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29,400 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.setContextNode | def setContextNode(self, node):
"""Set the current node of an xpathContext """
if node is None: node__o = None
else: node__o = node._o
libxml2mod.xmlXPathSetContextNode(self._o, node__o) | python | def setContextNode(self, node):
"""Set the current node of an xpathContext """
if node is None: node__o = None
else: node__o = node._o
libxml2mod.xmlXPathSetContextNode(self._o, node__o) | [
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29,401 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.registerXPathFunction | def registerXPathFunction(self, name, ns_uri, f):
"""Register a Python written function to the XPath interpreter """
ret = libxml2mod.xmlRegisterXPathFunction(self._o, name, ns_uri, f)
return ret | python | def registerXPathFunction(self, name, ns_uri, f):
"""Register a Python written function to the XPath interpreter """
ret = libxml2mod.xmlRegisterXPathFunction(self._o, name, ns_uri, f)
return ret | [
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29,402 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.xpathRegisterVariable | def xpathRegisterVariable(self, name, ns_uri, value):
"""Register a variable with the XPath context """
ret = libxml2mod.xmlXPathRegisterVariable(self._o, name, ns_uri, value)
return ret | python | def xpathRegisterVariable(self, name, ns_uri, value):
"""Register a variable with the XPath context """
ret = libxml2mod.xmlXPathRegisterVariable(self._o, name, ns_uri, value)
return ret | [
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29,403 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.xpathEvalExpression | def xpathEvalExpression(self, str):
"""Evaluate the XPath expression in the given context. """
ret = libxml2mod.xmlXPathEvalExpression(str, self._o)
if ret is None:raise xpathError('xmlXPathEvalExpression() failed')
return xpathObjectRet(ret) | python | def xpathEvalExpression(self, str):
"""Evaluate the XPath expression in the given context. """
ret = libxml2mod.xmlXPathEvalExpression(str, self._o)
if ret is None:raise xpathError('xmlXPathEvalExpression() failed')
return xpathObjectRet(ret) | [
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29,404 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.xpathNewParserContext | def xpathNewParserContext(self, str):
"""Create a new xmlXPathParserContext """
ret = libxml2mod.xmlXPathNewParserContext(str, self._o)
if ret is None:raise xpathError('xmlXPathNewParserContext() failed')
__tmp = xpathParserContext(_obj=ret)
return __tmp | python | def xpathNewParserContext(self, str):
"""Create a new xmlXPathParserContext """
ret = libxml2mod.xmlXPathNewParserContext(str, self._o)
if ret is None:raise xpathError('xmlXPathNewParserContext() failed')
__tmp = xpathParserContext(_obj=ret)
return __tmp | [
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29,405 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.xpathNsLookup | def xpathNsLookup(self, prefix):
"""Search in the namespace declaration array of the context
for the given namespace name associated to the given prefix """
ret = libxml2mod.xmlXPathNsLookup(self._o, prefix)
return ret | python | def xpathNsLookup(self, prefix):
"""Search in the namespace declaration array of the context
for the given namespace name associated to the given prefix """
ret = libxml2mod.xmlXPathNsLookup(self._o, prefix)
return ret | [
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29,406 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathContext.xpathRegisterNs | def xpathRegisterNs(self, prefix, ns_uri):
"""Register a new namespace. If @ns_uri is None it unregisters
the namespace """
ret = libxml2mod.xmlXPathRegisterNs(self._o, prefix, ns_uri)
return ret | python | def xpathRegisterNs(self, prefix, ns_uri):
"""Register a new namespace. If @ns_uri is None it unregisters
the namespace """
ret = libxml2mod.xmlXPathRegisterNs(self._o, prefix, ns_uri)
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29,407 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathParserContext.context | def context(self):
"""Get the xpathContext from an xpathParserContext """
ret = libxml2mod.xmlXPathParserGetContext(self._o)
if ret is None:raise xpathError('xmlXPathParserGetContext() failed')
__tmp = xpathContext(_obj=ret)
return __tmp | python | def context(self):
"""Get the xpathContext from an xpathParserContext """
ret = libxml2mod.xmlXPathParserGetContext(self._o)
if ret is None:raise xpathError('xmlXPathParserGetContext() failed')
__tmp = xpathContext(_obj=ret)
return __tmp | [
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29,408 | apple/turicreate | deps/src/libxml2-2.9.1/python/libxml2.py | xpathParserContext.xpatherror | def xpatherror(self, file, line, no):
"""Formats an error message. """
libxml2mod.xmlXPatherror(self._o, file, line, no) | python | def xpatherror(self, file, line, no):
"""Formats an error message. """
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29,409 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | traverse | def traverse (target, include_roots = False, include_sources = False):
""" Traverses the dependency graph of 'target' and return all targets that will
be created before this one is created. If root of some dependency graph is
found during traversal, it's either included or not, dependencing of the
... | python | def traverse (target, include_roots = False, include_sources = False):
""" Traverses the dependency graph of 'target' and return all targets that will
be created before this one is created. If root of some dependency graph is
found during traversal, it's either included or not, dependencing of the
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29,410 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | clone_action | def clone_action (action, new_project, new_action_name, new_properties):
"""Takes an 'action' instances and creates new instance of it
and all produced target. The rule-name and properties are set
to 'new-rule-name' and 'new-properties', if those are specified.
Returns the cloned action."""
if __deb... | python | def clone_action (action, new_project, new_action_name, new_properties):
"""Takes an 'action' instances and creates new instance of it
and all produced target. The rule-name and properties are set
to 'new-rule-name' and 'new-properties', if those are specified.
Returns the cloned action."""
if __deb... | [
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29,411 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | VirtualTargetRegistry.register | def register (self, target):
""" Registers a new virtual target. Checks if there's already registered target, with the same
name, type, project and subvariant properties, and also with the same sources
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""" Registers a new virtual target. Checks if there's already registered target, with the same
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29,412 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | VirtualTarget.depends | def depends (self, d):
""" Adds additional instances of 'VirtualTarget' that this
one depends on.
"""
self.dependencies_ = unique (self.dependencies_ + d).sort () | python | def depends (self, d):
""" Adds additional instances of 'VirtualTarget' that this
one depends on.
"""
self.dependencies_ = unique (self.dependencies_ + d).sort () | [
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29,413 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | VirtualTarget.actualize | def actualize (self, scanner = None):
""" Generates all the actual targets and sets up build actions for
this target.
If 'scanner' is specified, creates an additional target
with the same location as actual target, which will depend on the
actual target and be as... | python | def actualize (self, scanner = None):
""" Generates all the actual targets and sets up build actions for
this target.
If 'scanner' is specified, creates an additional target
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29,414 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | AbstractFileTarget.set_path | def set_path (self, path):
""" Sets the path. When generating target name, it will override any path
computation from properties.
"""
assert isinstance(path, basestring)
self.path_ = os.path.normpath(path) | python | def set_path (self, path):
""" Sets the path. When generating target name, it will override any path
computation from properties.
