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fastai/fastai
fastai/vision/image.py
Image.flow
def flow(self)->FlowField: "Access the flow-field grid after applying queued affine transforms." if self._flow is None: self._flow = _affine_grid(self.shape) if self._affine_mat is not None: self._flow = _affine_mult(self._flow,self._affine_mat) self._affine_mat = None return self._flow
python
def flow(self)->FlowField: "Access the flow-field grid after applying queued affine transforms." if self._flow is None: self._flow = _affine_grid(self.shape) if self._affine_mat is not None: self._flow = _affine_mult(self._flow,self._affine_mat) self._affine_mat = None return self._flow
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Access the flow-field grid after applying queued affine transforms.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L153-L160
train
fastai/fastai
fastai/vision/image.py
Image.lighting
def lighting(self, func:LightingFunc, *args:Any, **kwargs:Any): "Equivalent to `image = sigmoid(func(logit(image)))`." self.logit_px = func(self.logit_px, *args, **kwargs) return self
python
def lighting(self, func:LightingFunc, *args:Any, **kwargs:Any): "Equivalent to `image = sigmoid(func(logit(image)))`." self.logit_px = func(self.logit_px, *args, **kwargs) return self
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Equivalent to `image = sigmoid(func(logit(image)))`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L165-L168
train
fastai/fastai
fastai/vision/image.py
Image.pixel
def pixel(self, func:PixelFunc, *args, **kwargs)->'Image': "Equivalent to `image.px = func(image.px)`." self.px = func(self.px, *args, **kwargs) return self
python
def pixel(self, func:PixelFunc, *args, **kwargs)->'Image': "Equivalent to `image.px = func(image.px)`." self.px = func(self.px, *args, **kwargs) return self
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Equivalent to `image.px = func(image.px)`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L170-L173
train
fastai/fastai
fastai/vision/image.py
Image.coord
def coord(self, func:CoordFunc, *args, **kwargs)->'Image': "Equivalent to `image.flow = func(image.flow, image.size)`." self.flow = func(self.flow, *args, **kwargs) return self
python
def coord(self, func:CoordFunc, *args, **kwargs)->'Image': "Equivalent to `image.flow = func(image.flow, image.size)`." self.flow = func(self.flow, *args, **kwargs) return self
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L175-L178
train
fastai/fastai
fastai/vision/image.py
Image.affine
def affine(self, func:AffineFunc, *args, **kwargs)->'Image': "Equivalent to `image.affine_mat = image.affine_mat @ func()`." m = tensor(func(*args, **kwargs)).to(self.device) self.affine_mat = self.affine_mat @ m return self
python
def affine(self, func:AffineFunc, *args, **kwargs)->'Image': "Equivalent to `image.affine_mat = image.affine_mat @ func()`." m = tensor(func(*args, **kwargs)).to(self.device) self.affine_mat = self.affine_mat @ m return self
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Equivalent to `image.affine_mat = image.affine_mat @ func()`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L180-L184
train
fastai/fastai
fastai/vision/image.py
Image.resize
def resize(self, size:Union[int,TensorImageSize])->'Image': "Resize the image to `size`, size can be a single int." assert self._flow is None if isinstance(size, int): size=(self.shape[0], size, size) if tuple(size)==tuple(self.shape): return self self.flow = _affine_grid(size) return self
python
def resize(self, size:Union[int,TensorImageSize])->'Image': "Resize the image to `size`, size can be a single int." assert self._flow is None if isinstance(size, int): size=(self.shape[0], size, size) if tuple(size)==tuple(self.shape): return self self.flow = _affine_grid(size) return self
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L186-L192
train
fastai/fastai
fastai/vision/image.py
Image.affine_mat
def affine_mat(self)->AffineMatrix: "Get the affine matrix that will be applied by `refresh`." if self._affine_mat is None: self._affine_mat = torch.eye(3).to(self.device) return self._affine_mat
python
def affine_mat(self)->AffineMatrix: "Get the affine matrix that will be applied by `refresh`." if self._affine_mat is None: self._affine_mat = torch.eye(3).to(self.device) return self._affine_mat
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Get the affine matrix that will be applied by `refresh`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L195-L199
train
fastai/fastai
fastai/vision/image.py
Image.logit_px
def logit_px(self)->LogitTensorImage: "Get logit(image.px)." if self._logit_px is None: self._logit_px = logit_(self.px) return self._logit_px
python
def logit_px(self)->LogitTensorImage: "Get logit(image.px)." if self._logit_px is None: self._logit_px = logit_(self.px) return self._logit_px
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Get logit(image.px).
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L204-L207
train
fastai/fastai
fastai/vision/image.py
Image.show
def show(self, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, cmap:str=None, y:Any=None, **kwargs): "Show image on `ax` with `title`, using `cmap` if single-channel, overlaid with optional `y`" cmap = ifnone(cmap, defaults.cmap) ax = show_image(self, ax=ax, hide_axis=hide_axis, cmap=cmap, figsize=figsize) if y is not None: y.show(ax=ax, **kwargs) if title is not None: ax.set_title(title)
python
def show(self, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, cmap:str=None, y:Any=None, **kwargs): "Show image on `ax` with `title`, using `cmap` if single-channel, overlaid with optional `y`" cmap = ifnone(cmap, defaults.cmap) ax = show_image(self, ax=ax, hide_axis=hide_axis, cmap=cmap, figsize=figsize) if y is not None: y.show(ax=ax, **kwargs) if title is not None: ax.set_title(title)
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Show image on `ax` with `title`, using `cmap` if single-channel, overlaid with optional `y`
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L216-L222
train
fastai/fastai
fastai/vision/image.py
ImageSegment.show
def show(self, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, cmap:str='tab20', alpha:float=0.5, **kwargs): "Show the `ImageSegment` on `ax`." ax = show_image(self, ax=ax, hide_axis=hide_axis, cmap=cmap, figsize=figsize, interpolation='nearest', alpha=alpha, vmin=0) if title: ax.set_title(title)
python
def show(self, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, cmap:str='tab20', alpha:float=0.5, **kwargs): "Show the `ImageSegment` on `ax`." ax = show_image(self, ax=ax, hide_axis=hide_axis, cmap=cmap, figsize=figsize, interpolation='nearest', alpha=alpha, vmin=0) if title: ax.set_title(title)
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Show the `ImageSegment` on `ax`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L237-L242
train
fastai/fastai
fastai/vision/image.py
ImagePoints.clone
def clone(self): "Mimic the behavior of torch.clone for `ImagePoints` objects." return self.__class__(FlowField(self.size, self.flow.flow.clone()), scale=False, y_first=False)
python
def clone(self): "Mimic the behavior of torch.clone for `ImagePoints` objects." return self.__class__(FlowField(self.size, self.flow.flow.clone()), scale=False, y_first=False)
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L258-L260
train
fastai/fastai
fastai/vision/image.py
ImagePoints.flow
def flow(self)->FlowField: "Access the flow-field grid after applying queued affine and coord transforms." if self._affine_mat is not None: self._flow = _affine_inv_mult(self._flow, self._affine_mat) self._affine_mat = None self.transformed = True if len(self.flow_func) != 0: for f in self.flow_func[::-1]: self._flow = f(self._flow) self.transformed = True self.flow_func = [] return self._flow
python
def flow(self)->FlowField: "Access the flow-field grid after applying queued affine and coord transforms." if self._affine_mat is not None: self._flow = _affine_inv_mult(self._flow, self._affine_mat) self._affine_mat = None self.transformed = True if len(self.flow_func) != 0: for f in self.flow_func[::-1]: self._flow = f(self._flow) self.transformed = True self.flow_func = [] return self._flow
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L275-L285
train
fastai/fastai
fastai/vision/image.py
ImagePoints.coord
def coord(self, func:CoordFunc, *args, **kwargs)->'ImagePoints': "Put `func` with `args` and `kwargs` in `self.flow_func` for later." if 'invert' in kwargs: kwargs['invert'] = True else: warn(f"{func.__name__} isn't implemented for {self.__class__}.") self.flow_func.append(partial(func, *args, **kwargs)) return self
python
def coord(self, func:CoordFunc, *args, **kwargs)->'ImagePoints': "Put `func` with `args` and `kwargs` in `self.flow_func` for later." if 'invert' in kwargs: kwargs['invert'] = True else: warn(f"{func.__name__} isn't implemented for {self.__class__}.") self.flow_func.append(partial(func, *args, **kwargs)) return self
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L290-L295
train
fastai/fastai
fastai/vision/image.py
ImagePoints.pixel
def pixel(self, func:PixelFunc, *args, **kwargs)->'ImagePoints': "Equivalent to `self = func_flow(self)`." self = func(self, *args, **kwargs) self.transformed=True return self
python
def pixel(self, func:PixelFunc, *args, **kwargs)->'ImagePoints': "Equivalent to `self = func_flow(self)`." self = func(self, *args, **kwargs) self.transformed=True return self
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L299-L303
train
fastai/fastai
fastai/vision/image.py
ImagePoints.resize
def resize(self, size:Union[int,TensorImageSize]) -> 'ImagePoints': "Resize the image to `size`, size can be a single int." if isinstance(size, int): size=(1, size, size) self._flow.size = size[1:] return self
python
def resize(self, size:Union[int,TensorImageSize]) -> 'ImagePoints': "Resize the image to `size`, size can be a single int." if isinstance(size, int): size=(1, size, size) self._flow.size = size[1:] return self
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L308-L312
train
fastai/fastai
fastai/vision/image.py
ImagePoints.data
def data(self)->Tensor: "Return the points associated to this object." flow = self.flow #This updates flow before we test if some transforms happened if self.transformed: if 'remove_out' not in self.sample_kwargs or self.sample_kwargs['remove_out']: flow = _remove_points_out(flow) self.transformed=False return flow.flow.flip(1)
python
def data(self)->Tensor: "Return the points associated to this object." flow = self.flow #This updates flow before we test if some transforms happened if self.transformed: if 'remove_out' not in self.sample_kwargs or self.sample_kwargs['remove_out']: flow = _remove_points_out(flow) self.transformed=False return flow.flow.flip(1)
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Return the points associated to this object.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L315-L322
train
fastai/fastai
fastai/vision/image.py
ImagePoints.show
def show(self, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, **kwargs): "Show the `ImagePoints` on `ax`." if ax is None: _,ax = plt.subplots(figsize=figsize) pnt = scale_flow(FlowField(self.size, self.data), to_unit=False).flow.flip(1) params = {'s': 10, 'marker': '.', 'c': 'r', **kwargs} ax.scatter(pnt[:, 0], pnt[:, 1], **params) if hide_axis: ax.axis('off') if title: ax.set_title(title)
python
def show(self, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, **kwargs): "Show the `ImagePoints` on `ax`." if ax is None: _,ax = plt.subplots(figsize=figsize) pnt = scale_flow(FlowField(self.size, self.data), to_unit=False).flow.flip(1) params = {'s': 10, 'marker': '.', 'c': 'r', **kwargs} ax.scatter(pnt[:, 0], pnt[:, 1], **params) if hide_axis: ax.axis('off') if title: ax.set_title(title)
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Show the `ImagePoints` on `ax`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L324-L331
train
fastai/fastai
fastai/vision/image.py
ImageBBox.clone
def clone(self) -> 'ImageBBox': "Mimic the behavior of torch.clone for `Image` objects." flow = FlowField(self.size, self.flow.flow.clone()) return self.__class__(flow, scale=False, y_first=False, labels=self.labels, pad_idx=self.pad_idx)
python
def clone(self) -> 'ImageBBox': "Mimic the behavior of torch.clone for `Image` objects." flow = FlowField(self.size, self.flow.flow.clone()) return self.__class__(flow, scale=False, y_first=False, labels=self.labels, pad_idx=self.pad_idx)
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L343-L346
train
fastai/fastai
fastai/vision/image.py
ImageBBox.create
def create(cls, h:int, w:int, bboxes:Collection[Collection[int]], labels:Collection=None, classes:dict=None, pad_idx:int=0, scale:bool=True)->'ImageBBox': "Create an ImageBBox object from `bboxes`." if isinstance(bboxes, np.ndarray) and bboxes.dtype == np.object: bboxes = np.array([bb for bb in bboxes]) bboxes = tensor(bboxes).float() tr_corners = torch.cat([bboxes[:,0][:,None], bboxes[:,3][:,None]], 1) bl_corners = bboxes[:,1:3].flip(1) bboxes = torch.cat([bboxes[:,:2], tr_corners, bl_corners, bboxes[:,2:]], 1) flow = FlowField((h,w), bboxes.view(-1,2)) return cls(flow, labels=labels, classes=classes, pad_idx=pad_idx, y_first=True, scale=scale)
python
def create(cls, h:int, w:int, bboxes:Collection[Collection[int]], labels:Collection=None, classes:dict=None, pad_idx:int=0, scale:bool=True)->'ImageBBox': "Create an ImageBBox object from `bboxes`." if isinstance(bboxes, np.ndarray) and bboxes.dtype == np.object: bboxes = np.array([bb for bb in bboxes]) bboxes = tensor(bboxes).float() tr_corners = torch.cat([bboxes[:,0][:,None], bboxes[:,3][:,None]], 1) bl_corners = bboxes[:,1:3].flip(1) bboxes = torch.cat([bboxes[:,:2], tr_corners, bl_corners, bboxes[:,2:]], 1) flow = FlowField((h,w), bboxes.view(-1,2)) return cls(flow, labels=labels, classes=classes, pad_idx=pad_idx, y_first=True, scale=scale)
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L349-L358
train
fastai/fastai
fastai/vision/image.py
ImageBBox.show
