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Linux/Documentation/core-api/assoc_array.rst

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  1 ========================================            1 ========================================
  2 Generic Associative Array Implementation            2 Generic Associative Array Implementation
  3 ========================================            3 ========================================
  4                                                     4 
  5 Overview                                            5 Overview
  6 ========                                            6 ========
  7                                                     7 
  8 This associative array implementation is an ob      8 This associative array implementation is an object container with the following
  9 properties:                                         9 properties:
 10                                                    10 
 11 1. Objects are opaque pointers.  The implement     11 1. Objects are opaque pointers.  The implementation does not care where they
 12    point (if anywhere) or what they point to (     12    point (if anywhere) or what they point to (if anything).
 13                                                    13 
 14    .. note::                                       14    .. note::
 15                                                    15 
 16       Pointers to objects _must_ be zero in th     16       Pointers to objects _must_ be zero in the least significant bit.
 17                                                    17 
 18 2. Objects do not need to contain linkage bloc     18 2. Objects do not need to contain linkage blocks for use by the array.  This
 19    permits an object to be located in multiple     19    permits an object to be located in multiple arrays simultaneously.
 20    Rather, the array is made up of metadata bl     20    Rather, the array is made up of metadata blocks that point to objects.
 21                                                    21 
 22 3. Objects require index keys to locate them w     22 3. Objects require index keys to locate them within the array.
 23                                                    23 
 24 4. Index keys must be unique.  Inserting an ob     24 4. Index keys must be unique.  Inserting an object with the same key as one
 25    already in the array will replace the old o     25    already in the array will replace the old object.
 26                                                    26 
 27 5. Index keys can be of any length and can be      27 5. Index keys can be of any length and can be of different lengths.
 28                                                    28 
 29 6. Index keys should encode the length early o     29 6. Index keys should encode the length early on, before any variation due to
 30    length is seen.                                 30    length is seen.
 31                                                    31 
 32 7. Index keys can include a hash to scatter ob     32 7. Index keys can include a hash to scatter objects throughout the array.
 33                                                    33 
 34 8. The array can iterated over.  The objects w     34 8. The array can iterated over.  The objects will not necessarily come out in
 35    key order.                                      35    key order.
 36                                                    36 
 37 9. The array can be iterated over while it is      37 9. The array can be iterated over while it is being modified, provided the
 38    RCU readlock is being held by the iterator.     38    RCU readlock is being held by the iterator.  Note, however, under these
 39    circumstances, some objects may be seen mor     39    circumstances, some objects may be seen more than once.  If this is a
 40    problem, the iterator should lock against m     40    problem, the iterator should lock against modification.  Objects will not
 41    be missed, however, unless deleted.             41    be missed, however, unless deleted.
 42                                                    42 
 43 10. Objects in the array can be looked up by m     43 10. Objects in the array can be looked up by means of their index key.
 44                                                    44 
 45 11. Objects can be looked up while the array i     45 11. Objects can be looked up while the array is being modified, provided the
 46     RCU readlock is being held by the thread d     46     RCU readlock is being held by the thread doing the look up.
 47                                                    47 
 48 The implementation uses a tree of 16-pointer n     48 The implementation uses a tree of 16-pointer nodes internally that are indexed
 49 on each level by nibbles from the index key in     49 on each level by nibbles from the index key in the same manner as in a radix
 50 tree.  To improve memory efficiency, shortcuts     50 tree.  To improve memory efficiency, shortcuts can be emplaced to skip over
 51 what would otherwise be a series of single-occ     51 what would otherwise be a series of single-occupancy nodes.  Further, nodes
 52 pack leaf object pointers into spare space in      52 pack leaf object pointers into spare space in the node rather than making an
 53 extra branch until as such time an object need     53 extra branch until as such time an object needs to be added to a full node.
 54                                                    54 
 55                                                    55 
 56 The Public API                                     56 The Public API
 57 ==============                                     57 ==============
 58                                                    58 
 59 The public API can be found in ``<linux/assoc_     59 The public API can be found in ``<linux/assoc_array.h>``.  The associative
 60 array is rooted on the following structure::       60 array is rooted on the following structure::
 61                                                    61 
 62     struct assoc_array {                           62     struct assoc_array {
 63             ...                                    63             ...
