bokeh.models.transforms¶
Represent transformations of data to happen on the client (browser) side.
-
class
CustomJSTransform
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Transform
Apply a custom defined transform to data.
Warning
The explicit purpose of this Bokeh Model is to embed raw JavaScript code for a browser to execute. If any part of the code is derived from untrusted user inputs, then you must take appropriate care to sanitize the user input prior to passing to Bokeh.
-
args
¶ property type:
Dict
(String
,AnyRef
)A mapping of names to Python objects. In particular those can be bokeh’s models. These objects are made available to the transform’ code snippet as the values of named parameters to the callback.
-
func
¶ property type:
String
A snippet of JavaScript code to transform a single value. The variable
x
will contain the untransformed value and can be expected to be present in the function namespace at render time. The snippet will be into the body of a function and therefore requires a return statement.Example:
func = ''' return Math.floor(x) + 0.5 '''
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
v_func
¶ property type:
String
A snippet of JavaScript code to transform an array of values. The variable
xs
will contain the untransformed array and can be expected to be present in the function namespace at render time. The snippet will be into the body of a function and therefore requires a return statement.Example:
v_func = ''' var new_xs = new Array(xs.length) for(var i = 0; i < xs.length; i++) { new_xs[i] = xs[i] + 0.5 } return new_xs '''
Warning
The vectorized function,
v_func
, must return an array of the same length as the inputxs
array.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
-
-
class
Dodge
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Transform
Apply either fixed dodge amount to data.
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
range
¶ property type:
Instance
(Range
)When applying
Dodge
to categorical data values, the correspondingFactorRange
must be supplied as therange
property.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
-
-
class
Interpolator
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Transform
Base class for interpolator transforms.
Interpolators return the value of a function which has been evaluated between specified (x, y) pairs of data. As an example, if two control point pairs were provided to the interpolator, a linear interpolaction at a specific value of ‘x’ would result in the value of ‘y’ which existed on the line connecting the two control points.
The control point pairs for the interpolators can be specified through either
A literal sequence of values:
interp = Interpolator(x=[1, 2, 3, 4, 5], y=[2, 5, 10, 12, 16])
or a pair of columns defined in a
ColumnDataSource
object:
interp = Interpolator(x="year", y="earnings", data=jewlery_prices))
This is the base class and is not intended to end use. Please see the documentation for the final derived classes (
Jitter
,LineraInterpolator
,StepInterpolator
) for more information on their specific methods of interpolation.Note
This is an abstract base class used to help organize the hierarchy of Bokeh model types. It is not useful to instantiate on its own.
-
clip
¶ property type:
Bool
Determine if the interpolation should clip the result to include only values inside its predefined range. If this is set to False, it will return the most value of the closest point.
-
data
¶ property type:
Instance
(ColumnarDataSource
)Data which defines the source for the named columns if a string is passed to either the
x
ory
parameters.
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
x
¶ property type:
Either
(String
,Seq
(Float
) )Independent coordinate denoting the location of a point.
-
y
¶ property type:
Either
(String
,Seq
(Float
) )Dependant coordinate denoting the value of a point at a location.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
-
class
Jitter
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Transform
Apply either a uniform or normally sampled random jitter to data.
-
distribution
¶ property type:
Enum
(JitterRandomDistribution
)The random distribution upon which to pull the random scatter
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
range
¶ property type:
Instance
(Range
)When applying Jitter to Categorical data values, the corresponding
FactorRange
must be supplied as therange
property.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
width
¶ property type:
Float
The width (absolute for uniform distribution and sigma for the normal distribution) of the random sample.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
-
-
class
LinearInterpolator
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Interpolator
Compute a linear interpolation between the control points provided through the
x
,y
, anddata
parameters.-
clip
¶ property type:
Bool
Determine if the interpolation should clip the result to include only values inside its predefined range. If this is set to False, it will return the most value of the closest point.
-
data
¶ property type:
Instance
(ColumnarDataSource
)Data which defines the source for the named columns if a string is passed to either the
x
ory
parameters.
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
x
¶ property type:
Either
(String
,Seq
(Float
) )Independent coordinate denoting the location of a point.
-
y
¶ property type:
Either
(String
,Seq
(Float
) )Dependant coordinate denoting the value of a point at a location.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
-
-
class
StepInterpolator
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Interpolator
Compute a step-wise interpolation between the points provided through the
x
,y
, anddata
parameters.-
clip
¶ property type:
Bool
Determine if the interpolation should clip the result to include only values inside its predefined range. If this is set to False, it will return the most value of the closest point.
-
data
¶ property type:
Instance
(ColumnarDataSource
)Data which defines the source for the named columns if a string is passed to either the
x
ory
parameters.