"""
assert isinstance(path, basestring)
self.path_ = os.path.normpath(path) | [
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29,415 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | AbstractFileTarget.grist | def grist (self):
"""Helper to 'actual_name', above. Compute unique prefix used to distinguish
this target from other targets with the same name which create different
file.
"""
# Depending on target, there may be different approaches to generating
# unique prefix... | python | def grist (self):
"""Helper to 'actual_name', above. Compute unique prefix used to distinguish
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"""
# Depending on target, there may be different approaches to generating
# unique prefix... | [
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29,416 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | FileTarget.path | def path (self):
""" Returns the directory for this target.
"""
if not self.path_:
if self.action_:
p = self.action_.properties ()
(target_path, relative_to_build_dir) = p.target_path ()
if relative_to_build_dir:
# ... | python | def path (self):
""" Returns the directory for this target.
"""
if not self.path_:
if self.action_:
p = self.action_.properties ()
(target_path, relative_to_build_dir) = p.target_path ()
if relative_to_build_dir:
# ... | [
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29,417 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | Action.actualize | def actualize (self):
""" Generates actual build instructions.
"""
if self.actualized_:
return
self.actualized_ = True
ps = self.properties ()
properties = self.adjust_properties (ps)
actual_targets = []
for i in self.targets ():
... | python | def actualize (self):
""" Generates actual build instructions.
"""
if self.actualized_:
return
self.actualized_ = True
ps = self.properties ()
properties = self.adjust_properties (ps)
actual_targets = []
for i in self.targets ():
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29,418 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | Action.actualize_source_type | def actualize_source_type (self, sources, prop_set):
""" Helper for 'actualize_sources'.
For each passed source, actualizes it with the appropriate scanner.
Returns the actualized virtual targets.
"""
assert is_iterable_typed(sources, VirtualTarget)
assert isinsta... | python | def actualize_source_type (self, sources, prop_set):
""" Helper for 'actualize_sources'.
For each passed source, actualizes it with the appropriate scanner.
Returns the actualized virtual targets.
"""
assert is_iterable_typed(sources, VirtualTarget)
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29,419 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/virtual_target.py | Subvariant.all_referenced_targets | def all_referenced_targets(self, result):
"""Returns all targets referenced by this subvariant,
either directly or indirectly, and either as sources,
or as dependency properties. Targets referred with
dependency property are returned a properties, not targets."""
if __debug__:
... | python | def all_referenced_targets(self, result):
"""Returns all targets referenced by this subvariant,
either directly or indirectly, and either as sources,
or as dependency properties. Targets referred with
dependency property are returned a properties, not targets."""
if __debug__:
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29,420 | apple/turicreate | src/unity/python/turicreate/meta/asttools/__init__.py | cmp_ast | def cmp_ast(node1, node2):
'''
Compare if two nodes are equal.
'''
if type(node1) != type(node2):
return False
if isinstance(node1, (list, tuple)):
if len(node1) != len(node2):
return False
for left, right in zip(node1, node2):
if not cmp_ast(left, ... | python | def cmp_ast(node1, node2):
'''
Compare if two nodes are equal.
'''
if type(node1) != type(node2):
return False
if isinstance(node1, (list, tuple)):
if len(node1) != len(node2):
return False
for left, right in zip(node1, node2):
if not cmp_ast(left, ... | [
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29,421 | apple/turicreate | deps/src/boost_1_68_0/libs/mpl/preprocessed/boost_mpl_preprocess.py | create_more_container_files | def create_more_container_files(sourceDir, suffix, maxElements, containers, containers2):
"""Creates additional files for the individual MPL-containers."""
# Create files for each MPL-container with 20 to 'maxElements' elements
# which will be used during generation.
for container in containers:
... | python | def create_more_container_files(sourceDir, suffix, maxElements, containers, containers2):
"""Creates additional files for the individual MPL-containers."""
# Create files for each MPL-container with 20 to 'maxElements' elements
# which will be used during generation.
for container in containers:
... | [
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29,422 | apple/turicreate | deps/src/boost_1_68_0/libs/mpl/preprocessed/boost_mpl_preprocess.py | create_input_for_numbered_sequences | def create_input_for_numbered_sequences(headerDir, sourceDir, containers, maxElements):
"""Creates additional source- and header-files for the numbered sequence MPL-containers."""
# Create additional container-list without "map".
containersWithoutMap = containers[:]
try:
containersWithoutMap.rem... | python | def create_input_for_numbered_sequences(headerDir, sourceDir, containers, maxElements):
"""Creates additional source- and header-files for the numbered sequence MPL-containers."""
# Create additional container-list without "map".
containersWithoutMap = containers[:]
try:
containersWithoutMap.rem... | [
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29,423 | apple/turicreate | deps/src/boost_1_68_0/libs/mpl/preprocessed/boost_mpl_preprocess.py | adjust_container_limits_for_variadic_sequences | def adjust_container_limits_for_variadic_sequences(headerDir, containers, maxElements):
"""Adjusts the limits of variadic sequence MPL-containers."""
for container in containers:
headerFile = os.path.join( headerDir, "limits", container + ".hpp" )
regexMatch = r'(define\s+BOOST_MPL_LIMIT_' + c... | python | def adjust_container_limits_for_variadic_sequences(headerDir, containers, maxElements):
"""Adjusts the limits of variadic sequence MPL-containers."""
for container in containers:
headerFile = os.path.join( headerDir, "limits", container + ".hpp" )
regexMatch = r'(define\s+BOOST_MPL_LIMIT_' + c... | [
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29,424 | apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/models/neural_network/builder.py | NeuralNetworkBuilder.add_inner_product | def add_inner_product(self, name, W, b, input_channels, output_channels, has_bias,
input_name, output_name, **kwargs):
"""
Add an inner product layer to the model.
Parameters
----------
name: str
The name of this layer
W: numpy.array... | python | def add_inner_product(self, name, W, b, input_channels, output_channels, has_bias,
input_name, output_name, **kwargs):
"""
Add an inner product layer to the model.
Parameters
----------
name: str
The name of this layer
W: numpy.array... | [
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29,425 | apple/turicreate | src/external/coremltools_wrap/coremltools/coremltools/models/neural_network/builder.py | NeuralNetworkBuilder.add_resize_bilinear | def add_resize_bilinear(self, name, input_name, output_name, target_height=1, target_width=1,
mode='ALIGN_ENDPOINTS_MODE'):
"""
Add resize bilinear layer to the model. A layer that resizes the input to a given spatial size using bilinear interpolation.
Parameters
... | python | def add_resize_bilinear(self, name, input_name, output_name, target_height=1, target_width=1,
mode='ALIGN_ENDPOINTS_MODE'):
"""
Add resize bilinear layer to the model. A layer that resizes the input to a given spatial size using bilinear interpolation.