 64     };                                             64     };
 65                                                    65 
 66 The code is selected by enabling ``CONFIG_ASSO     66 The code is selected by enabling ``CONFIG_ASSOCIATIVE_ARRAY`` with::
 67                                                    67 
 68     ./script/config -e ASSOCIATIVE_ARRAY           68     ./script/config -e ASSOCIATIVE_ARRAY
 69                                                    69 
 70                                                    70 
 71 Edit Script                                        71 Edit Script
 72 -----------                                        72 -----------
 73                                                    73 
 74 The insertion and deletion functions produce a     74 The insertion and deletion functions produce an 'edit script' that can later be
 75 applied to effect the changes without risking      75 applied to effect the changes without risking ``ENOMEM``. This retains the
 76 preallocated metadata blocks that will be inst     76 preallocated metadata blocks that will be installed in the internal tree and
 77 keeps track of the metadata blocks that will b     77 keeps track of the metadata blocks that will be removed from the tree when the
 78 script is applied.                                 78 script is applied.
 79                                                    79 
 80 This is also used to keep track of dead blocks     80 This is also used to keep track of dead blocks and dead objects after the
 81 script has been applied so that they can be fr     81 script has been applied so that they can be freed later.  The freeing is done
 82 after an RCU grace period has passed - thus al     82 after an RCU grace period has passed - thus allowing access functions to
 83 proceed under the RCU read lock.                   83 proceed under the RCU read lock.
 84                                                    84 
 85 The script appears as outside of the API as a      85 The script appears as outside of the API as a pointer of the type::
 86                                                    86 
 87     struct assoc_array_edit;                       87     struct assoc_array_edit;
 88                                                    88 
 89 There are two functions for dealing with the s     89 There are two functions for dealing with the script:
 90                                                    90 
 91 1. Apply an edit script::                          91 1. Apply an edit script::
 92                                                    92 
 93     void assoc_array_apply_edit(struct assoc_a     93     void assoc_array_apply_edit(struct assoc_array_edit *edit);
 94                                                    94 
 95 This will perform the edit functions, interpol     95 This will perform the edit functions, interpolating various write barriers
 96 to permit accesses under the RCU read lock to      96 to permit accesses under the RCU read lock to continue.  The edit script
 97 will then be passed to ``call_rcu()`` to free      97 will then be passed to ``call_rcu()`` to free it and any dead stuff it points
 98 to.                                                98 to.
 99                                                    99 
100 2. Cancel an edit script::                        100 2. Cancel an edit script::
101                                                   101 
102     void assoc_array_cancel_edit(struct assoc_    102     void assoc_array_cancel_edit(struct assoc_array_edit *edit);
103                                                   103 
104 This frees the edit script and all preallocate    104 This frees the edit script and all preallocated memory immediately. If
105 this was for insertion, the new object is _not    105 this was for insertion, the new object is _not_ released by this function,
106 but must rather be released by the caller.        106 but must rather be released by the caller.
107                                                   107 
108 These functions are guaranteed not to fail.       108 These functions are guaranteed not to fail.
109                                                   109 
110                                                   110 
111 Operations Table                                  111 Operations Table
112 ----------------                                  112 ----------------
113                                                   113 
114 Various functions take a table of operations::    114 Various functions take a table of operations::
115                                                   115 
116     struct assoc_array_ops {                      116     struct assoc_array_ops {
117             ...                                   117             ...
118     };                                            118     };
119                                                   119 
120 This points to a number of methods, all of whi    120 This points to a number of methods, all of which need to be provided:
121                                                   121 
122 1. Get a chunk of index key from caller data::    122 1. Get a chunk of index key from caller data::
123                                                   123 
124     unsigned long (*get_key_chunk)(const void     124     unsigned long (*get_key_chunk)(const void *index_key, int level);
125                                                   125 
126 This should return a chunk of caller-supplied     126 This should return a chunk of caller-supplied index key starting at the
127 *bit* position given by the level argument.  T    127 *bit* position given by the level argument.  The level argument will be a
128 multiple of ``ASSOC_ARRAY_KEY_CHUNK_SIZE`` and    128 multiple of ``ASSOC_ARRAY_KEY_CHUNK_SIZE`` and the function should return
129 ``ASSOC_ARRAY_KEY_CHUNK_SIZE bits``.  No error    129 ``ASSOC_ARRAY_KEY_CHUNK_SIZE bits``.  No error is possible.
130                                                   130 
131                                                   131 
132 2. Get a chunk of an object's index key::         132 2. Get a chunk of an object's index key::
133                                                   133 
134     unsigned long (*get_object_key_chunk)(cons    134     unsigned long (*get_object_key_chunk)(const void *object, int level);
135                                                   135 
136 As the previous function, but gets its data fr    136 As the previous function, but gets its data from an object in the array
137 rather than from a caller-supplied index key.     137 rather than from a caller-supplied index key.
