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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/kernel/bootstrap.py | bootstrap | def bootstrap(root_path):
"""Performs python-side bootstrapping of Boost.Build/Python.
This function arranges for 'b2.whatever' package names to work, while also
allowing to put python files alongside corresponding jam modules.
"""
m = imp.new_module("b2")
# Note that:
# 1. If __path__ is ... | python | def bootstrap(root_path):
"""Performs python-side bootstrapping of Boost.Build/Python.
This function arranges for 'b2.whatever' package names to work, while also
allowing to put python files alongside corresponding jam modules.
"""
m = imp.new_module("b2")
# Note that:
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apple/turicreate | deps/src/boost_1_68_0/libs/metaparse/tools/build_environment.py | main | def main():
"""The main function of the utility"""
parser = argparse.ArgumentParser(
description='Manage the build environment of Boost.Metaparse'
)
parser.add_argument(
'--dep_json',
required=True,
help='The json file describing the dependencies'
)
parser.add_arg... | python | def main():
"""The main function of the utility"""
parser = argparse.ArgumentParser(
description='Manage the build environment of Boost.Metaparse'
)
parser.add_argument(
'--dep_json',
required=True,
help='The json file describing the dependencies'
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apple/turicreate | src/unity/python/turicreate/data_structures/sarray_builder.py | SArrayBuilder.read_history | def read_history(self, num=10, segment=0):
"""
Outputs the last `num` elements that were appended either by `append` or
`append_multiple`.
Returns
-------
out : list
"""
if num < 0:
num = 0
if segment < 0:
raise TypeError(... | python | def read_history(self, num=10, segment=0):
"""
Outputs the last `num` elements that were appended either by `append` or
`append_multiple`.
Returns
-------
out : list
"""
if num < 0:
num = 0
if segment < 0:
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/toolset.py | flags | def flags(rule_or_module, variable_name, condition, values = []):
""" Specifies the flags (variables) that must be set on targets under certain
conditions, described by arguments.
rule_or_module: If contains dot, should be a rule name.
The flags will be applied when that ... | python | def flags(rule_or_module, variable_name, condition, values = []):
""" Specifies the flags (variables) that must be set on targets under certain
conditions, described by arguments.
rule_or_module: If contains dot, should be a rule name.
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/toolset.py | find_satisfied_condition | def find_satisfied_condition(conditions, ps):
"""Returns the first element of 'property-sets' which is a subset of
'properties', or an empty list if no such element exists."""
assert is_iterable_typed(conditions, property_set.PropertySet)
assert isinstance(ps, property_set.PropertySet)
for conditio... | python | def find_satisfied_condition(conditions, ps):
"""Returns the first element of 'property-sets' which is a subset of
'properties', or an empty list if no such element exists."""
assert is_iterable_typed(conditions, property_set.PropertySet)
assert isinstance(ps, property_set.PropertySet)
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/toolset.py | inherit_flags | def inherit_flags(toolset, base, prohibited_properties = []):
"""Brings all flag definitions from the 'base' toolset into the 'toolset'
toolset. Flag definitions whose conditions make use of properties in
'prohibited-properties' are ignored. Don't confuse property and feature, for
example <debug-symbols... | python | def inherit_flags(toolset, base, prohibited_properties = []):
"""Brings all flag definitions from the 'base' toolset into the 'toolset'
toolset. Flag definitions whose conditions make use of properties in
'prohibited-properties' are ignored. Don't confuse property and feature, for
example <debug-symbols... | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/toolset.py | __set_target_variables_aux | def __set_target_variables_aux (manager, rule_or_module, ps):
""" Given a rule name and a property set, returns a list of tuples of
variables names and values, which must be set on targets for that
rule/properties combination.
"""
assert isinstance(rule_or_module, basestring)
assert isin... | python | def __set_target_variables_aux (manager, rule_or_module, ps):
""" Given a rule name and a property set, returns a list of tuples of
variables names and values, which must be set on targets for that
rule/properties combination.
"""
assert isinstance(rule_or_module, basestring)
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/toolset.py | __add_flag | def __add_flag (rule_or_module, variable_name, condition, values):
""" Adds a new flag setting with the specified values.
Does no checking.
"""
assert isinstance(rule_or_module, basestring)
assert isinstance(variable_name, basestring)
assert is_iterable_typed(condition, property_set.Property... | python | def __add_flag (rule_or_module, variable_name, condition, values):
""" Adds a new flag setting with the specified values.
Does no checking.
"""
assert isinstance(rule_or_module, basestring)
assert isinstance(variable_name, basestring)
assert is_iterable_typed(condition, property_set.Property... | [
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/sklearn/_logistic_regression.py | convert | def convert(model, feature_names, target):
"""Convert a Logistic Regression model to the protobuf spec.
Parameters
----------
model: LogisticRegression
A trained LogisticRegression model.
feature_names: [str], optional (default=None)
Name of the input columns.
target: str, opti... | python | def convert(model, feature_names, target):
"""Convert a Logistic Regression model to the protobuf spec.
Parameters
----------
model: LogisticRegression
A trained LogisticRegression model.
feature_names: [str], optional (default=None)
Name of the input columns.
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/path.py | root | def root (path, root):
""" If 'path' is relative, it is rooted at 'root'. Otherwise, it's unchanged.
