An image-like layer where every pixel contains an integer ID
corresponding to the region it belongs to.
Parameters:
data (array or list of array) – Labels data as an array or multiscale. Must be integer type or bools.
Please note multiscale rendering is only supported in 2D. In 3D, only
the lowest resolution scale is displayed.
affine (n-D array or napari.utils.transforms.Affine) – (N+1, N+1) affine transformation matrix in homogeneous coordinates.
The first (N, N) entries correspond to a linear transform and
the final column is a length N translation vector and a 1 or a napari
Affine transform object. Applied as an extra transform on top of the
provided scale, rotate, and shear values.
axis_labels (tuple of str, optional) – Dimension names of the layer data.
If not provided, axis_labels will be set to (…, ‘axis -2’, ‘axis -1’).
blending (str) – One of a list of preset blending modes that determines how RGB and
alpha values of the layer visual get mixed. Allowed values are
{‘opaque’, ‘translucent’, and ‘additive’}.
cache (bool) – Whether slices of out-of-core datasets should be cached upon retrieval.
Currently, this only applies to dask arrays.
depiction (str) – 3D Depiction mode. Must be one of {‘volume’, ‘plane’}.
The default value is ‘volume’.
experimental_clipping_planes (list of dicts, list of ClippingPlane, or ClippingPlaneList) – Each dict defines a clipping plane in 3D in data coordinates.
Valid dictionary keys are {‘position’, ‘normal’, and ‘enabled’}.
Values on the negative side of the normal are discarded if the plane is enabled.
features (dict[str, array-like] or DataFrame) – Features table where each row corresponds to a label and each column
is a feature. The first row corresponds to the background label.
iso_gradient_mode (str) – Method for calulating the gradient (used to get the surface normal) in the
‘iso_categorical’ rendering mode. Must be one of {‘fast’, ‘smooth’}.
‘fast’ uses a simple finite difference gradient in x, y, and z. ‘smooth’ uses an
isotropic Sobel gradient, which is smoother but more computationally expensive.
The default value is ‘fast’.
multiscale (bool) – Whether the data is a multiscale image or not. Multiscale data is
represented by a list of array like image data. If not specified by
the user and if the data is a list of arrays that decrease in shape
then it will be taken to be multiscale. The first image in the list
should be the largest. Please note multiscale rendering is only
supported in 2D. In 3D, only the lowest resolution scale is
displayed.
opacity (float) – Opacity of the layer visual, between 0.0 and 1.0.
plane (dict or SlicingPlane) – Properties defining plane rendering in 3D. Properties are defined in
data coordinates. Valid dictionary keys are
{‘position’, ‘normal’, ‘thickness’, and ‘enabled’}.
projection_mode (str) – How data outside the viewed dimensions but inside the thick Dims slice will
be projected onto the viewed dimensions
properties (dict {str: array (N,)} or DataFrame) – Properties for each label. Each property should be an array of length
N, where N is the number of labels, and the first property corresponds
to background.
rendering (str) – 3D Rendering mode used by vispy. Must be one {‘translucent’, ‘iso_categorical’}.
‘translucent’ renders without lighting. ‘iso_categorical’ uses isosurface
rendering to calculate lighting effects on labeled surfaces.
The default value is ‘iso_categorical’.
rotate (float, 3-tuple of float, or n-D array.) – If a float convert into a 2D rotation matrix using that value as an
angle. If 3-tuple convert into a 3D rotation matrix, using a yaw,
pitch, roll convention. Otherwise assume an nD rotation. Angles are
assumed to be in degrees. They can be converted from radians with
np.degrees if needed.
scale (tuple of float) – Scale factors for the layer.
shear (1-D array or n-D array) – Either a vector of upper triangular values, or an nD shear matrix with
ones along the main diagonal.
translate (tuple of float) – Translation values for the layer.
units (tuple of str or pint.Unit, optional) – Units of the layer data in world coordinates.
If not provided, the default units are assumed to be pixels.
visible (bool) – Whether the layer visual is currently being displayed.
Integer label data as an array or multiscale. Can be N dimensional.
Every pixel contains an integer ID corresponding to the region it
belongs to. The label 0 is rendered as transparent. Please note
multiscale rendering is only supported in 2D. In 3D, only
the lowest resolution scale is displayed.
Whether the data is a multiscale image or not. Multiscale data is
represented by a list of array like image data. The first image in the
list should be the largest. Please note multiscale rendering is only
supported in 2D. In 3D, only the lowest resolution scale is
displayed.
Properties for each label. Each property should be an array of length
N, where N is the number of labels, and the first property corresponds
to background.
Custom label to color mapping. Values must be valid color names or RGBA
arrays. While there is no limit to the number of custom labels, the
the layer will render incorrectly if they map to more than 1024 distinct
colors. DEPRECATED: set colormap directly, using
napari.utils.colormaps.DirectLabelColormap.
Method for calulating the gradient (used to get the surface normal) in the
‘iso_categorical’ rendering mode. Must be one of {‘fast’, ‘smooth’}.