def show(self, y:Image=None, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, color:str='white', **kwargs): "Show the `ImageBBox` on `ax`." if ax is None: _,ax = plt.subplots(figsize=figsize) bboxes, lbls = self._compute_boxes() h,w = self.flow.size bboxes.add_(1).mul_(torch.tensor([h/2, w/2, h/2, w/2])).long() for i, bbox in enumerate(bboxes): if lbls is not None: text = str(lbls[i]) else: text=None _draw_rect(ax, bb2hw(bbox), text=text, color=color)
python
def show(self, y:Image=None, ax:plt.Axes=None, figsize:tuple=(3,3), title:Optional[str]=None, hide_axis:bool=True, color:str='white', **kwargs): "Show the `ImageBBox` on `ax`." if ax is None: _,ax = plt.subplots(figsize=figsize) bboxes, lbls = self._compute_boxes() h,w = self.flow.size bboxes.add_(1).mul_(torch.tensor([h/2, w/2, h/2, w/2])).long() for i, bbox in enumerate(bboxes): if lbls is not None: text = str(lbls[i]) else: text=None _draw_rect(ax, bb2hw(bbox), text=text, color=color)
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Show the `ImageBBox` on `ax`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L376-L386
train
fastai/fastai
fastai/vision/image.py
Transform.calc
def calc(self, x:Image, *args:Any, **kwargs:Any)->Image: "Apply to image `x`, wrapping it if necessary." if self._wrap: return getattr(x, self._wrap)(self.func, *args, **kwargs) else: return self.func(x, *args, **kwargs)
python
def calc(self, x:Image, *args:Any, **kwargs:Any)->Image: "Apply to image `x`, wrapping it if necessary." if self._wrap: return getattr(x, self._wrap)(self.func, *args, **kwargs) else: return self.func(x, *args, **kwargs)
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Apply to image `x`, wrapping it if necessary.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/image.py#L467-L470
train
fastai/fastai
fastai/datasets.py
url2path
def url2path(url, data=True, ext:str='.tgz'): "Change `url` to a path." name = url2name(url) return datapath4file(name, ext=ext, archive=False) if data else modelpath4file(name, ext=ext)
python
def url2path(url, data=True, ext:str='.tgz'): "Change `url` to a path." name = url2name(url) return datapath4file(name, ext=ext, archive=False) if data else modelpath4file(name, ext=ext)
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Change `url` to a path.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L186-L189
train
fastai/fastai
fastai/datasets.py
modelpath4file
def modelpath4file(filename, ext:str='.tgz'): "Return model path to `filename`, checking locally first then in the config file." local_path = URLs.LOCAL_PATH/'models'/filename if local_path.exists() or local_path.with_suffix(ext).exists(): return local_path else: return Config.model_path()/filename
python
def modelpath4file(filename, ext:str='.tgz'): "Return model path to `filename`, checking locally first then in the config file." local_path = URLs.LOCAL_PATH/'models'/filename if local_path.exists() or local_path.with_suffix(ext).exists(): return local_path else: return Config.model_path()/filename
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Return model path to `filename`, checking locally first then in the config file.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L193-L197
train
fastai/fastai
fastai/datasets.py
datapath4file
def datapath4file(filename, ext:str='.tgz', archive=True): "Return data path to `filename`, checking locally first then in the config file." local_path = URLs.LOCAL_PATH/'data'/filename if local_path.exists() or local_path.with_suffix(ext).exists(): return local_path elif archive: return Config.data_archive_path() / filename else: return Config.data_path() / filename
python
def datapath4file(filename, ext:str='.tgz', archive=True): "Return data path to `filename`, checking locally first then in the config file." local_path = URLs.LOCAL_PATH/'data'/filename if local_path.exists() or local_path.with_suffix(ext).exists(): return local_path elif archive: return Config.data_archive_path() / filename else: return Config.data_path() / filename
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Return data path to `filename`, checking locally first then in the config file.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L199-L204
train
fastai/fastai
fastai/datasets.py
download_data
def download_data(url:str, fname:PathOrStr=None, data:bool=True, ext:str='.tgz') -> Path: "Download `url` to destination `fname`." fname = Path(ifnone(fname, _url2tgz(url, data, ext=ext))) os.makedirs(fname.parent, exist_ok=True) if not fname.exists(): print(f'Downloading {url}') download_url(f'{url}{ext}', fname) return fname
python
def download_data(url:str, fname:PathOrStr=None, data:bool=True, ext:str='.tgz') -> Path: "Download `url` to destination `fname`." fname = Path(ifnone(fname, _url2tgz(url, data, ext=ext))) os.makedirs(fname.parent, exist_ok=True) if not fname.exists(): print(f'Downloading {url}') download_url(f'{url}{ext}', fname) return fname
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Download `url` to destination `fname`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L206-L213
train
fastai/fastai
fastai/datasets.py
untar_data
def untar_data(url:str, fname:PathOrStr=None, dest:PathOrStr=None, data=True, force_download=False) -> Path: "Download `url` to `fname` if `dest` doesn't exist, and un-tgz to folder `dest`." dest = url2path(url, data) if dest is None else Path(dest)/url2name(url) fname = Path(ifnone(fname, _url2tgz(url, data))) if force_download or (fname.exists() and url in _checks and _check_file(fname) != _checks[url]): print(f"A new version of the {'dataset' if data else 'model'} is available.") if fname.exists(): os.remove(fname) if dest.exists(): shutil.rmtree(dest) if not dest.exists(): fname = download_data(url, fname=fname, data=data) if url in _checks: assert _check_file(fname) == _checks[url], f"Downloaded file {fname} does not match checksum expected! Remove that file from {Config().data_archive_path()} and try your code again." tarfile.open(fname, 'r:gz').extractall(dest.parent) return dest
python
def untar_data(url:str, fname:PathOrStr=None, dest:PathOrStr=None, data=True, force_download=False) -> Path: "Download `url` to `fname` if `dest` doesn't exist, and un-tgz to folder `dest`." dest = url2path(url, data) if dest is None else Path(dest)/url2name(url) fname = Path(ifnone(fname, _url2tgz(url, data))) if force_download or (fname.exists() and url in _checks and _check_file(fname) != _checks[url]): print(f"A new version of the {'dataset' if data else 'model'} is available.") if fname.exists(): os.remove(fname) if dest.exists(): shutil.rmtree(dest) if not dest.exists(): fname = download_data(url, fname=fname, data=data) if url in _checks: assert _check_file(fname) == _checks[url], f"Downloaded file {fname} does not match checksum expected! Remove that file from {Config().data_archive_path()} and try your code again." tarfile.open(fname, 'r:gz').extractall(dest.parent) return dest
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Download `url` to `fname` if `dest` doesn't exist, and un-tgz to folder `dest`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L221-L234
train
fastai/fastai
fastai/datasets.py
Config.get_key
def get_key(cls, key): "Get the path to `key` in the config file." return cls.get().get(key, cls.DEFAULT_CONFIG.get(key,None))
python
def get_key(cls, key): "Get the path to `key` in the config file." return cls.get().get(key, cls.DEFAULT_CONFIG.get(key,None))
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Get the path to `key` in the config file.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L140-L142
train
fastai/fastai
fastai/datasets.py
Config.get
def get(cls, fpath=None, create_missing=True): "Retrieve the `Config` in `fpath`." fpath = _expand_path(fpath or cls.DEFAULT_CONFIG_PATH) if not fpath.exists() and create_missing: cls.create(fpath) assert fpath.exists(), f'Could not find config at: {fpath}. Please create' with open(fpath, 'r') as yaml_file: return yaml.safe_load(yaml_file)
python
def get(cls, fpath=None, create_missing=True): "Retrieve the `Config` in `fpath`." fpath = _expand_path(fpath or cls.DEFAULT_CONFIG_PATH) if not fpath.exists() and create_missing: cls.create(fpath) assert fpath.exists(), f'Could not find config at: {fpath}. Please create' with open(fpath, 'r') as yaml_file: return yaml.safe_load(yaml_file)
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Retrieve the `Config` in `fpath`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L165-L170
train
fastai/fastai
fastai/datasets.py
Config.create
def create(cls, fpath): "Creates a `Config` from `fpath`." fpath = _expand_path(fpath) assert(fpath.suffix == '.yml') if fpath.exists(): return fpath.parent.mkdir(parents=True, exist_ok=True) with open(fpath, 'w') as yaml_file: yaml.dump(cls.DEFAULT_CONFIG, yaml_file, default_flow_style=False)
python
def create(cls, fpath): "Creates a `Config` from `fpath`." fpath = _expand_path(fpath) assert(fpath.suffix == '.yml') if fpath.exists(): return fpath.parent.mkdir(parents=True, exist_ok=True) with open(fpath, 'w') as yaml_file: yaml.dump(cls.DEFAULT_CONFIG, yaml_file, default_flow_style=False)
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Creates a `Config` from `fpath`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/datasets.py#L173-L180
train
fastai/fastai
fastai/callbacks/mixup.py
MixUpCallback.on_batch_begin
def on_batch_begin(self, last_input, last_target, train, **kwargs): "Applies mixup to `last_input` and `last_target` if `train`." if not train: return lambd = np.random.beta(self.alpha, self.alpha, last_target.size(0)) lambd = np.concatenate([lambd[:,None], 1-lambd[:,None]], 1).max(1) lambd = last_input.new(lambd) shuffle = torch.randperm(last_target.size(0)).to(last_input.device) x1, y1 = last_input[shuffle], last_target[shuffle] if self.stack_x: new_input = [last_input, last_input[shuffle], lambd] else: new_input = (last_input * lambd.view(lambd.size(0),1,1,1) + x1 * (1-lambd).view(lambd.size(0),1,1,1)) if self.stack_y: new_target = torch.cat([last_target[:,None].float(), y1[:,None].float(), lambd[:,None].float()], 1) else: if len(last_target.shape) == 2: lambd = lambd.unsqueeze(1).float() new_target = last_target.float() * lambd + y1.float() * (1-lambd) return {'last_input': new_input, 'last_target': new_target}
python
def on_batch_begin(self, last_input, last_target, train, **kwargs): "Applies mixup to `last_input` and `last_target` if `train`." if not train: return lambd = np.random.beta(self.alpha, self.alpha, last_target.size(0)) lambd = np.concatenate([lambd[:,None], 1-lambd[:,None]], 1).max(1) lambd = last_input.new(lambd) shuffle = torch.randperm(last_target.size(0)).to(last_input.device) x1, y1 = last_input[shuffle], last_target[shuffle] if self.stack_x: new_input = [last_input, last_input[shuffle], lambd] else: new_input = (last_input * lambd.view(lambd.size(0),1,1,1) + x1 * (1-lambd).view(lambd.size(0),1,1,1)) if self.stack_y: new_target = torch.cat([last_target[:,None].float(), y1[:,None].float(), lambd[:,None].float()], 1) else: if len(last_target.shape) == 2: lambd = lambd.unsqueeze(1).float() new_target = last_target.float() * lambd + y1.float() * (1-lambd) return {'last_input': new_input, 'last_target': new_target}
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Applies mixup to `last_input` and `last_target` if `train`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/callbacks/mixup.py#L15-L33
train
fastai/fastai
fastai/tabular/transform.py
make_date
def make_date(df:DataFrame, date_field:str): "Make sure `df[field_name]` is of the right date type." field_dtype = df[date_field].dtype if isinstance(field_dtype, pd.core.dtypes.dtypes.DatetimeTZDtype): field_dtype = np.datetime64 if not np.issubdtype(field_dtype, np.datetime64): df[date_field] = pd.to_datetime(df[date_field], infer_datetime_format=True)
python
def make_date(df:DataFrame, date_field:str): "Make sure `df[field_name]` is of the right date type." field_dtype = df[date_field].dtype if isinstance(field_dtype, pd.core.dtypes.dtypes.DatetimeTZDtype): field_dtype = np.datetime64 if not np.issubdtype(field_dtype, np.datetime64): df[date_field] = pd.to_datetime(df[date_field], infer_datetime_format=True)
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Make sure `df[field_name]` is of the right date type.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L10-L16
train
fastai/fastai
fastai/tabular/transform.py
cyclic_dt_feat_names
def cyclic_dt_feat_names(time:bool=True, add_linear:bool=False)->List[str]: "Return feature names of date/time cycles as produced by `cyclic_dt_features`." fs = ['cos','sin'] attr = [f'{r}_{f}' for r in 'weekday day_month month_year day_year'.split() for f in fs] if time: attr += [f'{r}_{f}' for r in 'hour clock min sec'.split() for f in fs] if add_linear: attr.append('year_lin') return attr
python
def cyclic_dt_feat_names(time:bool=True, add_linear:bool=False)->List[str]: "Return feature names of date/time cycles as produced by `cyclic_dt_features`." fs = ['cos','sin'] attr = [f'{r}_{f}' for r in 'weekday day_month month_year day_year'.split() for f in fs] if time: attr += [f'{r}_{f}' for r in 'hour clock min sec'.split() for f in fs] if add_linear: attr.append('year_lin') return attr
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Return feature names of date/time cycles as produced by `cyclic_dt_features`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L18-L24
train
fastai/fastai
fastai/tabular/transform.py
cyclic_dt_features
def cyclic_dt_features(d:Union[date,datetime], time:bool=True, add_linear:bool=False)->List[float]: "Calculate the cos and sin of date/time cycles." tt,fs = d.timetuple(), [np.cos, np.sin] day_year,days_month = tt.tm_yday, calendar.monthrange(d.year, d.month)[1] days_year = 366 if calendar.isleap(d.year) else 365 rs = d.weekday()/7, (d.day-1)/days_month, (d.month-1)/12, (day_year-1)/days_year feats = [f(r * 2 * np.pi) for r in rs for f in fs] if time and isinstance(d, datetime) and type(d) != date: rs = tt.tm_hour/24, tt.tm_hour%12/12, tt.tm_min/60, tt.tm_sec/60 feats += [f(r * 2 * np.pi) for r in rs for f in fs] if add_linear: if type(d) == date: feats.append(d.year + rs[-1]) else: secs_in_year = (datetime(d.year+1, 1, 1) - datetime(d.year, 1, 1)).total_seconds() feats.append(d.year + ((d - datetime(d.year, 1, 1)).total_seconds() / secs_in_year)) return feats
python