"""
if os.path.isabs (path):
return path
else:
return os.path.join (root, path) | python | def root (path, root):
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/path.py | reverse | def reverse(path):
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path (str): the path to reverse
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the string of the reversed path
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path (str): the path to reverse
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/path.py | glob | def glob (dirs, patterns):
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/path.py | glob | def glob(dirs, patterns, exclude_patterns=None):
"""Returns the list of files matching the given pattern in the
specified directory. Both directories and patterns are
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/path.py | glob_tree | def glob_tree(roots, patterns, exclude_patterns=None):
"""Recursive version of GLOB. Builds the glob of files while
also searching in the subdirectories of the given roots. An
optional set of exclusion patterns will filter out the
matching entries from the result. The exclusions also apply
to the su... | python | def glob_tree(roots, patterns, exclude_patterns=None):
"""Recursive version of GLOB. Builds the glob of files while
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/path.py | glob_in_parents | def glob_in_parents(dir, patterns, upper_limit=None):
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assert(isinstance(dir, str))
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absolute... | python | def glob_in_parents(dir, patterns, upper_limit=None):
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apple/turicreate | src/unity/python/turicreate/extensions.py | _wrap_function_return | def _wrap_function_return(val):
"""
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converting all occurrences of UnityGraphProxy to an SGraph,
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apple/turicreate | src/unity/python/turicreate/extensions.py | _setattr_wrapper | def _setattr_wrapper(mod, key, value):
"""
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"""
setattr(mod, key, value)
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setattr(_sys.modules[__name__], key, value) | python | def _setattr_wrapper(mod, key, value):
"""
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apple/turicreate | src/unity/python/turicreate/extensions.py | _run_toolkit_function | def _run_toolkit_function(fnname, arguments, args, kwargs):
"""
Dispatches arguments to a toolkit function.
Parameters
----------
fnname : string
The toolkit function to run
arguments : list[string]
The list of all the arguments the function takes.
args : list
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apple/turicreate | src/unity/python/turicreate/extensions.py | _class_instance_from_name | def _class_instance_from_name(class_name, *arg, **kwarg):
"""
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and the import_path is then ['modA','modB','modC'] the __import__ call is
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"""
class_name is of the form modA.modB.modC.class module_path splits on "."
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apple/turicreate | src/unity/python/turicreate/extensions.py | _create_class_instance | def _create_class_instance(class_name, _proxy):
"""
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imported (perhaps as a builtin extensions hard compiled into unity_server).
"""
try:
return _class_instance_from_name('turicreate.extensions.' + class_name, _proxy=_proxy)
ex... | python | def _create_class_instance(class_name, _proxy):
"""
Look for the class in .extensions in case it has already been
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"""
try:
return _class_instance_from_name('turicreate.extensions.' + class_name, _proxy=_proxy)
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apple/turicreate | src/unity/python/turicreate/extensions.py | _publish | def _publish():
import copy
"""
Publishes all functions and classes registered in unity_server.
The functions and classes will appear in the module turicreate.extensions
"""
unity = _get_unity()
fnlist = unity.list_toolkit_functions()
# Loop through all the functions and inject it into
... | python | def _publish():
import copy
"""
Publishes all functions and classes registered in unity_server.
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"""
unity = _get_unity()
fnlist = unity.list_toolkit_functions()
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apple/turicreate | src/unity/python/turicreate/extensions.py | ext_import | def ext_import(soname, module_subpath=""):
"""
Loads a turicreate toolkit module (a shared library) into the
tc.extensions namespace.
Toolkit module created via SDK can either be directly imported,
e.g. ``import example`` or via this function, e.g. ``turicreate.ext_import("example.so")``.
Use `... | python | def ext_import(soname, module_subpath=""):
"""
Loads a turicreate toolkit module (a shared library) into the
tc.extensions namespace.
Toolkit module created via SDK can either be directly imported,
e.g. ``import example`` or via this function, e.g. ``turicreate.ext_import("example.so")``.
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apple/turicreate | src/unity/python/turicreate/extensions.py | _get_argument_list_from_toolkit_function_name | def _get_argument_list_from_toolkit_function_name(fn):
"""
Given a toolkit function name, return the argument list
"""
unity = _get_unity()
fnprops = unity.describe_toolkit_function(fn)
argnames = fnprops['arguments']
return argnames | python | def _get_argument_list_from_toolkit_function_name(fn):
"""
Given a toolkit function name, return the argument list
"""
unity = _get_unity()
fnprops = unity.describe_toolkit_function(fn)
argnames = fnprops['arguments']
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apple/turicreate | src/unity/python/turicreate/extensions.py | _descend_namespace | def _descend_namespace(caller_globals, name):
"""
Given a globals dictionary, and a name of the form "a.b.c.d", recursively
walk the globals expanding caller_globals['a']['b']['c']['d'] returning
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"""
names = name.split('.')
cur = call... | python | def _descend_namespace(caller_globals, name):
"""
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apple/turicreate | src/unity/python/turicreate/extensions.py | _build_native_function_call | def _build_native_function_call(fn):
"""
If fn can be interpreted and handled as a native function: i.e.
fn is one of the extensions, or fn is a simple lambda closure using one of
the extensions.
fn = tc.extensions.add
fn = lambda x: tc.extensions.add(5)
Then, this returns a closure ... | python | def _build_native_function_call(fn):
"""
If fn can be interpreted and handled as a native function: i.e.
fn is one of the extensions, or fn is a simple lambda closure using one of
the extensions.
fn = tc.extensions.add
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apple/turicreate | src/unity/python/turicreate/extensions.py | _ExtMetaPath.find_module | def find_module(self, fullname, submodule_path=None):
"""
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import xxx # tries to load xxx.so from any of the python import paths
import aaa.bbb.xxx # tries to load aaa/bbb/xxx.so from... | python | def find_module(self, fullname, submodule_path=None):
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/internal/type_checkers.py | GetTypeChecker | def GetTypeChecker(field):
"""Returns a type checker for a message field of the specified types.
Args:
field: FieldDescriptor object for this field.
Returns:
An instance of TypeChecker which can be used to verify the types
of values assigned to a field of the specified type.
"""
if (field.cpp_ty... | python | def GetTypeChecker(field):
"""Returns a type checker for a message field of the specified types.
