user: Provide the full official documentation entry for Using Attributes, preserving all code examples.

assistant: Attributes can be stored on geometries like [`Mesh`](bpy.types.Mesh.html#bpy.types.Mesh "bpy.types.Mesh"), [`Curves`](bpy.types.Curves.html#bpy.types.Curves "bpy.types.Curves"), [`PointCloud`](bpy.types.PointCloud.html#bpy.types.PointCloud "bpy.types.PointCloud"), etc.
These geometries have attribute groups (usually called `attributes`).
Using the groups, attributes can then be accessed by their name:

```
radii = curves.attributes["radius"]
```

Creating and storing custom attributes is done using the `attributes.new` function:

```
# Add a new attribute named `my_attribute_name` of type `float` on the point domain of the geometry.
my_attribute = curves.attributes.new("my_attribute_name", 'FLOAT', 'POINT')
```

Removing attributes can be done like so:

```
attribute = drawing.attributes["some_attribute"]
drawing.attributes.remove(attribute)
```

Attribute values are read by accessing their `attribute.data` collection property.
However, in cases where multiple values should be read at once,
it is better to use the [`bpy_prop_collection.foreach_get`](bpy.types.bpy_prop_collection.html#bpy.types.bpy_prop_collection.foreach_get "bpy.types.bpy_prop_collection.foreach_get") function and read the values into a `numpy` buffer.

```
import numpy as np

# Get the radius attribute.
radii = curves.attributes["radius"]
# Print the radius of the first point.
print(radii.data[0].value)
# Output: 0.005

# Get the total number of points.
num_points = attributes.domain_size('POINT')
# Create an empty buffer to read all the radii into.
radii_data = np.zeros(num_points, dtype=np.float32)
# Read all the radii of the curves into `radii_data` at once.
radii.data.foreach_get('value', radii_data)
# Print all the radii.
print(radii_data)
# Output: [0.1, 0.2, 0.3, 0.4, ... ]
```

Writing to different attribute types is very similar. You can simply assign to a value directly.
Again, when writing to multiple values, it is recommended to use the [`bpy_prop_collection.foreach_set`](bpy.types.bpy_prop_collection.html#bpy.types.bpy_prop_collection.foreach_set "bpy.types.bpy_prop_collection.foreach_set") function
to write the values from a `numpy` buffer.

```
import numpy as np

radii = curves.attributes["radius"]
# Write a radius with a value of 0.5 to the first point.
radii.data[0].value = 0.5
print(radii.data[0].value)
# Output: 0.5

num_points = attributes.domain_size('POINT')
# Generate random radii with values between 0.001 and 0.05 using numpy.
new_radii = np.random.uniform(0.001, 0.05, num_points)
# Write the new radii to the radius attribute.
radii.data.foreach_set('value', new_radii)
```

The [`bpy_prop_collection.foreach_get`](bpy.types.bpy_prop_collection.html#bpy.types.bpy_prop_collection.foreach_get "bpy.types.bpy_prop_collection.foreach_get") / [`bpy_prop_collection.foreach_set`](bpy.types.bpy_prop_collection.html#bpy.types.bpy_prop_collection.foreach_set "bpy.types.bpy_prop_collection.foreach_set") methods require a flat array.
This is sometimes not desirable, e.g. when reading/writing positions, which are 3D vectors.
In these cases, it’s possible to use `np.ravel` to pass the data as a flat array:

```
num_points = attributes.domain_size('POINT')
positions = curves.attributes['position']
# Here, we're using a numpy array with shape (num_points, 3) so that each
# element is a 3d vector.
positions_data = np.zeros((num_points, 3), dtype=np.float32)
# The `np.ravel` function will pass the `positions_data` as a flat array
# without changing the original shape.
positions.data.foreach_get('vector', np.ravel(positions_data))
print(positions_data)
# Output: [[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], ...]
```

base class — [`bpy_struct`](bpy.types.bpy_struct.html#bpy.types.bpy_struct "bpy.types.bpy_struct")