def cyclic_dt_features(d:Union[date,datetime], time:bool=True, add_linear:bool=False)->List[float]: "Calculate the cos and sin of date/time cycles." tt,fs = d.timetuple(), [np.cos, np.sin] day_year,days_month = tt.tm_yday, calendar.monthrange(d.year, d.month)[1] days_year = 366 if calendar.isleap(d.year) else 365 rs = d.weekday()/7, (d.day-1)/days_month, (d.month-1)/12, (day_year-1)/days_year feats = [f(r * 2 * np.pi) for r in rs for f in fs] if time and isinstance(d, datetime) and type(d) != date: rs = tt.tm_hour/24, tt.tm_hour%12/12, tt.tm_min/60, tt.tm_sec/60 feats += [f(r * 2 * np.pi) for r in rs for f in fs] if add_linear: if type(d) == date: feats.append(d.year + rs[-1]) else: secs_in_year = (datetime(d.year+1, 1, 1) - datetime(d.year, 1, 1)).total_seconds() feats.append(d.year + ((d - datetime(d.year, 1, 1)).total_seconds() / secs_in_year)) return feats
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L26-L41
train
fastai/fastai
fastai/tabular/transform.py
add_cyclic_datepart
def add_cyclic_datepart(df:DataFrame, field_name:str, prefix:str=None, drop:bool=True, time:bool=False, add_linear:bool=False): "Helper function that adds trigonometric date/time features to a date in the column `field_name` of `df`." make_date(df, field_name) field = df[field_name] prefix = ifnone(prefix, re.sub('[Dd]ate$', '', field_name)) series = field.apply(partial(cyclic_dt_features, time=time, add_linear=add_linear)) columns = [prefix + c for c in cyclic_dt_feat_names(time, add_linear)] df_feats = pd.DataFrame([item for item in series], columns=columns, index=series.index) df = pd.concat([df, df_feats], axis=1) if drop: df.drop(field_name, axis=1, inplace=True) return df
python
def add_cyclic_datepart(df:DataFrame, field_name:str, prefix:str=None, drop:bool=True, time:bool=False, add_linear:bool=False): "Helper function that adds trigonometric date/time features to a date in the column `field_name` of `df`." make_date(df, field_name) field = df[field_name] prefix = ifnone(prefix, re.sub('[Dd]ate$', '', field_name)) series = field.apply(partial(cyclic_dt_features, time=time, add_linear=add_linear)) columns = [prefix + c for c in cyclic_dt_feat_names(time, add_linear)] df_feats = pd.DataFrame([item for item in series], columns=columns, index=series.index) df = pd.concat([df, df_feats], axis=1) if drop: df.drop(field_name, axis=1, inplace=True) return df
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L43-L53
train
fastai/fastai
fastai/tabular/transform.py
add_datepart
def add_datepart(df:DataFrame, field_name:str, prefix:str=None, drop:bool=True, time:bool=False): "Helper function that adds columns relevant to a date in the column `field_name` of `df`." make_date(df, field_name) field = df[field_name] prefix = ifnone(prefix, re.sub('[Dd]ate$', '', field_name)) attr = ['Year', 'Month', 'Week', 'Day', 'Dayofweek', 'Dayofyear', 'Is_month_end', 'Is_month_start', 'Is_quarter_end', 'Is_quarter_start', 'Is_year_end', 'Is_year_start'] if time: attr = attr + ['Hour', 'Minute', 'Second'] for n in attr: df[prefix + n] = getattr(field.dt, n.lower()) df[prefix + 'Elapsed'] = field.astype(np.int64) // 10 ** 9 if drop: df.drop(field_name, axis=1, inplace=True) return df
python
def add_datepart(df:DataFrame, field_name:str, prefix:str=None, drop:bool=True, time:bool=False): "Helper function that adds columns relevant to a date in the column `field_name` of `df`." make_date(df, field_name) field = df[field_name] prefix = ifnone(prefix, re.sub('[Dd]ate$', '', field_name)) attr = ['Year', 'Month', 'Week', 'Day', 'Dayofweek', 'Dayofyear', 'Is_month_end', 'Is_month_start', 'Is_quarter_end', 'Is_quarter_start', 'Is_year_end', 'Is_year_start'] if time: attr = attr + ['Hour', 'Minute', 'Second'] for n in attr: df[prefix + n] = getattr(field.dt, n.lower()) df[prefix + 'Elapsed'] = field.astype(np.int64) // 10 ** 9 if drop: df.drop(field_name, axis=1, inplace=True) return df
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L55-L66
train
fastai/fastai
fastai/tabular/transform.py
cont_cat_split
def cont_cat_split(df, max_card=20, dep_var=None)->Tuple[List,List]: "Helper function that returns column names of cont and cat variables from given df." cont_names, cat_names = [], [] for label in df: if label == dep_var: continue if df[label].dtype == int and df[label].unique().shape[0] > max_card or df[label].dtype == float: cont_names.append(label) else: cat_names.append(label) return cont_names, cat_names
python
def cont_cat_split(df, max_card=20, dep_var=None)->Tuple[List,List]: "Helper function that returns column names of cont and cat variables from given df." cont_names, cat_names = [], [] for label in df: if label == dep_var: continue if df[label].dtype == int and df[label].unique().shape[0] > max_card or df[label].dtype == float: cont_names.append(label) else: cat_names.append(label) return cont_names, cat_names
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L106-L113
train
fastai/fastai
fastai/tabular/transform.py
Categorify.apply_train
def apply_train(self, df:DataFrame): "Transform `self.cat_names` columns in categorical." self.categories = {} for n in self.cat_names: df.loc[:,n] = df.loc[:,n].astype('category').cat.as_ordered() self.categories[n] = df[n].cat.categories
python
def apply_train(self, df:DataFrame): "Transform `self.cat_names` columns in categorical." self.categories = {} for n in self.cat_names: df.loc[:,n] = df.loc[:,n].astype('category').cat.as_ordered() self.categories[n] = df[n].cat.categories
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Transform `self.cat_names` columns in categorical.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L135-L140
train
fastai/fastai
fastai/tabular/transform.py
Normalize.apply_train
def apply_train(self, df:DataFrame): "Compute the means and stds of `self.cont_names` columns to normalize them." self.means,self.stds = {},{} for n in self.cont_names: assert is_numeric_dtype(df[n]), (f"""Cannot normalize '{n}' column as it isn't numerical. Are you sure it doesn't belong in the categorical set of columns?""") self.means[n],self.stds[n] = df[n].mean(),df[n].std() df[n] = (df[n]-self.means[n]) / (1e-7 + self.stds[n])
python
def apply_train(self, df:DataFrame): "Compute the means and stds of `self.cont_names` columns to normalize them." self.means,self.stds = {},{} for n in self.cont_names: assert is_numeric_dtype(df[n]), (f"""Cannot normalize '{n}' column as it isn't numerical. Are you sure it doesn't belong in the categorical set of columns?""") self.means[n],self.stds[n] = df[n].mean(),df[n].std() df[n] = (df[n]-self.means[n]) / (1e-7 + self.stds[n])
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/transform.py#L183-L190
train
fastai/fastai
fastai/tabular/data.py
def_emb_sz
def def_emb_sz(classes, n, sz_dict=None): "Pick an embedding size for `n` depending on `classes` if not given in `sz_dict`." sz_dict = ifnone(sz_dict, {}) n_cat = len(classes[n]) sz = sz_dict.get(n, int(emb_sz_rule(n_cat))) # rule of thumb return n_cat,sz
python
def def_emb_sz(classes, n, sz_dict=None): "Pick an embedding size for `n` depending on `classes` if not given in `sz_dict`." sz_dict = ifnone(sz_dict, {}) n_cat = len(classes[n]) sz = sz_dict.get(n, int(emb_sz_rule(n_cat))) # rule of thumb return n_cat,sz
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/data.py#L17-L22
train
fastai/fastai
fastai/tabular/data.py
tabular_learner
def tabular_learner(data:DataBunch, layers:Collection[int], emb_szs:Dict[str,int]=None, metrics=None, ps:Collection[float]=None, emb_drop:float=0., y_range:OptRange=None, use_bn:bool=True, **learn_kwargs): "Get a `Learner` using `data`, with `metrics`, including a `TabularModel` created using the remaining params." emb_szs = data.get_emb_szs(ifnone(emb_szs, {})) model = TabularModel(emb_szs, len(data.cont_names), out_sz=data.c, layers=layers, ps=ps, emb_drop=emb_drop, y_range=y_range, use_bn=use_bn) return Learner(data, model, metrics=metrics, **learn_kwargs)
python
def tabular_learner(data:DataBunch, layers:Collection[int], emb_szs:Dict[str,int]=None, metrics=None, ps:Collection[float]=None, emb_drop:float=0., y_range:OptRange=None, use_bn:bool=True, **learn_kwargs): "Get a `Learner` using `data`, with `metrics`, including a `TabularModel` created using the remaining params." emb_szs = data.get_emb_szs(ifnone(emb_szs, {})) model = TabularModel(emb_szs, len(data.cont_names), out_sz=data.c, layers=layers, ps=ps, emb_drop=emb_drop, y_range=y_range, use_bn=use_bn) return Learner(data, model, metrics=metrics, **learn_kwargs)
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Get a `Learner` using `data`, with `metrics`, including a `TabularModel` created using the remaining params.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/data.py#L170-L176
train
fastai/fastai
fastai/tabular/data.py
TabularDataBunch.from_df
def from_df(cls, path, df:DataFrame, dep_var:str, valid_idx:Collection[int], procs:OptTabTfms=None, cat_names:OptStrList=None, cont_names:OptStrList=None, classes:Collection=None, test_df=None, bs:int=64, val_bs:int=None, num_workers:int=defaults.cpus, dl_tfms:Optional[Collection[Callable]]=None, device:torch.device=None, collate_fn:Callable=data_collate, no_check:bool=False)->DataBunch: "Create a `DataBunch` from `df` and `valid_idx` with `dep_var`. `kwargs` are passed to `DataBunch.create`." cat_names = ifnone(cat_names, []).copy() cont_names = ifnone(cont_names, list(set(df)-set(cat_names)-{dep_var})) procs = listify(procs) src = (TabularList.from_df(df, path=path, cat_names=cat_names, cont_names=cont_names, procs=procs) .split_by_idx(valid_idx)) src = src.label_from_df(cols=dep_var) if classes is None else src.label_from_df(cols=dep_var, classes=classes) if test_df is not None: src.add_test(TabularList.from_df(test_df, cat_names=cat_names, cont_names=cont_names, processor = src.train.x.processor)) return src.databunch(path=path, bs=bs, val_bs=val_bs, num_workers=num_workers, device=device, collate_fn=collate_fn, no_check=no_check)
python
def from_df(cls, path, df:DataFrame, dep_var:str, valid_idx:Collection[int], procs:OptTabTfms=None, cat_names:OptStrList=None, cont_names:OptStrList=None, classes:Collection=None, test_df=None, bs:int=64, val_bs:int=None, num_workers:int=defaults.cpus, dl_tfms:Optional[Collection[Callable]]=None, device:torch.device=None, collate_fn:Callable=data_collate, no_check:bool=False)->DataBunch: "Create a `DataBunch` from `df` and `valid_idx` with `dep_var`. `kwargs` are passed to `DataBunch.create`." cat_names = ifnone(cat_names, []).copy() cont_names = ifnone(cont_names, list(set(df)-set(cat_names)-{dep_var})) procs = listify(procs) src = (TabularList.from_df(df, path=path, cat_names=cat_names, cont_names=cont_names, procs=procs) .split_by_idx(valid_idx)) src = src.label_from_df(cols=dep_var) if classes is None else src.label_from_df(cols=dep_var, classes=classes) if test_df is not None: src.add_test(TabularList.from_df(test_df, cat_names=cat_names, cont_names=cont_names, processor = src.train.x.processor)) return src.databunch(path=path, bs=bs, val_bs=val_bs, num_workers=num_workers, device=device, collate_fn=collate_fn, no_check=no_check)
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Create a `DataBunch` from `df` and `valid_idx` with `dep_var`. `kwargs` are passed to `DataBunch.create`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/data.py#L87-L101
train
fastai/fastai
fastai/tabular/data.py
TabularList.from_df
def from_df(cls, df:DataFrame, cat_names:OptStrList=None, cont_names:OptStrList=None, procs=None, **kwargs)->'ItemList': "Get the list of inputs in the `col` of `path/csv_name`." return cls(items=range(len(df)), cat_names=cat_names, cont_names=cont_names, procs=procs, inner_df=df.copy(), **kwargs)
python
def from_df(cls, df:DataFrame, cat_names:OptStrList=None, cont_names:OptStrList=None, procs=None, **kwargs)->'ItemList': "Get the list of inputs in the `col` of `path/csv_name`." return cls(items=range(len(df)), cat_names=cat_names, cont_names=cont_names, procs=procs, inner_df=df.copy(), **kwargs)
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Get the list of inputs in the `col` of `path/csv_name`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/data.py#L119-L121
train
fastai/fastai
fastai/tabular/data.py
TabularList.get_emb_szs
def get_emb_szs(self, sz_dict=None): "Return the default embedding sizes suitable for this data or takes the ones in `sz_dict`." return [def_emb_sz(self.classes, n, sz_dict) for n in self.cat_names]
python
def get_emb_szs(self, sz_dict=None): "Return the default embedding sizes suitable for this data or takes the ones in `sz_dict`." return [def_emb_sz(self.classes, n, sz_dict) for n in self.cat_names]
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Return the default embedding sizes suitable for this data or takes the ones in `sz_dict`.
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/data.py#L129-L131
train
fastai/fastai
fastai/tabular/data.py
TabularList.show_xys
def show_xys(self, xs, ys)->None: "Show the `xs` (inputs) and `ys` (targets)." from IPython.display import display, HTML items,names = [], xs[0].names + ['target'] for i, (x,y) in enumerate(zip(xs,ys)): res = [] cats = x.cats if len(x.cats.size()) > 0 else [] conts = x.conts if len(x.conts.size()) > 0 else [] for c, n in zip(cats, x.names[:len(cats)]): res.append(x.classes[n][c]) res += [f'{c:.4f}' for c in conts] + [y] items.append(res) items = np.array(items) df = pd.DataFrame({n:items[:,i] for i,n in enumerate(names)}, columns=names) with pd.option_context('display.max_colwidth', -1): display(HTML(df.to_html(index=False)))
python
def show_xys(self, xs, ys)->None: "Show the `xs` (inputs) and `ys` (targets)." from IPython.display import display, HTML items,names = [], xs[0].names + ['target'] for i, (x,y) in enumerate(zip(xs,ys)): res = [] cats = x.cats if len(x.cats.size()) > 0 else [] conts = x.conts if len(x.conts.size()) > 0 else [] for c, n in zip(cats, x.names[:len(cats)]): res.append(x.classes[n][c]) res += [f'{c:.4f}' for c in conts] + [y] items.append(res) items = np.array(items) df = pd.DataFrame({n:items[:,i] for i,n in enumerate(names)}, columns=names) with pd.option_context('display.max_colwidth', -1): display(HTML(df.to_html(index=False)))
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Show the `xs` (inputs) and `ys` (targets).