Args:
field: FieldDescriptor object for this field.
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An instance of TypeChecker which can be used to verify the types
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apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/internal/type_checkers.py | TypeChecker.CheckValue | def CheckValue(self, proposed_value):
"""Type check the provided value and return it.
The returned value might have been normalized to another type.
"""
if not isinstance(proposed_value, self._acceptable_types):
message = ('%.1024r has type %s, but expected one of: %s' %
(propose... | python | def CheckValue(self, proposed_value):
"""Type check the provided value and return it.
The returned value might have been normalized to another type.
"""
if not isinstance(proposed_value, self._acceptable_types):
message = ('%.1024r has type %s, but expected one of: %s' %
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apple/turicreate | src/unity/python/turicreate/meta/asttools/visitors/pysourcegen.py | python_source | def python_source(ast, file=sys.stdout):
'''
Generate executable python source code from an ast node.
:param ast: ast node
:param file: file to write output to.
'''
gen = SourceGen()
gen.visit(ast)
gen.dump(file) | python | def python_source(ast, file=sys.stdout):
'''
Generate executable python source code from an ast node.
:param ast: ast node
:param file: file to write output to.
'''
gen = SourceGen()
gen.visit(ast)
gen.dump(file) | [
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apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/text_encoding.py | CEscape | def CEscape(text, as_utf8):
"""Escape a bytes string for use in an ascii protocol buffer.
text.encode('string_escape') does not seem to satisfy our needs as it
encodes unprintable characters using two-digit hex escapes whereas our
C++ unescaping function allows hex escapes to be any length. So,
"\0011".enco... | python | def CEscape(text, as_utf8):
"""Escape a bytes string for use in an ascii protocol buffer.
text.encode('string_escape') does not seem to satisfy our needs as it
encodes unprintable characters using two-digit hex escapes whereas our
C++ unescaping function allows hex escapes to be any length. So,
"\0011".enco... | [
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apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/text_encoding.py | CUnescape | def CUnescape(text):
"""Unescape a text string with C-style escape sequences to UTF-8 bytes."""
def ReplaceHex(m):
# Only replace the match if the number of leading back slashes is odd. i.e.
# the slash itself is not escaped.
if len(m.group(1)) & 1:
return m.group(1) + 'x0' + m.group(2)
retur... | python | def CUnescape(text):
"""Unescape a text string with C-style escape sequences to UTF-8 bytes."""
def ReplaceHex(m):
# Only replace the match if the number of leading back slashes is odd. i.e.
# the slash itself is not escaped.
if len(m.group(1)) & 1:
return m.group(1) + 'x0' + m.group(2)
retur... | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | reset | def reset ():
""" Clear the module state. This is mainly for testing purposes.
Note that this must be called _after_ resetting the module 'feature'.
"""
global __prefixes_suffixes, __suffixes_to_types, __types, __rule_names_to_types, __target_suffixes_cache
__register_features ()
# Stores ... | python | def reset ():
""" Clear the module state. This is mainly for testing purposes.
Note that this must be called _after_ resetting the module 'feature'.
"""
global __prefixes_suffixes, __suffixes_to_types, __types, __rule_names_to_types, __target_suffixes_cache
__register_features ()
# Stores ... | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | register | def register (type, suffixes = [], base_type = None):
""" Registers a target type, possibly derived from a 'base-type'.
If 'suffixes' are provided, they list all the suffixes that mean a file is of 'type'.
Also, the first element gives the suffix to be used when constructing and object of
't... | python | def register (type, suffixes = [], base_type = None):
""" Registers a target type, possibly derived from a 'base-type'.
If 'suffixes' are provided, they list all the suffixes that mean a file is of 'type'.
Also, the first element gives the suffix to be used when constructing and object of
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | register_suffixes | def register_suffixes (suffixes, type):
""" Specifies that targets with suffix from 'suffixes' have the type 'type'.
If a different type is already specified for any of syffixes, issues an error.
"""
assert is_iterable_typed(suffixes, basestring)
assert isinstance(type, basestring)
for s in ... | python | def register_suffixes (suffixes, type):
""" Specifies that targets with suffix from 'suffixes' have the type 'type'.
If a different type is already specified for any of syffixes, issues an error.
"""
assert is_iterable_typed(suffixes, basestring)
assert isinstance(type, basestring)
for s in ... | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | set_scanner | def set_scanner (type, scanner):
""" Sets a scanner class that will be used for this 'type'.
"""
if __debug__:
from .scanner import Scanner
assert isinstance(type, basestring)
assert issubclass(scanner, Scanner)
validate (type)
__types [type]['scanner'] = scanner | python | def set_scanner (type, scanner):
""" Sets a scanner class that will be used for this 'type'.
"""
if __debug__:
from .scanner import Scanner
assert isinstance(type, basestring)
assert issubclass(scanner, Scanner)
validate (type)
__types [type]['scanner'] = scanner | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | get_scanner | def get_scanner (type, prop_set):
""" Returns a scanner instance appropriate to 'type' and 'property_set'.
"""
if __debug__:
from .property_set import PropertySet
assert isinstance(type, basestring)
assert isinstance(prop_set, PropertySet)
if registered (type):
scanner_ty... | python | def get_scanner (type, prop_set):
""" Returns a scanner instance appropriate to 'type' and 'property_set'.
"""
if __debug__:
from .property_set import PropertySet
assert isinstance(type, basestring)
assert isinstance(prop_set, PropertySet)
if registered (type):
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | all_bases | def all_bases (type):
""" Returns type and all of its bases, in the order of their distance from type.
"""
assert isinstance(type, basestring)
result = []
while type:
result.append (type)
type = __types [type]['base']
return result | python | def all_bases (type):
""" Returns type and all of its bases, in the order of their distance from type.
