id int32 0 252k | repo stringlengths 7 55 | path stringlengths 4 127 | func_name stringlengths 1 88 | original_string stringlengths 75 19.8k | language stringclasses 1
value | code stringlengths 75 19.8k | code_tokens list | docstring stringlengths 3 17.3k | docstring_tokens list | sha stringlengths 40 40 | url stringlengths 87 242 |
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225,500 | danielfrg/word2vec | word2vec/wordvectors.py | WordVectors.from_text | def from_text(cls, fname, vocabUnicodeSize=78, desired_vocab=None, encoding="utf-8"):
"""
Create a WordVectors class based on a word2vec text file
Parameters
----------
fname : path to file
vocabUnicodeSize: the maximum string length (78, by default)
desired_voca... | python | def from_text(cls, fname, vocabUnicodeSize=78, desired_vocab=None, encoding="utf-8"):
"""
Create a WordVectors class based on a word2vec text file
Parameters
----------
fname : path to file
vocabUnicodeSize: the maximum string length (78, by default)
desired_voca... | [
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225,501 | danielfrg/word2vec | word2vec/wordvectors.py | WordVectors.from_mmap | def from_mmap(cls, fname):
"""
Create a WordVectors class from a memory map
Parameters
----------
fname : path to file
Returns
-------
WordVectors instance
"""
memmaped = joblib.load(fname, mmap_mode="r+")
return cls(vocab=memmape... | python | def from_mmap(cls, fname):
"""
Create a WordVectors class from a memory map
Parameters
----------
fname : path to file
Returns
-------
WordVectors instance
"""
memmaped = joblib.load(fname, mmap_mode="r+")
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225,502 | danielfrg/word2vec | word2vec/utils.py | distance | def distance(a, b, metric="cosine"):
"""
Calculate distance between two vectors based on a Metric
Metrics:
1. cosine distance. Note that in word2vec all the norms are 1 so the dot product is the same as cosine distance
"""
if metric == "cosine":
return np.dot(a, b.T)
raise Exception... | python | def distance(a, b, metric="cosine"):
"""
Calculate distance between two vectors based on a Metric
Metrics:
1. cosine distance. Note that in word2vec all the norms are 1 so the dot product is the same as cosine distance
"""
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225,503 | danielfrg/word2vec | word2vec/io.py | load | def load(fname, kind="auto", *args, **kwargs):
"""
Loads a word vectors file
"""
if kind == "auto":
if fname.endswith(".bin"):
kind = "bin"
elif fname.endswith(".txt"):
kind = "txt"
else:
raise Exception("Could not identify kind")
if kind =... | python | def load(fname, kind="auto", *args, **kwargs):
"""
Loads a word vectors file
"""
if kind == "auto":
if fname.endswith(".bin"):
kind = "bin"
elif fname.endswith(".txt"):
kind = "txt"
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225,504 | django-crispy-forms/django-crispy-forms | crispy_forms/templatetags/crispy_forms_tags.py | ForLoopSimulator.iterate | def iterate(self):
"""
Updates values as if we had iterated over the for
"""
self.counter += 1
self.counter0 += 1
self.revcounter -= 1
self.revcounter0 -= 1
self.first = False
self.last = (self.revcounter0 == self.len_values - 1) | python | def iterate(self):
"""
Updates values as if we had iterated over the for
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self.counter += 1
self.counter0 += 1
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self.revcounter0 -= 1
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225,505 | django-crispy-forms/django-crispy-forms | crispy_forms/templatetags/crispy_forms_tags.py | BasicNode.get_render | def get_render(self, context):
"""
Returns a `Context` object with all the necessary stuff for rendering the form
:param context: `django.template.Context` variable holding the context for the node
`self.form` and `self.helper` are resolved into real Python objects resolving them
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"""
Returns a `Context` object with all the necessary stuff for rendering the form
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225,506 | django-crispy-forms/django-crispy-forms | crispy_forms/templatetags/crispy_forms_utils.py | specialspaceless | def specialspaceless(parser, token):
"""
Removes whitespace between HTML tags, and introduces a whitespace
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"""
nodelist = parser.parse(('endspecialspaceless',))
parser.delete_first_token()
return Spe... | python | def specialspaceless(parser, token):
"""
Removes whitespace between HTML tags, and introduces a whitespace
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"""
nodelist = parser.parse(('endspecialspaceless',))
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225,507 | django-crispy-forms/django-crispy-forms | crispy_forms/bootstrap.py | ContainerHolder.first_container_with_errors | def first_container_with_errors(self, errors):
"""
Returns the first container with errors, otherwise returns None.
"""
for tab in self.fields:
errors_here = any(error in tab for error in errors)
if errors_here:
return tab
return None | python | def first_container_with_errors(self, errors):
"""
Returns the first container with errors, otherwise returns None.
"""
for tab in self.fields:
errors_here = any(error in tab for error in errors)
if errors_here:
return tab
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225,508 | django-crispy-forms/django-crispy-forms | crispy_forms/bootstrap.py | ContainerHolder.open_target_group_for_form | def open_target_group_for_form(self, form):
"""
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active=False.
"""
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225,509 | django-crispy-forms/django-crispy-forms | crispy_forms/bootstrap.py | Tab.render_link | def render_link(self, template_pack=TEMPLATE_PACK, **kwargs):
"""
Render the link for the tab-pane. It must be called after render so css_class is updated
with active if needed.
"""
link_template = self.link_template % template_pack
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"""
Render the link for the tab-pane. It must be called after render so css_class is updated
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"""
link_template = self.link_template % template_pack
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225,510 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.wrapped_object | def wrapped_object(self, LayoutClass, fields, *args, **kwargs):
"""
Returns a layout object of type `LayoutClass` with `args` and `kwargs` that
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"""
if args:
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... | python | def wrapped_object(self, LayoutClass, fields, *args, **kwargs):
"""
Returns a layout object of type `LayoutClass` with `args` and `kwargs` that
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if args:
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225,511 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.pre_map | def pre_map(self, function):
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225,512 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.wrap | def wrap(self, LayoutClass, *args, **kwargs):
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def wrap_object(layout_object, j):
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225,513 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.wrap_once | def wrap_once(self, LayoutClass, *args, **kwargs):
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225,514 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.wrap_together | def wrap_together(self, LayoutClass, *args, **kwargs):
"""
Wraps all layout objects pointed in `self.slice` together under a `LayoutClass`
instance with `args` and `kwargs` passed.
"""
if isinstance(self.slice, slice):
# The start of the slice is replaced
... | python | def wrap_together(self, LayoutClass, *args, **kwargs):
"""
Wraps all layout objects pointed in `self.slice` together under a `LayoutClass`
instance with `args` and `kwargs` passed.