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/tabular/data.py#L136-L151
train
fastai/fastai
courses/dl2/imdb_scripts/predict_with_classifier.py
load_model
def load_model(itos_filename, classifier_filename, num_classes): """Load the classifier and int to string mapping Args: itos_filename (str): The filename of the int to string mapping file (usually called itos.pkl) classifier_filename (str): The filename of the trained classifier Returns: string to int mapping, trained classifer model """ # load the int to string mapping file itos = pickle.load(Path(itos_filename).open('rb')) # turn it into a string to int mapping (which is what we need) stoi = collections.defaultdict(lambda:0, {str(v):int(k) for k,v in enumerate(itos)}) # these parameters aren't used, but this is the easiest way to get a model bptt,em_sz,nh,nl = 70,400,1150,3 dps = np.array([0.4,0.5,0.05,0.3,0.4])*0.5 vs = len(itos) model = get_rnn_classifer(bptt, 20*70, num_classes, vs, emb_sz=em_sz, n_hid=nh, n_layers=nl, pad_token=1, layers=[em_sz*3, 50, num_classes], drops=[dps[4], 0.1], dropouti=dps[0], wdrop=dps[1], dropoute=dps[2], dropouth=dps[3]) # load the trained classifier model.load_state_dict(torch.load(classifier_filename, map_location=lambda storage, loc: storage)) # put the classifier into evaluation mode model.reset() model.eval() return stoi, model
python
def load_model(itos_filename, classifier_filename, num_classes): """Load the classifier and int to string mapping Args: itos_filename (str): The filename of the int to string mapping file (usually called itos.pkl) classifier_filename (str): The filename of the trained classifier Returns: string to int mapping, trained classifer model """ # load the int to string mapping file itos = pickle.load(Path(itos_filename).open('rb')) # turn it into a string to int mapping (which is what we need) stoi = collections.defaultdict(lambda:0, {str(v):int(k) for k,v in enumerate(itos)}) # these parameters aren't used, but this is the easiest way to get a model bptt,em_sz,nh,nl = 70,400,1150,3 dps = np.array([0.4,0.5,0.05,0.3,0.4])*0.5 vs = len(itos) model = get_rnn_classifer(bptt, 20*70, num_classes, vs, emb_sz=em_sz, n_hid=nh, n_layers=nl, pad_token=1, layers=[em_sz*3, 50, num_classes], drops=[dps[4], 0.1], dropouti=dps[0], wdrop=dps[1], dropoute=dps[2], dropouth=dps[3]) # load the trained classifier model.load_state_dict(torch.load(classifier_filename, map_location=lambda storage, loc: storage)) # put the classifier into evaluation mode model.reset() model.eval() return stoi, model
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/courses/dl2/imdb_scripts/predict_with_classifier.py#L6-L38
train
fastai/fastai
courses/dl2/imdb_scripts/predict_with_classifier.py
softmax
def softmax(x): ''' Numpy Softmax, via comments on https://gist.github.com/stober/1946926 >>> res = softmax(np.array([0, 200, 10])) >>> np.sum(res) 1.0 >>> np.all(np.abs(res - np.array([0, 1, 0])) < 0.0001) True >>> res = softmax(np.array([[0, 200, 10], [0, 10, 200], [200, 0, 10]])) >>> np.sum(res, axis=1) array([ 1., 1., 1.]) >>> res = softmax(np.array([[0, 200, 10], [0, 10, 200]])) >>> np.sum(res, axis=1) array([ 1., 1.]) ''' if x.ndim == 1: x = x.reshape((1, -1)) max_x = np.max(x, axis=1).reshape((-1, 1)) exp_x = np.exp(x - max_x) return exp_x / np.sum(exp_x, axis=1).reshape((-1, 1))
python
def softmax(x): ''' Numpy Softmax, via comments on https://gist.github.com/stober/1946926 >>> res = softmax(np.array([0, 200, 10])) >>> np.sum(res) 1.0 >>> np.all(np.abs(res - np.array([0, 1, 0])) < 0.0001) True >>> res = softmax(np.array([[0, 200, 10], [0, 10, 200], [200, 0, 10]])) >>> np.sum(res, axis=1) array([ 1., 1., 1.]) >>> res = softmax(np.array([[0, 200, 10], [0, 10, 200]])) >>> np.sum(res, axis=1) array([ 1., 1.]) ''' if x.ndim == 1: x = x.reshape((1, -1)) max_x = np.max(x, axis=1).reshape((-1, 1)) exp_x = np.exp(x - max_x) return exp_x / np.sum(exp_x, axis=1).reshape((-1, 1))
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/courses/dl2/imdb_scripts/predict_with_classifier.py#L41-L61
train
fastai/fastai
courses/dl2/imdb_scripts/predict_with_classifier.py
predict_text
def predict_text(stoi, model, text): """Do the actual prediction on the text using the model and mapping files passed """ # prefix text with tokens: # xbos: beginning of sentence # xfld 1: we are using a single field here input_str = 'xbos xfld 1 ' + text # predictions are done on arrays of input. # We only have a single input, so turn it into a 1x1 array texts = [input_str] # tokenize using the fastai wrapper around spacy tok = Tokenizer().proc_all_mp(partition_by_cores(texts)) # turn into integers for each word encoded = [stoi[p] for p in tok[0]] # we want a [x,1] array where x is the number # of words inputted (including the prefix tokens) ary = np.reshape(np.array(encoded),(-1,1)) # turn this array into a tensor tensor = torch.from_numpy(ary) # wrap in a torch Variable variable = Variable(tensor) # do the predictions predictions = model(variable) # convert back to numpy numpy_preds = predictions[0].data.numpy() return softmax(numpy_preds[0])[0]
python
def predict_text(stoi, model, text): """Do the actual prediction on the text using the model and mapping files passed """ # prefix text with tokens: # xbos: beginning of sentence # xfld 1: we are using a single field here input_str = 'xbos xfld 1 ' + text # predictions are done on arrays of input. # We only have a single input, so turn it into a 1x1 array texts = [input_str] # tokenize using the fastai wrapper around spacy tok = Tokenizer().proc_all_mp(partition_by_cores(texts)) # turn into integers for each word encoded = [stoi[p] for p in tok[0]] # we want a [x,1] array where x is the number # of words inputted (including the prefix tokens) ary = np.reshape(np.array(encoded),(-1,1)) # turn this array into a tensor tensor = torch.from_numpy(ary) # wrap in a torch Variable variable = Variable(tensor) # do the predictions predictions = model(variable) # convert back to numpy numpy_preds = predictions[0].data.numpy() return softmax(numpy_preds[0])[0]
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/courses/dl2/imdb_scripts/predict_with_classifier.py#L64-L100
train
fastai/fastai
courses/dl2/imdb_scripts/predict_with_classifier.py
predict_input
def predict_input(itos_filename, trained_classifier_filename, num_classes=2): """ Loads a model and produces predictions on arbitrary input. :param itos_filename: the path to the id-to-string mapping file :param trained_classifier_filename: the filename of the trained classifier; typically ends with "clas_1.h5" :param num_classes: the number of classes that the model predicts """ # Check the itos file exists if not os.path.exists(itos_filename): print("Could not find " + itos_filename) exit(-1) # Check the classifier file exists if not os.path.exists(trained_classifier_filename): print("Could not find " + trained_classifier_filename) exit(-1) stoi, model = load_model(itos_filename, trained_classifier_filename, num_classes) while True: text = input("Enter text to analyse (or q to quit): ") if text.strip() == 'q': break else: scores = predict_text(stoi, model, text) print("Result id {0}, Scores: {1}".format(np.argmax(scores), scores))
python
def predict_input(itos_filename, trained_classifier_filename, num_classes=2): """ Loads a model and produces predictions on arbitrary input. :param itos_filename: the path to the id-to-string mapping file :param trained_classifier_filename: the filename of the trained classifier; typically ends with "clas_1.h5" :param num_classes: the number of classes that the model predicts """ # Check the itos file exists if not os.path.exists(itos_filename): print("Could not find " + itos_filename) exit(-1) # Check the classifier file exists if not os.path.exists(trained_classifier_filename): print("Could not find " + trained_classifier_filename) exit(-1) stoi, model = load_model(itos_filename, trained_classifier_filename, num_classes) while True: text = input("Enter text to analyse (or q to quit): ") if text.strip() == 'q': break else: scores = predict_text(stoi, model, text) print("Result id {0}, Scores: {1}".format(np.argmax(scores), scores))
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/courses/dl2/imdb_scripts/predict_with_classifier.py#L103-L129
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
_make_w3c_caps
def _make_w3c_caps(caps): """Makes a W3C alwaysMatch capabilities object. Filters out capability names that are not in the W3C spec. Spec-compliant drivers will reject requests containing unknown capability names. Moves the Firefox profile, if present, from the old location to the new Firefox options object. :Args: - caps - A dictionary of capabilities requested by the caller. """ caps = copy.deepcopy(caps) profile = caps.get('firefox_profile') always_match = {} if caps.get('proxy') and caps['proxy'].get('proxyType'): caps['proxy']['proxyType'] = caps['proxy']['proxyType'].lower() for k, v in caps.items(): if v and k in _OSS_W3C_CONVERSION: always_match[_OSS_W3C_CONVERSION[k]] = v.lower() if k == 'platform' else v if k in _W3C_CAPABILITY_NAMES or ':' in k: always_match[k] = v if profile: moz_opts = always_match.get('moz:firefoxOptions', {}) # If it's already present, assume the caller did that intentionally. if 'profile' not in moz_opts: # Don't mutate the original capabilities. new_opts = copy.deepcopy(moz_opts) new_opts['profile'] = profile always_match['moz:firefoxOptions'] = new_opts return {"firstMatch": [{}], "alwaysMatch": always_match}
python
def _make_w3c_caps(caps): """Makes a W3C alwaysMatch capabilities object. Filters out capability names that are not in the W3C spec. Spec-compliant drivers will reject requests containing unknown capability names. Moves the Firefox profile, if present, from the old location to the new Firefox options object. :Args: - caps - A dictionary of capabilities requested by the caller. """ caps = copy.deepcopy(caps) profile = caps.get('firefox_profile') always_match = {} if caps.get('proxy') and caps['proxy'].get('proxyType'): caps['proxy']['proxyType'] = caps['proxy']['proxyType'].lower() for k, v in caps.items(): if v and k in _OSS_W3C_CONVERSION: always_match[_OSS_W3C_CONVERSION[k]] = v.lower() if k == 'platform' else v if k in _W3C_CAPABILITY_NAMES or ':' in k: always_match[k] = v if profile: moz_opts = always_match.get('moz:firefoxOptions', {}) # If it's already present, assume the caller did that intentionally. if 'profile' not in moz_opts: # Don't mutate the original capabilities. new_opts = copy.deepcopy(moz_opts) new_opts['profile'] = profile always_match['moz:firefoxOptions'] = new_opts return {"firstMatch": [{}], "alwaysMatch": always_match}
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L65-L95
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.file_detector_context
def file_detector_context(self, file_detector_class, *args, **kwargs): """ Overrides the current file detector (if necessary) in limited context. Ensures the original file detector is set afterwards. Example: with webdriver.file_detector_context(UselessFileDetector): someinput.send_keys('/etc/hosts') :Args: - file_detector_class - Class of the desired file detector. If the class is different from the current file_detector, then the class is instantiated with args and kwargs and used as a file detector during the duration of the context manager. - args - Optional arguments that get passed to the file detector class during instantiation. - kwargs - Keyword arguments, passed the same way as args. """ last_detector = None if not isinstance(self.file_detector, file_detector_class): last_detector = self.file_detector self.file_detector = file_detector_class(*args, **kwargs) try: yield finally: if last_detector is not None: self.file_detector = last_detector
python
def file_detector_context(self, file_detector_class, *args, **kwargs): """ Overrides the current file detector (if necessary) in limited context. Ensures the original file detector is set afterwards. Example: with webdriver.file_detector_context(UselessFileDetector): someinput.send_keys('/etc/hosts') :Args: - file_detector_class - Class of the desired file detector. If the class is different from the current file_detector, then the class is instantiated with args and kwargs and used as a file detector during the duration of the context manager. - args - Optional arguments that get passed to the file detector class during instantiation. - kwargs - Keyword arguments, passed the same way as args. """ last_detector = None if not isinstance(self.file_detector, file_detector_class): last_detector = self.file_detector self.file_detector = file_detector_class(*args, **kwargs) try: yield finally: if last_detector is not None: self.file_detector = last_detector
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L168-L194
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.start_session
def start_session(self, capabilities, browser_profile=None): """ Creates a new session with the desired capabilities. :Args: - browser_name - The name of the browser to request. - version - Which browser version to request. - platform - Which platform to request the browser on. - javascript_enabled - Whether the new session should support JavaScript. - browser_profile - A selenium.webdriver.firefox.firefox_profile.FirefoxProfile object. Only used if Firefox is requested. """ if not isinstance(capabilities, dict): raise InvalidArgumentException("Capabilities must be a dictionary") if browser_profile: if "moz:firefoxOptions" in capabilities: capabilities["moz:firefoxOptions"]["profile"] = browser_profile.encoded else: capabilities.update({'firefox_profile': browser_profile.encoded}) w3c_caps = _make_w3c_caps(capabilities) parameters = {"capabilities": w3c_caps, "desiredCapabilities": capabilities} response = self.execute(Command.NEW_SESSION, parameters) if 'sessionId' not in response: response = response['value'] self.session_id = response['sessionId'] self.capabilities = response.get('value') # if capabilities is none we are probably speaking to # a W3C endpoint if self.capabilities is None: self.capabilities = response.get('capabilities') # Double check to see if we have a W3C Compliant browser self.w3c = response.get('status') is None self.command_executor.w3c = self.w3c
python
def start_session(self, capabilities, browser_profile=None): """ Creates a new session with the desired capabilities. :Args: - browser_name - The name of the browser to request. - version - Which browser version to request. - platform - Which platform to request the browser on. - javascript_enabled - Whether the new session should support JavaScript. - browser_profile - A selenium.webdriver.firefox.firefox_profile.FirefoxProfile object. Only used if Firefox is requested. """ if not isinstance(capabilities, dict): raise InvalidArgumentException("Capabilities must be a dictionary") if browser_profile: if "moz:firefoxOptions" in capabilities: capabilities["moz:firefoxOptions"]["profile"] = browser_profile.encoded else: capabilities.update({'firefox_profile': browser_profile.encoded}) w3c_caps = _make_w3c_caps(capabilities) parameters = {"capabilities": w3c_caps, "desiredCapabilities": capabilities} response = self.execute(Command.NEW_SESSION, parameters) if 'sessionId' not in response: response = response['value'] self.session_id = response['sessionId'] self.capabilities = response.get('value') # if capabilities is none we are probably speaking to # a W3C endpoint if self.capabilities is None: self.capabilities = response.get('capabilities') # Double check to see if we have a W3C Compliant browser self.w3c = response.get('status') is None self.command_executor.w3c = self.w3c
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L228-L262
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.create_web_element
def create_web_element(self, element_id): """Creates a web element with the specified `element_id`.""" return self._web_element_cls(self, element_id, w3c=self.w3c)
python
def create_web_element(self, element_id): """Creates a web element with the specified `element_id`.""" return self._web_element_cls(self, element_id, w3c=self.w3c)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L277-L279
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.execute
