linux/Documentation/core-api/min_heap.rst
Kuan-Wei Chiu ec7c2bda80 Documentation/core-api: add min heap API introduction
Introduce an overview of the min heap API, detailing its usage and
functionality.  The documentation aims to provide developers with a clear
understanding of how to implement and utilize min heaps within the Linux
kernel, enhancing the overall accessibility of this data structure.

Link: https://lkml.kernel.org/r/20241020040200.939973-11-visitorckw@gmail.com
Signed-off-by: Kuan-Wei Chiu <visitorckw@gmail.com>
Reviewed-by: Bagas Sanjaya <bagasdotme@gmail.com>
Cc: Adrian Hunter <adrian.hunter@intel.com>
Cc: Arnaldo Carvalho de Melo <acme@kernel.org>
Cc: Ching-Chun (Jim) Huang <jserv@ccns.ncku.edu.tw>
Cc: Coly Li <colyli@suse.de>
Cc: Ian Rogers <irogers@google.com>
Cc: Ingo Molnar <mingo@redhat.com>
Cc: Jiri Olsa <jolsa@kernel.org>
Cc: Jonathan Corbet <corbet@lwn.net>
Cc: Kent Overstreet <kent.overstreet@linux.dev>
Cc: "Liang, Kan" <kan.liang@linux.intel.com>
Cc: Mark Rutland <mark.rutland@arm.com>
Cc: Matthew Sakai <msakai@redhat.com>
Cc: Matthew Wilcox (Oracle) <willy@infradead.org>
Cc: Namhyung Kim <namhyung@kernel.org>
Cc: Peter Zijlstra <peterz@infradead.org>
Signed-off-by: Andrew Morton <akpm@linux-foundation.org>
2024-11-05 17:12:37 -08:00