Parameters
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29,426 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _toolkit_serialize_summary_struct | def _toolkit_serialize_summary_struct(model, sections, section_titles):
"""
Serialize model summary into a dict with ordered lists of sections and section titles
Parameters
----------
model : Model object
sections : Ordered list of lists (sections) of tuples (field,value)
[
[(fi... | python | def _toolkit_serialize_summary_struct(model, sections, section_titles):
"""
Serialize model summary into a dict with ordered lists of sections and section titles
Parameters
----------
model : Model object
sections : Ordered list of lists (sections) of tuples (field,value)
[
[(fi... | [
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29,427 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _find_only_column_of_type | def _find_only_column_of_type(sframe, target_type, type_name, col_name):
"""
Finds the only column in `SFrame` with a type specified by `target_type`.
If there are zero or more than one such columns, an exception will be
raised. The name and type of the target column should be provided as
strings fo... | python | def _find_only_column_of_type(sframe, target_type, type_name, col_name):
"""
Finds the only column in `SFrame` with a type specified by `target_type`.
If there are zero or more than one such columns, an exception will be
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29,428 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _find_only_image_column | def _find_only_image_column(sframe):
"""
Finds the only column in `sframe` with a type of turicreate.Image.
If there are zero or more than one image columns, an exception will
be raised.
"""
from turicreate import Image
return _find_only_column_of_type(sframe, target_type=Image,
... | python | def _find_only_image_column(sframe):
"""
Finds the only column in `sframe` with a type of turicreate.Image.
If there are zero or more than one image columns, an exception will
be raised.
"""
from turicreate import Image
return _find_only_column_of_type(sframe, target_type=Image,
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29,429 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _SGraphFromJsonTree | def _SGraphFromJsonTree(json_str):
"""
Convert the Json Tree to SGraph
"""
g = json.loads(json_str)
vertices = [_Vertex(x['id'],
dict([(str(k), v) for k, v in _six.iteritems(x) if k != 'id']))
for x in g['vertices']]
edges = [... | python | def _SGraphFromJsonTree(json_str):
"""
Convert the Json Tree to SGraph
"""
g = json.loads(json_str)
vertices = [_Vertex(x['id'],
dict([(str(k), v) for k, v in _six.iteritems(x) if k != 'id']))
for x in g['vertices']]
edges = [... | [
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29,430 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _summarize_coefficients | def _summarize_coefficients(top_coefs, bottom_coefs):
"""
Return a tuple of sections and section titles.
Sections are pretty print of model coefficients
Parameters
----------
top_coefs : SFrame of top k coefficients
bottom_coefs : SFrame of bottom k coefficients
Returns
-------
... | python | def _summarize_coefficients(top_coefs, bottom_coefs):
"""
Return a tuple of sections and section titles.
Sections are pretty print of model coefficients
Parameters
----------
top_coefs : SFrame of top k coefficients
bottom_coefs : SFrame of bottom k coefficients
Returns
-------
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29,431 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _toolkit_get_topk_bottomk | def _toolkit_get_topk_bottomk(values, k=5):
"""
Returns a tuple of the top k values from the positive and
negative values in a SArray
Parameters
----------
values : SFrame of model coefficients
k: Maximum number of largest positive and k lowest negative numbers to return
Returns
-... | python | def _toolkit_get_topk_bottomk(values, k=5):
"""
Returns a tuple of the top k values from the positive and
negative values in a SArray
Parameters
----------
values : SFrame of model coefficients
k: Maximum number of largest positive and k lowest negative numbers to return
Returns
-... | [
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29,432 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | __extract_model_summary_value | def __extract_model_summary_value(model, value):
"""
Extract a model summary field value
"""
field_value = None
if isinstance(value, _precomputed_field):
field_value = value.field
else:
field_value = model._get(value)
if isinstance(field_value, float):
try:
... | python | def __extract_model_summary_value(model, value):
"""
Extract a model summary field value
"""
field_value = None
if isinstance(value, _precomputed_field):
field_value = value.field
else:
field_value = model._get(value)
if isinstance(field_value, float):
try:
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29,433 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _make_repr_table_from_sframe | def _make_repr_table_from_sframe(X):
"""
Serializes an SFrame to a list of strings, that, when printed, creates a well-formatted table.
"""
assert isinstance(X, _SFrame)
column_names = X.column_names()
out_data = [ [None]*len(column_names) for i in range(X.num_rows())]
column_sizes = [le... | python | def _make_repr_table_from_sframe(X):
"""
Serializes an SFrame to a list of strings, that, when printed, creates a well-formatted table.
"""
assert isinstance(X, _SFrame)
column_names = X.column_names()
out_data = [ [None]*len(column_names) for i in range(X.num_rows())]
column_sizes = [le... | [
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29,434 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _toolkit_repr_print | def _toolkit_repr_print(model, fields, section_titles, width = None):
"""
Display a toolkit repr according to some simple rules.
Parameters
----------
model : Turi Create model
fields: List of lists of tuples
Each tuple should be (display_name, field_name), where field_name can
... | python | def _toolkit_repr_print(model, fields, section_titles, width = None):
"""
Display a toolkit repr according to some simple rules.
Parameters
----------
model : Turi Create model
fields: List of lists of tuples
Each tuple should be (display_name, field_name), where field_name can
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Parameters
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model : Turi Create model
fields: List of lists of tuples
Each tuple should be (display_name, field_name), where field_name can
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29,435 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _map_unity_proxy_to_object | def _map_unity_proxy_to_object(value):
"""
Map returning value, if it is unity SFrame, SArray, map it
"""
vtype = type(value)
if vtype in _proxy_map:
return _proxy_map[vtype](value)
elif vtype == list:
return [_map_unity_proxy_to_object(v) for v in value]
elif vtype == dict:
... | python | def _map_unity_proxy_to_object(value):
"""
Map returning value, if it is unity SFrame, SArray, map it
"""
vtype = type(value)
if vtype in _proxy_map:
return _proxy_map[vtype](value)
elif vtype == list:
return [_map_unity_proxy_to_object(v) for v in value]
elif vtype == dict:
... | [
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29,436 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _toolkits_select_columns | def _toolkits_select_columns(dataset, columns):
"""
Same as select columns but redirect runtime error to ToolkitError.
"""
try:
return dataset.select_columns(columns)
except RuntimeError:
missing_features = list(set(columns).difference(set(dataset.column_names())))
raise Tool... | python | def _toolkits_select_columns(dataset, columns):
"""
Same as select columns but redirect runtime error to ToolkitError.
"""
try:
return dataset.select_columns(columns)
except RuntimeError:
missing_features = list(set(columns).difference(set(dataset.column_names())))
raise Tool... | [
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29,437 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _raise_error_if_column_exists | def _raise_error_if_column_exists(dataset, column_name = 'dataset',
dataset_variable_name = 'dataset',
column_name_error_message_name = 'column_name'):
"""
Check if a column exists in an SFrame with error message.
"""
err_msg = 'The SFrame {0} must... | python | def _raise_error_if_column_exists(dataset, column_name = 'dataset',
dataset_variable_name = 'dataset',
column_name_error_message_name = 'column_name'):
"""
Check if a column exists in an SFrame with error message.