"""
if isinstance(self.slice, slice):
# The start of the slice is replaced
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225,515 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.map | def map(self, function):
"""
Iterates over layout objects pointed in `self.slice` executing `function` on them
It passes `function` last layout object
"""
if isinstance(self.slice, slice):
for i in range(*self.slice.indices(len(self.layout.fields))):
f... | python | def map(self, function):
"""
Iterates over layout objects pointed in `self.slice` executing `function` on them
It passes `function` last layout object
"""
if isinstance(self.slice, slice):
for i in range(*self.slice.indices(len(self.layout.fields))):
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225,516 | django-crispy-forms/django-crispy-forms | crispy_forms/layout_slice.py | LayoutSlice.update_attributes | def update_attributes(self, **original_kwargs):
"""
Updates attributes of every layout object pointed in `self.slice` using kwargs
"""
def update_attrs(layout_object):
kwargs = original_kwargs.copy()
if hasattr(layout_object, 'attrs'):
if 'css_clas... | python | def update_attributes(self, **original_kwargs):
"""
Updates attributes of every layout object pointed in `self.slice` using kwargs
"""
def update_attrs(layout_object):
kwargs = original_kwargs.copy()
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225,517 | django-crispy-forms/django-crispy-forms | crispy_forms/helper.py | DynamicLayoutHandler.all | def all(self):
"""
Returns all layout objects of first level of depth
"""
self._check_layout()
return LayoutSlice(self.layout, slice(0, len(self.layout.fields), 1)) | python | def all(self):
"""
Returns all layout objects of first level of depth
"""
self._check_layout()
return LayoutSlice(self.layout, slice(0, len(self.layout.fields), 1)) | [
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225,518 | django-crispy-forms/django-crispy-forms | crispy_forms/helper.py | DynamicLayoutHandler.filter | def filter(self, *LayoutClasses, **kwargs):
"""
Returns a LayoutSlice pointing to layout objects of type `LayoutClass`
"""
self._check_layout()
max_level = kwargs.pop('max_level', 0)
greedy = kwargs.pop('greedy', False)
filtered_layout_objects = self.layout.get_la... | python | def filter(self, *LayoutClasses, **kwargs):
"""
Returns a LayoutSlice pointing to layout objects of type `LayoutClass`
"""
self._check_layout()
max_level = kwargs.pop('max_level', 0)
greedy = kwargs.pop('greedy', False)
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225,519 | django-crispy-forms/django-crispy-forms | crispy_forms/helper.py | DynamicLayoutHandler.filter_by_widget | def filter_by_widget(self, widget_type):
"""
Returns a LayoutSlice pointing to fields with widgets of `widget_type`
"""
self._check_layout_and_form()
layout_field_names = self.layout.get_field_names()
# Let's filter all fields with widgets like widget_type
filter... | python | def filter_by_widget(self, widget_type):
"""
Returns a LayoutSlice pointing to fields with widgets of `widget_type`
"""
self._check_layout_and_form()
layout_field_names = self.layout.get_field_names()
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225,520 | django-crispy-forms/django-crispy-forms | crispy_forms/helper.py | FormHelper.get_attributes | def get_attributes(self, template_pack=TEMPLATE_PACK):
"""
Used by crispy_forms_tags to get helper attributes
"""
items = {
'form_method': self.form_method.strip(),
'form_tag': self.form_tag,
'form_style': self.form_style.strip(),
'form_sho... | python | def get_attributes(self, template_pack=TEMPLATE_PACK):
"""
Used by crispy_forms_tags to get helper attributes
"""
items = {
'form_method': self.form_method.strip(),
'form_tag': self.form_tag,
'form_style': self.form_style.strip(),
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225,521 | django-crispy-forms/django-crispy-forms | crispy_forms/utils.py | flatatt | def flatatt(attrs):
"""
Convert a dictionary of attributes to a single string.
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with replaced "_" (underscores) by "-" (dashes) in their names.
"""
return _flatatt({k.replace('_', '-'): v for k, v in attrs.items()}) | python | def flatatt(attrs):
"""
Convert a dictionary of attributes to a single string.
Passed attributes are redirected to `django.forms.utils.flatatt()`
with replaced "_" (underscores) by "-" (dashes) in their names.
"""
return _flatatt({k.replace('_', '-'): v for k, v in attrs.items()}) | [
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225,522 | django-crispy-forms/django-crispy-forms | crispy_forms/utils.py | render_crispy_form | def render_crispy_form(form, helper=None, context=None):
"""
Renders a form and returns its HTML output.
This function wraps the template logic in a function easy to use in a Django view.
"""
from crispy_forms.templatetags.crispy_forms_tags import CrispyFormNode
if helper is not None:
... | python | def render_crispy_form(form, helper=None, context=None):
"""
Renders a form and returns its HTML output.
This function wraps the template logic in a function easy to use in a Django view.
"""
from crispy_forms.templatetags.crispy_forms_tags import CrispyFormNode
if helper is not None:
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225,523 | moderngl/moderngl | moderngl/vertex_array.py | VertexArray.bind | def bind(self, attribute, cls, buffer, fmt, *, offset=0, stride=0, divisor=0, normalize=False) -> None:
'''
Bind individual attributes to buffers.
Args:
location (int): The attribute location.
cls (str): The attribute class. Valid values are ``f``, ``i`` ... | python | def bind(self, attribute, cls, buffer, fmt, *, offset=0, stride=0, divisor=0, normalize=False) -> None:
'''
Bind individual attributes to buffers.
Args:
location (int): The attribute location.
cls (str): The attribute class. Valid values are ``f``, ``i`` ... | [
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225,524 | moderngl/moderngl | examples/08_compute_shader.py | source | def source(uri, consts):
''' read gl code '''
with open(uri, 'r') as fp:
content = fp.read()
# feed constant values
for key, value in consts.items():
content = content.replace(f"%%{key}%%", str(value))
return content | python | def source(uri, consts):
''' read gl code '''
with open(uri, 'r') as fp:
content = fp.read()
# feed constant values
for key, value in consts.items():
content = content.replace(f"%%{key}%%", str(value))
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225,525 | moderngl/moderngl | moderngl/context.py | create_standalone_context | def create_standalone_context(require=None, **settings) -> 'Context':
'''
Create a standalone ModernGL context.
Example::
# Create a context with highest possible supported version
ctx = moderngl.create_context()
# Require at least OpenGL 4.3
ctx = ... | python | def create_standalone_context(require=None, **settings) -> 'Context':
'''
Create a standalone ModernGL context.
Example::
# Create a context with highest possible supported version
ctx = moderngl.create_context()
# Require at least OpenGL 4.3
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225,526 | moderngl/moderngl | moderngl/context.py | Context.copy_buffer | def copy_buffer(self, dst, src, size=-1, *, read_offset=0, write_offset=0) -> None:
'''
Copy buffer content.