301 lines
10 KiB
ReStructuredText

.. SPDX-License-Identifier: GPL-2.0
============
Min Heap API
============
Introduction
============
The Min Heap API provides a set of functions and macros for managing min-heaps
in the Linux kernel. A min-heap is a binary tree structure where the value of
each node is less than or equal to the values of its children, ensuring that
the smallest element is always at the root.
This document provides a guide to the Min Heap API, detailing how to define and
use min-heaps. Users should not directly call functions with **__min_heap_*()**
prefixes, but should instead use the provided macro wrappers.
In addition to the standard version of the functions, the API also includes a
set of inline versions for performance-critical scenarios. These inline
functions have the same names as their non-inline counterparts but include an
**_inline** suffix. For example, **__min_heap_init_inline** and its
corresponding macro wrapper **min_heap_init_inline**. The inline versions allow
custom comparison and swap functions to be called directly, rather than through
indirect function calls. This can significantly reduce overhead, especially
when CONFIG_MITIGATION_RETPOLINE is enabled, as indirect function calls become
more expensive. As with the non-inline versions, it is important to use the
macro wrappers for inline functions instead of directly calling the functions
themselves.
Data Structures
===============
Min-Heap Definition
-------------------
The core data structure for representing a min-heap is defined using the
**MIN_HEAP_PREALLOCATED** and **DEFINE_MIN_HEAP** macros. These macros allow
you to define a min-heap with a preallocated buffer or dynamically allocated
memory.
Example:
.. code-block:: c
#define MIN_HEAP_PREALLOCATED(_type, _name, _nr)
struct _name {
int nr; /* Number of elements in the heap */
int size; /* Maximum number of elements that can be held */
_type *data; /* Pointer to the heap data */
_type preallocated[_nr]; /* Static preallocated array */
}
#define DEFINE_MIN_HEAP(_type, _name) MIN_HEAP_PREALLOCATED(_type, _name, 0)
A typical heap structure will include a counter for the number of elements
(`nr`), the maximum capacity of the heap (`size`), and a pointer to an array of
elements (`data`). Optionally, you can specify a static array for preallocated
heap storage using **MIN_HEAP_PREALLOCATED**.
Min Heap Callbacks
------------------
The **struct min_heap_callbacks** provides customization options for ordering
elements in the heap and swapping them. It contains two function pointers:
.. code-block:: c
struct min_heap_callbacks {
bool (*less)(const void *lhs, const void *rhs, void *args);
void (*swp)(void *lhs, void *rhs, void *args);
};
- **less** is the comparison function used to establish the order of elements.
- **swp** is a function for swapping elements in the heap. If swp is set to
NULL, the default swap function will be used, which swaps the elements based on their size
Macro Wrappers
==============
The following macro wrappers are provided for interacting with the heap in a
user-friendly manner. Each macro corresponds to a function that operates on the
heap, and they abstract away direct calls to internal functions.
Each macro accepts various parameters that are detailed below.
Heap Initialization
--------------------
.. code-block:: c
min_heap_init(heap, data, size);
- **heap**: A pointer to the min-heap structure to be initialized.
- **data**: A pointer to the buffer where the heap elements will be stored. If
`NULL`, the preallocated buffer within the heap structure will be used.
- **size**: The maximum number of elements the heap can hold.
This macro initializes the heap, setting its initial state. If `data` is
`NULL`, the preallocated memory inside the heap structure will be used for
storage. Otherwise, the user-provided buffer is used. The operation is **O(1)**.
**Inline Version:** min_heap_init_inline(heap, data, size)
Accessing the Top Element
-------------------------
.. code-block:: c
element = min_heap_peek(heap);
- **heap**: A pointer to the min-heap from which to retrieve the smallest
element.
This macro returns a pointer to the smallest element (the root) of the heap, or
`NULL` if the heap is empty. The operation is **O(1)**.
**Inline Version:** min_heap_peek_inline(heap)
Heap Insertion
--------------
.. code-block:: c
success = min_heap_push(heap, element, callbacks, args);
- **heap**: A pointer to the min-heap into which the element should be inserted.
- **element**: A pointer to the element to be inserted into the heap.
- **callbacks**: A pointer to a `struct min_heap_callbacks` providing the
`less` and `swp` functions.
- **args**: Optional arguments passed to the `less` and `swp` functions.
This macro inserts an element into the heap. It returns `true` if the insertion
was successful and `false` if the heap is full. The operation is **O(log n)**.
**Inline Version:** min_heap_push_inline(heap, element, callbacks, args)
Heap Removal
------------
.. code-block:: c
success = min_heap_pop(heap, callbacks, args);
- **heap**: A pointer to the min-heap from which to remove the smallest element.
- **callbacks**: A pointer to a `struct min_heap_callbacks` providing the
`less` and `swp` functions.
- **args**: Optional arguments passed to the `less` and `swp` functions.
This macro removes the smallest element (the root) from the heap. It returns
`true` if the element was successfully removed, or `false` if the heap is
empty. The operation is **O(log n)**.
**Inline Version:** min_heap_pop_inline(heap, callbacks, args)
Heap Maintenance
----------------
You can use the following macros to maintain the heap's structure:
.. code-block:: c
min_heap_sift_down(heap, pos, callbacks, args);
- **heap**: A pointer to the min-heap.
- **pos**: The index from which to start sifting down.
- **callbacks**: A pointer to a `struct min_heap_callbacks` providing the
`less` and `swp` functions.
- **args**: Optional arguments passed to the `less` and `swp` functions.
This macro restores the heap property by moving the element at the specified
index (`pos`) down the heap until it is in the correct position. The operation
is **O(log n)**.
**Inline Version:** min_heap_sift_down_inline(heap, pos, callbacks, args)
.. code-block:: c
min_heap_sift_up(heap, idx, callbacks, args);
- **heap**: A pointer to the min-heap.
- **idx**: The index of the element to sift up.
- **callbacks**: A pointer to a `struct min_heap_callbacks` providing the
`less` and `swp` functions.
- **args**: Optional arguments passed to the `less` and `swp` functions.
This macro restores the heap property by moving the element at the specified
index (`idx`) up the heap. The operation is **O(log n)**.
**Inline Version:** min_heap_sift_up_inline(heap, idx, callbacks, args)
.. code-block:: c
min_heapify_all(heap, callbacks, args);
- **heap**: A pointer to the min-heap.
- **callbacks**: A pointer to a `struct min_heap_callbacks` providing the
`less` and `swp` functions.
- **args**: Optional arguments passed to the `less` and `swp` functions.
This macro ensures that the entire heap satisfies the heap property. It is
called when the heap is built from scratch or after many modifications. The
operation is **O(n)**.
**Inline Version:** min_heapify_all_inline(heap, callbacks, args)
Removing Specific Elements
--------------------------
.. code-block:: c
success = min_heap_del(heap, idx, callbacks, args);
- **heap**: A pointer to the min-heap.
- **idx**: The index of the element to delete.
- **callbacks**: A pointer to a `struct min_heap_callbacks` providing the
`less` and `swp` functions.
- **args**: Optional arguments passed to the `less` and `swp` functions.
This macro removes an element at the specified index (`idx`) from the heap and
restores the heap property. The operation is **O(log n)**.
**Inline Version:** min_heap_del_inline(heap, idx, callbacks, args)
Other Utilities
===============
- **min_heap_full(heap)**: Checks whether the heap is full.
Complexity: **O(1)**.
.. code-block:: c
bool full = min_heap_full(heap);
- `heap`: A pointer to the min-heap to check.
This macro returns `true` if the heap is full, otherwise `false`.
**Inline Version:** min_heap_full_inline(heap)
- **min_heap_empty(heap)**: Checks whether the heap is empty.
Complexity: **O(1)**.
.. code-block:: c
bool empty = min_heap_empty(heap);
- `heap`: A pointer to the min-heap to check.
This macro returns `true` if the heap is empty, otherwise `false`.
**Inline Version:** min_heap_empty_inline(heap)
Example Usage
=============
An example usage of the min-heap API would involve defining a heap structure,
initializing it, and inserting and removing elements as needed.
.. code-block:: c
#include <linux/min_heap.h>
int my_less_function(const void *lhs, const void *rhs, void *args) {
return (*(int *)lhs < *(int *)rhs);
}
struct min_heap_callbacks heap_cb = {
.less = my_less_function, /* Comparison function for heap order */
.swp = NULL, /* Use default swap function */
};
void example_usage(void) {
/* Pre-populate the buffer with elements */
int buffer[5] = {5, 2, 8, 1, 3};
/* Declare a min-heap */
DEFINE_MIN_HEAP(int, my_heap);
/* Initialize the heap with preallocated buffer and size */
min_heap_init(&my_heap, buffer, 5);
/* Build the heap using min_heapify_all */
my_heap.nr = 5; /* Set the number of elements in the heap */
min_heapify_all(&my_heap, &heap_cb, NULL);
/* Peek at the top element (should be 1 in this case) */
int *top = min_heap_peek(&my_heap);
pr_info("Top element: %d\n", *top);
/* Pop the top element (1) and get the new top (2) */
min_heap_pop(&my_heap, &heap_cb, NULL);
top = min_heap_peek(&my_heap);
pr_info("New top element: %d\n", *top);
/* Insert a new element (0) and recheck the top */
int new_element = 0;
min_heap_push(&my_heap, &new_element, &heap_cb, NULL);
top = min_heap_peek(&my_heap);
pr_info("Top element after insertion: %d\n", *top);
}