138                                                   138 
139                                                   139 
140 3. See if this is the object we're looking for    140 3. See if this is the object we're looking for::
141                                                   141 
142     bool (*compare_object)(const void *object,    142     bool (*compare_object)(const void *object, const void *index_key);
143                                                   143 
144 Compare the object against an index key and re    144 Compare the object against an index key and return ``true`` if it matches and
145 ``false`` if it doesn't.                          145 ``false`` if it doesn't.
146                                                   146 
147                                                   147 
148 4. Diff the index keys of two objects::           148 4. Diff the index keys of two objects::
149                                                   149 
150     int (*diff_objects)(const void *object, co    150     int (*diff_objects)(const void *object, const void *index_key);
151                                                   151 
152 Return the bit position at which the index key    152 Return the bit position at which the index key of the specified object
153 differs from the given index key or -1 if they    153 differs from the given index key or -1 if they are the same.
154                                                   154 
155                                                   155 
156 5. Free an object::                               156 5. Free an object::
157                                                   157 
158     void (*free_object)(void *object);            158     void (*free_object)(void *object);
159                                                   159 
160 Free the specified object.  Note that this may    160 Free the specified object.  Note that this may be called an RCU grace period
161 after ``assoc_array_apply_edit()`` was called,    161 after ``assoc_array_apply_edit()`` was called, so ``synchronize_rcu()`` may be
162 necessary on module unloading.                    162 necessary on module unloading.
163                                                   163 
164                                                   164 
165 Manipulation Functions                            165 Manipulation Functions
166 ----------------------                            166 ----------------------
167                                                   167 
168 There are a number of functions for manipulati    168 There are a number of functions for manipulating an associative array:
169                                                   169 
170 1. Initialise an associative array::              170 1. Initialise an associative array::
171                                                   171 
172     void assoc_array_init(struct assoc_array *    172     void assoc_array_init(struct assoc_array *array);
173                                                   173 
174 This initialises the base structure for an ass    174 This initialises the base structure for an associative array.  It can't fail.
175                                                   175 
176                                                   176 
177 2. Insert/replace an object in an associative     177 2. Insert/replace an object in an associative array::
178                                                   178 
179     struct assoc_array_edit *                     179     struct assoc_array_edit *
180     assoc_array_insert(struct assoc_array *arr    180     assoc_array_insert(struct assoc_array *array,
181                        const struct assoc_arra    181                        const struct assoc_array_ops *ops,
182                        const void *index_key,     182                        const void *index_key,
183                        void *object);             183                        void *object);
184                                                   184 
185 This inserts the given object into the array.     185 This inserts the given object into the array.  Note that the least
186 significant bit of the pointer must be zero as    186 significant bit of the pointer must be zero as it's used to type-mark
187 pointers internally.                              187 pointers internally.
188                                                   188 
189 If an object already exists for that key then     189 If an object already exists for that key then it will be replaced with the
190 new object and the old one will be freed autom    190 new object and the old one will be freed automatically.
191                                                   191 
192 The ``index_key`` argument should hold index k    192 The ``index_key`` argument should hold index key information and is
193 passed to the methods in the ops table when th    193 passed to the methods in the ops table when they are called.
194                                                   194 
195 This function makes no alteration to the array    195 This function makes no alteration to the array itself, but rather returns
196 an edit script that must be applied.  ``-ENOME    196 an edit script that must be applied.  ``-ENOMEM`` is returned in the case of
197 an out-of-memory error.                           197 an out-of-memory error.
198                                                   198 
199 The caller should lock exclusively against oth    199 The caller should lock exclusively against other modifiers of the array.
200                                                   200 
201                                                   201 
202 3. Delete an object from an associative array:    202 3. Delete an object from an associative array::
203                                                   203 
204     struct assoc_array_edit *                     204     struct assoc_array_edit *
205     assoc_array_delete(struct assoc_array *arr    205     assoc_array_delete(struct assoc_array *array,
206                        const struct assoc_arra    206                        const struct assoc_array_ops *ops,
207                        const void *index_key);    207                        const void *index_key);
208                                                   208 
209 This deletes an object that matches the specif    209 This deletes an object that matches the specified data from the array.
210                                                   210 
211 The ``index_key`` argument should hold index k    211 The ``index_key`` argument should hold index key information and is
212 passed to the methods in the ops table when th    212 passed to the methods in the ops table when they are called.
213                                                   213 
214 This function makes no alteration to the array    214 This function makes no alteration to the array itself, but rather returns
215 an edit script that must be applied.  ``-ENOME    215 an edit script that must be applied.  ``-ENOMEM`` is returned in the case of
216 an out-of-memory error.  ``NULL`` will be retu    216 an out-of-memory error.  ``NULL`` will be returned if the specified object is
217 not found within the array.                       217 not found within the array.