"""
err_msg = 'The SFrame {0} must... | [
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29,438 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _check_categorical_option_type | def _check_categorical_option_type(option_name, option_value, possible_values):
"""
Check whether or not the requested option is one of the allowed values.
"""
err_msg = '{0} is not a valid option for {1}. '.format(option_value, option_name)
err_msg += ' Expected one of: '.format(possible_values)
... | python | def _check_categorical_option_type(option_name, option_value, possible_values):
"""
Check whether or not the requested option is one of the allowed values.
"""
err_msg = '{0} is not a valid option for {1}. '.format(option_value, option_name)
err_msg += ' Expected one of: '.format(possible_values)
... | [
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29,439 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _raise_error_if_not_sarray | def _raise_error_if_not_sarray(dataset, variable_name="SArray"):
"""
Check if the input is an SArray. Provide a proper error
message otherwise.
"""
err_msg = "Input %s is not an SArray."
if not isinstance(dataset, _SArray):
raise ToolkitError(err_msg % variable_name) | python | def _raise_error_if_not_sarray(dataset, variable_name="SArray"):
"""
Check if the input is an SArray. Provide a proper error
message otherwise.
"""
err_msg = "Input %s is not an SArray."
if not isinstance(dataset, _SArray):
raise ToolkitError(err_msg % variable_name) | [
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29,440 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _raise_error_if_sframe_empty | def _raise_error_if_sframe_empty(dataset, variable_name="SFrame"):
"""
Check if the input is empty.
"""
err_msg = "Input %s either has no rows or no columns. A non-empty SFrame "
err_msg += "is required."
if dataset.num_rows() == 0 or dataset.num_columns() == 0:
raise ToolkitError(err_m... | python | def _raise_error_if_sframe_empty(dataset, variable_name="SFrame"):
"""
Check if the input is empty.
"""
err_msg = "Input %s either has no rows or no columns. A non-empty SFrame "
err_msg += "is required."
if dataset.num_rows() == 0 or dataset.num_columns() == 0:
raise ToolkitError(err_m... | [
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29,441 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _numeric_param_check_range | def _numeric_param_check_range(variable_name, variable_value, range_bottom, range_top):
"""
Checks if numeric parameter is within given range
"""
err_msg = "%s must be between %i and %i"
if variable_value < range_bottom or variable_value > range_top:
raise ToolkitError(err_msg % (variable_n... | python | def _numeric_param_check_range(variable_name, variable_value, range_bottom, range_top):
"""
Checks if numeric parameter is within given range
"""
err_msg = "%s must be between %i and %i"
if variable_value < range_bottom or variable_value > range_top:
raise ToolkitError(err_msg % (variable_n... | [
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29,442 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _validate_data | def _validate_data(dataset, target, features=None, validation_set='auto'):
"""
Validate and canonicalize training and validation data.
Parameters
----------
dataset : SFrame
Dataset for training the model.
target : string
Name of the column containing the target variable.
... | python | def _validate_data(dataset, target, features=None, validation_set='auto'):
"""
Validate and canonicalize training and validation data.
Parameters
----------
dataset : SFrame
Dataset for training the model.
target : string
Name of the column containing the target variable.
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Dataset for training the model.
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Name of the column containing the target variable.
features : list[string], optional
List of feature names used.
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29,443 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _validate_row_label | def _validate_row_label(dataset, label=None, default_label='__id'):
"""
Validate a row label column. If the row label is not specified, a column is
created with row numbers, named with the string in the `default_label`
parameter.
Parameters
----------
dataset : SFrame
Input dataset.... | python | def _validate_row_label(dataset, label=None, default_label='__id'):
"""
Validate a row label column. If the row label is not specified, a column is
created with row numbers, named with the string in the `default_label`
parameter.
Parameters
----------
dataset : SFrame
Input dataset.... | [
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29,444 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _mac_ver | def _mac_ver():
"""
Returns Mac version as a tuple of integers, making it easy to do proper
version comparisons. On non-Macs, it returns an empty tuple.
"""
import platform
import sys
if sys.platform == 'darwin':
ver_str = platform.mac_ver()[0]
return tuple([int(v) for v in v... | python | def _mac_ver():
"""
Returns Mac version as a tuple of integers, making it easy to do proper
version comparisons. On non-Macs, it returns an empty tuple.
"""
import platform
import sys
if sys.platform == 'darwin':
ver_str = platform.mac_ver()[0]
return tuple([int(v) for v in v... | [
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29,445 | apple/turicreate | src/unity/python/turicreate/toolkits/_internal_utils.py | _print_neural_compute_device | def _print_neural_compute_device(cuda_gpus, use_mps, cuda_mem_req=None, has_mps_impl=True):
"""
Print a message making it clear to the user what compute resource is used in
neural network training.
"""
num_cuda_gpus = len(cuda_gpus)
if num_cuda_gpus >= 1:
gpu_names = ', '.join(gpu['name'... | python | def _print_neural_compute_device(cuda_gpus, use_mps, cuda_mem_req=None, has_mps_impl=True):
"""
Print a message making it clear to the user what compute resource is used in
neural network training.
"""
num_cuda_gpus = len(cuda_gpus)
if num_cuda_gpus >= 1:
gpu_names = ', '.join(gpu['name'... | [
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29,446 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/proto_builder.py | _GetMessageFromFactory | def _GetMessageFromFactory(factory, full_name):
"""Get a proto class from the MessageFactory by name.
Args:
factory: a MessageFactory instance.
full_name: str, the fully qualified name of the proto type.
Returns:
A class, for the type identified by full_name.
Raises:
KeyError, if the proto is n... | python | def _GetMessageFromFactory(factory, full_name):
"""Get a proto class from the MessageFactory by name.
Args:
factory: a MessageFactory instance.
full_name: str, the fully qualified name of the proto type.
Returns:
A class, for the type identified by full_name.
Raises:
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29,447 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/proto_builder.py | MakeSimpleProtoClass | def MakeSimpleProtoClass(fields, full_name=None, pool=None):
"""Create a Protobuf class whose fields are basic types.
Note: this doesn't validate field names!
Args:
fields: dict of {name: field_type} mappings for each field in the proto. If
this is an OrderedDict the order will be maintained, otherw... | python | def MakeSimpleProtoClass(fields, full_name=None, pool=None):
"""Create a Protobuf class whose fields are basic types.
Note: this doesn't validate field names!