‘fast’ uses a simple finite difference gradient in x, y, and z. ‘smooth’ uses an
isotropic Sobel gradient, which is smoother but more computationally expensive.
Interactive mode. The normal, default mode is PAN_ZOOM, which
allows for normal interactivity with the canvas.
In PICK mode the cursor functions like a color picker, setting the
clicked on label to be the current label. If the background is picked it
will select the background label 0.
In PAINT mode the cursor functions like a paint brush changing any
pixels it brushes over to the current label. If the background label
0 is selected than any pixels will be changed to background and this
tool functions like an eraser. The size and shape of the cursor can be
adjusted in the properties widget.
In FILL mode the cursor functions like a fill bucket replacing pixels
of the label clicked on with the current label. It can either replace
all pixels of that label or just those that are contiguous with the
clicked on pixel. If the background label 0 is selected than any
pixels will be changed to background and this tool functions like an
eraser.
In ERASE mode the cursor functions similarly to PAINT mode, but to
paint with background label, which effectively removes the label.
Replace an existing label with a new label, either just at the connected component if the contiguous flag is True or everywhere if it is False, working in the number of dimensions specified by the n_edit_dimensions flag.
keymap (dict of str: callable) – Keymap to modify.
key_bind (keybinding-like or ...) – Key combination.
... acts as a wildcard if no key combinations can be matched
in the keymap (this will overwrite all key combinations
further down the lookup chain).
func (callable, None, or ...) – Callable to bind to the key combination.
If None is passed, unbind instead.
... acts as a blocker, effectively unbinding the key
combination for all keymaps further down the lookup chain.
overwrite (bool, keyword-only, optional) – Whether to overwrite the key combination if it already exists.
Returns:
unbound – Callable unbound by this operation, if any.
Return type:
callable or None
Notes
Key combinations are represented in the form [modifier-]key,
e.g. a, Control-c, or Control-Alt-Delete.
Valid modifiers are Control, Alt, Shift, and Meta.
Letters will always be read as upper-case.
Due to the native implementation of the key system, Shift pressed in
certain key combinations may yield inconsistent or unexpected results.
Therefore, it is not recommended to use Shift with non-letter keys. On OSX,
Control is swapped with Meta such that pressing Command reads as Control.
Functions take in only one argument: the parent that the function
was bound to.
By default, all functions are assumed to work on key presses only,
but can be denoted to work on release too by separating the function
into two statements with the yield keyword:
@viewer.bind_key('h')defhello_world(viewer):# on key pressviewer.status='hello world!'yield# on key releaseviewer.status='goodbye world :('
To create a keymap that will block others, bind_key(...,...)`.
Allows for only the top layer to be visible and corresponds to
depth_test=True, cull_face=False, blend=False.
Blending.TRANSLUCENT
Allows for multiple layers to be blended with different opacity
and corresponds to depth_test=True, cull_face=False,
blend=True, blend_func=(‘src_alpha’, ‘one_minus_src_alpha’),
and blend_equation=(‘func_add’).
Blending.TRANSLUCENT_NO_DEPTH
Allows for multiple layers to be blended with different opacity, but
no depth testing is performed. Corresponds to depth_test=False,
cull_face=False, blend=True, blend_func=(‘src_alpha’, ‘one_minus_src_alpha’),
and blend_equation=(‘func_add’).
Blending.ADDITIVE
Allows for multiple layers to be blended together with
different colors and opacity. Useful for creating overlays. It
corresponds to depth_test=False, cull_face=False, blend=True,
blend_func=(‘src_alpha’, ‘one’), and blend_equation=(‘func_add’).
Blending.MINIMUM
Allows for multiple layers to be blended together such that
the minimum of each RGB component and alpha are selected.
Useful for creating overlays with inverted colormaps. It
corresponds to depth_test=False, cull_face=False, blend=True,
blend_equation=(‘min’).
Context manager to group history-editing operations together.
While in the context, history atoms are grouped together into a
“staged” history. When exiting the context, that staged history is
committed to the undo history queue, and an event is emitted
containing the change.
Primarily intended for usage by reader plugin hooks and creating a
layer from an unwrapped layer data tuple.
Parameters:
data (Any) – Data in a format that is valid for the corresponding layer_type.
meta (dict, optional) – Dict of keyword arguments that will be passed to the corresponding
layer constructor. If any keys in meta are not valid for the
corresponding layer type, an exception will be raised.
layer_type (str) – Type of layer to add. Must be the (case insensitive) name of a
Layer subclass. If not provided, the layer is assumed to
be “image”, unless data.dtype is one of (np.int32, np.uint32,
np.int64, np.uint64), in which case it is assumed to be “labels”.
Raises:
ValueError – If layer_type is not one of the recognized layer types.
TypeError – If any keyword arguments in meta are unexpected for the
corresponding add_* method for this layer_type.
Examples
A typical use case might be to upack a tuple of layer data with a
specified layer_type.
Set indices in data to value, while writing to edit history.