def execute(self, driver_command, params=None): """ Sends a command to be executed by a command.CommandExecutor. :Args: - driver_command: The name of the command to execute as a string. - params: A dictionary of named parameters to send with the command. :Returns: The command's JSON response loaded into a dictionary object. """ if self.session_id is not None: if not params: params = {'sessionId': self.session_id} elif 'sessionId' not in params: params['sessionId'] = self.session_id params = self._wrap_value(params) response = self.command_executor.execute(driver_command, params) if response: self.error_handler.check_response(response) response['value'] = self._unwrap_value( response.get('value', None)) return response # If the server doesn't send a response, assume the command was # a success return {'success': 0, 'value': None, 'sessionId': self.session_id}
python
def execute(self, driver_command, params=None): """ Sends a command to be executed by a command.CommandExecutor. :Args: - driver_command: The name of the command to execute as a string. - params: A dictionary of named parameters to send with the command. :Returns: The command's JSON response loaded into a dictionary object. """ if self.session_id is not None: if not params: params = {'sessionId': self.session_id} elif 'sessionId' not in params: params['sessionId'] = self.session_id params = self._wrap_value(params) response = self.command_executor.execute(driver_command, params) if response: self.error_handler.check_response(response) response['value'] = self._unwrap_value( response.get('value', None)) return response # If the server doesn't send a response, assume the command was # a success return {'success': 0, 'value': None, 'sessionId': self.session_id}
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L298-L324
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_id
def find_element_by_id(self, id_): """Finds an element by id. :Args: - id\\_ - The id of the element to be found. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_id('foo') """ return self.find_element(by=By.ID, value=id_)
python
def find_element_by_id(self, id_): """Finds an element by id. :Args: - id\\_ - The id of the element to be found. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_id('foo') """ return self.find_element(by=By.ID, value=id_)
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Finds an element by id. :Args: - id\\_ - The id of the element to be found. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_id('foo')
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L344-L361
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_id
def find_elements_by_id(self, id_): """ Finds multiple elements by id. :Args: - id\\_ - The id of the elements to be found. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_id('foo') """ return self.find_elements(by=By.ID, value=id_)
python
def find_elements_by_id(self, id_): """ Finds multiple elements by id. :Args: - id\\_ - The id of the elements to be found. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_id('foo') """ return self.find_elements(by=By.ID, value=id_)
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Finds multiple elements by id. :Args: - id\\_ - The id of the elements to be found. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_id('foo')
[ "Finds", "multiple", "elements", "by", "id", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L363-L379
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_xpath
def find_element_by_xpath(self, xpath): """ Finds an element by xpath. :Args: - xpath - The xpath locator of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_xpath('//div/td[1]') """ return self.find_element(by=By.XPATH, value=xpath)
python
def find_element_by_xpath(self, xpath): """ Finds an element by xpath. :Args: - xpath - The xpath locator of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_xpath('//div/td[1]') """ return self.find_element(by=By.XPATH, value=xpath)
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Finds an element by xpath. :Args: - xpath - The xpath locator of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_xpath('//div/td[1]')
[ "Finds", "an", "element", "by", "xpath", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L381-L399
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_xpath
def find_elements_by_xpath(self, xpath): """ Finds multiple elements by xpath. :Args: - xpath - The xpath locator of the elements to be found. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_xpath("//div[contains(@class, 'foo')]") """ return self.find_elements(by=By.XPATH, value=xpath)
python
def find_elements_by_xpath(self, xpath): """ Finds multiple elements by xpath. :Args: - xpath - The xpath locator of the elements to be found. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_xpath("//div[contains(@class, 'foo')]") """ return self.find_elements(by=By.XPATH, value=xpath)
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Finds multiple elements by xpath. :Args: - xpath - The xpath locator of the elements to be found. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_xpath("//div[contains(@class, 'foo')]")
[ "Finds", "multiple", "elements", "by", "xpath", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L401-L417
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_link_text
def find_element_by_link_text(self, link_text): """ Finds an element by link text. :Args: - link_text: The text of the element to be found. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_link_text('Sign In') """ return self.find_element(by=By.LINK_TEXT, value=link_text)
python
def find_element_by_link_text(self, link_text): """ Finds an element by link text. :Args: - link_text: The text of the element to be found. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_link_text('Sign In') """ return self.find_element(by=By.LINK_TEXT, value=link_text)
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Finds an element by link text. :Args: - link_text: The text of the element to be found. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_link_text('Sign In')
[ "Finds", "an", "element", "by", "link", "text", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L419-L437
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_link_text
def find_elements_by_link_text(self, text): """ Finds elements by link text. :Args: - link_text: The text of the elements to be found. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_link_text('Sign In') """ return self.find_elements(by=By.LINK_TEXT, value=text)
python
def find_elements_by_link_text(self, text): """ Finds elements by link text. :Args: - link_text: The text of the elements to be found. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_link_text('Sign In') """ return self.find_elements(by=By.LINK_TEXT, value=text)
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Finds elements by link text. :Args: - link_text: The text of the elements to be found. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_link_text('Sign In')
[ "Finds", "elements", "by", "link", "text", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L439-L455
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_partial_link_text
def find_element_by_partial_link_text(self, link_text): """ Finds an element by a partial match of its link text. :Args: - link_text: The text of the element to partially match on. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_partial_link_text('Sign') """ return self.find_element(by=By.PARTIAL_LINK_TEXT, value=link_text)
python
def find_element_by_partial_link_text(self, link_text): """ Finds an element by a partial match of its link text. :Args: - link_text: The text of the element to partially match on. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_partial_link_text('Sign') """ return self.find_element(by=By.PARTIAL_LINK_TEXT, value=link_text)
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Finds an element by a partial match of its link text. :Args: - link_text: The text of the element to partially match on. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_partial_link_text('Sign')
[ "Finds", "an", "element", "by", "a", "partial", "match", "of", "its", "link", "text", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L457-L475
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_partial_link_text
def find_elements_by_partial_link_text(self, link_text): """ Finds elements by a partial match of their link text. :Args: - link_text: The text of the element to partial match on. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_partial_link_text('Sign') """ return self.find_elements(by=By.PARTIAL_LINK_TEXT, value=link_text)
python
def find_elements_by_partial_link_text(self, link_text): """ Finds elements by a partial match of their link text. :Args: - link_text: The text of the element to partial match on. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_partial_link_text('Sign') """ return self.find_elements(by=By.PARTIAL_LINK_TEXT, value=link_text)
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Finds elements by a partial match of their link text. :Args: - link_text: The text of the element to partial match on. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_partial_link_text('Sign')
[ "Finds", "elements", "by", "a", "partial", "match", "of", "their", "link", "text", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L477-L493
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_name
def find_element_by_name(self, name): """ Finds an element by name. :Args: - name: The name of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_name('foo') """ return self.find_element(by=By.NAME, value=name)
python
def find_element_by_name(self, name): """ Finds an element by name. :Args: - name: The name of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_name('foo') """ return self.find_element(by=By.NAME, value=name)
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Finds an element by name. :Args: - name: The name of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_name('foo')
[ "Finds", "an", "element", "by", "name", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L495-L513
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_name
def find_elements_by_name(self, name): """ Finds elements by name. :Args: - name: The name of the elements to find. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_name('foo') """ return self.find_elements(by=By.NAME, value=name)
python
def find_elements_by_name(self, name): """ Finds elements by name. :Args: - name: The name of the elements to find. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_name('foo') """ return self.find_elements(by=By.NAME, value=name)
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Finds elements by name. :Args: - name: The name of the elements to find. :Returns: - list of webelement - a list with elements if any was found. an empty list if not :Usage: :: elements = driver.find_elements_by_name('foo')
[ "Finds", "elements", "by", "name", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L515-L531
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_tag_name
def find_element_by_tag_name(self, name): """ Finds an element by tag name. :Args: - name - name of html tag (eg: h1, a, span) :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_tag_name('h1') """ return self.find_element(by=By.TAG_NAME, value=name)
python
def find_element_by_tag_name(self, name): """ Finds an element by tag name. :Args: - name - name of html tag (eg: h1, a, span) :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_tag_name('h1') """ return self.find_element(by=By.TAG_NAME, value=name)
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Finds an element by tag name. :Args: - name - name of html tag (eg: h1, a, span) :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_tag_name('h1')
[ "Finds", "an", "element", "by", "tag", "name", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L533-L551
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_tag_name
def find_elements_by_tag_name(self, name): """ Finds elements by tag name. :Args: - name - name of html tag (eg: h1, a, span) :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_tag_name('h1') """ return self.find_elements(by=By.TAG_NAME, value=name)
python
def find_elements_by_tag_name(self, name): """ Finds elements by tag name. :Args: - name - name of html tag (eg: h1, a, span) :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_tag_name('h1') """ return self.find_elements(by=By.TAG_NAME, value=name)
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Finds elements by tag name. :Args: - name - name of html tag (eg: h1, a, span) :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_tag_name('h1')
[ "Finds", "elements", "by", "tag", "name", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L553-L569
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_class_name
def find_element_by_class_name(self, name): """ Finds an element by class name. :Args: - name: The class name of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_class_name('foo') """ return self.find_element(by=By.CLASS_NAME, value=name)
python
def find_element_by_class_name(self, name): """ Finds an element by class name. :Args: - name: The class name of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_class_name('foo') """ return self.find_element(by=By.CLASS_NAME, value=name)
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Finds an element by class name. :Args: - name: The class name of the element to find. :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_class_name('foo')
[ "Finds", "an", "element", "by", "class", "name", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L571-L589
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_class_name
def find_elements_by_class_name(self, name): """ Finds elements by class name. :Args: - name: The class name of the elements to find. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_class_name('foo') """ return self.find_elements(by=By.CLASS_NAME, value=name)
python
def find_elements_by_class_name(self, name): """ Finds elements by class name. :Args: - name: The class name of the elements to find. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_class_name('foo') """ return self.find_elements(by=By.CLASS_NAME, value=name)
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Finds elements by class name. :Args: - name: The class name of the elements to find. :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_class_name('foo')
[ "Finds", "elements", "by", "class", "name", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L591-L607
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element_by_css_selector
def find_element_by_css_selector(self, css_selector): """ Finds an element by css selector. :Args: - css_selector - CSS selector string, ex: 'a.nav#home' :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_css_selector('#foo') """ return self.find_element(by=By.CSS_SELECTOR, value=css_selector)
python
def find_element_by_css_selector(self, css_selector): """ Finds an element by css selector. :Args: - css_selector - CSS selector string, ex: 'a.nav#home' :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_css_selector('#foo') """ return self.find_element(by=By.CSS_SELECTOR, value=css_selector)
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Finds an element by css selector. :Args: - css_selector - CSS selector string, ex: 'a.nav#home' :Returns: - WebElement - the element if it was found :Raises: - NoSuchElementException - if the element wasn't found :Usage: :: element = driver.find_element_by_css_selector('#foo')
[ "Finds", "an", "element", "by", "css", "selector", "." ]
df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L609-L627
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements_by_css_selector
def find_elements_by_css_selector(self, css_selector): """ Finds elements by css selector. :Args: - css_selector - CSS selector string, ex: 'a.nav#home' :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_css_selector('.foo') """ return self.find_elements(by=By.CSS_SELECTOR, value=css_selector)
python
def find_elements_by_css_selector(self, css_selector): """ Finds elements by css selector. :Args: - css_selector - CSS selector string, ex: 'a.nav#home' :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_css_selector('.foo') """ return self.find_elements(by=By.CSS_SELECTOR, value=css_selector)