Args:
fields: dict of {name: field_type} mappings for each field in the proto. If
this is an OrderedDict the order will be maintained, otherw... | [
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29,448 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/proto_builder.py | _MakeFileDescriptorProto | def _MakeFileDescriptorProto(proto_file_name, full_name, field_items):
"""Populate FileDescriptorProto for MessageFactory's DescriptorPool."""
package, name = full_name.rsplit('.', 1)
file_proto = descriptor_pb2.FileDescriptorProto()
file_proto.name = os.path.join(package.replace('.', '/'), proto_file_name)
f... | python | def _MakeFileDescriptorProto(proto_file_name, full_name, field_items):
"""Populate FileDescriptorProto for MessageFactory's DescriptorPool."""
package, name = full_name.rsplit('.', 1)
file_proto = descriptor_pb2.FileDescriptorProto()
file_proto.name = os.path.join(package.replace('.', '/'), proto_file_name)
f... | [
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29,449 | apple/turicreate | src/unity/python/turicreate/toolkits/_coreml_utils.py | _get_model_metadata | def _get_model_metadata(model_class, metadata, version=None):
"""
Returns user-defined metadata, making sure information all models should
have is also available, as a dictionary
"""
from turicreate import __version__
info = {
'turicreate_version': __version__,
'type': model_cla... | python | def _get_model_metadata(model_class, metadata, version=None):
"""
Returns user-defined metadata, making sure information all models should
have is also available, as a dictionary
"""
from turicreate import __version__
info = {
'turicreate_version': __version__,
'type': model_cla... | [
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29,450 | apple/turicreate | src/unity/python/turicreate/toolkits/_coreml_utils.py | _set_model_metadata | def _set_model_metadata(mlmodel, model_class, metadata, version=None):
"""
Sets user-defined metadata, making sure information all models should have
is also available
"""
info = _get_model_metadata(model_class, metadata, version)
mlmodel.user_defined_metadata.update(info) | python | def _set_model_metadata(mlmodel, model_class, metadata, version=None):
"""
Sets user-defined metadata, making sure information all models should have
is also available
"""
info = _get_model_metadata(model_class, metadata, version)
mlmodel.user_defined_metadata.update(info) | [
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29,451 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/descriptor.py | _ToCamelCase | def _ToCamelCase(name):
"""Converts name to camel-case and returns it."""
capitalize_next = False
result = []
for c in name:
if c == '_':
if result:
capitalize_next = True
elif capitalize_next:
result.append(c.upper())
capitalize_next = False
else:
result += c
# L... | python | def _ToCamelCase(name):
"""Converts name to camel-case and returns it."""
capitalize_next = False
result = []
for c in name:
if c == '_':
if result:
capitalize_next = True
elif capitalize_next:
result.append(c.upper())
capitalize_next = False
else:
result += c
# L... | [
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29,452 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/descriptor.py | _ToJsonName | def _ToJsonName(name):
"""Converts name to Json name and returns it."""
capitalize_next = False
result = []
for c in name:
if c == '_':
capitalize_next = True
elif capitalize_next:
result.append(c.upper())
capitalize_next = False
else:
result += c
return ''.join(result) | python | def _ToJsonName(name):
"""Converts name to Json name and returns it."""
capitalize_next = False
result = []
for c in name:
if c == '_':
capitalize_next = True
elif capitalize_next:
result.append(c.upper())
capitalize_next = False
else:
result += c
return ''.join(result) | [
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29,453 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/descriptor.py | DescriptorBase._SetOptions | def _SetOptions(self, options, options_class_name):
"""Sets the descriptor's options
This function is used in generated proto2 files to update descriptor
options. It must not be used outside proto2.
"""
self._options = options
self._options_class_name = options_class_name
# Does this descr... | python | def _SetOptions(self, options, options_class_name):
"""Sets the descriptor's options
This function is used in generated proto2 files to update descriptor
options. It must not be used outside proto2.
"""
self._options = options
self._options_class_name = options_class_name
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29,454 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/descriptor.py | DescriptorBase.GetOptions | def GetOptions(self):
"""Retrieves descriptor options.
This method returns the options set or creates the default options for the
descriptor.
"""
if self._options:
return self._options
from google.protobuf import descriptor_pb2
try:
options_class = getattr(descriptor_pb2, self._... | python | def GetOptions(self):
"""Retrieves descriptor options.
This method returns the options set or creates the default options for the
descriptor.
"""
if self._options:
return self._options
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try:
options_class = getattr(descriptor_pb2, self._... | [
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29,455 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/descriptor.py | _NestedDescriptorBase.CopyToProto | def CopyToProto(self, proto):
"""Copies this to the matching proto in descriptor_pb2.
Args:
proto: An empty proto instance from descriptor_pb2.
Raises:
Error: If self couldnt be serialized, due to to few constructor arguments.
"""
if (self.file is not None and
self._serialized_... | python | def CopyToProto(self, proto):
"""Copies this to the matching proto in descriptor_pb2.
Args:
proto: An empty proto instance from descriptor_pb2.
Raises:
Error: If self couldnt be serialized, due to to few constructor arguments.
"""
if (self.file is not None and
self._serialized_... | [
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29,456 | apple/turicreate | src/external/coremltools_wrap/coremltools/deps/protobuf/python/google/protobuf/descriptor.py | Descriptor.EnumValueName | def EnumValueName(self, enum, value):
"""Returns the string name of an enum value.
This is just a small helper method to simplify a common operation.
Args:
enum: string name of the Enum.
value: int, value of the enum.
Returns:
string name of the enum value.
Raises:
KeyErr... | python | def EnumValueName(self, enum, value):
"""Returns the string name of an enum value.
This is just a small helper method to simplify a common operation.
Args:
enum: string name of the Enum.
value: int, value of the enum.
Returns:
string name of the enum value.
Raises:
KeyErr... | [
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29,457 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | resolve_reference | def resolve_reference(target_reference, project):
""" Given a target_reference, made in context of 'project',
returns the AbstractTarget instance that is referred to, as well
as properties explicitly specified for this reference.
"""
# Separate target name from properties override
assert isinsta... | python | def resolve_reference(target_reference, project):
""" Given a target_reference, made in context of 'project',
returns the AbstractTarget instance that is referred to, as well
as properties explicitly specified for this reference.
"""
# Separate target name from properties override
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29,458 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | TargetRegistry.main_target_alternative | def main_target_alternative (self, target):
""" Registers the specified target as a main target alternatives.
Returns 'target'.
"""
assert isinstance(target, AbstractTarget)
target.project ().add_alternative (target)
return target | python | def main_target_alternative (self, target):
""" Registers the specified target as a main target alternatives.
Returns 'target'.
"""
assert isinstance(target, AbstractTarget)
target.project ().add_alternative (target)
return target | [
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29,459 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | TargetRegistry.main_target_requirements | def main_target_requirements(self, specification, project):
"""Returns the requirement to use when declaring a main target,
which are obtained by
- translating all specified property paths, and
- refining project requirements with the one specified for the target
'specificat... | python | def main_target_requirements(self, specification, project):
"""Returns the requirement to use when declaring a main target,
which are obtained by
- translating all specified property paths, and
- refining project requirements with the one specified for the target
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29,460 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | TargetRegistry.start_building | def start_building (self, main_target_instance):
""" Helper rules to detect cycles in main target references.
"""
assert isinstance(main_target_instance, MainTarget)
if id(main_target_instance) in self.targets_being_built_:
names = []
for t in self.targets_being_b... | python | def start_building (self, main_target_instance):
""" Helper rules to detect cycles in main target references.