218                                                   218 
219 The caller should lock exclusively against oth    219 The caller should lock exclusively against other modifiers of the array.
220                                                   220 
221                                                   221 
222 4. Delete all objects from an associative arra    222 4. Delete all objects from an associative array::
223                                                   223 
224     struct assoc_array_edit *                     224     struct assoc_array_edit *
225     assoc_array_clear(struct assoc_array *arra    225     assoc_array_clear(struct assoc_array *array,
226                       const struct assoc_array    226                       const struct assoc_array_ops *ops);
227                                                   227 
228 This deletes all the objects from an associati    228 This deletes all the objects from an associative array and leaves it
229 completely empty.                                 229 completely empty.
230                                                   230 
231 This function makes no alteration to the array    231 This function makes no alteration to the array itself, but rather returns
232 an edit script that must be applied.  ``-ENOME    232 an edit script that must be applied.  ``-ENOMEM`` is returned in the case of
233 an out-of-memory error.                           233 an out-of-memory error.
234                                                   234 
235 The caller should lock exclusively against oth    235 The caller should lock exclusively against other modifiers of the array.
236                                                   236 
237                                                   237 
238 5. Destroy an associative array, deleting all     238 5. Destroy an associative array, deleting all objects::
239                                                   239 
240     void assoc_array_destroy(struct assoc_arra    240     void assoc_array_destroy(struct assoc_array *array,
241                              const struct asso    241                              const struct assoc_array_ops *ops);
242                                                   242 
243 This destroys the contents of the associative     243 This destroys the contents of the associative array and leaves it
244 completely empty.  It is not permitted for ano    244 completely empty.  It is not permitted for another thread to be traversing
245 the array under the RCU read lock at the same     245 the array under the RCU read lock at the same time as this function is
246 destroying it as no RCU deferral is performed     246 destroying it as no RCU deferral is performed on memory release -
247 something that would require memory to be allo    247 something that would require memory to be allocated.
248                                                   248 
249 The caller should lock exclusively against oth    249 The caller should lock exclusively against other modifiers and accessors
250 of the array.                                     250 of the array.
251                                                   251 
252                                                   252 
253 6. Garbage collect an associative array::         253 6. Garbage collect an associative array::
254                                                   254 
255     int assoc_array_gc(struct assoc_array *arr    255     int assoc_array_gc(struct assoc_array *array,
256                        const struct assoc_arra    256                        const struct assoc_array_ops *ops,
257                        bool (*iterator)(void *    257                        bool (*iterator)(void *object, void *iterator_data),
258                        void *iterator_data);      258                        void *iterator_data);
259                                                   259 
260 This iterates over the objects in an associati    260 This iterates over the objects in an associative array and passes each one to
261 ``iterator()``.  If ``iterator()`` returns ``t    261 ``iterator()``.  If ``iterator()`` returns ``true``, the object is kept.  If it
262 returns ``false``, the object will be freed.      262 returns ``false``, the object will be freed.  If the ``iterator()`` function
263 returns ``true``, it must perform any appropri    263 returns ``true``, it must perform any appropriate refcount incrementing on the
264 object before returning.                          264 object before returning.
265                                                   265 
266 The internal tree will be packed down if possi    266 The internal tree will be packed down if possible as part of the iteration
267 to reduce the number of nodes in it.              267 to reduce the number of nodes in it.
268                                                   268 
269 The ``iterator_data`` is passed directly to ``    269 The ``iterator_data`` is passed directly to ``iterator()`` and is otherwise
270 ignored by the function.                          270 ignored by the function.
271                                                   271 
272 The function will return ``0`` if successful a    272 The function will return ``0`` if successful and ``-ENOMEM`` if there wasn't
273 enough memory.                                    273 enough memory.
274                                                   274 
275 It is possible for other threads to iterate ov    275 It is possible for other threads to iterate over or search the array under
276 the RCU read lock while this function is in pr    276 the RCU read lock while this function is in progress.  The caller should
277 lock exclusively against other modifiers of th    277 lock exclusively against other modifiers of the array.