Args:
dst (Buffer): The destination buffer.
src (Buffer): The source buffer.
size (int): The number of bytes to copy.
... | python | def copy_buffer(self, dst, src, size=-1, *, read_offset=0, write_offset=0) -> None:
'''
Copy buffer content.
Args:
dst (Buffer): The destination buffer.
src (Buffer): The source buffer.
size (int): The number of bytes to copy.
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225,527 | moderngl/moderngl | moderngl/context.py | Context.copy_framebuffer | def copy_framebuffer(self, dst, src) -> None:
'''
Copy framebuffer content.
Use this method to:
- blit framebuffers.
- copy framebuffer content into a texture.
- downsample framebuffers. (it will allow to read the framebuffer's content)
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'''
Copy framebuffer content.
Use this method to:
- blit framebuffers.
- copy framebuffer content into a texture.
- downsample framebuffers. (it will allow to read the framebuffer's content)
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225,528 | moderngl/moderngl | moderngl/context.py | Context.detect_framebuffer | def detect_framebuffer(self, glo=None) -> 'Framebuffer':
'''
Detect framebuffer.
Args:
glo (int): Framebuffer object.
Returns:
:py:class:`Framebuffer` object
'''
res = Framebuffer.__new__(Framebuffer)
res.mglo, res._s... | python | def detect_framebuffer(self, glo=None) -> 'Framebuffer':
'''
Detect framebuffer.
Args:
glo (int): Framebuffer object.
Returns:
:py:class:`Framebuffer` object
'''
res = Framebuffer.__new__(Framebuffer)
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225,529 | moderngl/moderngl | moderngl/context.py | Context.core_profile_check | def core_profile_check(self) -> None:
'''
Core profile check.
FOR DEBUG PURPOSES ONLY
'''
profile_mask = self.info['GL_CONTEXT_PROFILE_MASK']
if profile_mask != 1:
warnings.warn('The window should request a CORE OpenGL profile')
version_code... | python | def core_profile_check(self) -> None:
'''
Core profile check.
FOR DEBUG PURPOSES ONLY
'''
profile_mask = self.info['GL_CONTEXT_PROFILE_MASK']
if profile_mask != 1:
warnings.warn('The window should request a CORE OpenGL profile')
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225,530 | moderngl/moderngl | examples/window/glfw/window.py | Window.mouse_button_callback | def mouse_button_callback(self, window, button, action, mods):
"""
Handle mouse button events and forward them to the example
"""
# Offset button index by 1 to make it match the other libraries
button += 1
# Support left and right mouse button for now
if bu... | python | def mouse_button_callback(self, window, button, action, mods):
"""
Handle mouse button events and forward them to the example
"""
# Offset button index by 1 to make it match the other libraries
button += 1
# Support left and right mouse button for now
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225,531 | moderngl/moderngl | moderngl/buffer.py | Buffer.write_chunks | def write_chunks(self, data, start, step, count) -> None:
'''
Split data to count equal parts.
Write the chunks using offsets calculated from start, step and stop.
Args:
data (bytes): The data.
start (int): First offset.
step ... | python | def write_chunks(self, data, start, step, count) -> None:
'''
Split data to count equal parts.
Write the chunks using offsets calculated from start, step and stop.
Args:
data (bytes): The data.
start (int): First offset.
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225,532 | moderngl/moderngl | moderngl/buffer.py | Buffer.read_into | def read_into(self, buffer, size=-1, *, offset=0, write_offset=0) -> None:
'''
Read the content into a buffer.
Args:
buffer (bytarray): The buffer that will receive the content.
size (int): The size. Value ``-1`` means all.
Keyword Args:
... | python | def read_into(self, buffer, size=-1, *, offset=0, write_offset=0) -> None:
'''
Read the content into a buffer.
Args:
buffer (bytarray): The buffer that will receive the content.
size (int): The size. Value ``-1`` means all.
Keyword Args:
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225,533 | moderngl/moderngl | moderngl/buffer.py | Buffer.clear | def clear(self, size=-1, *, offset=0, chunk=None) -> None:
'''
Clear the content.
Args:
size (int): The size. Value ``-1`` means all.
Keyword Args:
offset (int): The offset.
chunk (bytes): The chunk to use repeatedly.
... | python | def clear(self, size=-1, *, offset=0, chunk=None) -> None:
'''
Clear the content.
Args:
size (int): The size. Value ``-1`` means all.
Keyword Args:
offset (int): The offset.
chunk (bytes): The chunk to use repeatedly.
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225,534 | moderngl/moderngl | moderngl/buffer.py | Buffer.bind_to_uniform_block | def bind_to_uniform_block(self, binding=0, *, offset=0, size=-1) -> None:
'''
Bind the buffer to a uniform block.
Args:
binding (int): The uniform block binding.
Keyword Args:
offset (int): The offset.
size (int): The size. Va... | python | def bind_to_uniform_block(self, binding=0, *, offset=0, size=-1) -> None:
'''
Bind the buffer to a uniform block.
Args:
binding (int): The uniform block binding.
Keyword Args:
offset (int): The offset.
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225,535 | moderngl/moderngl | moderngl/buffer.py | Buffer.bind_to_storage_buffer | def bind_to_storage_buffer(self, binding=0, *, offset=0, size=-1) -> None:
'''
Bind the buffer to a shader storage buffer.
Args:
binding (int): The shader storage binding.
Keyword Args:
offset (int): The offset.
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'''
Bind the buffer to a shader storage buffer.
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binding (int): The shader storage binding.
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225,536 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.swap_buffers | def swap_buffers(self):
"""
Swap buffers, set viewport, trigger events and increment frame counter
"""
self.widget.swapBuffers()
self.set_default_viewport()
self.app.processEvents()
self.frames += 1 | python | def swap_buffers(self):
"""
Swap buffers, set viewport, trigger events and increment frame counter
"""
self.widget.swapBuffers()
self.set_default_viewport()
self.app.processEvents()
self.frames += 1 | [
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225,537 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.resize | def resize(self, width: int, height: int):
"""
Replacement for Qt's resizeGL method.
"""
self.width = width // self.widget.devicePixelRatio()
self.height = height // self.widget.devicePixelRatio()
self.buffer_width = width
self.buffer_height = height
... | python | def resize(self, width: int, height: int):
"""
Replacement for Qt's resizeGL method.