subclasses —
[`BoolAttribute`](bpy.types.BoolAttribute.html#bpy.types.BoolAttribute "bpy.types.BoolAttribute"), [`ByteColorAttribute`](bpy.types.ByteColorAttribute.html#bpy.types.ByteColorAttribute "bpy.types.ByteColorAttribute"), [`ByteIntAttribute`](bpy.types.ByteIntAttribute.html#bpy.types.ByteIntAttribute "bpy.types.ByteIntAttribute"), [`Float2Attribute`](bpy.types.Float2Attribute.html#bpy.types.Float2Attribute "bpy.types.Float2Attribute"), [`Float4x4Attribute`](bpy.types.Float4x4Attribute.html#bpy.types.Float4x4Attribute "bpy.types.Float4x4Attribute"), [`FloatAttribute`](bpy.types.FloatAttribute.html#bpy.types.FloatAttribute "bpy.types.FloatAttribute"), [`FloatColorAttribute`](bpy.types.FloatColorAttribute.html#bpy.types.FloatColorAttribute "bpy.types.FloatColorAttribute"), [`FloatVectorAttribute`](bpy.types.FloatVectorAttribute.html#bpy.types.FloatVectorAttribute "bpy.types.FloatVectorAttribute"), [`Int2Attribute`](bpy.types.Int2Attribute.html#bpy.types.Int2Attribute "bpy.types.Int2Attribute"), [`IntAttribute`](bpy.types.IntAttribute.html#bpy.types.IntAttribute "bpy.types.IntAttribute"), [`QuaternionAttribute`](bpy.types.QuaternionAttribute.html#bpy.types.QuaternionAttribute "bpy.types.QuaternionAttribute"), [`Short2Attribute`](bpy.types.Short2Attribute.html#bpy.types.Short2Attribute "bpy.types.Short2Attribute"), [`StringAttribute`](bpy.types.StringAttribute.html#bpy.types.StringAttribute "bpy.types.StringAttribute")

*class* bpy.types.Attribute(*bpy_struct*)
:   Geometry attribute

    data_type
    :   Type of data stored in attribute

        Type:
        :   enum in [Attribute Type Items](bpy_types_enum_items/attribute_type_items.html#rna-enum-attribute-type-items), default `'FLOAT'`, (readonly)

    domain
    :   Domain of the Attribute

        Type:
        :   enum in [Attribute Domain Items](bpy_types_enum_items/attribute_domain_items.html#rna-enum-attribute-domain-items), default `'POINT'`, (readonly)

    is_internal
    :   The attribute is meant for internal use by Blender

        Type:
        :   boolean, default False, (readonly)

    is_required
    :   Whether the attribute can be removed or renamed

        Type:
        :   boolean, default False, (readonly)

    name
    :   Name of the Attribute

        Type:
        :   string, default “”, (never None)

    storage_type
    :   Method used to store the data

        - `ARRAY`
          Array – Store a value for every element.
        - `SINGLE`
          Single – Store a single value for the entire domain.

        Type:
        :   enum in [`'ARRAY'`, `'SINGLE'`], default `'ARRAY'`, (readonly)

    *classmethod* bl_rna_get_subclass(*id*, *default=None*, */*)
    :   Parameters:
        :   **id** (*str*) – The RNA type identifier.

        Returns:
        :   The RNA type or default when not found.

        Return type:
        :   [`bpy.types.Struct`](bpy.types.Struct.html#bpy.types.Struct "bpy.types.Struct") subclass

    *classmethod* bl_rna_get_subclass_py(*id*, *default=None*, */*)
    :   Parameters:
        :   **id** (*str*) – The RNA type identifier.

        Returns:
        :   The class or default when not found.