"""
assert isinstance(type, basestring)
result = []
while type:
result.append (type)
type = __types [type]['base']
return result | [
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] | 74514c3f99e25b46f22c6e02977fe3da69221c2e | https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/deps/src/boost_1_68_0/tools/build/src/build/type.py#L181-L190 | train | Returns all of the bases of a given type. | Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL... |
apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | all_derived | def all_derived (type):
""" Returns type and all classes that derive from it, in the order of their distance from type.
"""
assert isinstance(type, basestring)
result = [type]
for d in __types [type]['derived']:
result.extend (all_derived (d))
return result | python | def all_derived (type):
""" Returns type and all classes that derive from it, in the order of their distance from type.
"""
assert isinstance(type, basestring)
result = [type]
for d in __types [type]['derived']:
result.extend (all_derived (d))
return result | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | is_derived | def is_derived (type, base):
""" Returns true if 'type' is 'base' or has 'base' as its direct or indirect base.
"""
assert isinstance(type, basestring)
assert isinstance(base, basestring)
# TODO: this isn't very efficient, especially for bases close to type
if base in all_bases (type):
r... | python | def is_derived (type, base):
""" Returns true if 'type' is 'base' or has 'base' as its direct or indirect base.
"""
assert isinstance(type, basestring)
assert isinstance(base, basestring)
# TODO: this isn't very efficient, especially for bases close to type
if base in all_bases (type):
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | is_subtype | def is_subtype (type, base):
""" Same as is_derived. Should be removed.
"""
assert isinstance(type, basestring)
assert isinstance(base, basestring)
# TODO: remove this method
return is_derived (type, base) | python | def is_subtype (type, base):
""" Same as is_derived. Should be removed.
"""
assert isinstance(type, basestring)
assert isinstance(base, basestring)
# TODO: remove this method
return is_derived (type, base) | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | set_generated_target_suffix | def set_generated_target_suffix (type, properties, suffix):
""" Sets a target suffix that should be used when generating target
of 'type' with the specified properties. Can be called with
empty properties if no suffix for 'type' was specified yet.
This does not automatically specify that fil... | python | def set_generated_target_suffix (type, properties, suffix):
""" Sets a target suffix that should be used when generating target
of 'type' with the specified properties. Can be called with
empty properties if no suffix for 'type' was specified yet.
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | change_generated_target_suffix | def change_generated_target_suffix (type, properties, suffix):
""" Change the suffix previously registered for this type/properties
combination. If suffix is not yet specified, sets it.
"""
assert isinstance(type, basestring)
assert is_iterable_typed(properties, basestring)
assert isinstance... | python | def change_generated_target_suffix (type, properties, suffix):
""" Change the suffix previously registered for this type/properties
combination. If suffix is not yet specified, sets it.
"""
assert isinstance(type, basestring)
assert is_iterable_typed(properties, basestring)
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | generated_target_ps | def generated_target_ps(is_suffix, type, prop_set):
""" Returns suffix that should be used when generating target of 'type',
with the specified properties. If not suffix were specified for
'type', returns suffix for base type, if any.
"""
if __debug__:
from .property_set import Prope... | python | def generated_target_ps(is_suffix, type, prop_set):
""" Returns suffix that should be used when generating target of 'type',
with the specified properties. If not suffix were specified for
'type', returns suffix for base type, if any.
"""
if __debug__:
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | type | def type(filename):
""" Returns file type given it's name. If there are several dots in filename,
tries each suffix. E.g. for name of "file.so.1.2" suffixes "2", "1", and
"so" will be tried.
"""
assert isinstance(filename, basestring)
while 1:
filename, suffix = os.path.splitext... | python | def type(filename):
""" Returns file type given it's name. If there are several dots in filename,
tries each suffix. E.g. for name of "file.so.1.2" suffixes "2", "1", and
"so" will be tried.
"""
assert isinstance(filename, basestring)
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/type.py | register_type | def register_type (type, suffixes, base_type = None, os = []):
""" Register the given type on the specified OSes, or on remaining OSes
if os is not specified. This rule is injected into each of the type
modules for the sake of convenience.
"""
assert isinstance(type, basestring)
assert ... | python | def register_type (type, suffixes, base_type = None, os = []):
""" Register the given type on the specified OSes, or on remaining OSes
if os is not specified. This rule is injected into each of the type
modules for the sake of convenience.
"""
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apple/turicreate | src/unity/python/turicreate/util/_progress_table_printer.py | ProgressTablePrinter.print_row | def print_row(self, **kwargs):
'''
keys of kwargs must be the names passed to __init__(...) as `column_names`
'''
meta_string = '|'
for key in self.column_names:
float_specifier = ''
if isinstance(kwargs[key], float):
float_specifier = '.3f... | python | def print_row(self, **kwargs):
'''
keys of kwargs must be the names passed to __init__(...) as `column_names`
'''
meta_string = '|'
for key in self.column_names:
float_specifier = ''
if isinstance(kwargs[key], float):
float_specifier = '.3f... | [
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apple/turicreate | src/unity/python/turicreate/toolkits/_feature_engineering/_internal_utils.py | process_features | def process_features(features, exclude):
"""
Parameters
----------
features : list[str] | str | None, optional
Column names of features to be transformed. If None, all columns
are selected. If string, that column is transformed. If list of strings,
this list of column names is se... | python | def process_features(features, exclude):
"""
Parameters
----------
features : list[str] | str | None, optional
Column names of features to be transformed. If None, all columns
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apple/turicreate | src/unity/python/turicreate/toolkits/_feature_engineering/_internal_utils.py | pretty_print_list | def pretty_print_list(lst, name = 'features', repr_format=True):
""" Pretty print a list to be readable.