"""
self.width = width // self.widget.devicePixelRatio()
self.height = height // self.widget.devicePixelRatio()
self.buffer_width = width
self.buffer_height = height
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225,538 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.key_pressed_event | def key_pressed_event(self, event):
"""
Process Qt key press events forwarding them to the example
"""
if event.key() == self.keys.ESCAPE:
self.close()
self.example.key_event(event.key(), self.keys.ACTION_PRESS) | python | def key_pressed_event(self, event):
"""
Process Qt key press events forwarding them to the example
"""
if event.key() == self.keys.ESCAPE:
self.close()
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225,539 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.key_release_event | def key_release_event(self, event):
"""
Process Qt key release events forwarding them to the example
"""
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"""
Process Qt key release events forwarding them to the example
"""
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225,540 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.mouse_move_event | def mouse_move_event(self, event):
"""
Forward mouse cursor position events to the example
"""
self.example.mouse_position_event(event.x(), event.y()) | python | def mouse_move_event(self, event):
"""
Forward mouse cursor position events to the example
"""
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225,541 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.mouse_press_event | def mouse_press_event(self, event):
"""
Forward mouse press events to the example
"""
# Support left and right mouse button for now
if event.button() not in [1, 2]:
return
self.example.mouse_press_event(event.x(), event.y(), event.button()) | python | def mouse_press_event(self, event):
"""
Forward mouse press events to the example
"""
# Support left and right mouse button for now
if event.button() not in [1, 2]:
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225,542 | moderngl/moderngl | examples/window/pyqt5/window.py | Window.mouse_release_event | def mouse_release_event(self, event):
"""
Forward mouse release events to the example
"""
# Support left and right mouse button for now
if event.button() not in [1, 2]:
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225,543 | moderngl/moderngl | moderngl/framebuffer.py | Framebuffer.read | def read(self, viewport=None, components=3, *, attachment=0, alignment=1, dtype='f1') -> bytes:
'''
Read the content of the framebuffer.
Args:
viewport (tuple): The viewport.
components (int): The number of components to read.
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Read the content of the framebuffer.
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viewport (tuple): The viewport.
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225,544 | moderngl/moderngl | moderngl/framebuffer.py | Framebuffer.read_into | def read_into(self, buffer, viewport=None, components=3, *,
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'''
Read the content of the framebuffer into a buffer.
Args:
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225,545 | moderngl/moderngl | examples/window/base.py | BaseWindow.resize | def resize(self, width, height):
"""
Should be called every time window is resized
so the example can adapt to the new size if needed
"""
if self.example:
self.example.resize(width, height) | python | def resize(self, width, height):
"""
Should be called every time window is resized
so the example can adapt to the new size if needed
"""
if self.example:
self.example.resize(width, height) | [
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225,546 | moderngl/moderngl | examples/window/base.py | BaseWindow.set_default_viewport | def set_default_viewport(self):
"""
Calculates the viewport based on the configured aspect ratio.
Will add black borders and center the viewport if the window
do not match the configured viewport.
If aspect ratio is None the viewport will be scaled
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"""
Calculates the viewport based on the configured aspect ratio.
Will add black borders and center the viewport if the window
do not match the configured viewport.
If aspect ratio is None the viewport will be scaled
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225,547 | moderngl/moderngl | examples/window/base.py | BaseWindow.print_context_info | def print_context_info(self):
"""
Prints moderngl context info.
"""
print("Context Version:")
print('ModernGL:', moderngl.__version__)
print('vendor:', self.ctx.info['GL_VENDOR'])
print('renderer:', self.ctx.info['GL_RENDERER'])
print('version:', s... | python | def print_context_info(self):
"""
Prints moderngl context info.
"""
print("Context Version:")
print('ModernGL:', moderngl.__version__)
print('vendor:', self.ctx.info['GL_VENDOR'])
print('renderer:', self.ctx.info['GL_RENDERER'])
print('version:', s... | [
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225,548 | moderngl/moderngl | moderngl/texture.py | Texture.read | def read(self, *, level=0, alignment=1) -> bytes:
'''
Read the content of the texture into a buffer.
Keyword Args:
level (int): The mipmap level.
alignment (int): The byte alignment of the pixels.
Returns:
bytes
'''
... | python | def read(self, *, level=0, alignment=1) -> bytes:
'''
Read the content of the texture into a buffer.
Keyword Args:
level (int): The mipmap level.
alignment (int): The byte alignment of the pixels.
Returns:
bytes
'''
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225,549 | moderngl/moderngl | examples/window/__init__.py | parse_args | def parse_args(args=None):
"""Parse arguments from sys.argv"""
parser = argparse.ArgumentParser()
parser.add_argument(
'-w', '--window',
default="pyqt5",
choices=find_window_classes(),
help='Name for the window type to use',
)
parser.add_argument(
... | python | def parse_args(args=None):
"""Parse arguments from sys.argv"""
parser = argparse.ArgumentParser()
parser.add_argument(
'-w', '--window',
default="pyqt5",
choices=find_window_classes(),
help='Name for the window type to use',
)
parser.add_argument(
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225,550 | moderngl/moderngl | moderngl/compute_shader.py | ComputeShader.run | def run(self, group_x=1, group_y=1, group_z=1) -> None:
'''
Run the compute shader.
Args:
group_x (int): The number of work groups to be launched in the X dimension.
group_y (int): The number of work groups to be launched in the Y dimension.
... | python | def run(self, group_x=1, group_y=1, group_z=1) -> None:
'''
Run the compute shader.
Args:
group_x (int): The number of work groups to be launched in the X dimension.
group_y (int): The number of work groups to be launched in the Y dimension.
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group_x (int): The number of work groups to be launched in the X dimension.
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225,551 | moderngl/moderngl | moderngl/compute_shader.py | ComputeShader.get | def get(self, key, default) -> Union[Uniform, UniformBlock, Subroutine, Attribute, Varying]:
'''
Returns a Uniform, UniformBlock, Subroutine, Attribute or Varying.
Args:
default: This is the value to be returned in case key does not exist.
Returns:
... | python | def get(self, key, default) -> Union[Uniform, UniformBlock, Subroutine, Attribute, Varying]:
'''
Returns a Uniform, UniformBlock, Subroutine, Attribute or Varying.
Args:
default: This is the value to be returned in case key does not exist.
Returns:
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225,552 | moderngl/moderngl | examples/window/sdl2/window.py | Window.resize | def resize(self, width, height):
"""
Sets the new size and buffer size internally
"""
self.width = width
self.height = height
self.buffer_width, self.buffer_height = self.width, self.height
self.set_default_viewport()
super().resize(self.buffer_w... | python | def resize(self, width, height):
"""
Sets the new size and buffer size internally
"""
self.width = width
self.height = height
self.buffer_width, self.buffer_height = self.width, self.height
self.set_default_viewport()
super().resize(self.buffer_w... | [
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225,553 | moderngl/moderngl | examples/window/sdl2/window.py | Window.process_events | def process_events(self):
"""
Loop through and handle all the queued events.
