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321 lines
12 KiB
321 lines
12 KiB
3 months ago
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Sorting
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=======
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A very common need is sorting data. Therefore libUCW contains few
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routines to accomplish that task. They are much more universal than
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qsort(), since they allow you to sort structures indexed by a macro,
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sort data externally, if they do not fit into memory, merge data with
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the same keys and sort data of variable length.
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All routines described below are <<generic:,generic algorithms>>.
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- <<array-simple,Simple array sorting>>
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* <<mandatory-simple,Mandatory macros>>
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* <<optional-simple,Optional macros>>
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* <<example-simple,Example>>
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- <<array,Huge array sorting>>
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* <<mandatory-array,Mandatory macros>>
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* <<optional-array,Optional macros>>
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- <<external,External sorting>>
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* <<basic-external,Basic macros>>
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* <<callback-external,Callbacks>>
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* <<integer-external,Integer sorting>>
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* <<hash-external,Hashing>>
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* <<merge-external,Merging>>
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* <<input-external,Input>>
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* <<output-external,Output>>
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* <<other-external,Other switches>>
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* <<function-external,Generated function>>
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[[array-simple]]
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Simple array sorting
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--------------------
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If you want to sort some data in memory and you aren't too picky about
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setting how, you just use the routine defined in
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`sorter/array-simple.h`. It is an optimised hybrid
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quick-sort/insert-sort algorithm (quick-sort is used to split the
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input into small parts, each is then sorted by insert-sort). It is
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more than 2 times faster than stdlib's qsort(), mostly because of
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inlining.
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You need to define few macros and include the header. You get a
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sorting function in return. It will be called
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<<fun__GENERIC_LINK_|ASORT_PREFIX|sort|,`ASORT_PREFIX(sort)`>>.
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[[mandatory-simple]]
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Mandatory macros
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~~~~~~~~~~~~~~~~
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- `ASORT_PREFIX(name)` -- The identifier generating macro.
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- `ASORT_KEY_TYPE` -- Data type of a single array entry key.
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[[optional-simple]]
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Optional macros
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~~~~~~~~~~~~~~~
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- `ASORT_ELT(i)` -- Indexing macro. Returns the key of the
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corresponding entry. If not provided, usual array with sequential
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indexing is assumed.
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- `ASORT_LT(x,y)` -- Comparing macro. If not provided, compares by the
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`<` operator.
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- `ASORT_SWAP(i,j)` -- Swap elements with indices `i` and `j`. If not
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provided, it assumes `ASORT_ELT` is l-value and it just swaps keys.
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- `ASORT_THRESHOLD` -- Sequences of at least this amount of elements are
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sorted by quick-sort, smaller are sorted by insert-sort. Defaults to
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`8` (result of experimentation).
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- `ASORT_EXTRA_ARGS` -- Pass some extra arguments to the function.
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They are visible from all the macros. Must start with a comma.
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!!ucw/sorter/array-simple.h ASORT_PREFIX
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[[example-simple]]
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Example
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~~~~~~~
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Let's sort an array of integers, in the usual way.
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#define ASORT_PREFIX(X) intarr_##X
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#define ASORT_KEY_TYPE int
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#include <ucw/sorter/array-simple.h>
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This generates an intarr_sort(int *array, uint array_size) function that
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can be used the obvious way.
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A more complicated example could be sorting a structure, where items
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with odd indices are stored in one array, even in another. Each item
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could be a structure containing a string and an integer. We would like
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to sort them by the strings.
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struct elem {
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char *string;
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int integer;
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};
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#include <string.h> // Because of strcmp
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#define ASORT_PREFIX(X) complicated_##X
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#define ASORT_KEY_TYPE struct elem
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#define ASORT_ELT(i) ((i % 2 ? even_array : odd_array)[i / 2])
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#define ASORT_LT(x, y) (strcmp((x).string, (y).string) < 0)
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#define ASORT_EXTRA_ARGS , struct elem *odd_array, struct elem *even_array
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#include <ucw/sorter/array-simple.h>
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Now we got a complicated_sort(uint array_size, struct elem *odd_array,
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struct *even_array) function to perform our sorting.
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[[array]]
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Huge array sorting
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------------------
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This one is very similar to the simple array sorter, but it is
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optimised for huge arrays. It is used mostly by the
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<<external,external sorter>> machinery described below, but you can
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use it directly.
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It is in the `sorter/array.h` header.