Parameters:
indices (tuple of arrays of int) – Indices in data to overwrite. Must be a tuple of arrays of length
equal to the number of data dimensions. (Fancy indexing in [2]).
value (int or array of int) – New label value(s). If more than one value, must match or
broadcast with the given indices.
refresh (bool, default True) – whether to refresh the view, by default True
Convert from data coordinates to world coordinates.
Parameters:
position (tuple, list, 1D array) – Position in data coordinates. If longer then the
number of dimensions of the layer, the later
dimensions will be used.
For image-like layers, these coordinates are the locations of the
pixels in Layer.data which are treated like sample points that are
centered in the rendered version of those pixels.
For other layers, these coordinates are the points or vertices stored
in Layer.data.
Lower and upper bounds are inclusive.
It is an implementation detail that this is a pandas.DataFrame. In the future,
we will target the currently-in-development Data API dataframe protocol [1].
This will enable us to use alternate libraries such as xarray or cuDF for
additional features without breaking existing usage of this.
If you need to specifically rely on the pandas API, please coerce this to a
pandas.DataFrame using features_to_pandas_dataframe.
Replace an existing label with a new label, either just at the
connected component if the contiguous flag is True or everywhere
if it is False, working in the number of dimensions specified by
the n_edit_dimensions flag.
Parameters:
coord (sequence of float) – Position of mouse cursor in image coordinates.
new_label (int) – Value of the new label to be filled in.
refresh (bool) – Whether to refresh view slice or not. Set to False to batch paint
calls.
Get the start and end point for the ray extending
from a point through the data bounding box.
Parameters:
position – the position of the point in nD coordinates. World vs. data
is set by the world keyword argument.
view_direction (np.ndarray) – a unit vector giving the direction of the ray in nD coordinates.
World vs. data is set by the world keyword argument.
dims_displayed (List[int]) – a list of the dimensions currently being displayed in the viewer.
world (bool) – True if the provided coordinates are in world coordinates.
Default value is True.
Returns:
start_point (np.ndarray) – The point on the axis-aligned data bounding box that the cursor click
intersects with. This is the point closest to the camera.
The point is the full nD coordinates of the layer data.
If the click does not intersect the axis-aligned data bounding box,
None is returned.
end_point (np.ndarray) – The point on the axis-aligned data bounding box that the cursor click
intersects with. This is the point farthest from the camera.
The point is the full nD coordinates of the layer data.
If the click does not intersect the axis-aligned data bounding box,
None is returned.
True if this layer is fully loaded in memory, False otherwise.
Layers that only support sync slicing are always fully loaded.
Layers that support async slicing can be temporarily not loaded
while slicing is occurring.
Interactive mode. The normal, default mode is PAN_ZOOM, which
allows for normal interactivity with the canvas.
In PICK mode the cursor functions like a color picker, setting the
clicked on label to be the current label. If the background is picked it
will select the background label 0.
In PAINT mode the cursor functions like a paint brush changing any
pixels it brushes over to the current label. If the background label
0 is selected than any pixels will be changed to background and this
tool functions like an eraser. The size and shape of the cursor can be
adjusted in the properties widget.
In FILL mode the cursor functions like a fill bucket replacing pixels
of the label clicked on with the current label. It can either replace
all pixels of that label or just those that are contiguous with the
clicked on pixel. If the background label 0 is selected than any
pixels will be changed to background and this tool functions like an
eraser.
In ERASE mode the cursor functions similarly to PAINT mode, but to
paint with background label, which effectively removes the label.
Calculate the length of the projection of a line between two mouse
clicks onto a vector (or array of vectors) in data coordinates.
Parameters:
start_position (np.ndarray) – Starting point of the drag vector in data coordinates
end_position (np.ndarray) – End point of the drag vector in data coordinates
view_direction (np.ndarray) – Vector defining the plane normal of the plane onto which the drag
vector is projected.
vector (np.ndarray) – (3,) unit vector or (n, 3) array thereof on which to project the drag
vector from start_event to end_event. This argument is defined in data
coordinates.
dims_displayed (List[int]) – (3,) list of currently displayed dimensions
Mode of projection of the thick slice onto the viewed dimensions.
The sliced data is described by an n-dimensional bounding box (“thick slice”),
which needs to be projected onto the visible dimensions to be visible.
The projection mode controls the projection logic.
Selects a preset rendering mode in vispy that determines how
lablels are displayed. Options include:
translucent: voxel colors are blended along the view ray until
the result is opaque.
iso_categorical: isosurface for categorical data.
Cast a ray until a non-background value is encountered. At that
location, lighning calculations are performed to give the visual
appearance of a surface.
Save this layer to path with default (or specified) plugin.
Parameters:
path (str) – A filepath, directory, or URL to open. Extensions may be used to
specify output format (provided a plugin is available for the
requested format).
plugin (str, optional) – Name of the plugin to use for saving. If None then all plugins
corresponding to appropriate hook specification will be looped
through to find the first one that can save the data.
Convert from world coordinates to data coordinates.
Parameters:
position (tuple, list, 1D array) – Position in world coordinates. If longer then the
number of dimensions of the layer, the later
dimensions will be used.