"""
for event in sdl2.ext.get_events():
if event.type == sdl2.SDL_MOUSEMOTION:
self.example.mouse_position_event(event.motion.x, event.motion.y)
elif event.type =... | python | def process_events(self):
"""
Loop through and handle all the queued events.
"""
for event in sdl2.ext.get_events():
if event.type == sdl2.SDL_MOUSEMOTION:
self.example.mouse_position_event(event.motion.x, event.motion.y)
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225,554 | moderngl/moderngl | examples/window/sdl2/window.py | Window.destroy | def destroy(self):
"""
Gracefully close the window
"""
sdl2.SDL_GL_DeleteContext(self.context)
sdl2.SDL_DestroyWindow(self.window)
sdl2.SDL_Quit() | python | def destroy(self):
"""
Gracefully close the window
"""
sdl2.SDL_GL_DeleteContext(self.context)
sdl2.SDL_DestroyWindow(self.window)
sdl2.SDL_Quit() | [
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225,555 | moderngl/moderngl | examples/window/pyglet/window.py | Window.on_key_press | def on_key_press(self, symbol, modifiers):
"""
Pyglet specific key press callback.
Forwards and translates the events to the example
"""
self.example.key_event(symbol, self.keys.ACTION_PRESS) | python | def on_key_press(self, symbol, modifiers):
"""
Pyglet specific key press callback.
Forwards and translates the events to the example
"""
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225,556 | moderngl/moderngl | examples/window/pyglet/window.py | Window.on_key_release | def on_key_release(self, symbol, modifiers):
"""
Pyglet specific key release callback.
Forwards and translates the events to the example
"""
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"""
Pyglet specific key release callback.
Forwards and translates the events to the example
"""
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225,557 | moderngl/moderngl | examples/window/pyglet/window.py | Window.on_mouse_motion | def on_mouse_motion(self, x, y, dx, dy):
"""
Pyglet specific mouse motion callback.
Forwards and traslates the event to the example
"""
# Screen coordinates relative to the lower-left corner
# so we have to flip the y axis to make this consistent with
# oth... | python | def on_mouse_motion(self, x, y, dx, dy):
"""
Pyglet specific mouse motion callback.
Forwards and traslates the event to the example
"""
# Screen coordinates relative to the lower-left corner
# so we have to flip the y axis to make this consistent with
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225,558 | moderngl/moderngl | examples/window/pyglet/window.py | Window.on_mouse_press | def on_mouse_press(self, x: int, y: int, button, mods):
"""
Handle mouse press events and forward to example window
"""
if button in [1, 4]:
self.example.mouse_press_event(
x, self.buffer_height - y,
1 if button == 1 else 2,
... | python | def on_mouse_press(self, x: int, y: int, button, mods):
"""
Handle mouse press events and forward to example window
"""
if button in [1, 4]:
self.example.mouse_press_event(
x, self.buffer_height - y,
1 if button == 1 else 2,
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225,559 | moderngl/moderngl | examples/window/pyglet/window.py | Window.on_mouse_release | def on_mouse_release(self, x: int, y: int, button, mods):
"""
Handle mouse release events and forward to example window
"""
if button in [1, 4]:
self.example.mouse_release_event(
x, self.buffer_height - y,
1 if button == 1 else 2,
... | python | def on_mouse_release(self, x: int, y: int, button, mods):
"""
Handle mouse release events and forward to example window
"""
if button in [1, 4]:
self.example.mouse_release_event(
x, self.buffer_height - y,
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225,560 | moderngl/moderngl | moderngl/texture_cube.py | TextureCube.write | def write(self, face, data, viewport=None, *, alignment=1) -> None:
'''
Update the content of the texture.
Args:
face (int): The face to update.
data (bytes): The pixel data.
viewport (tuple): The viewport.
Keyword Args:
... | python | def write(self, face, data, viewport=None, *, alignment=1) -> None:
'''
Update the content of the texture.
Args:
face (int): The face to update.
data (bytes): The pixel data.
viewport (tuple): The viewport.
Keyword Args:
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face (int): The face to update.
data (bytes): The pixel data.
viewport (tuple): The viewport.
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225,561 | moderngl/moderngl | examples/00_empty_window.py | EmptyWindow.key_event | def key_event(self, key, action):
"""
Handle key events in a generic way
supporting all window types.
"""
if action == self.wnd.keys.ACTION_PRESS:
if key == self.wnd.keys.SPACE:
print("Space was pressed")
if action == self.wnd.keys.ACTION_RELE... | python | def key_event(self, key, action):
"""
Handle key events in a generic way
supporting all window types.
"""
if action == self.wnd.keys.ACTION_PRESS:
if key == self.wnd.keys.SPACE:
print("Space was pressed")
if action == self.wnd.keys.ACTION_RELE... | [
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225,562 | moderngl/moderngl | examples/00_empty_window.py | EmptyWindow.mouse_press_event | def mouse_press_event(self, x, y, button):
"""Reports left and right mouse button presses + position"""
if button == 1:
print("Left mouse button pressed @", x, y)
if button == 2:
print("Right mouse button pressed @", x, y) | python | def mouse_press_event(self, x, y, button):
"""Reports left and right mouse button presses + position"""
if button == 1:
print("Left mouse button pressed @", x, y)
if button == 2:
print("Right mouse button pressed @", x, y) | [
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225,563 | moderngl/moderngl | examples/00_empty_window.py | EmptyWindow.mouse_release_event | def mouse_release_event(self, x, y, button):
"""Reports left and right mouse button releases + position"""
if button == 1:
print("Left mouse button released @", x, y)
if button == 2:
print("Right mouse button released @", x, y) | python | def mouse_release_event(self, x, y, button):
"""Reports left and right mouse button releases + position"""
if button == 1:
print("Left mouse button released @", x, y)
if button == 2:
print("Right mouse button released @", x, y) | [
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225,564 | moderngl/moderngl | moderngl/program.py | detect_format | def detect_format(program, attributes) -> str:
'''
Detect format for vertex attributes.
The format returned does not contain padding.
Args:
program (Program): The program.
attributes (list): A list of attribute names.
Returns:
str
'''
de... | python | def detect_format(program, attributes) -> str:
'''
Detect format for vertex attributes.
The format returned does not contain padding.
Args:
program (Program): The program.
attributes (list): A list of attribute names.