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
mode
¶ property type:
Enum
(StepMode
)Adjust the behavior of the returned value in relation to the control points. The parameter can assume one of three values:
after
(default): Assume the y-value associated with the nearest x-value which is less than or equal to the point to transform.before
: Assume the y-value associated with the nearest x-value which is greater than the point to transform.center
: Assume the y-value associated with the nearest x-value to the point to transform.
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
x
¶ property type:
Either
(String
,Seq
(Float
) )Independent coordinate denoting the location of a point.
-
y
¶ property type:
Either
(String
,Seq
(Float
) )Dependant coordinate denoting the value of a point at a location.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
-
-
class
Transform
(**kwargs)[source]¶ Bases:
bokeh.model.Model
Base class for
Transform
models that represent a computation to be carried out on the client-side.JavaScript implementations should implement the following methods:
Note
This is an abstract base class used to help organize the hierarchy of Bokeh model types. It is not useful to instantiate on its own.
-
js_event_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of event names to lists of
CustomJS
callbacks.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_event
method:callback = CustomJS(code="console.log('tap event occurred')") plot.js_on_event('tap', callback)
-
js_property_callbacks
¶ property type:
Dict
(String
,List
(Instance
(CustomJS
) ) )A mapping of attribute names to lists of
CustomJS
callbacks, to be set up on BokehJS side when the document is created.Typically, rather then modifying this property directly, callbacks should be added using the
Model.js_on_change
method:callback = CustomJS(code="console.log('stuff')") plot.x_range.js_on_change('start', callback)
-
name
¶ property type:
String
An arbitrary, user-supplied name for this model.
This name can be useful when querying the document to retrieve specific Bokeh models.
>>> plot.circle([1,2,3], [4,5,6], name="temp") >>> plot.select(name="temp") [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]
Note
No uniqueness guarantees or other conditions are enforced on any names that are provided, nor is the name used directly by Bokeh for any reason.
-
subscribed_events
¶ property type:
List
(String
)List of events that are subscribed to by Python callbacks. This is the set of events that will be communicated from BokehJS back to Python for this model.
-
An optional list of arbitrary, user-supplied values to attach to this model.
This data can be useful when querying the document to retrieve specific Bokeh models:
>>> r = plot.circle([1,2,3], [4,5,6]) >>> r.tags = ["foo", 10] >>> plot.select(tags=['foo', 10]) [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]
Or simply a convenient way to attach any necessary metadata to a model that can be accessed by
CustomJS
callbacks, etc.Note
No uniqueness guarantees or other conditions are enforced on any tags that are provided, nor are the tags used directly by Bokeh for any reason.
-
apply_theme
(property_values)¶ Apply a set of theme values which will be used rather than defaults, but will not override application-set values.
The passed-in dictionary may be kept around as-is and shared with other instances to save memory (so neither the caller nor the
HasProps
instance should modify it).- Parameters
property_values (dict) – theme values to use in place of defaults
- Returns
None
-
classmethod
dataspecs
()¶ Collect the names of all
DataSpec
properties on this class.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
dataspecs_with_props
()¶ Collect a dict mapping the names of all
DataSpec
properties on this class to the associated properties.This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
equals
(other)¶ Structural equality of models.
- Parameters
other (HasProps) – the other instance to compare to
- Returns
True, if properties are structurally equal, otherwise False
-
js_link
(attr, other, other_attr, attr_selector=None)¶ Link two Bokeh model properties using JavaScript.
This is a convenience method that simplifies adding a CustomJS callback to update one Bokeh model property whenever another changes value.
- Parameters
Added in version 1.1
- Raises
Examples
This code with
js_link
:select.js_link('value', plot, 'sizing_mode')
is equivalent to the following:
from bokeh.models import CustomJS select.js_on_change('value', CustomJS(args=dict(other=plot), code="other.sizing_mode = this.value" ) )
Additionally, to use attr_selector to attach the left side of a range slider to a plot’s x_range:
range_slider.js_link('value', plot.x_range, 'start', attr_selector=0)
which is equivalent to:
from bokeh.models import CustomJS range_slider.js_on_change('value', CustomJS(args=dict(other=plot.x_range), code="other.start = this.value[0]" ) )
-
js_on_change
(event, *callbacks)¶ Attach a
CustomJS
callback to an arbitrary BokehJS model event.On the BokehJS side, change events for model properties have the form
"change:property_name"
. As a convenience, if the event name passed to this method is also the name of a property on the model, then it will be prefixed with"change:"
automatically:# these two are equivalent source.js_on_change('data', callback) source.js_on_change('change:data', callback)
However, there are other kinds of events that can be useful to respond to, in addition to property change events. For example to run a callback whenever data is streamed to a
ColumnDataSource
, use the"stream"
event on the source:source.js_on_change('streaming', callback)
-
layout
(side, plot)¶
-
classmethod
lookup
(name)¶ Find the
PropertyDescriptor
for a Bokeh property on a class, given the property name.- Parameters
name (str) – name of the property to search for
- Returns
descriptor for property named
name
- Return type
-
on_change
(attr, *callbacks)¶ Add a callback on this object to trigger when
attr
changes.- Parameters
attr (str) – an attribute name on this object
*callbacks (callable) – callback functions to register
- Returns
None
Example:
widget.on_change('value', callback1, callback2, ..., callback_n)
-
classmethod
properties
(with_bases=True)¶ Collect the names of properties on this class.