"""
assert isinstance(main_target_instance, MainTarget)
if id(main_target_instance) in self.targets_being_built_:
names = []
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29,461 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | TargetRegistry.create_typed_target | def create_typed_target (self, type, project, name, sources, requirements, default_build, usage_requirements):
""" Creates a TypedTarget with the specified properties.
The 'name', 'sources', 'requirements', 'default_build' and
'usage_requirements' are assumed to be in the form specified
... | python | def create_typed_target (self, type, project, name, sources, requirements, default_build, usage_requirements):
""" Creates a TypedTarget with the specified properties.
The 'name', 'sources', 'requirements', 'default_build' and
'usage_requirements' are assumed to be in the form specified
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29,462 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.generate | def generate (self, ps):
""" Generates all possible targets contained in this project.
"""
assert isinstance(ps, property_set.PropertySet)
self.manager_.targets().log(
"Building project '%s' with '%s'" % (self.name (), str(ps)))
self.manager_.targets().increase_indent... | python | def generate (self, ps):
""" Generates all possible targets contained in this project.
"""
assert isinstance(ps, property_set.PropertySet)
self.manager_.targets().log(
"Building project '%s' with '%s'" % (self.name (), str(ps)))
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29,463 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.targets_to_build | def targets_to_build (self):
""" Computes and returns a list of AbstractTarget instances which
must be built when this project is built.
"""
result = []
if not self.built_main_targets_:
self.build_main_targets ()
# Collect all main targets here, except f... | python | def targets_to_build (self):
""" Computes and returns a list of AbstractTarget instances which
must be built when this project is built.
"""
result = []
if not self.built_main_targets_:
self.build_main_targets ()
# Collect all main targets here, except f... | [
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29,464 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.mark_targets_as_explicit | def mark_targets_as_explicit (self, target_names):
"""Add 'target' to the list of targets in this project
that should be build only by explicit request."""
# Record the name of the target, not instance, since this
# rule is called before main target instaces are created.
assert ... | python | def mark_targets_as_explicit (self, target_names):
"""Add 'target' to the list of targets in this project
that should be build only by explicit request."""
# Record the name of the target, not instance, since this
# rule is called before main target instaces are created.
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29,465 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.add_alternative | def add_alternative (self, target_instance):
""" Add new target alternative.
"""
assert isinstance(target_instance, AbstractTarget)
if self.built_main_targets_:
raise IllegalOperation ("add-alternative called when main targets are already created for project '%s'" % self.full... | python | def add_alternative (self, target_instance):
""" Add new target alternative.
"""
assert isinstance(target_instance, AbstractTarget)
if self.built_main_targets_:
raise IllegalOperation ("add-alternative called when main targets are already created for project '%s'" % self.full... | [
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29,466 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.has_main_target | def has_main_target (self, name):
"""Tells if a main target with the specified name exists."""
assert isinstance(name, basestring)
if not self.built_main_targets_:
self.build_main_targets()
return name in self.main_target_ | python | def has_main_target (self, name):
"""Tells if a main target with the specified name exists."""
assert isinstance(name, basestring)
if not self.built_main_targets_:
self.build_main_targets()
return name in self.main_target_ | [
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29,467 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.create_main_target | def create_main_target (self, name):
""" Returns a 'MainTarget' class instance corresponding to the 'name'.
"""
assert isinstance(name, basestring)
if not self.built_main_targets_:
self.build_main_targets ()
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""" Returns a 'MainTarget' class instance corresponding to the 'name'.
"""
assert isinstance(name, basestring)
if not self.built_main_targets_:
self.build_main_targets ()
return self.main_targets_.get (name, None) | [
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29,468 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.find_really | def find_really(self, id):
""" Find and return the target with the specified id, treated
relative to self.
"""
assert isinstance(id, basestring)
result = None
current_location = self.get ('location')
__re_split_project_target = re.compile (r'(.*)//(.*)')
... | python | def find_really(self, id):
""" Find and return the target with the specified id, treated
relative to self.
"""
assert isinstance(id, basestring)
result = None
current_location = self.get ('location')
__re_split_project_target = re.compile (r'(.*)//(.*)')
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29,469 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | ProjectTarget.add_constant | def add_constant(self, name, value, path=0):
"""Adds a new constant for this project.
The constant will be available for use in Jamfile
module for this project. If 'path' is true,
the constant will be interpreted relatively
to the location of project.
"""
assert ... | python | def add_constant(self, name, value, path=0):
"""Adds a new constant for this project.
The constant will be available for use in Jamfile
module for this project. If 'path' is true,
the constant will be interpreted relatively
to the location of project.
"""
assert ... | [
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29,470 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | MainTarget.add_alternative | def add_alternative (self, target):
""" Add a new alternative for this target.
"""
assert isinstance(target, BasicTarget)
d = target.default_build ()
if self.alternatives_ and self.default_build_ != d:
get_manager().errors()("default build must be identical in all al... | python | def add_alternative (self, target):
""" Add a new alternative for this target.
"""
assert isinstance(target, BasicTarget)
d = target.default_build ()
if self.alternatives_ and self.default_build_ != d:
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29,471 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | MainTarget.generate | def generate (self, ps):
""" Select an alternative for this main target, by finding all alternatives
which requirements are satisfied by 'properties' and picking the one with
longest requirements set.
Returns the result of calling 'generate' on that alternative.
"""
... | python | def generate (self, ps):
""" Select an alternative for this main target, by finding all alternatives
which requirements are satisfied by 'properties' and picking the one with
longest requirements set.
Returns the result of calling 'generate' on that alternative.
"""
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29,472 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | MainTarget.__generate_really | def __generate_really (self, prop_set):
""" Generates the main target with the given property set
and returns a list which first element is property_set object
containing usage_requirements of generated target and with
generated virtual target in other elements. It's possible... | python | def __generate_really (self, prop_set):
""" Generates the main target with the given property set
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29,473 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | BasicTarget.common_properties | def common_properties (self, build_request, requirements):
""" Given build request and requirements, return properties
common to dependency build request and target build
properties.
"""
# For optimization, we add free unconditional requirements directly,
# withou... | python | def common_properties (self, build_request, requirements):
""" Given build request and requirements, return properties
common to dependency build request and target build
properties.
"""
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# withou... | [
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29,474 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | BasicTarget.match | def match (self, property_set_, debug):
""" Returns the alternative condition for this alternative, if
the condition is satisfied by 'property_set'.
"""
# The condition is composed of all base non-conditional properties.
# It's not clear if we should expand 'self.requirements... | python | def match (self, property_set_, debug):
""" Returns the alternative condition for this alternative, if
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29,475 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | BasicTarget.generate_dependency_properties | def generate_dependency_properties(self, properties, ps):
""" Takes a target reference, which might be either target id
or a dependency property, and generates that target using
'property_set' as build request.
Returns a tuple (result, usage_requirements).