"""
if not lst or len(lst) < 8:
if repr_format:
return lst.__repr__()
else:
return ', '.join(map(str, lst))
else:
topk = ', '.join(map(str, lst[:3]))
... | python | def pretty_print_list(lst, name = 'features', repr_format=True):
""" Pretty print a list to be readable.
"""
if not lst or len(lst) < 8:
if repr_format:
return lst.__repr__()
else:
return ', '.join(map(str, lst))
else:
topk = ', '.join(map(str, lst[:3]))
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | _get_elementwise_name_from_keras_layer | def _get_elementwise_name_from_keras_layer(keras_layer):
"""
Get the keras layer name from the activation name.
"""
mode = keras_layer.mode
if mode == 'sum':
return 'ADD'
elif mode == 'mul':
return 'MULTIPLY'
elif mode == 'concat':
if len(keras_layer.input_shape[0]) =... | python | def _get_elementwise_name_from_keras_layer(keras_layer):
"""
Get the keras layer name from the activation name.
"""
mode = keras_layer.mode
if mode == 'sum':
return 'ADD'
elif mode == 'mul':
return 'MULTIPLY'
elif mode == 'concat':
if len(keras_layer.input_shape[0]) =... | [
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | _same_elements_per_channel | def _same_elements_per_channel(x):
"""
Test if a 3D (H,W,C) matrix x has the same element in each (H,W) matrix for each channel
"""
eps = 1e-5
dims = x.shape
for c in range(dims[-1]):
xc = x[:,:,c].flatten()
if not np.all(np.absolute(xc - xc[0]) < eps):
return False
... | python | def _same_elements_per_channel(x):
"""
Test if a 3D (H,W,C) matrix x has the same element in each (H,W) matrix for each channel
"""
eps = 1e-5
dims = x.shape
for c in range(dims[-1]):
xc = x[:,:,c].flatten()
if not np.all(np.absolute(xc - xc[0]) < eps):
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_dense | def convert_dense(builder, layer, input_names, output_names, keras_layer):
"""Convert a dense layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get input and output... | python | def convert_dense(builder, layer, input_names, output_names, keras_layer):
"""Convert a dense layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_activation | def convert_activation(builder, layer, input_names, output_names, keras_layer):
"""Convert an activation layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get input... | python | def convert_activation(builder, layer, input_names, output_names, keras_layer):
"""Convert an activation layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_padding | def convert_padding(builder, layer, input_names, output_names, keras_layer):
"""Convert padding layer from keras to coreml.
Keras only supports zero padding at this time.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural networ... | python | def convert_padding(builder, layer, input_names, output_names, keras_layer):
"""Convert padding layer from keras to coreml.
Keras only supports zero padding at this time.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_cropping | def convert_cropping(builder, layer, input_names, output_names, keras_layer):
"""Convert padding layer from keras to coreml.
Keras only supports zero padding at this time.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural netwo... | python | def convert_cropping(builder, layer, input_names, output_names, keras_layer):
"""Convert padding layer from keras to coreml.
Keras only supports zero padding at this time.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_upsample | def convert_upsample(builder, layer, input_names, output_names, keras_layer):
"""Convert convolution layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get input and... | python | def convert_upsample(builder, layer, input_names, output_names, keras_layer):
"""Convert convolution layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_convolution | def convert_convolution(builder, layer, input_names, output_names, keras_layer):
"""Convert convolution layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get input ... | python | def convert_convolution(builder, layer, input_names, output_names, keras_layer):
"""Convert convolution layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_convolution1d | def convert_convolution1d(builder, layer, input_names, output_names, keras_layer):
"""Convert convolution layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get inpu... | python | def convert_convolution1d(builder, layer, input_names, output_names, keras_layer):
"""Convert convolution layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_lstm | def convert_lstm(builder, layer, input_names, output_names, keras_layer):
"""Convert an LSTM layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
hidden_size = keras_la... | python | def convert_lstm(builder, layer, input_names, output_names, keras_layer):
"""Convert an LSTM layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_simple_rnn | def convert_simple_rnn(builder, layer, input_names, output_names, keras_layer):
"""Convert an SimpleRNN layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get input ... | python | def convert_simple_rnn(builder, layer, input_names, output_names, keras_layer):
"""Convert an SimpleRNN layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_gru | def convert_gru(builder, layer, input_names, output_names, keras_layer):
"""Convert a GRU layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
hidden_size = keras_layer... | python | def convert_gru(builder, layer, input_names, output_names, keras_layer):
"""Convert a GRU layer from keras to coreml.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_bidirectional | def convert_bidirectional(builder, layer, input_names, output_names, keras_layer):
"""Convert a bidirectional layer from keras to coreml.
Currently assumes the units are LSTMs.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A ne... | python | def convert_bidirectional(builder, layer, input_names, output_names, keras_layer):
"""Convert a bidirectional layer from keras to coreml.
Currently assumes the units are LSTMs.
Parameters
----------
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_batchnorm | def convert_batchnorm(builder, layer, input_names, output_names, keras_layer):
"""
Parameters
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
# Get input and output names
input_name, output_name = (input_names[0], ... | python | def convert_batchnorm(builder, layer, input_names, output_names, keras_layer):
"""
Parameters
keras_layer: layer
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_flatten | def convert_flatten(builder, layer, input_names, output_names, keras_layer):
"""Convert a flatten layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
input_name, output... | python | def convert_flatten(builder, layer, input_names, output_names, keras_layer):
"""Convert a flatten layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_softmax | def convert_softmax(builder, layer, input_names, output_names, keras_layer):
"""Convert a softmax layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
input_name, output... | python | def convert_softmax(builder, layer, input_names, output_names, keras_layer):
"""Convert a softmax layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
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apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/converters/keras/_layers.py | convert_permute | def convert_permute(builder, layer, input_names, output_names, keras_layer):
"""Convert a softmax layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
input_name, output... | python | def convert_permute(builder, layer, input_names, output_names, keras_layer):
"""Convert a softmax layer from keras to coreml.
