user: How do I use Help! My script crashes Blender in Blender? Include parameters, examples, warnings and best practices.

assistant: TL;DR Do not keep direct references to Blender data (of any kind)
when modifying the container of that data, and/or when some undo/redo may happen
(e.g. during modal operators execution…).
Instead, use indices (or other data always stored by value in Python, like string keys…),
that allow you to get access to the desired data.

Ideally it would be impossible to crash Blender from Python,
however, there are some problems with the API where it can be made to crash.
Strictly speaking this is a bug in the API but fixing it would mean adding memory verification
on every access since most crashes are caused by the Python objects referencing Blender’s memory directly,
whenever the memory is freed or re-allocated, further Python access to it can crash the script.
But fixing this would make the scripts run very slow,
or writing a very different kind of API which doesn’t reference the memory directly.

Here are some general hints to avoid running into these problems:

- Be aware of memory limits,
  especially when working with large lists since Blender can crash simply by running out of memory.
- Many hard to fix crashes end up being because of referencing freed data,
  when removing data be sure not to hold any references to it.
- Re-allocation can lead to the same issues
  (e.g. if you add a lot of items to some Collection,
  this can lead to re-allocating the underlying container’s memory,
  invalidating all previous references to existing items).
- Modules or classes that remain active while Blender is used,
  should not hold references to data the user may remove, instead,
  fetch data from the context each time the script is activated.
- Crashes may not happen every time, they may happen more on some configurations or operating systems.
- Be careful with recursive patterns, those are very efficient at hiding the issues described here.
- See last subsection about [Unfortunate Corner Cases](#unfortunate-corner-cases) for some known breaking exceptions.

Do not:

```
class TestItems(bpy.types.PropertyGroup):
    name: bpy.props.StringProperty()

bpy.utils.register_class(TestItems)
bpy.types.Scene.test_items = bpy.props.CollectionProperty(type=TestItems)

first_item = bpy.context.scene.test_items.add()
for i in range(100):
    bpy.context.scene.test_items.add()

# This is likely to crash, as internal code may re-allocate
# the whole container (the collection) memory at some point.
first_item.name = "foobar"
```

Do:

```
class TestItems(bpy.types.PropertyGroup):
    name: bpy.props.StringProperty()

bpy.utils.register_class(TestItems)
bpy.types.Scene.test_items = bpy.props.CollectionProperty(type=TestItems)

first_item = bpy.context.scene.test_items.add()
for i in range(100):
    bpy.context.scene.test_items.add()

# This is safe, we are getting again desired data *after*
# all modifications to its container are done.
first_item = bpy.context.scene.test_items[0]
first_item.name = "foobar"
```

### Undo/Redo

For safety, you should assume that undo and redo always invalidates all [`bpy.types.ID`](bpy.types.ID.html#bpy.types.ID "bpy.types.ID")
instances (Object, Scene, Mesh, Light, etc.), as well obviously as all of their sub-data.

This example shows how you can tell undo changes the memory locations:

```
>>> hash(bpy.context.object)
-9223372036849950810
>>> hash(bpy.context.object)
-9223372036849950810
```

Delete the active object, then undo:

```
>>> hash(bpy.context.object)
-9223372036849951740
```

As suggested above, simply not holding references to data when Blender is used
interactively by the user is the only way to make sure that the script doesn’t become unstable.

#### Modifying Blender Data & Undo

In general, when Blender data is modified, there should always be an undo step created for it.
Otherwise, there will be issues, ranging from invalid/broken undo stack, to crashes on undo/redo.

This is especially true when modifying Blender data [in operators](bpy.types.Operator.html#operator-modifying-blender-data-undo).

#### Undo & Library Data

One of the advantages with Blender’s library linking system that undo
can skip checking changes in library data since it is assumed to be static.
Tools in Blender are not allowed to modify library data.
But Python does not enforce this restriction.

This can be useful in some cases, using a script to adjust material values for example.
But it’s also possible to use a script to make library data point to newly created local data,
which is not supported since a call to undo will remove the local data
but leave the library referencing it and likely crash.

So it’s best to consider modifying library data an advanced usage of the API
and only to use it when you know what you’re doing.