        Return type:
        :   type

### Inherited Properties

|  |  |
| --- | --- |
| - [`bpy_struct.id_data`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.id_data "bpy.types.bpy_struct.id_data") |  |

### Inherited Functions

|  |  |
| --- | --- |
| - [`bpy_struct.as_pointer`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.as_pointer "bpy.types.bpy_struct.as_pointer") - [`bpy_struct.driver_add`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.driver_add "bpy.types.bpy_struct.driver_add") - [`bpy_struct.driver_remove`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.driver_remove "bpy.types.bpy_struct.driver_remove") - [`bpy_struct.get`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.get "bpy.types.bpy_struct.get") - [`bpy_struct.id_properties_clear`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.id_properties_clear "bpy.types.bpy_struct.id_properties_clear") - [`bpy_struct.id_properties_ensure`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.id_properties_ensure "bpy.types.bpy_struct.id_properties_ensure") - [`bpy_struct.id_properties_ui`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.id_properties_ui "bpy.types.bpy_struct.id_properties_ui") - [`bpy_struct.is_property_hidden`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.is_property_hidden "bpy.types.bpy_struct.is_property_hidden") - [`bpy_struct.is_property_overridable_library`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.is_property_overridable_library "bpy.types.bpy_struct.is_property_overridable_library") - [`bpy_struct.is_property_readonly`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.is_property_readonly "bpy.types.bpy_struct.is_property_readonly") - [`bpy_struct.is_property_set`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.is_property_set "bpy.types.bpy_struct.is_property_set") - [`bpy_struct.items`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.items "bpy.types.bpy_struct.items") | - [`bpy_struct.keyframe_delete`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.keyframe_delete "bpy.types.bpy_struct.keyframe_delete") - [`bpy_struct.keyframe_insert`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.keyframe_insert "bpy.types.bpy_struct.keyframe_insert") - [`bpy_struct.keys`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.keys "bpy.types.bpy_struct.keys") - [`bpy_struct.path_from_id`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.path_from_id "bpy.types.bpy_struct.path_from_id") - [`bpy_struct.path_from_module`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.path_from_module "bpy.types.bpy_struct.path_from_module") - [`bpy_struct.path_resolve`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.path_resolve "bpy.types.bpy_struct.path_resolve") - [`bpy_struct.pop`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.pop "bpy.types.bpy_struct.pop") - [`bpy_struct.property_overridable_library_set`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.property_overridable_library_set "bpy.types.bpy_struct.property_overridable_library_set") - [`bpy_struct.property_unset`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.property_unset "bpy.types.bpy_struct.property_unset") - [`bpy_struct.rna_ancestors`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.rna_ancestors "bpy.types.bpy_struct.rna_ancestors") - [`bpy_struct.type_recast`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.type_recast "bpy.types.bpy_struct.type_recast") - [`bpy_struct.values`](bpy.types.bpy_struct.html#bpy.types.bpy_struct.values "bpy.types.bpy_struct.values") |