Parameters
keras_layer: layer
----------
A keras layer object.
builder: NeuralNetworkBuilder
A neural network builder object.
"""
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apple/turicreate | src/unity/python/turicreate/meta/asttools/visitors/print_visitor.py | dump_ast | def dump_ast(ast, indent=' ', newline='\n'):
'''
Returns a string representing the ast.
:param ast: the ast to print.
:param indent: how far to indent a newline.
:param newline: The newline character.
'''
visitor = ASTPrinter(indent=indent, level=0, newline=newline)
v... | python | def dump_ast(ast, indent=' ', newline='\n'):
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Returns a string representing the ast.
:param ast: the ast to print.
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apple/turicreate | src/unity/python/turicreate/meta/asttools/visitors/print_visitor.py | print_ast | def print_ast(ast, indent=' ', initlevel=0, newline='\n', file=sys.stdout):
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Pretty print an ast node.
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:param indent: how far to indent a newline.
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'''
Pretty print an ast node.
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | ctypes2numpy | def ctypes2numpy(cptr, length, dtype):
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"""
if not isinstance(cptr, ctypes.POINTER(ctypes.c_float)):
raise RuntimeError('expected float pointer')
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if not ctypes.memmove(res.ctypes.data, cptr, length * res.s... | python | def ctypes2numpy(cptr, length, dtype):
"""Convert a ctypes pointer array to a numpy array.
"""
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | _maybe_from_pandas | def _maybe_from_pandas(data, feature_names, feature_types):
""" Extract internal data from pd.DataFrame """
try:
import pandas as pd
except ImportError:
return data, feature_names, feature_types
if not isinstance(data, pd.DataFrame):
return data, feature_names, feature_types
... | python | def _maybe_from_pandas(data, feature_names, feature_types):
""" Extract internal data from pd.DataFrame """
try:
import pandas as pd
except ImportError:
return data, feature_names, feature_types
if not isinstance(data, pd.DataFrame):
return data, feature_names, feature_types
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix._init_from_csr | def _init_from_csr(self, csr):
"""
Initialize data from a CSR matrix.
"""
if len(csr.indices) != len(csr.data):
raise ValueError('length mismatch: {} vs {}'.format(len(csr.indices), len(csr.data)))
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"""
Initialize data from a CSR matrix.
"""
if len(csr.indices) != len(csr.data):
raise ValueError('length mismatch: {} vs {}'.format(len(csr.indices), len(csr.data)))
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix._init_from_csc | def _init_from_csc(self, csc):
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Initialize data from a CSC matrix.
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Initialize data from a CSC matrix.
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raise ValueError('length mismatch: {} vs {}'.format(len(csc.indices), len(csc.data)))
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix._init_from_npy2d | def _init_from_npy2d(self, mat, missing):
"""
Initialize data from a 2-D numpy matrix.
"""
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raise ValueError('Input numpy.ndarray must be 2 dimensional')
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self.handle = ctypes.c_voi... | python | def _init_from_npy2d(self, mat, missing):
"""
Initialize data from a 2-D numpy matrix.
"""
if len(mat.shape) != 2:
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.get_float_info | def get_float_info(self, field):
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field: str
The field name of the information
Returns
-------
info : array
a numpy array of float information of the data
"""
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"""Get float property from the DMatrix.
Parameters
----------
field: str
The field name of the information
Returns
-------
info : array
a numpy array of float information of the data
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.get_uint_info | def get_uint_info(self, field):
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Parameters
----------
field: str
The field name of the information
Returns
-------
info : array
a numpy array of float information of the data
"""
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"""Get unsigned integer property from the DMatrix.
Parameters
----------
field: str
The field name of the information
Returns
-------
info : array
a numpy array of float information of the data
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.set_float_info | def set_float_info(self, field, data):
"""Set float type property into the DMatrix.
Parameters
----------
field: str
The field name of the information
data: numpy array
The array ofdata to be set
"""
_check_call(_LIB.XGDMatrixSetFloatInfo... | python | def set_float_info(self, field, data):
"""Set float type property into the DMatrix.
Parameters
----------
field: str
The field name of the information
data: numpy array
The array ofdata to be set
"""
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.set_uint_info | def set_uint_info(self, field, data):
"""Set uint type property into the DMatrix.
Parameters
----------
field: str
The field name of the information
data: numpy array
The array ofdata to be set
"""
_check_call(_LIB.XGDMatrixSetUIntInfo(se... | python | def set_uint_info(self, field, data):
"""Set uint type property into the DMatrix.
Parameters
----------
field: str
The field name of the information
data: numpy array
The array ofdata to be set
"""
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.save_binary | def save_binary(self, fname, silent=True):
"""Save DMatrix to an XGBoost buffer.
Parameters
----------
fname : string
Name of the output buffer file.
silent : bool (optional; default: True)
If set, the output is suppressed.
"""
_check_call... | python | def save_binary(self, fname, silent=True):
"""Save DMatrix to an XGBoost buffer.
Parameters
----------
fname : string
Name of the output buffer file.
silent : bool (optional; default: True)
If set, the output is suppressed.
"""
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.num_row | def num_row(self):
"""Get the number of rows in the DMatrix.
Returns
-------
number of rows : int
"""
ret = ctypes.c_ulong()
_check_call(_LIB.XGDMatrixNumRow(self.handle,
ctypes.byref(ret)))
return ret.value | python | def num_row(self):
"""Get the number of rows in the DMatrix.
Returns
-------
number of rows : int
"""
ret = ctypes.c_ulong()
_check_call(_LIB.XGDMatrixNumRow(self.handle,
ctypes.byref(ret)))
return ret.value | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.num_col | def num_col(self):
"""Get the number of columns (features) in the DMatrix.