### Abusing RNA property callbacks

Python-defined RNA properties can have custom callbacks. Trying to perform complex operations
from there, like calling an operator, may work, but is not officially recommended nor supported.

Main reason is that those callback should be very fast, but additionally, it may for example
create issues with undo/redo system (most operators store an history step, and editing an RNA
property does so as well), trigger infinite update loops, and so on.

### Edit-Mode / Memory Access

Switching mode `bpy.ops.object.mode_set(mode='EDIT')` or `bpy.ops.object.mode_set(mode='OBJECT')`
will re-allocate objects data,
any references to a meshes vertices/polygons/UVs, armatures bones,
curves points, etc. cannot be accessed after switching mode.

Only the reference to the data itself can be re-accessed, the following example will crash.

```
mesh = bpy.context.active_object.data
polygons = mesh.polygons
bpy.ops.object.mode_set(mode='EDIT')
bpy.ops.object.mode_set(mode='OBJECT')

# This will crash!
print(polygons)
```

So after switching mode you need to re-access any object data variables,
the following example shows how to avoid the crash above.

```
mesh = bpy.context.active_object.data
polygons = mesh.polygons
bpy.ops.object.mode_set(mode='EDIT')
bpy.ops.object.mode_set(mode='OBJECT')

# Polygons have been re-allocated.
polygons = mesh.polygons
print(polygons)
```

These kinds of problems can happen for any functions which re-allocate
the object data but are most common when switching mode.

### Array Re-Allocation

When adding new points to a curve or vertices/edges/polygons to a mesh,
internally the array which stores this data is re-allocated.

```
bpy.ops.curve.primitive_bezier_curve_add()
point = bpy.context.object.data.splines[0].bezier_points[0]
bpy.context.object.data.splines[0].bezier_points.add()

# This will crash!
point.co = 1.0, 2.0, 3.0
```

This can be avoided by re-assigning the point variables after adding the new one or by storing
indices to the points rather than the points themselves.

The best way is to sidestep the problem altogether by adding all the points to the curve at once.
This means you don’t have to worry about array re-allocation and it’s faster too
since re-allocating the entire array for every added point is inefficient.

### Removing Data

**Any** data that you remove shouldn’t be modified or accessed afterwards,
this includes: F-Curves, drivers, render layers, timeline markers, modifiers, constraints
along with objects, scenes, collections, bones, etc.

The `remove()` API calls will invalidate the data they free to prevent common mistakes.
The following example shows how this precaution works:

```
mesh = bpy.data.meshes.new(name="MyMesh")
# Normally the script would use the mesh here.
bpy.data.meshes.remove(mesh)
print(mesh.name)  # <- Give an exception rather than crashing:

# ReferenceError: StructRNA of type Mesh has been removed
```

But take care because this is limited to scripts accessing the variable which is removed,
the next example will still crash:

```
mesh = bpy.data.meshes.new(name="MyMesh")
vertices = mesh.vertices
bpy.data.meshes.remove(mesh)
print(vertices)  # <- This may crash.
```

### Unfortunate Corner Cases

Besides all expected cases listed above, there are a few others that should not be
an issue but, due to internal implementation details, currently are:

#### Collection Objects

Changing: `Object.hide_viewport`, `Object.hide_select` or `Object.hide_render`
will trigger a rebuild of Collection caches, thus breaking any current iteration over `Collection.all_objects`.

> Do not:
>
> ```
> # `all_objects` is an iterator. Using it directly while performing operations on its members that will update
> # the memory accessed by the `all_objects` iterator will lead to invalid memory accesses and crashes.
> for object in bpy.data.collections["Collection"].all_objects:
>      object.hide_viewport = True
> ```
>
> Do:
>
> ```
> # `all_objects[:]` is an independent list generated from the iterator. As long as no objects are deleted,
> # its content will remain valid even if the data accessed by the `all_objects` iterator is modified.
> for object in bpy.data.collections["Collection"].all_objects[:]:
>      object.hide_viewport = True
> ```

#### Data-Blocks Renaming During Iteration

Data-blocks accessed from `bpy.data` are sorted when their name is set.
Any loop that iterates of a data such as `bpy.data.objects` for example,
and sets the objects `name` must get all items from the iterator first (typically by converting to a list or tuple)
to avoid missing some objects and iterating over others multiple times.