278                                                   278 
279                                                   279 
280 Access Functions                                  280 Access Functions
281 ----------------                                  281 ----------------
282                                                   282 
283 There are two functions for accessing an assoc    283 There are two functions for accessing an associative array:
284                                                   284 
285 1. Iterate over all the objects in an associat    285 1. Iterate over all the objects in an associative array::
286                                                   286 
287     int assoc_array_iterate(const struct assoc    287     int assoc_array_iterate(const struct assoc_array *array,
288                             int (*iterator)(co    288                             int (*iterator)(const void *object,
289                                             vo    289                                             void *iterator_data),
290                             void *iterator_dat    290                             void *iterator_data);
291                                                   291 
292 This passes each object in the array to the it    292 This passes each object in the array to the iterator callback function.
293 ``iterator_data`` is private data for that fun    293 ``iterator_data`` is private data for that function.
294                                                   294 
295 This may be used on an array at the same time     295 This may be used on an array at the same time as the array is being
296 modified, provided the RCU read lock is held.     296 modified, provided the RCU read lock is held.  Under such circumstances,
297 it is possible for the iteration function to s    297 it is possible for the iteration function to see some objects twice.  If
298 this is a problem, then modification should be    298 this is a problem, then modification should be locked against.  The
299 iteration algorithm should not, however, miss     299 iteration algorithm should not, however, miss any objects.
300                                                   300 
301 The function will return ``0`` if no objects w    301 The function will return ``0`` if no objects were in the array or else it will
302 return the result of the last iterator functio    302 return the result of the last iterator function called.  Iteration stops
303 immediately if any call to the iteration funct    303 immediately if any call to the iteration function results in a non-zero
304 return.                                           304 return.
305                                                   305 
306                                                   306 
307 2. Find an object in an associative array::       307 2. Find an object in an associative array::
308                                                   308 
309     void *assoc_array_find(const struct assoc_    309     void *assoc_array_find(const struct assoc_array *array,
310                            const struct assoc_    310                            const struct assoc_array_ops *ops,
311                            const void *index_k    311                            const void *index_key);
312                                                   312 
313 This walks through the array's internal tree d    313 This walks through the array's internal tree directly to the object
314 specified by the index key..                      314 specified by the index key..
315                                                   315 
316 This may be used on an array at the same time     316 This may be used on an array at the same time as the array is being
317 modified, provided the RCU read lock is held.     317 modified, provided the RCU read lock is held.
318                                                   318 
319 The function will return the object if found (    319 The function will return the object if found (and set ``*_type`` to the object
320 type) or will return ``NULL`` if the object wa    320 type) or will return ``NULL`` if the object was not found.
321                                                   321 
322                                                   322 
323 Index Key Form                                    323 Index Key Form
324 --------------                                    324 --------------
325                                                   325 
326 The index key can be of any form, but since th    326 The index key can be of any form, but since the algorithms aren't told how long
327 the key is, it is strongly recommended that th    327 the key is, it is strongly recommended that the index key includes its length
328 very early on before any variation due to the     328 very early on before any variation due to the length would have an effect on
329 comparisons.                                      329 comparisons.
330                                                   330 
331 This will cause leaves with different length k    331 This will cause leaves with different length keys to scatter away from each
332 other - and those with the same length keys to    332 other - and those with the same length keys to cluster together.
333                                                   333 
334 It is also recommended that the index key begi    334 It is also recommended that the index key begin with a hash of the rest of the
335 key to maximise scattering throughout keyspace    335 key to maximise scattering throughout keyspace.
336                                                   336 
337 The better the scattering, the wider and lower    337 The better the scattering, the wider and lower the internal tree will be.
338                                                   338 
339 Poor scattering isn't too much of a problem as    339 Poor scattering isn't too much of a problem as there are shortcuts and nodes
340 can contain mixtures of leaves and metadata po    340 can contain mixtures of leaves and metadata pointers.
341                                                   341 
342 The index key is read in chunks of machine wor    342 The index key is read in chunks of machine word.  Each chunk is subdivided into
343 one nibble (4 bits) per level, so on a 32-bit     343 one nibble (4 bits) per level, so on a 32-bit CPU this is good for 8 levels and
344 on a 64-bit CPU, 16 levels.  Unless the scatte    344 on a 64-bit CPU, 16 levels.  Unless the scattering is really poor, it is
345 unlikely that more than one word of any partic    345 unlikely that more than one word of any particular index key will have to be
346 used.                                             346 used.
347                                                   347 
348                                                   348 
349 Internal Workings                                 349 Internal Workings
350 =================                                 350 =================
351                                                   351 
352 The associative array data structure has an in    352 The associative array data structure has an internal tree.  This tree is
353 constructed of two types of metadata blocks: n    353 constructed of two types of metadata blocks: nodes and shortcuts.