"""
... | python | def generate_dependency_properties(self, properties, ps):
""" Takes a target reference, which might be either target id
or a dependency property, and generates that target using
'property_set' as build request.
Returns a tuple (result, usage_requirements).
"""
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29,476 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | BasicTarget.compute_usage_requirements | def compute_usage_requirements (self, subvariant):
""" Given the set of generated targets, and refined build
properties, determines and sets appripriate usage requirements
on those targets.
"""
assert isinstance(subvariant, virtual_target.Subvariant)
rproperties =... | python | def compute_usage_requirements (self, subvariant):
""" Given the set of generated targets, and refined build
properties, determines and sets appripriate usage requirements
on those targets.
"""
assert isinstance(subvariant, virtual_target.Subvariant)
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29,477 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/build/targets.py | BasicTarget.create_subvariant | def create_subvariant (self, root_targets, all_targets,
build_request, sources,
rproperties, usage_requirements):
"""Creates a new subvariant-dg instances for 'targets'
- 'root-targets' the virtual targets will be returned to dependents
- '... | python | def create_subvariant (self, root_targets, all_targets,
build_request, sources,
rproperties, usage_requirements):
"""Creates a new subvariant-dg instances for 'targets'
- 'root-targets' the virtual targets will be returned to dependents
- '... | [
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29,478 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/tools/builtin.py | variant | def variant (name, parents_or_properties, explicit_properties = []):
""" Declares a new variant.
First determines explicit properties for this variant, by
refining parents' explicit properties with the passed explicit
properties. The result is remembered and will be used if
this vari... | python | def variant (name, parents_or_properties, explicit_properties = []):
""" Declares a new variant.
First determines explicit properties for this variant, by
refining parents' explicit properties with the passed explicit
properties. The result is remembered and will be used if
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29,479 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/tools/builtin.py | CompileAction.adjust_properties | def adjust_properties (self, prop_set):
""" For all virtual targets for the same dependency graph as self,
i.e. which belong to the same main target, add their directories
to include path.
"""
assert isinstance(prop_set, property_set.PropertySet)
s = self.targets ... | python | def adjust_properties (self, prop_set):
""" For all virtual targets for the same dependency graph as self,
i.e. which belong to the same main target, add their directories
to include path.
"""
assert isinstance(prop_set, property_set.PropertySet)
s = self.targets ... | [
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29,480 | apple/turicreate | src/unity/python/turicreate/toolkits/recommender/popularity_recommender.py | create | def create(observation_data,
user_id='user_id', item_id='item_id', target=None,
user_data=None, item_data=None,
random_seed=0,
verbose=True):
"""
Create a model that makes recommendations using item popularity. When no
target column is provided, the popularity is ... | python | def create(observation_data,
user_id='user_id', item_id='item_id', target=None,
user_data=None, item_data=None,
random_seed=0,
verbose=True):
"""
Create a model that makes recommendations using item popularity. When no
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29,481 | apple/turicreate | src/external/xgboost/python-package/xgboost/sklearn.py | XGBModel.get_params | def get_params(self, deep=False):
"""Get parameter.s"""
params = super(XGBModel, self).get_params(deep=deep)
if params['missing'] is np.nan:
params['missing'] = None # sklearn doesn't handle nan. see #4725
if not params.get('eval_metric', True):
del params['eval_... | python | def get_params(self, deep=False):
"""Get parameter.s"""
params = super(XGBModel, self).get_params(deep=deep)
if params['missing'] is np.nan:
params['missing'] = None # sklearn doesn't handle nan. see #4725
if not params.get('eval_metric', True):
del params['eval_... | [
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29,482 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/utility.py | replace_grist | def replace_grist (features, new_grist):
""" Replaces the grist of a string by a new one.
Returns the string with the new grist.
"""
assert is_iterable_typed(features, basestring) or isinstance(features, basestring)
assert isinstance(new_grist, basestring)
# this function is used a lot in th... | python | def replace_grist (features, new_grist):
""" Replaces the grist of a string by a new one.
Returns the string with the new grist.
"""
assert is_iterable_typed(features, basestring) or isinstance(features, basestring)
assert isinstance(new_grist, basestring)
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29,483 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/utility.py | get_value | def get_value (property):
""" Gets the value of a property, that is, the part following the grist, if any.
"""
assert is_iterable_typed(property, basestring) or isinstance(property, basestring)
return replace_grist (property, '') | python | def get_value (property):
""" Gets the value of a property, that is, the part following the grist, if any.
"""
assert is_iterable_typed(property, basestring) or isinstance(property, basestring)
return replace_grist (property, '') | [
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29,484 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/utility.py | get_grist | def get_grist (value):
""" Returns the grist of a string.
If value is a sequence, does it for every value and returns the result as a sequence.
"""
assert is_iterable_typed(value, basestring) or isinstance(value, basestring)
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""" Returns the grist of a string.
If value is a sequence, does it for every value and returns the result as a sequence.
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assert is_iterable_typed(value, basestring) or isinstance(value, basestring)
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29,485 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/utility.py | ungrist | def ungrist (value):
""" Returns the value without grist.
If value is a sequence, does it for every value and returns the result as a sequence.
"""
assert is_iterable_typed(value, basestring) or isinstance(value, basestring)
def ungrist_one (value):
stripped = __re_grist_content.match (v... | python | def ungrist (value):
""" Returns the value without grist.
If value is a sequence, does it for every value and returns the result as a sequence.
"""
assert is_iterable_typed(value, basestring) or isinstance(value, basestring)
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29,486 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/utility.py | replace_suffix | def replace_suffix (name, new_suffix):
""" Replaces the suffix of name by new_suffix.
If no suffix exists, the new one is added.
"""
assert isinstance(name, basestring)
assert isinstance(new_suffix, basestring)
split = os.path.splitext (name)
return split [0] + new_suffix | python | def replace_suffix (name, new_suffix):
""" Replaces the suffix of name by new_suffix.
If no suffix exists, the new one is added.
"""
assert isinstance(name, basestring)
assert isinstance(new_suffix, basestring)
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29,487 | apple/turicreate | deps/src/boost_1_68_0/tools/build/src/util/utility.py | on_windows | def on_windows ():
""" Returns true if running on windows, whether in cygwin or not.
"""
if bjam.variable("NT"):
return True
elif bjam.variable("UNIX"):
uname = bjam.variable("JAMUNAME")
if uname and uname[0].startswith("CYGWIN"):
return True
return False | python | def on_windows ():
""" Returns true if running on windows, whether in cygwin or not.
"""
if bjam.variable("NT"):
return True
elif bjam.variable("UNIX"):
uname = bjam.variable("JAMUNAME")
if uname and uname[0].startswith("CYGWIN"):
return True
return False | [
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29,488 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | _validate_dataset | def _validate_dataset(dataset):
"""
Validate the main Kmeans dataset.
Parameters
----------
dataset: SFrame
Input dataset.