Returns
-------
number of columns : int
"""
ret = ctypes.c_uint()
_check_call(_LIB.XGDMatrixNumCol(self.handle,
ctypes.byref(ret)))
return ... | python | def num_col(self):
"""Get the number of columns (features) in the DMatrix.
Returns
-------
number of columns : int
"""
ret = ctypes.c_uint()
_check_call(_LIB.XGDMatrixNumCol(self.handle,
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.slice | def slice(self, rindex):
"""Slice the DMatrix and return a new DMatrix that only contains `rindex`.
Parameters
----------
rindex : list
List of indices to be selected.
Returns
-------
res : DMatrix
A new DMatrix containing only selected i... | python | def slice(self, rindex):
"""Slice the DMatrix and return a new DMatrix that only contains `rindex`.
Parameters
----------
rindex : list
List of indices to be selected.
Returns
-------
res : DMatrix
A new DMatrix containing only selected i... | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.feature_names | def feature_names(self, feature_names):
"""Set feature names (column labels).
Parameters
----------
feature_names : list or None
Labels for features. None will reset existing feature names
"""
if not feature_names is None:
# validate feature name
... | python | def feature_names(self, feature_names):
"""Set feature names (column labels).
Parameters
----------
feature_names : list or None
Labels for features. None will reset existing feature names
"""
if not feature_names is None:
# validate feature name
... | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | DMatrix.feature_types | def feature_types(self, feature_types):
"""Set feature types (column types).
This is for displaying the results and unrelated
to the learning process.
Parameters
----------
feature_types : list or None
Labels for features. None will reset existing feature na... | python | def feature_types(self, feature_types):
"""Set feature types (column types).
This is for displaying the results and unrelated
to the learning process.
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----------
feature_types : list or None
Labels for features. None will reset existing feature na... | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.update | def update(self, dtrain, iteration, fobj=None):
"""
Update for one iteration, with objective function calculated internally.
Parameters
----------
dtrain : DMatrix
Training data.
iteration : int
Current iteration number.
fobj : function
... | python | def update(self, dtrain, iteration, fobj=None):
"""
Update for one iteration, with objective function calculated internally.
Parameters
----------
dtrain : DMatrix
Training data.
iteration : int
Current iteration number.
fobj : function
... | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.boost | def boost(self, dtrain, grad, hess):
"""
Boost the booster for one iteration, with customized gradient statistics.
Parameters
----------
dtrain : DMatrix
The training DMatrix.
grad : list
The first order of gradient.
hess : list
... | python | def boost(self, dtrain, grad, hess):
"""
Boost the booster for one iteration, with customized gradient statistics.
Parameters
----------
dtrain : DMatrix
The training DMatrix.
grad : list
The first order of gradient.
hess : list
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.eval_set | def eval_set(self, evals, iteration=0, feval=None):
# pylint: disable=invalid-name
"""Evaluate a set of data.
Parameters
----------
evals : list of tuples (DMatrix, string)
List of items to be evaluated.
iteration : int
Current iteration.
... | python | def eval_set(self, evals, iteration=0, feval=None):
# pylint: disable=invalid-name
"""Evaluate a set of data.
Parameters
----------
evals : list of tuples (DMatrix, string)
List of items to be evaluated.
iteration : int
Current iteration.
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.predict | def predict(self, data, output_margin=False, ntree_limit=0, pred_leaf=False):
"""
Predict with data.
NOTE: This function is not thread safe.
For each booster object, predict can only be called from one thread.
If you want to run prediction using multiple thread, call... | python | def predict(self, data, output_margin=False, ntree_limit=0, pred_leaf=False):
"""
Predict with data.
NOTE: This function is not thread safe.
For each booster object, predict can only be called from one thread.
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.save_raw | def save_raw(self):
"""
Save the model to a in memory buffer represetation
Returns
-------
a in memory buffer represetation of the model
"""
length = ctypes.c_ulong()
cptr = ctypes.POINTER(ctypes.c_char)()
_check_call(_LIB.XGBoosterGetModelRaw(sel... | python | def save_raw(self):
"""
Save the model to a in memory buffer represetation
Returns
-------
a in memory buffer represetation of the model
"""
length = ctypes.c_ulong()
cptr = ctypes.POINTER(ctypes.c_char)()
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.load_model | def load_model(self, fname):
"""
Load the model from a file.
Parameters
----------
fname : string or a memory buffer
Input file name or memory buffer(see also save_raw)
"""
if isinstance(fname, STRING_TYPES): # assume file name
if os.path... | python | def load_model(self, fname):
"""
Load the model from a file.
Parameters
----------
fname : string or a memory buffer
Input file name or memory buffer(see also save_raw)
"""
if isinstance(fname, STRING_TYPES): # assume file name
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.dump_model | def dump_model(self, fout, fmap='', with_stats=False):
"""
Dump model into a text file.
Parameters
----------
foout : string
Output file name.
fmap : string, optional
Name of the file containing feature map names.
with_stats : bool (option... | python | def dump_model(self, fout, fmap='', with_stats=False):
"""
Dump model into a text file.
Parameters
----------
foout : string
Output file name.
fmap : string, optional
Name of the file containing feature map names.
with_stats : bool (option... | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.get_dump | def get_dump(self, fmap='', with_stats=False):
"""
Returns the dump the model as a list of strings.
"""
length = ctypes.c_ulong()
sarr = ctypes.POINTER(ctypes.c_char_p)()
if self.feature_names is not None and fmap == '':
flen = int(len(self.feature_names))
... | python | def get_dump(self, fmap='', with_stats=False):
"""
Returns the dump the model as a list of strings.
