values(
'a[0]=5,cc=4,b[1]=true,c[2]=abc,mm=2,d[3]=3.14',
{'a': int, 'b': bool, 'c': str, 'd': float},
ignore_unknown=True)
self.assertEqual(set(parse_dict.keys()), {'a', 'b', 'c', 'd'})
self.assertTrue(isinstance(parse_dict['a'], dict))
self.assertDictEqual(parse_dict['a'], {0: 5})
self.assertTrue(isinstance(parse_dict['b'], dict))
self.assertDictEqual(parse_dict['b'], {1: True})
self.assertTrue(isinstance(parse_dict['c'], dict))
self.assertDictEqual(parse_dict['c'], {2: 'abc'})
self.assertTrue(isinstance(parse_dict['d'], dict))
self.assertDictEqual(parse_dict['d'], {3: 3.14})
def testParseValuesWithBadIndexAssigment1(self):
"""Reject assignment of list to variable type."""
with self.assertRaisesRegexp(ValueError,
r'Assignment of a list to a list index.'):
hparam.parse_values('arr[1]=[1,2,3]', {'arr': int})
def testParseValuesWithBadIndexAssigment1_IgnoreUnknown(self):
"""Reject assignment of list to variable type."""
with self.assertRaisesRegexp(ValueError,
r'Assignment of a list to a list index.'):
hparam.parse_values(
'arr[1]=[1,2,3],c=8', {'arr': int}, ignore_unknown=True)
def testParseValuesWithBadIndexAssigment2(self):
"""Reject if type missing."""
with self.assertRaisesRegexp(ValueError,
r'Unknown hyperparameter type for arr'):
hparam.parse_values('arr[1]=5', {})
def testParseValuesWithBadIndexAssigment2_IgnoreUnknown(self):
"""Ignore missing type."""
hparam.parse_values('arr[1]=5', {}, ignore_unknown=True)
def testParseValuesWithBadIndexAssigment3(self):
"""Reject type of the form name[index]."""
with self.assertRaisesRegexp(ValueError,
'Unknown hyperparameter type for arr'):
hparam.parse_values('arr[1]=1', {'arr[1]': int})
def testParseValuesWithBadIndexAssigment3_IgnoreUnknown(self):
"""Ignore type of the form name[index]."""
hparam.parse_values('arr[1]=1', {'arr[1]': int}, ignore_unknown=True)
def testWithReusedVariables(self):
with self.assertRaisesRegexp(ValueError,
'Multiple assignments to variable \'x\''):