354                                                   354 
355 A node is an array of slots.  Each slot can co    355 A node is an array of slots.  Each slot can contain one of four things:
356                                                   356 
357 * A NULL pointer, indicating that the slot is     357 * A NULL pointer, indicating that the slot is empty.
358 * A pointer to an object (a leaf).                358 * A pointer to an object (a leaf).
359 * A pointer to a node at the next level.          359 * A pointer to a node at the next level.
360 * A pointer to a shortcut.                        360 * A pointer to a shortcut.
361                                                   361 
362                                                   362 
363 Basic Internal Tree Layout                        363 Basic Internal Tree Layout
364 --------------------------                        364 --------------------------
365                                                   365 
366 Ignoring shortcuts for the moment, the nodes f    366 Ignoring shortcuts for the moment, the nodes form a multilevel tree.  The index
367 key space is strictly subdivided by the nodes     367 key space is strictly subdivided by the nodes in the tree and nodes occur on
368 fixed levels.  For example::                      368 fixed levels.  For example::
369                                                   369 
370  Level: 0               1               2         370  Level: 0               1               2               3
371         =============== =============== ======    371         =============== =============== =============== ===============
372                                                   372                                                         NODE D
373                         NODE B          NODE C    373                         NODE B          NODE C  +------>+---+
374                 +------>+---+   +------>+---+     374                 +------>+---+   +------>+---+   |       | 0 |
375         NODE A  |       | 0 |   |       | 0 |     375         NODE A  |       | 0 |   |       | 0 |   |       +---+
376         +---+   |       +---+   |       +---+     376         +---+   |       +---+   |       +---+   |       :   :
377         | 0 |   |       :   :   |       :   :     377         | 0 |   |       :   :   |       :   :   |       +---+
378         +---+   |       +---+   |       +---+     378         +---+   |       +---+   |       +---+   |       | f |
379         | 1 |---+       | 3 |---+       | 7 |-    379         | 1 |---+       | 3 |---+       | 7 |---+       +---+
380         +---+           +---+           +---+     380         +---+           +---+           +---+
381         :   :           :   :           | 8 |-    381         :   :           :   :           | 8 |---+
382         +---+           +---+           +---+     382         +---+           +---+           +---+   |       NODE E
383         | e |---+       | f |           :   :     383         | e |---+       | f |           :   :   +------>+---+
384         +---+   |       +---+           +---+     384         +---+   |       +---+           +---+           | 0 |
385         | f |   |                       | f |     385         | f |   |                       | f |           +---+
386         +---+   |                       +---+     386         +---+   |                       +---+           :   :
387                 |       NODE F                    387                 |       NODE F                          +---+
388                 +------>+---+                     388                 +------>+---+                           | f |
389                         | 0 |           NODE G    389                         | 0 |           NODE G          +---+
390                         +---+   +------>+---+     390                         +---+   +------>+---+
391                         :   :   |       | 0 |     391                         :   :   |       | 0 |
392                         +---+   |       +---+     392                         +---+   |       +---+
393                         | 6 |---+       :   :     393                         | 6 |---+       :   :
394                         +---+           +---+     394                         +---+           +---+
395                         :   :           | f |     395                         :   :           | f |
396                         +---+           +---+     396                         +---+           +---+
397                         | f |                     397                         | f |
398                         +---+                     398                         +---+
399                                                   399 
400 In the above example, there are 7 nodes (A-G),    400 In the above example, there are 7 nodes (A-G), each with 16 slots (0-f).
401 Assuming no other meta data nodes in the tree,    401 Assuming no other meta data nodes in the tree, the key space is divided
402 thusly::                                          402 thusly::
403                                                   403 
404     KEY PREFIX      NODE                          404     KEY PREFIX      NODE
405     ==========      ====                          405     ==========      ====
406     137*            D                             406     137*            D
407     138*            E                             407     138*            E
408     13[0-69-f]*     C                             408     13[0-69-f]*     C
409     1[0-24-f]*      B                             409     1[0-24-f]*      B
410     e6*             G                             410     e6*             G
411     e[0-57-f]*      F                             411     e[0-57-f]*      F
412     [02-df]*        A                             412     [02-df]*        A
413                                                   413 
414 So, for instance, keys with the following exam    414 So, for instance, keys with the following example index keys will be found in
415 the appropriate nodes::                           415 the appropriate nodes::
416                                                   416 
417     INDEX KEY       PREFIX  NODE                  417     INDEX KEY       PREFIX  NODE
418     =============== ======= ====                  418     =============== ======= ====
419     13694892892489  13      C                     419     13694892892489  13      C
420     13795289025897  137     D                     420     13795289025897  137     D
421     13889dde88793   138     E                     421     13889dde88793   138     E
422     138bbb89003093  138     E                     422     138bbb89003093  138     E
423     1394879524789   12      C                     423     1394879524789   12      C
424     1458952489      1       B                     424     1458952489      1       B
425     9431809de993ba  -       A                     425     9431809de993ba  -       A
426     b4542910809cd   -       A                     426     b4542910809cd   -       A
427     e5284310def98   e       F                     427     e5284310def98   e       F
428     e68428974237    e6      G                     428     e68428974237    e6      G
429     e7fffcbd443     e       F                     429     e7fffcbd443     e       F
430     f3842239082     -       A                     430     f3842239082     -       A
431                                                   431 
432 To save memory, if a node can hold all the lea    432 To save memory, if a node can hold all the leaves in its portion of keyspace,
433 then the node will have all those leaves in it    433 then the node will have all those leaves in it and will not have any metadata
434 pointers - even if some of those leaves would     434 pointers - even if some of those leaves would like to be in the same slot.