"""
length = ctypes.c_ulong()
sarr = ctypes.POINTER(ctypes.c_char_p)()
if self.feature_names is not None and fmap == '':
flen = int(len(self.feature_names))
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster.get_fscore | def get_fscore(self, fmap=''):
"""Get feature importance of each feature.
Parameters
----------
fmap: str (optional)
The name of feature map file
"""
trees = self.get_dump(fmap)
fmap = {}
for tree in trees:
for line in tree.split('\... | python | def get_fscore(self, fmap=''):
"""Get feature importance of each feature.
Parameters
----------
fmap: str (optional)
The name of feature map file
"""
trees = self.get_dump(fmap)
fmap = {}
for tree in trees:
for line in tree.split('\... | [
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apple/turicreate | src/external/xgboost/python-package/xgboost/core.py | Booster._validate_features | def _validate_features(self, data):
"""
Validate Booster and data's feature_names are identical.
Set feature_names and feature_types from DMatrix
"""
if self.feature_names is None:
self.feature_names = data.feature_names
self.feature_types = data.feature_t... | python | def _validate_features(self, data):
"""
Validate Booster and data's feature_names are identical.
Set feature_names and feature_types from DMatrix
"""
if self.feature_names is None:
self.feature_names = data.feature_names
self.feature_types = data.feature_t... | [
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apple/turicreate | src/unity/python/turicreate/meta/bytecodetools/disassembler_.py | disassembler | def disassembler(co, lasti= -1):
"""Disassemble a code object.
:param co: code object
:param lasti: internal
:yields: Instructions.
"""
code = co.co_code
labels = dis.findlabels(code)
linestarts = dict(dis.findlinestarts(co))
i = 0
extended_arg = 0
lineno = 0
... | python | def disassembler(co, lasti= -1):
"""Disassemble a code object.
:param co: code object
:param lasti: internal
:yields: Instructions.
"""
code = co.co_code
labels = dis.findlabels(code)
linestarts = dict(dis.findlinestarts(co))
i = 0
extended_arg = 0
lineno = 0
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/regex.py | transform | def transform (list, pattern, indices = [1]):
""" Matches all elements of 'list' agains the 'pattern'
and returns a list of the elements indicated by indices of
all successfull matches. If 'indices' is omitted returns
a list of first paranthethised groups of all successfull
matches.
... | python | def transform (list, pattern, indices = [1]):
""" Matches all elements of 'list' agains the 'pattern'
and returns a list of the elements indicated by indices of
all successfull matches. If 'indices' is omitted returns
a list of first paranthethised groups of all successfull
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. | Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL... |
apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/regex.py | replace | def replace(s, pattern, replacement):
"""Replaces occurrences of a match string in a given
string and returns the new string. The match string
can be a regex expression.
Args:
s (str): the string to modify
pattern (str): the search expression
replacement (str): the... | python | def replace(s, pattern, replacement):
"""Replaces occurrences of a match string in a given
string and returns the new string. The match string
can be a regex expression.
Args:
s (str): the string to modify
pattern (str): the search expression
replacement (str): the... | [
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apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/regex.py | replace_list | def replace_list(items, match, replacement):
"""Replaces occurrences of a match string in a given list of strings and returns
a list of new strings. The match string can be a regex expression.
Args:
items (list): the list of strings to modify.
match (str): the search expression... | python | def replace_list(items, match, replacement):
"""Replaces occurrences of a match string in a given list of strings and returns
a list of new strings. The match string can be a regex expression.
Args:
items (list): the list of strings to modify.
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| Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGL... |
apple/turicreate | src/unity/python/turicreate/toolkits/topic_model/topic_model.py | create | def create(dataset,
num_topics=10,
initial_topics=None,
alpha=None,
beta=.1,
num_iterations=10,
num_burnin=5,
associations=None,
verbose=False,
print_interval=10,
validation_set=None,
method='auto'):... | python | def create(dataset,
num_topics=10,
initial_topics=None,
alpha=None,
beta=.1,
num_iterations=10,
num_burnin=5,
associations=None,
verbose=False,
print_interval=10,
validation_set=None,
method='auto'):... | [
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apple/turicreate | src/unity/python/turicreate/toolkits/topic_model/topic_model.py | perplexity | def perplexity(test_data, predictions, topics, vocabulary):
"""
Compute the perplexity of a set of test documents given a set
of predicted topics.
Let theta be the matrix of document-topic probabilities, where
theta_ik = p(topic k | document i). Let Phi be the matrix of term-topic
probabilities... | python | def perplexity(test_data, predictions, topics, vocabulary):
"""
Compute the perplexity of a set of test documents given a set
of predicted topics.
Let theta be the matrix of document-topic probabilities, where
theta_ik = p(topic k | document i). Let Phi be the matrix of term-topic
probabilities... | [
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apple/turicreate | src/unity/python/turicreate/toolkits/topic_model/topic_model.py | TopicModel._get_summary_struct | def _get_summary_struct(self):
"""
Returns a structured description of the model, including (where relevant)
the schema of the training data, description of the training data,
training statistics, and model hyperparameters.
Returns
-------
sections : list (of lis... | python | def _get_summary_struct(self):
"""
Returns a structured description of the model, including (where relevant)
the schema of the training data, description of the training data,
training statistics, and model hyperparameters.
Returns
-------
sections : list (of lis... | [
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apple/turicreate | src/unity/python/turicreate/toolkits/topic_model/topic_model.py | TopicModel._get | def _get(self, field):
"""
Return the value of a given field. The list of all queryable fields is
detailed below, and can be obtained with the
:py:func:`~TopicModel._list_fields` method.
+-----------------------+----------------------------------------------+
| Fiel... | python | def _get(self, field):
"""
Return the value of a given field. The list of all queryable fields is
detailed below, and can be obtained with the
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+-----------------------+----------------------------------------------+
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