Returns:
str
'''
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225,565 | dswah/pyGAM | pygam/callbacks.py | validate_callback_data | def validate_callback_data(method):
"""
wraps a callback's method to pull the desired arguments from the vars dict
also checks to ensure the method's arguments are in the vars dict
Parameters
----------
method : callable
Returns
-------
validated callable
"""
@wraps(method)... | python | def validate_callback_data(method):
"""
wraps a callback's method to pull the desired arguments from the vars dict
also checks to ensure the method's arguments are in the vars dict
Parameters
----------
method : callable
Returns
-------
validated callable
"""
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225,566 | dswah/pyGAM | pygam/callbacks.py | validate_callback | def validate_callback(callback):
"""
validates a callback's on_loop_start and on_loop_end methods
Parameters
----------
callback : Callback object
Returns
-------
validated callback
"""
if not(hasattr(callback, '_validated')) or callback._validated == False:
assert hasa... | python | def validate_callback(callback):
"""
validates a callback's on_loop_start and on_loop_end methods
Parameters
----------
callback : Callback object
Returns
-------
validated callback
"""
if not(hasattr(callback, '_validated')) or callback._validated == False:
assert hasa... | [
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225,567 | dswah/pyGAM | pygam/distributions.py | Distribution.phi | def phi(self, y, mu, edof, weights):
"""
GLM scale parameter.
for Binomial and Poisson families this is unity
for Normal family this is variance
Parameters
----------
y : array-like of length n
target values
mu : array-like of length n
... | python | def phi(self, y, mu, edof, weights):
"""
GLM scale parameter.
for Binomial and Poisson families this is unity
for Normal family this is variance
Parameters
----------
y : array-like of length n
target values
mu : array-like of length n
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225,568 | dswah/pyGAM | pygam/distributions.py | GammaDist.sample | def sample(self, mu):
"""
Return random samples from this Gamma distribution.
Parameters
----------
mu : array-like of shape n_samples or shape (n_simulations, n_samples)
expected values
Returns
-------
random_samples : np.array of same shape... | python | def sample(self, mu):
"""
Return random samples from this Gamma distribution.
Parameters
----------
mu : array-like of shape n_samples or shape (n_simulations, n_samples)
expected values
Returns
-------
random_samples : np.array of same shape... | [
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225,569 | dswah/pyGAM | pygam/datasets/load_datasets.py | _clean_X_y | def _clean_X_y(X, y):
"""ensure that X and y data are float and correct shapes
"""
return make_2d(X, verbose=False).astype('float'), y.astype('float') | python | def _clean_X_y(X, y):
"""ensure that X and y data are float and correct shapes
"""
return make_2d(X, verbose=False).astype('float'), y.astype('float') | [
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225,570 | dswah/pyGAM | pygam/datasets/load_datasets.py | mcycle | def mcycle(return_X_y=True):
"""motorcyle acceleration dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame... | python | def mcycle(return_X_y=True):
"""motorcyle acceleration dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame... | [
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225,571 | dswah/pyGAM | pygam/datasets/load_datasets.py | coal | def coal(return_X_y=True):
"""coal-mining accidents dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame
... | python | def coal(return_X_y=True):
"""coal-mining accidents dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
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225,572 | dswah/pyGAM | pygam/datasets/load_datasets.py | faithful | def faithful(return_X_y=True):
"""old-faithful dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame
No... | python | def faithful(return_X_y=True):
"""old-faithful dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
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model-ready tuple of data (X, y)
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Pandas DataFrame
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225,573 | dswah/pyGAM | pygam/datasets/load_datasets.py | trees | def trees(return_X_y=True):
"""cherry trees dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame
Notes... | python | def trees(return_X_y=True):
"""cherry trees dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame
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225,574 | dswah/pyGAM | pygam/datasets/load_datasets.py | default | def default(return_X_y=True):
"""credit default dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame
N... | python | def default(return_X_y=True):
"""credit default dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pandas DataFrame
N... | [
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225,575 | dswah/pyGAM | pygam/datasets/load_datasets.py | hepatitis | def hepatitis(return_X_y=True):
"""hepatitis in Bulgaria dataset
Parameters
----------
return_X_y : bool,
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model-ready tuple of data (X, y)
OR
Pandas DataFra... | python | def hepatitis(return_X_y=True):
"""hepatitis in Bulgaria dataset
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
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225,576 | dswah/pyGAM | pygam/datasets/load_datasets.py | toy_classification | def toy_classification(return_X_y=True, n=5000):
"""toy classification dataset with irrelevant features
fitting a logistic model on this data and performing a model summary
should reveal that features 2,3,4 are not significant.
Parameters
----------
return_X_y : bool,
if True, returns ... | python | def toy_classification(return_X_y=True, n=5000):
"""toy classification dataset with irrelevant features
fitting a logistic model on this data and performing a model summary
should reveal that features 2,3,4 are not significant.
Parameters
----------
return_X_y : bool,
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225,577 | dswah/pyGAM | pygam/datasets/load_datasets.py | head_circumference | def head_circumference(return_X_y=True):
"""head circumference for dutch boys
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
P... | python | def head_circumference(return_X_y=True):
"""head circumference for dutch boys
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
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225,578 | dswah/pyGAM | pygam/datasets/load_datasets.py | chicago | def chicago(return_X_y=True):
"""Chicago air pollution and death rate data
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
Returns
-------
model-ready tuple of data (X, y)
OR
Pand... | python | def chicago(return_X_y=True):
"""Chicago air pollution and death rate data
Parameters
----------
return_X_y : bool,
if True, returns a model-ready tuple of data (X, y)
otherwise, returns a Pandas DataFrame
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-------
model-ready tuple of data (X, y)
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225,579 | dswah/pyGAM | pygam/datasets/load_datasets.py | toy_interaction | def toy_interaction(return_X_y=True, n=50000, stddev=0.1):
"""a sinusoid modulated by a linear function
this is a simple dataset to test a model's capacity to fit interactions
between features.
a GAM with no interaction terms will have an R-squared close to 0,
while a GAM with a tensor product wil... | python | def toy_interaction(return_X_y=True, n=50000, stddev=0.1):
"""a sinusoid modulated by a linear function
this is a simple dataset to test a model's capacity to fit interactions
between features.
