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