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Finds elements by css selector. :Args: - css_selector - CSS selector string, ex: 'a.nav#home' :Returns: - list of WebElement - a list with elements if any was found. An empty list if not :Usage: :: elements = driver.find_elements_by_css_selector('.foo')
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L629-L645
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.execute_script
def execute_script(self, script, *args): """ Synchronously Executes JavaScript in the current window/frame. :Args: - script: The JavaScript to execute. - \\*args: Any applicable arguments for your JavaScript. :Usage: :: driver.execute_script('return document.title;') """ converted_args = list(args) command = None if self.w3c: command = Command.W3C_EXECUTE_SCRIPT else: command = Command.EXECUTE_SCRIPT return self.execute(command, { 'script': script, 'args': converted_args})['value']
python
def execute_script(self, script, *args): """ Synchronously Executes JavaScript in the current window/frame. :Args: - script: The JavaScript to execute. - \\*args: Any applicable arguments for your JavaScript. :Usage: :: driver.execute_script('return document.title;') """ converted_args = list(args) command = None if self.w3c: command = Command.W3C_EXECUTE_SCRIPT else: command = Command.EXECUTE_SCRIPT return self.execute(command, { 'script': script, 'args': converted_args})['value']
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L647-L669
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.execute_async_script
def execute_async_script(self, script, *args): """ Asynchronously Executes JavaScript in the current window/frame. :Args: - script: The JavaScript to execute. - \\*args: Any applicable arguments for your JavaScript. :Usage: :: script = "var callback = arguments[arguments.length - 1]; " \\ "window.setTimeout(function(){ callback('timeout') }, 3000);" driver.execute_async_script(script) """ converted_args = list(args) if self.w3c: command = Command.W3C_EXECUTE_SCRIPT_ASYNC else: command = Command.EXECUTE_ASYNC_SCRIPT return self.execute(command, { 'script': script, 'args': converted_args})['value']
python
def execute_async_script(self, script, *args): """ Asynchronously Executes JavaScript in the current window/frame. :Args: - script: The JavaScript to execute. - \\*args: Any applicable arguments for your JavaScript. :Usage: :: script = "var callback = arguments[arguments.length - 1]; " \\ "window.setTimeout(function(){ callback('timeout') }, 3000);" driver.execute_async_script(script) """ converted_args = list(args) if self.w3c: command = Command.W3C_EXECUTE_SCRIPT_ASYNC else: command = Command.EXECUTE_ASYNC_SCRIPT return self.execute(command, { 'script': script, 'args': converted_args})['value']
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Asynchronously Executes JavaScript in the current window/frame. :Args: - script: The JavaScript to execute. - \\*args: Any applicable arguments for your JavaScript. :Usage: :: script = "var callback = arguments[arguments.length - 1]; " \\ "window.setTimeout(function(){ callback('timeout') }, 3000);" driver.execute_async_script(script)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L671-L694
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.quit
def quit(self): """ Quits the driver and closes every associated window. :Usage: :: driver.quit() """ try: self.execute(Command.QUIT) finally: self.stop_client() self.command_executor.close()
python
def quit(self): """ Quits the driver and closes every associated window. :Usage: :: driver.quit() """ try: self.execute(Command.QUIT) finally: self.stop_client() self.command_executor.close()
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Quits the driver and closes every associated window. :Usage: :: driver.quit()
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L731-L744
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.current_window_handle
def current_window_handle(self): """ Returns the handle of the current window. :Usage: :: driver.current_window_handle """ if self.w3c: return self.execute(Command.W3C_GET_CURRENT_WINDOW_HANDLE)['value'] else: return self.execute(Command.GET_CURRENT_WINDOW_HANDLE)['value']
python
def current_window_handle(self): """ Returns the handle of the current window. :Usage: :: driver.current_window_handle """ if self.w3c: return self.execute(Command.W3C_GET_CURRENT_WINDOW_HANDLE)['value'] else: return self.execute(Command.GET_CURRENT_WINDOW_HANDLE)['value']
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Returns the handle of the current window. :Usage: :: driver.current_window_handle
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L747-L759
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.window_handles
def window_handles(self): """ Returns the handles of all windows within the current session. :Usage: :: driver.window_handles """ if self.w3c: return self.execute(Command.W3C_GET_WINDOW_HANDLES)['value'] else: return self.execute(Command.GET_WINDOW_HANDLES)['value']
python
def window_handles(self): """ Returns the handles of all windows within the current session. :Usage: :: driver.window_handles """ if self.w3c: return self.execute(Command.W3C_GET_WINDOW_HANDLES)['value'] else: return self.execute(Command.GET_WINDOW_HANDLES)['value']
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L762-L774
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.maximize_window
def maximize_window(self): """ Maximizes the current window that webdriver is using """ params = None command = Command.W3C_MAXIMIZE_WINDOW if not self.w3c: command = Command.MAXIMIZE_WINDOW params = {'windowHandle': 'current'} self.execute(command, params)
python
def maximize_window(self): """ Maximizes the current window that webdriver is using """ params = None command = Command.W3C_MAXIMIZE_WINDOW if not self.w3c: command = Command.MAXIMIZE_WINDOW params = {'windowHandle': 'current'} self.execute(command, params)
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Maximizes the current window that webdriver is using
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L776-L785
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.get_cookie
def get_cookie(self, name): """ Get a single cookie by name. Returns the cookie if found, None if not. :Usage: :: driver.get_cookie('my_cookie') """ if self.w3c: try: return self.execute(Command.GET_COOKIE, {'name': name})['value'] except NoSuchCookieException: return None else: cookies = self.get_cookies() for cookie in cookies: if cookie['name'] == name: return cookie return None
python
def get_cookie(self, name): """ Get a single cookie by name. Returns the cookie if found, None if not. :Usage: :: driver.get_cookie('my_cookie') """ if self.w3c: try: return self.execute(Command.GET_COOKIE, {'name': name})['value'] except NoSuchCookieException: return None else: cookies = self.get_cookies() for cookie in cookies: if cookie['name'] == name: return cookie return None
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Get a single cookie by name. Returns the cookie if found, None if not. :Usage: :: driver.get_cookie('my_cookie')
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L865-L884
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.implicitly_wait
def implicitly_wait(self, time_to_wait): """ Sets a sticky timeout to implicitly wait for an element to be found, or a command to complete. This method only needs to be called one time per session. To set the timeout for calls to execute_async_script, see set_script_timeout. :Args: - time_to_wait: Amount of time to wait (in seconds) :Usage: :: driver.implicitly_wait(30) """ if self.w3c: self.execute(Command.SET_TIMEOUTS, { 'implicit': int(float(time_to_wait) * 1000)}) else: self.execute(Command.IMPLICIT_WAIT, { 'ms': float(time_to_wait) * 1000})
python
def implicitly_wait(self, time_to_wait): """ Sets a sticky timeout to implicitly wait for an element to be found, or a command to complete. This method only needs to be called one time per session. To set the timeout for calls to execute_async_script, see set_script_timeout. :Args: - time_to_wait: Amount of time to wait (in seconds) :Usage: :: driver.implicitly_wait(30) """ if self.w3c: self.execute(Command.SET_TIMEOUTS, { 'implicit': int(float(time_to_wait) * 1000)}) else: self.execute(Command.IMPLICIT_WAIT, { 'ms': float(time_to_wait) * 1000})
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Sets a sticky timeout to implicitly wait for an element to be found, or a command to complete. This method only needs to be called one time per session. To set the timeout for calls to execute_async_script, see set_script_timeout. :Args: - time_to_wait: Amount of time to wait (in seconds) :Usage: :: driver.implicitly_wait(30)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L925-L945
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.set_script_timeout
def set_script_timeout(self, time_to_wait): """ Set the amount of time that the script should wait during an execute_async_script call before throwing an error. :Args: - time_to_wait: The amount of time to wait (in seconds) :Usage: :: driver.set_script_timeout(30) """ if self.w3c: self.execute(Command.SET_TIMEOUTS, { 'script': int(float(time_to_wait) * 1000)}) else: self.execute(Command.SET_SCRIPT_TIMEOUT, { 'ms': float(time_to_wait) * 1000})
python
def set_script_timeout(self, time_to_wait): """ Set the amount of time that the script should wait during an execute_async_script call before throwing an error. :Args: - time_to_wait: The amount of time to wait (in seconds) :Usage: :: driver.set_script_timeout(30) """ if self.w3c: self.execute(Command.SET_TIMEOUTS, { 'script': int(float(time_to_wait) * 1000)}) else: self.execute(Command.SET_SCRIPT_TIMEOUT, { 'ms': float(time_to_wait) * 1000})
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L947-L965
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.set_page_load_timeout
def set_page_load_timeout(self, time_to_wait): """ Set the amount of time to wait for a page load to complete before throwing an error. :Args: - time_to_wait: The amount of time to wait :Usage: :: driver.set_page_load_timeout(30) """ try: self.execute(Command.SET_TIMEOUTS, { 'pageLoad': int(float(time_to_wait) * 1000)}) except WebDriverException: self.execute(Command.SET_TIMEOUTS, { 'ms': float(time_to_wait) * 1000, 'type': 'page load'})
python
def set_page_load_timeout(self, time_to_wait): """ Set the amount of time to wait for a page load to complete before throwing an error. :Args: - time_to_wait: The amount of time to wait :Usage: :: driver.set_page_load_timeout(30) """ try: self.execute(Command.SET_TIMEOUTS, { 'pageLoad': int(float(time_to_wait) * 1000)}) except WebDriverException: self.execute(Command.SET_TIMEOUTS, { 'ms': float(time_to_wait) * 1000, 'type': 'page load'})
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L967-L986
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_element
def find_element(self, by=By.ID, value=None): """ Find an element given a By strategy and locator. Prefer the find_element_by_* methods when possible. :Usage: :: element = driver.find_element(By.ID, 'foo') :rtype: WebElement """ if self.w3c: if by == By.ID: by = By.CSS_SELECTOR value = '[id="%s"]' % value elif by == By.TAG_NAME: by = By.CSS_SELECTOR elif by == By.CLASS_NAME: by = By.CSS_SELECTOR value = ".%s" % value elif by == By.NAME: by = By.CSS_SELECTOR value = '[name="%s"]' % value return self.execute(Command.FIND_ELEMENT, { 'using': by, 'value': value})['value']
python
def find_element(self, by=By.ID, value=None): """ Find an element given a By strategy and locator. Prefer the find_element_by_* methods when possible. :Usage: :: element = driver.find_element(By.ID, 'foo') :rtype: WebElement """ if self.w3c: if by == By.ID: by = By.CSS_SELECTOR value = '[id="%s"]' % value elif by == By.TAG_NAME: by = By.CSS_SELECTOR elif by == By.CLASS_NAME: by = By.CSS_SELECTOR value = ".%s" % value elif by == By.NAME: by = By.CSS_SELECTOR value = '[name="%s"]' % value return self.execute(Command.FIND_ELEMENT, { 'using': by, 'value': value})['value']
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L988-L1014
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.find_elements
def find_elements(self, by=By.ID, value=None): """ Find elements given a By strategy and locator. Prefer the find_elements_by_* methods when possible. :Usage: :: elements = driver.find_elements(By.CLASS_NAME, 'foo') :rtype: list of WebElement """ if self.w3c: if by == By.ID: by = By.CSS_SELECTOR value = '[id="%s"]' % value elif by == By.TAG_NAME: by = By.CSS_SELECTOR elif by == By.CLASS_NAME: by = By.CSS_SELECTOR value = ".%s" % value elif by == By.NAME: by = By.CSS_SELECTOR value = '[name="%s"]' % value # Return empty list if driver returns null # See https://github.com/SeleniumHQ/selenium/issues/4555 return self.execute(Command.FIND_ELEMENTS, { 'using': by, 'value': value})['value'] or []
python
def find_elements(self, by=By.ID, value=None): """ Find elements given a By strategy and locator. Prefer the find_elements_by_* methods when possible. :Usage: :: elements = driver.find_elements(By.CLASS_NAME, 'foo') :rtype: list of WebElement """ if self.w3c: if by == By.ID: by = By.CSS_SELECTOR value = '[id="%s"]' % value elif by == By.TAG_NAME: by = By.CSS_SELECTOR elif by == By.CLASS_NAME: by = By.CSS_SELECTOR value = ".%s" % value elif by == By.NAME: by = By.CSS_SELECTOR value = '[name="%s"]' % value # Return empty list if driver returns null # See https://github.com/SeleniumHQ/selenium/issues/4555 return self.execute(Command.FIND_ELEMENTS, { 'using': by, 'value': value})['value'] or []
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1016-L1045
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.get_screenshot_as_file
def get_screenshot_as_file(self, filename): """ Saves a screenshot of the current window to a PNG image file. Returns False if there is any IOError, else returns True. Use full paths in your filename. :Args: - filename: The full path you wish to save your screenshot to. This should end with a `.png` extension. :Usage: :: driver.get_screenshot_as_file('/Screenshots/foo.png') """ if not filename.lower().endswith('.png'): warnings.warn("name used for saved screenshot does not match file " "type. It should end with a `.png` extension", UserWarning) png = self.get_screenshot_as_png() try: with open(filename, 'wb') as f: f.write(png) except IOError: return False finally: del png return True
python
def get_screenshot_as_file(self, filename): """ Saves a screenshot of the current window to a PNG image file. Returns False if there is any IOError, else returns True. Use full paths in your filename. :Args: - filename: The full path you wish to save your screenshot to. This should end with a `.png` extension. :Usage: :: driver.get_screenshot_as_file('/Screenshots/foo.png') """ if not filename.lower().endswith('.png'): warnings.warn("name used for saved screenshot does not match file " "type. It should end with a `.png` extension", UserWarning) png = self.get_screenshot_as_png() try: with open(filename, 'wb') as f: f.write(png) except IOError: return False finally: del png return True
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Saves a screenshot of the current window to a PNG image file. Returns False if there is any IOError, else returns True. Use full paths in your filename. :Args: - filename: The full path you wish to save your screenshot to. This should end with a `.png` extension. :Usage: :: driver.get_screenshot_as_file('/Screenshots/foo.png')
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1054-L1080
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.set_window_size
def set_window_size(self, width, height, windowHandle='current'): """ Sets the width and height of the current window. (window.resizeTo) :Args: - width: the width in pixels to set the window to - height: the height in pixels to set the window to :Usage: :: driver.set_window_size(800,600) """ if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") self.set_window_rect(width=int(width), height=int(height)) else: self.execute(Command.SET_WINDOW_SIZE, { 'width': int(width), 'height': int(height), 'windowHandle': windowHandle})
python