a GAM with no interaction terms will have an R-squared close to 0,
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225,580 | dswah/pyGAM | gen_imgs.py | gen_multi_data | def gen_multi_data(n=5000):
"""
multivariate Logistic problem
"""
X, y = toy_classification(return_X_y=True, n=10000)
lgam = LogisticGAM(s(0) + s(1) + s(2) + s(3) + s(4) + f(5))
lgam.fit(X, y)
plt.figure()
for i, term in enumerate(lgam.terms):
if term.isintercept:
c... | python | def gen_multi_data(n=5000):
"""
multivariate Logistic problem
"""
X, y = toy_classification(return_X_y=True, n=10000)
lgam = LogisticGAM(s(0) + s(1) + s(2) + s(3) + s(4) + f(5))
lgam.fit(X, y)
plt.figure()
for i, term in enumerate(lgam.terms):
if term.isintercept:
c... | [
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225,581 | dswah/pyGAM | gen_imgs.py | gen_tensor_data | def gen_tensor_data():
"""
toy interaction data
"""
X, y = toy_interaction(return_X_y=True, n=10000)
gam = LinearGAM(te(0, 1,lam=0.1)).fit(X, y)
XX = gam.generate_X_grid(term=0, meshgrid=True)
Z = gam.partial_dependence(term=0, meshgrid=True)
fig = plt.figure(figsize=(9,6))
ax = p... | python | def gen_tensor_data():
"""
toy interaction data
"""
X, y = toy_interaction(return_X_y=True, n=10000)
gam = LinearGAM(te(0, 1,lam=0.1)).fit(X, y)
XX = gam.generate_X_grid(term=0, meshgrid=True)
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225,582 | dswah/pyGAM | gen_imgs.py | expectiles | def expectiles():
"""
a bunch of expectiles
"""
X, y = mcycle(return_X_y=True)
# lets fit the mean model first by CV
gam50 = ExpectileGAM(expectile=0.5).gridsearch(X, y)
# and copy the smoothing to the other models
lam = gam50.lam
# now fit a few more models
gam95 = Expectile... | python | def expectiles():
"""
a bunch of expectiles
"""
X, y = mcycle(return_X_y=True)
# lets fit the mean model first by CV
gam50 = ExpectileGAM(expectile=0.5).gridsearch(X, y)
# and copy the smoothing to the other models
lam = gam50.lam
# now fit a few more models
gam95 = Expectile... | [
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225,583 | dswah/pyGAM | pygam/utils.py | cholesky | def cholesky(A, sparse=True, verbose=True):
"""
Choose the best possible cholesky factorizor.
if possible, import the Scikit-Sparse sparse Cholesky method.
Permutes the output L to ensure A = L.H . L
otherwise defaults to numpy's non-sparse version
Parameters
----------
A : array-like... | python | def cholesky(A, sparse=True, verbose=True):
"""
Choose the best possible cholesky factorizor.
if possible, import the Scikit-Sparse sparse Cholesky method.
Permutes the output L to ensure A = L.H . L
otherwise defaults to numpy's non-sparse version
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----------
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225,584 | dswah/pyGAM | pygam/utils.py | make_2d | def make_2d(array, verbose=True):
"""
tiny tool to expand 1D arrays the way i want
Parameters
----------
array : array-like
verbose : bool, default: True
whether to print warnings
Returns
-------
np.array of with ndim = 2
"""
array = np.asarray(array)
if array.... | python | def make_2d(array, verbose=True):
"""
tiny tool to expand 1D arrays the way i want
Parameters
----------
array : array-like
verbose : bool, default: True
whether to print warnings
Returns
-------
np.array of with ndim = 2
"""
array = np.asarray(array)
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225,585 | dswah/pyGAM | pygam/utils.py | check_array | def check_array(array, force_2d=False, n_feats=None, ndim=None,
min_samples=1, name='Input data', verbose=True):
"""
tool to perform basic data validation.
called by check_X and check_y.
ensures that data:
- is ndim dimensional
- contains float-compatible data-types
- has at... | python | def check_array(array, force_2d=False, n_feats=None, ndim=None,
min_samples=1, name='Input data', verbose=True):
"""
tool to perform basic data validation.
called by check_X and check_y.
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225,586 | dswah/pyGAM | pygam/utils.py | check_param | def check_param(param, param_name, dtype, constraint=None, iterable=True,
max_depth=2):
"""
checks the dtype of a parameter,
and whether it satisfies a numerical contraint
Parameters
---------
param : object
param_name : str, name of the parameter
dtype : str, desired dt... | python | def check_param(param, param_name, dtype, constraint=None, iterable=True,
max_depth=2):
"""
checks the dtype of a parameter,
and whether it satisfies a numerical contraint
Parameters
---------
param : object
param_name : str, name of the parameter
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225,587 | dswah/pyGAM | pygam/utils.py | get_link_domain | def get_link_domain(link, dist):
"""
tool to identify the domain of a given monotonic link function
Parameters
----------
link : Link object
dist : Distribution object
Returns
-------
domain : list of length 2, representing the interval of the domain.
"""
domain = np.array(... | python | def get_link_domain(link, dist):
"""
tool to identify the domain of a given monotonic link function
Parameters
----------
link : Link object
dist : Distribution object
Returns
-------
domain : list of length 2, representing the interval of the domain.
"""
domain = np.array(... | [
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225,588 | dswah/pyGAM | pygam/utils.py | load_diagonal | def load_diagonal(cov, load=None):
"""Return the given square matrix with a small amount added to the diagonal
to make it positive semi-definite.
"""
n, m = cov.shape
assert n == m, "matrix must be square, but found shape {}".format((n, m))
if load is None:
l... | python | def load_diagonal(cov, load=None):
"""Return the given square matrix with a small amount added to the diagonal
to make it positive semi-definite.
"""
n, m = cov.shape
assert n == m, "matrix must be square, but found shape {}".format((n, m))
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] | b3e5c3cd580f0a3ad69f9372861624f67760c325 | https://github.com/dswah/pyGAM/blob/b3e5c3cd580f0a3ad69f9372861624f67760c325/pygam/utils.py#L420-L429 |
225,589 | dswah/pyGAM | pygam/utils.py | round_to_n_decimal_places | def round_to_n_decimal_places(array, n=3):
"""
tool to keep round a float to n decimal places.
n=3 by default
Parameters
----------
array : np.array
n : int. number of decimal places to keep
Returns
-------
array : rounded np.array
"""
# check if in scientific notation... | python | def round_to_n_decimal_places(array, n=3):
"""
tool to keep round a float to n decimal places.
n=3 by default
Parameters
----------
array : np.array
n : int. number of decimal places to keep
Returns
-------
array : rounded np.array
"""
# check if in scientific notation... | [
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225,590 | dswah/pyGAM | pygam/utils.py | space_row | def space_row(left, right, filler=' ', total_width=-1):
"""space the data in a row with optional filling
Arguments
---------
left : str, to be aligned left
right : str, to be aligned right
filler : str, default ' '.
must be of length 1
total_width : int, width of line.
if ne... | python | def space_row(left, right, filler=' ', total_width=-1):
"""space the data in a row with optional filling
Arguments
---------
left : str, to be aligned left
right : str, to be aligned right
filler : str, default ' '.
must be of length 1
total_width : int, width of line.
if ne... | [
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Arguments
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left : str, to be aligned left
right : str, to be aligned right
filler : str, default ' '.
must be of length 1
total_width : int, width of line.