"""
if not (isinstance(dataset, _SFrame)):
raise TypeError("Input 'dataset' must be an SFrame.")
if dataset.num_rows() == 0 or dataset.num_columns(... | python | def _validate_dataset(dataset):
"""
Validate the main Kmeans dataset.
Parameters
----------
dataset: SFrame
Input dataset.
"""
if not (isinstance(dataset, _SFrame)):
raise TypeError("Input 'dataset' must be an SFrame.")
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29,489 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | _validate_initial_centers | def _validate_initial_centers(initial_centers):
"""
Validate the initial centers.
Parameters
----------
initial_centers : SFrame
Initial cluster center locations, in SFrame form.
"""
if not (isinstance(initial_centers, _SFrame)):
raise TypeError("Input 'initial_centers' must... | python | def _validate_initial_centers(initial_centers):
"""
Validate the initial centers.
Parameters
----------
initial_centers : SFrame
Initial cluster center locations, in SFrame form.
"""
if not (isinstance(initial_centers, _SFrame)):
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29,490 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | _validate_num_clusters | def _validate_num_clusters(num_clusters, initial_centers, num_rows):
"""
Validate the combination of the `num_clusters` and `initial_centers`
parameters in the Kmeans model create function. If the combination is
valid, determine and return the correct number of clusters.
Parameters
----------
... | python | def _validate_num_clusters(num_clusters, initial_centers, num_rows):
"""
Validate the combination of the `num_clusters` and `initial_centers`
parameters in the Kmeans model create function. If the combination is
valid, determine and return the correct number of clusters.
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----------
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29,491 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | _validate_features | def _validate_features(features, column_type_map, valid_types, label):
"""
Identify the subset of desired `features` that are valid for the Kmeans
model. A warning is emitted for each feature that is excluded.
Parameters
----------
features : list[str]
Desired feature names.
column... | python | def _validate_features(features, column_type_map, valid_types, label):
"""
Identify the subset of desired `features` that are valid for the Kmeans
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Parameters
----------
features : list[str]
Desired feature names.
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29,492 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | create | def create(dataset, num_clusters=None, features=None, label=None,
initial_centers=None, max_iterations=10, batch_size=None,
verbose=True):
"""
Create a k-means clustering model. The KmeansModel object contains the
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initial_centers=None, max_iterations=10, batch_size=None,
verbose=True):
"""
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29,493 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | KmeansModel.predict | def predict(self, dataset, output_type='cluster_id', verbose=True):
"""
Return predicted cluster label for instances in the new 'dataset'.
K-means predictions are made by assigning each new instance to the
closest cluster center.
Parameters
----------
dataset : S... | python | def predict(self, dataset, output_type='cluster_id', verbose=True):
"""
Return predicted cluster label for instances in the new 'dataset'.
K-means predictions are made by assigning each new instance to the
closest cluster center.
Parameters
----------
dataset : S... | [
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29,494 | apple/turicreate | src/unity/python/turicreate/toolkits/clustering/kmeans.py | KmeansModel._get | def _get(self, field):
"""
Return the value of a given field.
+-----------------------+----------------------------------------------+
| Field | Description |
+=======================+==============================================... | python | def _get(self, field):
"""
Return the value of a given field.
+-----------------------+----------------------------------------------+
| Field | Description |
+=======================+==============================================... | [
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29,495 | apple/turicreate | src/unity/python/turicreate/toolkits/text_analytics/_util.py | count_words | def count_words(text, to_lower=True, delimiters=DEFAULT_DELIMITERS):
"""
If `text` is an SArray of strings or an SArray of lists of strings, the
occurances of word are counted for each row in the SArray.
If `text` is an SArray of dictionaries, the keys are tokenized and the
values are the counts. C... | python | def count_words(text, to_lower=True, delimiters=DEFAULT_DELIMITERS):
"""
If `text` is an SArray of strings or an SArray of lists of strings, the
occurances of word are counted for each row in the SArray.
If `text` is an SArray of dictionaries, the keys are tokenized and the
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29,496 | apple/turicreate | src/unity/python/turicreate/toolkits/text_analytics/_util.py | count_ngrams | def count_ngrams(text, n=2, method="word", to_lower=True,
delimiters=DEFAULT_DELIMITERS,
ignore_punct=True, ignore_space=True):
"""
Return an SArray of ``dict`` type where each element contains the count
for each of the n-grams that appear in the corresponding input element... | python | def count_ngrams(text, n=2, method="word", to_lower=True,
delimiters=DEFAULT_DELIMITERS,
ignore_punct=True, ignore_space=True):
"""
Return an SArray of ``dict`` type where each element contains the count
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29,497 | apple/turicreate | src/unity/python/turicreate/toolkits/text_analytics/_util.py | tf_idf | def tf_idf(text):
"""
Compute the TF-IDF scores for each word in each document. The collection
of documents must be in bag-of-words format.
.. math::
\mbox{TF-IDF}(w, d) = tf(w, d) * log(N / f(w))
where :math:`tf(w, d)` is the number of times word :math:`w` appeared in
document :math:`... | python | def tf_idf(text):
"""
Compute the TF-IDF scores for each word in each document. The collection
of documents must be in bag-of-words format.
.. math::
\mbox{TF-IDF}(w, d) = tf(w, d) * log(N / f(w))
where :math:`tf(w, d)` is the number of times word :math:`w` appeared in
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] | 74514c3f99e25b46f22c6e02977fe3da69221c2e | https://github.com/apple/turicreate/blob/74514c3f99e25b46f22c6e02977fe3da69221c2e/src/unity/python/turicreate/toolkits/text_analytics/_util.py#L246-L295 |
29,498 | apple/turicreate | src/unity/python/turicreate/toolkits/text_analytics/_util.py | drop_words | def drop_words(text, threshold=2, to_lower=True, delimiters=DEFAULT_DELIMITERS,
stop_words=None):
'''
Remove words that occur below a certain number of times in an SArray.
This is a common method of cleaning text before it is used, and can increase the
quality and explainability of the mo... | python | def drop_words(text, threshold=2, to_lower=True, delimiters=DEFAULT_DELIMITERS,
stop_words=None):
'''
Remove words that occur below a certain number of times in an SArray.
This is a common method of cleaning text before it is used, and can increase the
quality and explainability of the mo... | [
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RareWordTrimmer can be applied to all the string-, dictionary-, and list-typed
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29,499 | apple/turicreate | src/unity/python/turicreate/toolkits/text_analytics/_util.py | tokenize | def tokenize(text, to_lower=False, delimiters=DEFAULT_DELIMITERS):
"""
Tokenize the input SArray of text strings and return the list of tokens.
Parameters
----------
text : SArray[str]
Input data of strings representing English text. This tokenizer is not
intended to process XML, HT... | python | def tokenize(text, to_lower=False, delimiters=DEFAULT_DELIMITERS):
"""
Tokenize the input SArray of text strings and return the list of tokens.
Parameters
----------
text : SArray[str]
Input data of strings representing English text. This tokenizer is not
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Input data of strings representing English text. This tokenizer is not
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to_lower : bool, optional
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