def set_window_size(self, width, height, windowHandle='current'): """ Sets the width and height of the current window. (window.resizeTo) :Args: - width: the width in pixels to set the window to - height: the height in pixels to set the window to :Usage: :: driver.set_window_size(800,600) """ if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") self.set_window_rect(width=int(width), height=int(height)) else: self.execute(Command.SET_WINDOW_SIZE, { 'width': int(width), 'height': int(height), 'windowHandle': windowHandle})
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Sets the width and height of the current window. (window.resizeTo) :Args: - width: the width in pixels to set the window to - height: the height in pixels to set the window to :Usage: :: driver.set_window_size(800,600)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1122-L1143
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.get_window_size
def get_window_size(self, windowHandle='current'): """ Gets the width and height of the current window. :Usage: :: driver.get_window_size() """ command = Command.GET_WINDOW_SIZE if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") size = self.get_window_rect() else: size = self.execute(command, {'windowHandle': windowHandle}) if size.get('value', None) is not None: size = size['value'] return {k: size[k] for k in ('width', 'height')}
python
def get_window_size(self, windowHandle='current'): """ Gets the width and height of the current window. :Usage: :: driver.get_window_size() """ command = Command.GET_WINDOW_SIZE if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") size = self.get_window_rect() else: size = self.execute(command, {'windowHandle': windowHandle}) if size.get('value', None) is not None: size = size['value'] return {k: size[k] for k in ('width', 'height')}
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Gets the width and height of the current window. :Usage: :: driver.get_window_size()
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1145-L1165
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.set_window_position
def set_window_position(self, x, y, windowHandle='current'): """ Sets the x,y position of the current window. (window.moveTo) :Args: - x: the x-coordinate in pixels to set the window position - y: the y-coordinate in pixels to set the window position :Usage: :: driver.set_window_position(0,0) """ if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") return self.set_window_rect(x=int(x), y=int(y)) else: self.execute(Command.SET_WINDOW_POSITION, { 'x': int(x), 'y': int(y), 'windowHandle': windowHandle })
python
def set_window_position(self, x, y, windowHandle='current'): """ Sets the x,y position of the current window. (window.moveTo) :Args: - x: the x-coordinate in pixels to set the window position - y: the y-coordinate in pixels to set the window position :Usage: :: driver.set_window_position(0,0) """ if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") return self.set_window_rect(x=int(x), y=int(y)) else: self.execute(Command.SET_WINDOW_POSITION, { 'x': int(x), 'y': int(y), 'windowHandle': windowHandle })
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Sets the x,y position of the current window. (window.moveTo) :Args: - x: the x-coordinate in pixels to set the window position - y: the y-coordinate in pixels to set the window position :Usage: :: driver.set_window_position(0,0)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1167-L1190
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.get_window_position
def get_window_position(self, windowHandle='current'): """ Gets the x,y position of the current window. :Usage: :: driver.get_window_position() """ if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") position = self.get_window_rect() else: position = self.execute(Command.GET_WINDOW_POSITION, {'windowHandle': windowHandle})['value'] return {k: position[k] for k in ('x', 'y')}
python
def get_window_position(self, windowHandle='current'): """ Gets the x,y position of the current window. :Usage: :: driver.get_window_position() """ if self.w3c: if windowHandle != 'current': warnings.warn("Only 'current' window is supported for W3C compatibile browsers.") position = self.get_window_rect() else: position = self.execute(Command.GET_WINDOW_POSITION, {'windowHandle': windowHandle})['value'] return {k: position[k] for k in ('x', 'y')}
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Gets the x,y position of the current window. :Usage: :: driver.get_window_position()
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1192-L1209
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.set_window_rect
def set_window_rect(self, x=None, y=None, width=None, height=None): """ Sets the x, y coordinates of the window as well as height and width of the current window. This method is only supported for W3C compatible browsers; other browsers should use `set_window_position` and `set_window_size`. :Usage: :: driver.set_window_rect(x=10, y=10) driver.set_window_rect(width=100, height=200) driver.set_window_rect(x=10, y=10, width=100, height=200) """ if not self.w3c: raise UnknownMethodException("set_window_rect is only supported for W3C compatible browsers") if (x is None and y is None) and (height is None and width is None): raise InvalidArgumentException("x and y or height and width need values") return self.execute(Command.SET_WINDOW_RECT, {"x": x, "y": y, "width": width, "height": height})['value']
python
def set_window_rect(self, x=None, y=None, width=None, height=None): """ Sets the x, y coordinates of the window as well as height and width of the current window. This method is only supported for W3C compatible browsers; other browsers should use `set_window_position` and `set_window_size`. :Usage: :: driver.set_window_rect(x=10, y=10) driver.set_window_rect(width=100, height=200) driver.set_window_rect(x=10, y=10, width=100, height=200) """ if not self.w3c: raise UnknownMethodException("set_window_rect is only supported for W3C compatible browsers") if (x is None and y is None) and (height is None and width is None): raise InvalidArgumentException("x and y or height and width need values") return self.execute(Command.SET_WINDOW_RECT, {"x": x, "y": y, "width": width, "height": height})['value']
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Sets the x, y coordinates of the window as well as height and width of the current window. This method is only supported for W3C compatible browsers; other browsers should use `set_window_position` and `set_window_size`. :Usage: :: driver.set_window_rect(x=10, y=10) driver.set_window_rect(width=100, height=200) driver.set_window_rect(x=10, y=10, width=100, height=200)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1223-L1245
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.file_detector
def file_detector(self, detector): """ Set the file detector to be used when sending keyboard input. By default, this is set to a file detector that does nothing. see FileDetector see LocalFileDetector see UselessFileDetector :Args: - detector: The detector to use. Must not be None. """ if detector is None: raise WebDriverException("You may not set a file detector that is null") if not isinstance(detector, FileDetector): raise WebDriverException("Detector has to be instance of FileDetector") self._file_detector = detector
python
def file_detector(self, detector): """ Set the file detector to be used when sending keyboard input. By default, this is set to a file detector that does nothing. see FileDetector see LocalFileDetector see UselessFileDetector :Args: - detector: The detector to use. Must not be None. """ if detector is None: raise WebDriverException("You may not set a file detector that is null") if not isinstance(detector, FileDetector): raise WebDriverException("Detector has to be instance of FileDetector") self._file_detector = detector
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Set the file detector to be used when sending keyboard input. By default, this is set to a file detector that does nothing. see FileDetector see LocalFileDetector see UselessFileDetector :Args: - detector: The detector to use. Must not be None.
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1252-L1268
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/webdriver.py
WebDriver.orientation
def orientation(self, value): """ Sets the current orientation of the device :Args: - value: orientation to set it to. :Usage: :: driver.orientation = 'landscape' """ allowed_values = ['LANDSCAPE', 'PORTRAIT'] if value.upper() in allowed_values: self.execute(Command.SET_SCREEN_ORIENTATION, {'orientation': value}) else: raise WebDriverException("You can only set the orientation to 'LANDSCAPE' and 'PORTRAIT'")
python
def orientation(self, value): """ Sets the current orientation of the device :Args: - value: orientation to set it to. :Usage: :: driver.orientation = 'landscape' """ allowed_values = ['LANDSCAPE', 'PORTRAIT'] if value.upper() in allowed_values: self.execute(Command.SET_SCREEN_ORIENTATION, {'orientation': value}) else: raise WebDriverException("You can only set the orientation to 'LANDSCAPE' and 'PORTRAIT'")
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Sets the current orientation of the device :Args: - value: orientation to set it to. :Usage: :: driver.orientation = 'landscape'
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/webdriver.py#L1283-L1299
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/errorhandler.py
ErrorHandler.check_response
def check_response(self, response): """ Checks that a JSON response from the WebDriver does not have an error. :Args: - response - The JSON response from the WebDriver server as a dictionary object. :Raises: If the response contains an error message. """ status = response.get('status', None) if status is None or status == ErrorCode.SUCCESS: return value = None message = response.get("message", "") screen = response.get("screen", "") stacktrace = None if isinstance(status, int): value_json = response.get('value', None) if value_json and isinstance(value_json, basestring): import json try: value = json.loads(value_json) if len(value.keys()) == 1: value = value['value'] status = value.get('error', None) if status is None: status = value["status"] message = value["value"] if not isinstance(message, basestring): value = message message = message.get('message') else: message = value.get('message', None) except ValueError: pass if status in ErrorCode.NO_SUCH_ELEMENT: exception_class = NoSuchElementException elif status in ErrorCode.NO_SUCH_FRAME: exception_class = NoSuchFrameException elif status in ErrorCode.NO_SUCH_WINDOW: exception_class = NoSuchWindowException elif status in ErrorCode.STALE_ELEMENT_REFERENCE: exception_class = StaleElementReferenceException elif status in ErrorCode.ELEMENT_NOT_VISIBLE: exception_class = ElementNotVisibleException elif status in ErrorCode.INVALID_ELEMENT_STATE: exception_class = InvalidElementStateException elif status in ErrorCode.INVALID_SELECTOR \ or status in ErrorCode.INVALID_XPATH_SELECTOR \ or status in ErrorCode.INVALID_XPATH_SELECTOR_RETURN_TYPER: exception_class = InvalidSelectorException elif status in ErrorCode.ELEMENT_IS_NOT_SELECTABLE: exception_class = ElementNotSelectableException elif status in ErrorCode.ELEMENT_NOT_INTERACTABLE: exception_class = ElementNotInteractableException elif status in ErrorCode.INVALID_COOKIE_DOMAIN: exception_class = InvalidCookieDomainException elif status in ErrorCode.UNABLE_TO_SET_COOKIE: exception_class = UnableToSetCookieException elif status in ErrorCode.TIMEOUT: exception_class = TimeoutException elif status in ErrorCode.SCRIPT_TIMEOUT: exception_class = TimeoutException elif status in ErrorCode.UNKNOWN_ERROR: exception_class = WebDriverException elif status in ErrorCode.UNEXPECTED_ALERT_OPEN: exception_class = UnexpectedAlertPresentException elif status in ErrorCode.NO_ALERT_OPEN: exception_class = NoAlertPresentException elif status in ErrorCode.IME_NOT_AVAILABLE: exception_class = ImeNotAvailableException elif status in ErrorCode.IME_ENGINE_ACTIVATION_FAILED: exception_class = ImeActivationFailedException elif status in ErrorCode.MOVE_TARGET_OUT_OF_BOUNDS: exception_class = MoveTargetOutOfBoundsException elif status in ErrorCode.JAVASCRIPT_ERROR: exception_class = JavascriptException elif status in ErrorCode.SESSION_NOT_CREATED: exception_class = SessionNotCreatedException elif status in ErrorCode.INVALID_ARGUMENT: exception_class = InvalidArgumentException elif status in ErrorCode.NO_SUCH_COOKIE: exception_class = NoSuchCookieException elif status in ErrorCode.UNABLE_TO_CAPTURE_SCREEN: exception_class = ScreenshotException elif status in ErrorCode.ELEMENT_CLICK_INTERCEPTED: exception_class = ElementClickInterceptedException elif status in ErrorCode.INSECURE_CERTIFICATE: exception_class = InsecureCertificateException elif status in ErrorCode.INVALID_COORDINATES: exception_class = InvalidCoordinatesException elif status in ErrorCode.INVALID_SESSION_ID: exception_class = InvalidSessionIdException elif status in ErrorCode.UNKNOWN_METHOD: exception_class = UnknownMethodException else: exception_class = WebDriverException if value == '' or value is None: value = response['value'] if isinstance(value, basestring): raise exception_class(value) if message == "" and 'message' in value: message = value['message'] screen = None if 'screen' in value: screen = value['screen'] stacktrace = None if 'stackTrace' in value and value['stackTrace']: stacktrace = [] try: for frame in value['stackTrace']: line = self._value_or_default(frame, 'lineNumber', '') file = self._value_or_default(frame, 'fileName', '<anonymous>') if line: file = "%s:%s" % (file, line) meth = self._value_or_default(frame, 'methodName', '<anonymous>') if 'className' in frame: meth = "%s.%s" % (frame['className'], meth) msg = " at %s (%s)" msg = msg % (meth, file) stacktrace.append(msg) except TypeError: pass if exception_class == UnexpectedAlertPresentException: alert_text = None if 'data' in value: alert_text = value['data'].get('text') elif 'alert' in value: alert_text = value['alert'].get('text') raise exception_class(message, screen, stacktrace, alert_text) raise exception_class(message, screen, stacktrace)
python