435                                                   435 
436 A node can contain a heterogeneous mix of leav    436 A node can contain a heterogeneous mix of leaves and metadata pointers.
437 Metadata pointers must be in the slots that ma    437 Metadata pointers must be in the slots that match their subdivisions of key
438 space.  The leaves can be in any slot not occu    438 space.  The leaves can be in any slot not occupied by a metadata pointer.  It
439 is guaranteed that none of the leaves in a nod    439 is guaranteed that none of the leaves in a node will match a slot occupied by a
440 metadata pointer.  If the metadata pointer is     440 metadata pointer.  If the metadata pointer is there, any leaf whose key matches
441 the metadata key prefix must be in the subtree    441 the metadata key prefix must be in the subtree that the metadata pointer points
442 to.                                               442 to.
443                                                   443 
444 In the above example list of index keys, node     444 In the above example list of index keys, node A will contain::
445                                                   445 
446     SLOT    CONTENT         INDEX KEY (PREFIX)    446     SLOT    CONTENT         INDEX KEY (PREFIX)
447     ====    =============== ==================    447     ====    =============== ==================
448     1       PTR TO NODE B   1*                    448     1       PTR TO NODE B   1*
449     any     LEAF            9431809de993ba        449     any     LEAF            9431809de993ba
450     any     LEAF            b4542910809cd         450     any     LEAF            b4542910809cd
451     e       PTR TO NODE F   e*                    451     e       PTR TO NODE F   e*
452     any     LEAF            f3842239082           452     any     LEAF            f3842239082
453                                                   453 
454 and node B::                                      454 and node B::
455                                                   455 
456     3   PTR TO NODE C   13*                       456     3   PTR TO NODE C   13*
457     any LEAF            1458952489                457     any LEAF            1458952489
458                                                   458 
459                                                   459 
460 Shortcuts                                         460 Shortcuts
461 ---------                                         461 ---------
462                                                   462 
463 Shortcuts are metadata records that jump over     463 Shortcuts are metadata records that jump over a piece of keyspace.  A shortcut
464 is a replacement for a series of single-occupa    464 is a replacement for a series of single-occupancy nodes ascending through the
465 levels.  Shortcuts exist to save memory and to    465 levels.  Shortcuts exist to save memory and to speed up traversal.
466                                                   466 
467 It is possible for the root of the tree to be     467 It is possible for the root of the tree to be a shortcut - say, for example,
468 the tree contains at least 17 nodes all with k    468 the tree contains at least 17 nodes all with key prefix ``1111``.  The
469 insertion algorithm will insert a shortcut to     469 insertion algorithm will insert a shortcut to skip over the ``1111`` keyspace
470 in a single bound and get to the fourth level     470 in a single bound and get to the fourth level where these actually become
471 different.                                        471 different.
472                                                   472 
473                                                   473 
474 Splitting And Collapsing Nodes                    474 Splitting And Collapsing Nodes
475 ------------------------------                    475 ------------------------------
476                                                   476 
477 Each node has a maximum capacity of 16 leaves     477 Each node has a maximum capacity of 16 leaves and metadata pointers.  If the
478 insertion algorithm finds that it is trying to    478 insertion algorithm finds that it is trying to insert a 17th object into a
479 node, that node will be split such that at lea    479 node, that node will be split such that at least two leaves that have a common
480 key segment at that level end up in a separate    480 key segment at that level end up in a separate node rooted on that slot for
481 that common key segment.                          481 that common key segment.