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It differs in few details:
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- It supports only continuous arrays, no indexing macro can be
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provided.
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- It is able to sort in parallel on SMP systems. It assumes all
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callbacks you provide are thread-safe.
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- If you provide a monotone hash function (if `hash(x) < hash(y)`, then
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`x < y`, but `x` and `y` may differ when `hash(x) == hash(y)`), it
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will use it to gain some more speed by radix-sort.
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[[mandatory-array]]
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Mandatory macros
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~~~~~~~~~~~~~~~~
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- `ASORT_PREFIX(x)` -- The identifier generating macro.
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- `ASORT_KEY_TYPE` -- Type of elements in the array.
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[[optional-array]]
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Optional macros
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~~~~~~~~~~~~~~~
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- `ASORT_LT(x,y)` -- Comparing macro. Uses the `<` operator if not
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provided.
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- `ASORT_HASH(x)` -- A monotone hash function (or macro). Should
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return `uint`.
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- `ASORT_LONG_HASH(x)` -- Like `ASORT_HASH(x)`, but returns 64-bit
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number instead of 32-bit.
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- `ASORT_THRESHOLD` -- How small should a chunk of data be to be sorted
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by insert-sort? Defaults to `8` elements.
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- `ASORT_RADIX_BITS` -- How many bits of the hash function should be
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used at once for radix-sort? The default is guessed from your
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architecture.
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!!ucw/sorter/array.h ASORT_PREFIX
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[[external]]
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External sorting
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----------------
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If you have too much data to fit into memory, you need to employ
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external sorting. This external sorter operates on
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<<fastbuf:,fastbufs>> containing sequences of items. Each item
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consists of a key, optionally followed by data. Both the keys and data
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may be of variable length, but the keys must be represented by
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fixed-size type in memory. The length of data must be computable from
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the key. Data are just copied verbatim, unless you use the merging
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mode, in which data with the same keys get merged together.
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All callbacks must be thread safe.
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The sorter resides in the `sorter/sorter.h` header file.
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[[basic-external]]
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Basic macros
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~~~~~~~~~~~~
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You need to provide some basic macros. Some of them are optional.
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- `SORT_PREFIX(x)` -- Identifier generating macro. This one is
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mandatory.
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- `SORT_KEY` -- Data structure holding the key of item in memory. The
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representation on disk may be different. Either this one or
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`SORT_KEY_REGULAR` must be provided.
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- `SORT_KEY_REGULAR` -- You may use this instead of `SORT_KEY`, when
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the keys have the same representation both in memory and on disk.
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Then the sorter uses <<fastbuf:bread()>> and <<fastbuf:bwrite()>> to
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load and store them. It also assumes the keys are not very long.
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- `SORT_KEY_SIZE(key)` -- Returns the real size of the key. The sorter
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can use this to save space and truncate the key to the given number
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of bytes, when the keys have variable lengths. If the keys have
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fixed sizes, there is no need for this macro.
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- `SORT_DATA_SIZE(key)` -- Returns the amount of data following this
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key. If you do not provide this one, the sorter assumes there are
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only keys and no data.
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[[callback-external]]
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Callbacks
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~~~~~~~~~
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Furthermore, you need to provide these callback functions (make sure
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they are thread safe):
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- `int SORT_PREFIX(compare)(SORT_KEY *a, SORT_KEY *b)` -- Comparing
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function. It should act like strcmp(). Mandatory unless provided by
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<<integer-external,integer sorting>>.
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- `int SORT_PREFIX(read_key)(struct fastbuf *f, SORT_KEY *k)` --
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Should read a key from the provided <<fastbuf:,fastbuf>> @f and
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store it into @k. Returns nonzero when ok and zero when an `EOF` was
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met. Mandatory unless `SORT_KEY_REGULAR` is defined.
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- `void SORT_PREFIX(write_key)(struct fastbuf *f, SORT_KEY *k)` --
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Should store key @k into @f. Mandatory unless `SORT_KEY_REGULAR` is
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defined.
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[[integer-external]]
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Integer sorting
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~~~~~~~~~~~~~~~
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If you sort by an integer value (either computed or available from
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the key), you can use this to save yourself some functions. It also
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activates the <<hash-external,hashing>> automatically.
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- `SORT_INT(key)` -- This macro returns the integer to sort by. When
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you provide it, the compare function is automatically provided for
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you and the sorting function gets another parameter specifying the
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range of the integers. The better the range fits, the faster the
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sorting runs.