This method optionally traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_containers
()¶ Collect the names of all container properties on this class.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
classmethod
properties_with_refs
()¶ Collect the names of all properties on this class that also have references.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
-
properties_with_values
(include_defaults: bool = True) → Dict[str, Any]¶ Collect a dict mapping property names to their values.
This method always traverses the class hierarchy and includes properties defined on any parent classes.
Non-serializable properties are skipped and property values are in “serialized” format which may be slightly different from the values you would normally read from the properties; the intent of this method is to return the information needed to losslessly reconstitute the object instance.
-
query_properties_with_values
(query, include_defaults=True)¶ Query the properties values of
HasProps
instances with a predicate.- Parameters
query (callable) – A callable that accepts property descriptors and returns True or False
include_defaults (bool, optional) – Whether to include properties that have not been explicitly set by a user (default: True)
- Returns
mapping of property names and values for matching properties
- Return type
-
references
()¶ Returns all
Models
that this object has references to.
-
remove_on_change
(attr, *callbacks)¶ Remove a callback from this object
-
select
(selector)¶ Query this object and all of its references for objects that match the given selector.
- Parameters
selector (JSON-like) –
- Returns
seq[Model]
-
select_one
(selector)¶ Query this object and all of its references for objects that match the given selector. Raises an error if more than one object is found. Returns single matching object, or None if nothing is found :param selector: :type selector: JSON-like
- Returns
Model
-
set_from_json
(name, json, models=None, setter=None)¶ Set a property value on this object from JSON.
- Parameters
name – (str) : name of the attribute to set
json – (JSON-value) : value to set to the attribute to
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
set_select
(selector, updates)¶ Update objects that match a given selector with the specified attribute/value updates.
- Parameters
selector (JSON-like) –
updates (dict) –
- Returns
None
-
themed_values
()¶ Get any theme-provided overrides.
Results are returned as a dict from property name to value, or
None
if no theme overrides any values for this instance.- Returns
dict or None
-
to_json
(include_defaults)¶ Returns a dictionary of the attributes of this object, containing only “JSON types” (string, number, boolean, none, dict, list).
References to other objects are serialized as “refs” (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
to_json_string
(include_defaults)¶ Returns a JSON string encoding the attributes of this object.
References to other objects are serialized as references (just the object ID and type info), so the deserializer will need to separately have the full attributes of those other objects.
There’s no corresponding
from_json_string()
because to deserialize an object is normally done in the context of a Document (since the Document can resolve references).For most purposes it’s best to serialize and deserialize entire documents.
- Parameters
include_defaults (bool) – whether to include attributes that haven’t been changed from the default
-
trigger
(attr, old, new, hint=None, setter=None)¶
-
unapply_theme
()¶ Remove any themed values and restore defaults.
- Returns
None
-
update
(**kwargs)¶ Updates the object’s properties from the given keyword arguments.
- Returns
None
Examples
The following are equivalent:
from bokeh.models import Range1d r = Range1d # set properties individually: r.start = 10 r.end = 20 # update properties together: r.update(start=10, end=20)
-
update_from_json
(json_attributes, models=None, setter=None)¶ Updates the object’s properties from a JSON attributes dictionary.
- Parameters
json_attributes – (JSON-dict) : attributes and values to update
models (dict or None, optional) –
Mapping of model ids to models (default: None)
This is needed in cases where the attributes to update also have values that have references.
setter (ClientSession or ServerSession or None, optional) –
This is used to prevent “boomerang” updates to Bokeh apps.
In the context of a Bokeh server application, incoming updates to properties will be annotated with the session that is doing the updating. This value is propagated through any subsequent change notifications that the update triggers. The session can compare the event setter to itself, and suppress any updates that originate from itself.
- Returns
None
-
property
document
¶ The
Document
this model is attached to (can beNone
)
-
property
struct
¶ A Bokeh protocol “structure” of this model, i.e. a dict of the form:
{ 'type' : << view model name >> 'id' : << unique model id >> }
Additionally there may be a subtype field if this model is a subtype.
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