### References

|  |  |
| --- | --- |
| - [`AttributeGroupCurves.active`](bpy.types.AttributeGroupCurves.html#bpy.types.AttributeGroupCurves.active "bpy.types.AttributeGroupCurves.active") - [`AttributeGroupCurves.new`](bpy.types.AttributeGroupCurves.html#bpy.types.AttributeGroupCurves.new "bpy.types.AttributeGroupCurves.new") - [`AttributeGroupCurves.remove`](bpy.types.AttributeGroupCurves.html#bpy.types.AttributeGroupCurves.remove "bpy.types.AttributeGroupCurves.remove") - [`AttributeGroupGreasePencil.active`](bpy.types.AttributeGroupGreasePencil.html#bpy.types.AttributeGroupGreasePencil.active "bpy.types.AttributeGroupGreasePencil.active") - [`AttributeGroupGreasePencil.new`](bpy.types.AttributeGroupGreasePencil.html#bpy.types.AttributeGroupGreasePencil.new "bpy.types.AttributeGroupGreasePencil.new") - [`AttributeGroupGreasePencil.remove`](bpy.types.AttributeGroupGreasePencil.html#bpy.types.AttributeGroupGreasePencil.remove "bpy.types.AttributeGroupGreasePencil.remove") - [`AttributeGroupGreasePencilDrawing.active`](bpy.types.AttributeGroupGreasePencilDrawing.html#bpy.types.AttributeGroupGreasePencilDrawing.active "bpy.types.AttributeGroupGreasePencilDrawing.active") - [`AttributeGroupGreasePencilDrawing.new`](bpy.types.AttributeGroupGreasePencilDrawing.html#bpy.types.AttributeGroupGreasePencilDrawing.new "bpy.types.AttributeGroupGreasePencilDrawing.new") - [`AttributeGroupGreasePencilDrawing.remove`](bpy.types.AttributeGroupGreasePencilDrawing.html#bpy.types.AttributeGroupGreasePencilDrawing.remove "bpy.types.AttributeGroupGreasePencilDrawing.remove") - [`AttributeGroupMesh.active`](bpy.types.AttributeGroupMesh.html#bpy.types.AttributeGroupMesh.active "bpy.types.AttributeGroupMesh.active") - [`AttributeGroupMesh.active_color`](bpy.types.AttributeGroupMesh.html#bpy.types.AttributeGroupMesh.active_color "bpy.types.AttributeGroupMesh.active_color") - [`AttributeGroupMesh.new`](bpy.types.AttributeGroupMesh.html#bpy.types.AttributeGroupMesh.new "bpy.types.AttributeGroupMesh.new") - [`AttributeGroupMesh.remove`](bpy.types.AttributeGroupMesh.html#bpy.types.AttributeGroupMesh.remove "bpy.types.AttributeGroupMesh.remove") | - [`AttributeGroupPointCloud.active`](bpy.types.AttributeGroupPointCloud.html#bpy.types.AttributeGroupPointCloud.active "bpy.types.AttributeGroupPointCloud.active") - [`AttributeGroupPointCloud.new`](bpy.types.AttributeGroupPointCloud.html#bpy.types.AttributeGroupPointCloud.new "bpy.types.AttributeGroupPointCloud.new") - [`AttributeGroupPointCloud.remove`](bpy.types.AttributeGroupPointCloud.html#bpy.types.AttributeGroupPointCloud.remove "bpy.types.AttributeGroupPointCloud.remove") - [`Curves.attributes`](bpy.types.Curves.html#bpy.types.Curves.attributes "bpy.types.Curves.attributes") - [`Curves.color_attributes`](bpy.types.Curves.html#bpy.types.Curves.color_attributes "bpy.types.Curves.color_attributes") - [`GreasePencil.attributes`](bpy.types.GreasePencil.html#bpy.types.GreasePencil.attributes "bpy.types.GreasePencil.attributes") - [`GreasePencil.color_attributes`](bpy.types.GreasePencil.html#bpy.types.GreasePencil.color_attributes "bpy.types.GreasePencil.color_attributes") - [`GreasePencilDrawing.attributes`](bpy.types.GreasePencilDrawing.html#bpy.types.GreasePencilDrawing.attributes "bpy.types.GreasePencilDrawing.attributes") - [`GreasePencilDrawing.color_attributes`](bpy.types.GreasePencilDrawing.html#bpy.types.GreasePencilDrawing.color_attributes "bpy.types.GreasePencilDrawing.color_attributes") - [`Mesh.attributes`](bpy.types.Mesh.html#bpy.types.Mesh.attributes "bpy.types.Mesh.attributes") - [`Mesh.color_attributes`](bpy.types.Mesh.html#bpy.types.Mesh.color_attributes "bpy.types.Mesh.color_attributes") - [`PointCloud.attributes`](bpy.types.PointCloud.html#bpy.types.PointCloud.attributes "bpy.types.PointCloud.attributes") - [`PointCloud.color_attributes`](bpy.types.PointCloud.html#bpy.types.PointCloud.color_attributes "bpy.types.PointCloud.color_attributes") |