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- `SORT_INT64(key)` -- The same, but with 64-bit integers.
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[[hash-external]]
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Hashing
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~~~~~~~
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If you have a monotone hash function for your keys, you may speed the
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sorting up by providing it. Monotone hashing function must satisfy if
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`hash(x) < hash(y)`, then `x < y`. It should be approximately
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uniformly distributed.
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When you want to use it, define `SORT_HASH_BITS` and set it to the
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number of significant bits the hashing function provides. Then provide
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a callback function `uint SORT_PREFIX(hash)(SORT_KEY *key)`.
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[[merge-external]]
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Merging items with identical keys
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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The sorter is able to merge items with the same keys (the compare
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function returns `0` for them). To use it, define `SORT_UNIFY` macro
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and provide these functions:
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- `void SORT_PREFIX(write_merged)(struct fastbuf \*dest, SORT_KEY
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\*\*keys, void \*\*data, uint n, void *buf)`
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-- This function takes @n records in memory and writes a single
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record into the @dest <<fastbuf:,fastbuf>>. The @keys and @data are
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just the records. The @buf parameter points to a workspace memory.
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It is guaranteed to hold at last the sum of `SUM_UNIFY_WORKSPACE()`
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macro over all the keys. The function is allowed to modify all its
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parameters.
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- `void SORT_PREFIX(copy_merged)(SORT_KEY \*\*keys, struct fastbuf
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\*\*data, uint n, struct fastbuf \*dest)`
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-- This one is similar to the above one, but the data are still in
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the <<fastbuf:,fastbufs>> @data and no workspace is provided. This
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is only used when `SORT_DATA_SIZE` or `SORT_UNIFY_WORKSPACE` is
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provided.
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- `SORT_UNIFY_WORKSPACE(key)` -- Returns the amount of workspace
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needed when merging this record. Defaults to `0`.
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[[input-external]]
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Specifying input
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~~~~~~~~~~~~~~~~
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To tell the sorter where is the input, you specify one of these
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macros:
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- `SORT_INPUT_FILE` -- The function takes a filename.
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- `SORT_INPUT_FB` -- The input is a seekable fastbuf stream.
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- `SORT_INPUT_PIPE` -- The input is a non-seekable fastbuf stream.
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- `SORT_INPUT_PRESORT` -- The input is a custom presorter. In this
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case, you need to write a presorting function `int
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SORT_PREFIX(presort)(struct fastbuf *dest, void *buf, size_t
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bufsize)`. The function gets a buffer @buf of size @buf_size to
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presort in and is supposed to write presorted bunch of data into the
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@dest buffer. Should return `1` on success or `0` on `EOF` (all it
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could was already written, no more data). In this case, you can
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safely pass NULL as the input parameter. The function may be used to
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generate the data on the fly. The function does not have to be
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thread safe (it can access global variables).
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If you define `SORT_DELETE_INPUT` and it evaluates to true (nonzero),
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the input files are deleted as soon as possible.
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[[output-external]]
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Specifying output
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~~~~~~~~~~~~~~~~~
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You can configure the output in a similar way. Define one of macros:
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- `SORT_OUTPUT_FILE` -- The function takes a filename.
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- `SORT_OUTPUT_FB` -- The function should be provided with NULL and
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the fastbuf with data is returned.
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- `SORT_THIS_FB` -- A fastbuf is provided to the function and it
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writes into it. It can already contain some data.
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[[other-external]]
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Other switches
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~~~~~~~~~~~~~~
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You may define the `SORT_UNIQUE` macro if all keys are distinct. It is
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checked in debug mode.
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[[function-external]]
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The generated function
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~~~~~~~~~~~~~~~~~~~~~~
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A `SORT_PREFIX(sort)()` function is generated after you include the
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`sorter/sorter.h` header. It has up to three parameters:
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- Input. It is either a string (a filename) if you use
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`SORT_INPUT_FILE` or a fastbuf (otherwise). It should be set to NULL
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if you use the `SORT_INPUT_PRESORT` input.
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- Output. It is either a string (a filename) if you defined the
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`SORT_OUTPUT_FILE` or a fastbuf. It must be NULL if you defined
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`SORT_OUTPUT_FB`.
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- Integer range. The maximum value of integers that are used in the
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<<integer-external,integer sorting>>. This parameter is here only
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if you defined `SORT_INT` or `SORT_INT64`.
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The function returns a fastbuf you can read the data from.
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