if negative number is specified,
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225,591 | dswah/pyGAM | pygam/utils.py | gen_edge_knots | def gen_edge_knots(data, dtype, verbose=True):
"""
generate uniform knots from data including the edges of the data
for discrete data, assumes k categories in [0, k-1] interval
Parameters
----------
data : array-like with one dimension
dtype : str in {'categorical', 'numerical'}
verbos... | python | def gen_edge_knots(data, dtype, verbose=True):
"""
generate uniform knots from data including the edges of the data
for discrete data, assumes k categories in [0, k-1] interval
Parameters
----------
data : array-like with one dimension
dtype : str in {'categorical', 'numerical'}
verbos... | [
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for discrete data, assumes k categories in [0, k-1] interval
Parameters
----------
data : array-like with one dimension
dtype : str in {'categorical', 'numerical'}
verbose : bool, default: True
whether to print warnings
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225,592 | dswah/pyGAM | pygam/utils.py | ylogydu | def ylogydu(y, u):
"""
tool to give desired output for the limit as y -> 0, which is 0
Parameters
----------
y : array-like of len(n)
u : array-like of len(n)
Returns
-------
np.array len(n)
"""
mask = (np.atleast_1d(y)!=0.)
out = np.zeros_like(u)
out[mask] = y[mask... | python | def ylogydu(y, u):
"""
tool to give desired output for the limit as y -> 0, which is 0
Parameters
----------
y : array-like of len(n)
u : array-like of len(n)
Returns
-------
np.array len(n)
"""
mask = (np.atleast_1d(y)!=0.)
out = np.zeros_like(u)
out[mask] = y[mask... | [
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y : array-like of len(n)
u : array-like of len(n)
Returns
-------
np.array len(n) | [
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225,593 | dswah/pyGAM | pygam/utils.py | combine | def combine(*args):
"""
tool to perform tree search via recursion
useful for developing the grid in a grid search
Parameters
----------
args : list of lists
Returns
-------
list of all the combinations of the elements in the input lists
"""
if hasattr(args, '__iter__') and ... | python | def combine(*args):
"""
tool to perform tree search via recursion
useful for developing the grid in a grid search
Parameters
----------
args : list of lists
Returns
-------
list of all the combinations of the elements in the input lists
"""
if hasattr(args, '__iter__') and ... | [
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useful for developing the grid in a grid search
Parameters
----------
args : list of lists
Returns
-------
list of all the combinations of the elements in the input lists | [
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225,594 | dswah/pyGAM | pygam/utils.py | isiterable | def isiterable(obj, reject_string=True):
"""convenience tool to detect if something is iterable.
in python3, strings count as iterables to we have the option to exclude them
Parameters:
-----------
obj : object to analyse
reject_string : bool, whether to ignore strings
Returns:
-------... | python | def isiterable(obj, reject_string=True):
"""convenience tool to detect if something is iterable.
in python3, strings count as iterables to we have the option to exclude them
Parameters:
-----------
obj : object to analyse
reject_string : bool, whether to ignore strings
Returns:
-------... | [
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in python3, strings count as iterables to we have the option to exclude them
Parameters:
-----------
obj : object to analyse
reject_string : bool, whether to ignore strings
Returns:
--------
bool, if the object is itereable. | [
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225,595 | dswah/pyGAM | pygam/utils.py | check_iterable_depth | def check_iterable_depth(obj, max_depth=100):
"""find the maximum depth of nesting of the iterable
Parameters
----------
obj : iterable
max_depth : int, default: 100
maximum depth beyond which we stop counting
Returns
-------
int
"""
def find_iterables(obj):
ite... | python | def check_iterable_depth(obj, max_depth=100):
"""find the maximum depth of nesting of the iterable
Parameters
----------
obj : iterable
max_depth : int, default: 100
maximum depth beyond which we stop counting
Returns
-------
int
"""
def find_iterables(obj):
ite... | [
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Parameters
----------
obj : iterable
max_depth : int, default: 100
maximum depth beyond which we stop counting
Returns
-------
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225,596 | dswah/pyGAM | pygam/utils.py | flatten | def flatten(iterable):
"""convenience tool to flatten any nested iterable
example:
flatten([[[],[4]],[[[5,[6,7, []]]]]])
>>> [4, 5, 6, 7]
flatten('hello')
>>> 'hello'
Parameters
----------
iterable
Returns
-------
flattened object
"""
if isite... | python | def flatten(iterable):
"""convenience tool to flatten any nested iterable
example:
flatten([[[],[4]],[[[5,[6,7, []]]]]])
>>> [4, 5, 6, 7]
flatten('hello')
>>> 'hello'
Parameters
----------
iterable
Returns
-------
flattened object
"""
if isite... | [
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example:
flatten([[[],[4]],[[[5,[6,7, []]]]]])
>>> [4, 5, 6, 7]
flatten('hello')
>>> 'hello'
Parameters
----------
iterable
Returns
-------
flattened object | [
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225,597 | dswah/pyGAM | pygam/utils.py | tensor_product | def tensor_product(a, b, reshape=True):
"""
compute the tensor protuct of two matrices a and b
if a is (n, m_a), b is (n, m_b),
then the result is
(n, m_a * m_b) if reshape = True.
or
(n, m_a, m_b) otherwise
Parameters
---------
a : array-like of shape (n, m_a)
b :... | python | def tensor_product(a, b, reshape=True):
"""
compute the tensor protuct of two matrices a and b
if a is (n, m_a), b is (n, m_b),
then the result is
(n, m_a * m_b) if reshape = True.
or
(n, m_a, m_b) otherwise
Parameters
---------
a : array-like of shape (n, m_a)
b :... | [
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225,598 | dswah/pyGAM | pygam/links.py | LogitLink.link | def link(self, mu, dist):
"""
glm link function
this is useful for going from mu to the linear prediction
Parameters
----------
mu : array-like of legth n
dist : Distribution instance
Returns
-------
lp : np.array of length n
"""
... | python | def link(self, mu, dist):
"""
glm link function
this is useful for going from mu to the linear prediction
Parameters
----------
mu : array-like of legth n
dist : Distribution instance
Returns
-------
lp : np.array of length n
"""
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this is useful for going from mu to the linear prediction
Parameters
----------
mu : array-like of legth n
dist : Distribution instance
Returns
-------
lp : np.array of length n | [
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225,599 | dswah/pyGAM | pygam/links.py | LogitLink.mu | def mu(self, lp, dist):
"""
glm mean function, ie inverse of link function
this is useful for going from the linear prediction to mu
Parameters
----------
lp : array-like of legth n
dist : Distribution instance
Returns
-------
mu : np.arr... | python | def mu(self, lp, dist):
"""
glm mean function, ie inverse of link function
this is useful for going from the linear prediction to mu
Parameters
----------
lp : array-like of legth n
dist : Distribution instance
Returns
-------
mu : np.arr... | [
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Parameters
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lp : array-like of legth n
dist : Distribution instance
Returns
-------
mu : np.array of length n | [
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