def check_response(self, response): """ Checks that a JSON response from the WebDriver does not have an error. :Args: - response - The JSON response from the WebDriver server as a dictionary object. :Raises: If the response contains an error message. """ status = response.get('status', None) if status is None or status == ErrorCode.SUCCESS: return value = None message = response.get("message", "") screen = response.get("screen", "") stacktrace = None if isinstance(status, int): value_json = response.get('value', None) if value_json and isinstance(value_json, basestring): import json try: value = json.loads(value_json) if len(value.keys()) == 1: value = value['value'] status = value.get('error', None) if status is None: status = value["status"] message = value["value"] if not isinstance(message, basestring): value = message message = message.get('message') else: message = value.get('message', None) except ValueError: pass if status in ErrorCode.NO_SUCH_ELEMENT: exception_class = NoSuchElementException elif status in ErrorCode.NO_SUCH_FRAME: exception_class = NoSuchFrameException elif status in ErrorCode.NO_SUCH_WINDOW: exception_class = NoSuchWindowException elif status in ErrorCode.STALE_ELEMENT_REFERENCE: exception_class = StaleElementReferenceException elif status in ErrorCode.ELEMENT_NOT_VISIBLE: exception_class = ElementNotVisibleException elif status in ErrorCode.INVALID_ELEMENT_STATE: exception_class = InvalidElementStateException elif status in ErrorCode.INVALID_SELECTOR \ or status in ErrorCode.INVALID_XPATH_SELECTOR \ or status in ErrorCode.INVALID_XPATH_SELECTOR_RETURN_TYPER: exception_class = InvalidSelectorException elif status in ErrorCode.ELEMENT_IS_NOT_SELECTABLE: exception_class = ElementNotSelectableException elif status in ErrorCode.ELEMENT_NOT_INTERACTABLE: exception_class = ElementNotInteractableException elif status in ErrorCode.INVALID_COOKIE_DOMAIN: exception_class = InvalidCookieDomainException elif status in ErrorCode.UNABLE_TO_SET_COOKIE: exception_class = UnableToSetCookieException elif status in ErrorCode.TIMEOUT: exception_class = TimeoutException elif status in ErrorCode.SCRIPT_TIMEOUT: exception_class = TimeoutException elif status in ErrorCode.UNKNOWN_ERROR: exception_class = WebDriverException elif status in ErrorCode.UNEXPECTED_ALERT_OPEN: exception_class = UnexpectedAlertPresentException elif status in ErrorCode.NO_ALERT_OPEN: exception_class = NoAlertPresentException elif status in ErrorCode.IME_NOT_AVAILABLE: exception_class = ImeNotAvailableException elif status in ErrorCode.IME_ENGINE_ACTIVATION_FAILED: exception_class = ImeActivationFailedException elif status in ErrorCode.MOVE_TARGET_OUT_OF_BOUNDS: exception_class = MoveTargetOutOfBoundsException elif status in ErrorCode.JAVASCRIPT_ERROR: exception_class = JavascriptException elif status in ErrorCode.SESSION_NOT_CREATED: exception_class = SessionNotCreatedException elif status in ErrorCode.INVALID_ARGUMENT: exception_class = InvalidArgumentException elif status in ErrorCode.NO_SUCH_COOKIE: exception_class = NoSuchCookieException elif status in ErrorCode.UNABLE_TO_CAPTURE_SCREEN: exception_class = ScreenshotException elif status in ErrorCode.ELEMENT_CLICK_INTERCEPTED: exception_class = ElementClickInterceptedException elif status in ErrorCode.INSECURE_CERTIFICATE: exception_class = InsecureCertificateException elif status in ErrorCode.INVALID_COORDINATES: exception_class = InvalidCoordinatesException elif status in ErrorCode.INVALID_SESSION_ID: exception_class = InvalidSessionIdException elif status in ErrorCode.UNKNOWN_METHOD: exception_class = UnknownMethodException else: exception_class = WebDriverException if value == '' or value is None: value = response['value'] if isinstance(value, basestring): raise exception_class(value) if message == "" and 'message' in value: message = value['message'] screen = None if 'screen' in value: screen = value['screen'] stacktrace = None if 'stackTrace' in value and value['stackTrace']: stacktrace = [] try: for frame in value['stackTrace']: line = self._value_or_default(frame, 'lineNumber', '') file = self._value_or_default(frame, 'fileName', '<anonymous>') if line: file = "%s:%s" % (file, line) meth = self._value_or_default(frame, 'methodName', '<anonymous>') if 'className' in frame: meth = "%s.%s" % (frame['className'], meth) msg = " at %s (%s)" msg = msg % (meth, file) stacktrace.append(msg) except TypeError: pass if exception_class == UnexpectedAlertPresentException: alert_text = None if 'data' in value: alert_text = value['data'].get('text') elif 'alert' in value: alert_text = value['alert'].get('text') raise exception_class(message, screen, stacktrace, alert_text) raise exception_class(message, screen, stacktrace)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/errorhandler.py#L102-L236
train
SeleniumHQ/selenium
py/selenium/webdriver/support/wait.py
WebDriverWait.until
def until(self, method, message=''): """Calls the method provided with the driver as an argument until the \ return value does not evaluate to ``False``. :param method: callable(WebDriver) :param message: optional message for :exc:`TimeoutException` :returns: the result of the last call to `method` :raises: :exc:`selenium.common.exceptions.TimeoutException` if timeout occurs """ screen = None stacktrace = None end_time = time.time() + self._timeout while True: try: value = method(self._driver) if value: return value except self._ignored_exceptions as exc: screen = getattr(exc, 'screen', None) stacktrace = getattr(exc, 'stacktrace', None) time.sleep(self._poll) if time.time() > end_time: break raise TimeoutException(message, screen, stacktrace)
python
def until(self, method, message=''): """Calls the method provided with the driver as an argument until the \ return value does not evaluate to ``False``. :param method: callable(WebDriver) :param message: optional message for :exc:`TimeoutException` :returns: the result of the last call to `method` :raises: :exc:`selenium.common.exceptions.TimeoutException` if timeout occurs """ screen = None stacktrace = None end_time = time.time() + self._timeout while True: try: value = method(self._driver) if value: return value except self._ignored_exceptions as exc: screen = getattr(exc, 'screen', None) stacktrace = getattr(exc, 'stacktrace', None) time.sleep(self._poll) if time.time() > end_time: break raise TimeoutException(message, screen, stacktrace)
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Calls the method provided with the driver as an argument until the \ return value does not evaluate to ``False``. :param method: callable(WebDriver) :param message: optional message for :exc:`TimeoutException` :returns: the result of the last call to `method` :raises: :exc:`selenium.common.exceptions.TimeoutException` if timeout occurs
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/support/wait.py#L62-L86
train
SeleniumHQ/selenium
py/selenium/webdriver/support/wait.py
WebDriverWait.until_not
def until_not(self, method, message=''): """Calls the method provided with the driver as an argument until the \ return value evaluates to ``False``. :param method: callable(WebDriver) :param message: optional message for :exc:`TimeoutException` :returns: the result of the last call to `method`, or ``True`` if `method` has raised one of the ignored exceptions :raises: :exc:`selenium.common.exceptions.TimeoutException` if timeout occurs """ end_time = time.time() + self._timeout while True: try: value = method(self._driver) if not value: return value except self._ignored_exceptions: return True time.sleep(self._poll) if time.time() > end_time: break raise TimeoutException(message)
python
def until_not(self, method, message=''): """Calls the method provided with the driver as an argument until the \ return value evaluates to ``False``. :param method: callable(WebDriver) :param message: optional message for :exc:`TimeoutException` :returns: the result of the last call to `method`, or ``True`` if `method` has raised one of the ignored exceptions :raises: :exc:`selenium.common.exceptions.TimeoutException` if timeout occurs """ end_time = time.time() + self._timeout while True: try: value = method(self._driver) if not value: return value except self._ignored_exceptions: return True time.sleep(self._poll) if time.time() > end_time: break raise TimeoutException(message)
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Calls the method provided with the driver as an argument until the \ return value evaluates to ``False``. :param method: callable(WebDriver) :param message: optional message for :exc:`TimeoutException` :returns: the result of the last call to `method`, or ``True`` if `method` has raised one of the ignored exceptions :raises: :exc:`selenium.common.exceptions.TimeoutException` if timeout occurs
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/support/wait.py#L88-L109
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/webdriver.py
WebDriver.quit
def quit(self): """Quits the driver and close every associated window.""" try: RemoteWebDriver.quit(self) except Exception: # We don't care about the message because something probably has gone wrong pass if self.w3c: self.service.stop() else: self.binary.kill() if self.profile is not None: try: shutil.rmtree(self.profile.path) if self.profile.tempfolder is not None: shutil.rmtree(self.profile.tempfolder) except Exception as e: print(str(e))
python
def quit(self): """Quits the driver and close every associated window.""" try: RemoteWebDriver.quit(self) except Exception: # We don't care about the message because something probably has gone wrong pass if self.w3c: self.service.stop() else: self.binary.kill() if self.profile is not None: try: shutil.rmtree(self.profile.path) if self.profile.tempfolder is not None: shutil.rmtree(self.profile.tempfolder) except Exception as e: print(str(e))
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Quits the driver and close every associated window.
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/webdriver.py#L178-L197
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/webdriver.py
WebDriver.context
def context(self, context): """Sets the context that Selenium commands are running in using a `with` statement. The state of the context on the server is saved before entering the block, and restored upon exiting it. :param context: Context, may be one of the class properties `CONTEXT_CHROME` or `CONTEXT_CONTENT`. Usage example:: with selenium.context(selenium.CONTEXT_CHROME): # chrome scope ... do stuff ... """ initial_context = self.execute('GET_CONTEXT').pop('value') self.set_context(context) try: yield finally: self.set_context(initial_context)
python
def context(self, context): """Sets the context that Selenium commands are running in using a `with` statement. The state of the context on the server is saved before entering the block, and restored upon exiting it. :param context: Context, may be one of the class properties `CONTEXT_CHROME` or `CONTEXT_CONTENT`. Usage example:: with selenium.context(selenium.CONTEXT_CHROME): # chrome scope ... do stuff ... """ initial_context = self.execute('GET_CONTEXT').pop('value') self.set_context(context) try: yield finally: self.set_context(initial_context)
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Sets the context that Selenium commands are running in using a `with` statement. The state of the context on the server is saved before entering the block, and restored upon exiting it. :param context: Context, may be one of the class properties `CONTEXT_CHROME` or `CONTEXT_CONTENT`. Usage example:: with selenium.context(selenium.CONTEXT_CHROME): # chrome scope ... do stuff ...
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/webdriver.py#L209-L228
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/webdriver.py
WebDriver.install_addon
def install_addon(self, path, temporary=None): """ Installs Firefox addon. Returns identifier of installed addon. This identifier can later be used to uninstall addon. :param path: Absolute path to the addon that will be installed. :Usage: :: driver.install_addon('/path/to/firebug.xpi') """ payload = {"path": path} if temporary is not None: payload["temporary"] = temporary return self.execute("INSTALL_ADDON", payload)["value"]
python
def install_addon(self, path, temporary=None): """ Installs Firefox addon. Returns identifier of installed addon. This identifier can later be used to uninstall addon. :param path: Absolute path to the addon that will be installed. :Usage: :: driver.install_addon('/path/to/firebug.xpi') """ payload = {"path": path} if temporary is not None: payload["temporary"] = temporary return self.execute("INSTALL_ADDON", payload)["value"]
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Installs Firefox addon. Returns identifier of installed addon. This identifier can later be used to uninstall addon. :param path: Absolute path to the addon that will be installed. :Usage: :: driver.install_addon('/path/to/firebug.xpi')
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/webdriver.py#L230-L247
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/options.py
Options.binary
def binary(self, new_binary): """Sets location of the browser binary, either by string or ``FirefoxBinary`` instance. """ if not isinstance(new_binary, FirefoxBinary): new_binary = FirefoxBinary(new_binary) self._binary = new_binary
python
def binary(self, new_binary): """Sets location of the browser binary, either by string or ``FirefoxBinary`` instance. """ if not isinstance(new_binary, FirefoxBinary): new_binary = FirefoxBinary(new_binary) self._binary = new_binary
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Sets location of the browser binary, either by string or ``FirefoxBinary`` instance.
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/options.py#L52-L59
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/options.py
Options.profile
def profile(self, new_profile): """Sets location of the browser profile to use, either by string or ``FirefoxProfile``. """ if not isinstance(new_profile, FirefoxProfile): new_profile = FirefoxProfile(new_profile) self._profile = new_profile
python
def profile(self, new_profile): """Sets location of the browser profile to use, either by string or ``FirefoxProfile``. """ if not isinstance(new_profile, FirefoxProfile): new_profile = FirefoxProfile(new_profile) self._profile = new_profile
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Sets location of the browser profile to use, either by string or ``FirefoxProfile``.
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/options.py#L111-L118
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/options.py
Options.headless
def headless(self, value): """ Sets the headless argument Args: value: boolean value indicating to set the headless option """ if value is True: self._arguments.append('-headless') elif '-headless' in self._arguments: self._arguments.remove('-headless')
python
def headless(self, value): """ Sets the headless argument Args: value: boolean value indicating to set the headless option """ if value is True: self._arguments.append('-headless') elif '-headless' in self._arguments: self._arguments.remove('-headless')
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Sets the headless argument Args: value: boolean value indicating to set the headless option
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/options.py#L128-L138
train
SeleniumHQ/selenium
py/selenium/webdriver/firefox/options.py
Options.to_capabilities
def to_capabilities(self): """Marshals the Firefox options to a `moz:firefoxOptions` object. """ # This intentionally looks at the internal properties # so if a binary or profile has _not_ been set, # it will defer to geckodriver to find the system Firefox # and generate a fresh profile. caps = self._caps opts = {} if self._binary is not None: opts["binary"] = self._binary._start_cmd if len(self._preferences) > 0: opts["prefs"] = self._preferences if self._proxy is not None: self._proxy.add_to_capabilities(opts) if self._profile is not None: opts["profile"] = self._profile.encoded if len(self._arguments) > 0: opts["args"] = self._arguments opts.update(self.log.to_capabilities()) if len(opts) > 0: caps[Options.KEY] = opts return caps
python
def to_capabilities(self): """Marshals the Firefox options to a `moz:firefoxOptions` object. """ # This intentionally looks at the internal properties # so if a binary or profile has _not_ been set, # it will defer to geckodriver to find the system Firefox # and generate a fresh profile. caps = self._caps opts = {} if self._binary is not None: opts["binary"] = self._binary._start_cmd if len(self._preferences) > 0: opts["prefs"] = self._preferences if self._proxy is not None: self._proxy.add_to_capabilities(opts) if self._profile is not None: opts["profile"] = self._profile.encoded if len(self._arguments) > 0: opts["args"] = self._arguments opts.update(self.log.to_capabilities()) if len(opts) > 0: caps[Options.KEY] = opts return caps
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Marshals the Firefox options to a `moz:firefoxOptions` object.
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/firefox/options.py#L140-L167
train
SeleniumHQ/selenium
py/selenium/webdriver/remote/mobile.py
Mobile.set_network_connection
def set_network_connection(self, network): """ Set the network connection for the remote device. Example of setting airplane mode:: driver.mobile.set_network_connection(driver.mobile.AIRPLANE_MODE) """ mode = network.mask if isinstance(network, self.ConnectionType) else network return self.ConnectionType(self._driver.execute( Command.SET_NETWORK_CONNECTION, { 'name': 'network_connection', 'parameters': {'type': mode}})['value'])
python
def set_network_connection(self, network): """ Set the network connection for the remote device. Example of setting airplane mode:: driver.mobile.set_network_connection(driver.mobile.AIRPLANE_MODE) """ mode = network.mask if isinstance(network, self.ConnectionType) else network return self.ConnectionType(self._driver.execute( Command.SET_NETWORK_CONNECTION, { 'name': 'network_connection', 'parameters': {'type': mode}})['value'])
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Set the network connection for the remote device. Example of setting airplane mode:: driver.mobile.set_network_connection(driver.mobile.AIRPLANE_MODE)
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df40c28b41d4b3953f90eaff84838a9ac052b84a
https://github.com/SeleniumHQ/selenium/blob/df40c28b41d4b3953f90eaff84838a9ac052b84a/py/selenium/webdriver/remote/mobile.py#L52-L64
train