482                                                   482 
483 If the leaves in a full node and the leaf that    483 If the leaves in a full node and the leaf that is being inserted are
484 sufficiently similar, then a shortcut will be     484 sufficiently similar, then a shortcut will be inserted into the tree.
485                                                   485 
486 When the number of objects in the subtree root    486 When the number of objects in the subtree rooted at a node falls to 16 or
487 fewer, then the subtree will be collapsed down    487 fewer, then the subtree will be collapsed down to a single node - and this will
488 ripple towards the root if possible.              488 ripple towards the root if possible.
489                                                   489 
490                                                   490 
491 Non-Recursive Iteration                           491 Non-Recursive Iteration
492 -----------------------                           492 -----------------------
493                                                   493 
494 Each node and shortcut contains a back pointer    494 Each node and shortcut contains a back pointer to its parent and the number of
495 slot in that parent that points to it.  None-r    495 slot in that parent that points to it.  None-recursive iteration uses these to
496 proceed rootwards through the tree, going to t    496 proceed rootwards through the tree, going to the parent node, slot N + 1 to
497 make sure progress is made without the need fo    497 make sure progress is made without the need for a stack.
498                                                   498 
499 The backpointers, however, make simultaneous a    499 The backpointers, however, make simultaneous alteration and iteration tricky.
500                                                   500 
501                                                   501 
502 Simultaneous Alteration And Iteration             502 Simultaneous Alteration And Iteration
503 -------------------------------------             503 -------------------------------------
504                                                   504 
505 There are a number of cases to consider:          505 There are a number of cases to consider:
506                                                   506 
507 1. Simple insert/replace.  This involves simpl    507 1. Simple insert/replace.  This involves simply replacing a NULL or old
508    matching leaf pointer with the pointer to t    508    matching leaf pointer with the pointer to the new leaf after a barrier.
509    The metadata blocks don't change otherwise.    509    The metadata blocks don't change otherwise.  An old leaf won't be freed
510    until after the RCU grace period.              510    until after the RCU grace period.
511                                                   511 
512 2. Simple delete.  This involves just clearing    512 2. Simple delete.  This involves just clearing an old matching leaf.  The
513    metadata blocks don't change otherwise.  Th    513    metadata blocks don't change otherwise.  The old leaf won't be freed until
514    after the RCU grace period.                    514    after the RCU grace period.
515                                                   515 
516 3. Insertion replacing part of a subtree that     516 3. Insertion replacing part of a subtree that we haven't yet entered.  This
517    may involve replacement of part of that sub    517    may involve replacement of part of that subtree - but that won't affect
518    the iteration as we won't have reached the     518    the iteration as we won't have reached the pointer to it yet and the
519    ancestry blocks are not replaced (the layou    519    ancestry blocks are not replaced (the layout of those does not change).
520                                                   520 
521 4. Insertion replacing nodes that we're active    521 4. Insertion replacing nodes that we're actively processing.  This isn't a
522    problem as we've passed the anchoring point    522    problem as we've passed the anchoring pointer and won't switch onto the
523    new layout until we follow the back pointer    523    new layout until we follow the back pointers - at which point we've
524    already examined the leaves in the replaced    524    already examined the leaves in the replaced node (we iterate over all the
525    leaves in a node before following any of it    525    leaves in a node before following any of its metadata pointers).
526                                                   526 
527    We might, however, re-see some leaves that     527    We might, however, re-see some leaves that have been split out into a new
528    branch that's in a slot further along than     528    branch that's in a slot further along than we were at.
529                                                   529 
530 5. Insertion replacing nodes that we're proces    530 5. Insertion replacing nodes that we're processing a dependent branch of.
531    This won't affect us until we follow the ba    531    This won't affect us until we follow the back pointers.  Similar to (4).
532                                                   532 
533 6. Deletion collapsing a branch under us.  Thi    533 6. Deletion collapsing a branch under us.  This doesn't affect us because the
534    back pointers will get us back to the paren    534    back pointers will get us back to the parent of the new node before we
535    could see the new node.  The entire collaps    535    could see the new node.  The entire collapsed subtree is thrown away
536    unchanged - and will still be rooted on the    536    unchanged - and will still be rooted on the same slot, so we shouldn't
537    process it a second time as we'll go back t    537    process it a second time as we'll go back to slot + 1.
538                                                   538 
539 .. note::                                         539 .. note::
540                                                   540 
541    Under some circumstances, we need to simult    541    Under some circumstances, we need to simultaneously change the parent
542    pointer and the parent slot pointer on a no    542    pointer and the parent slot pointer on a node (say, for example, we
543    inserted another node before it and moved i    543    inserted another node before it and moved it up a level).  We cannot do
544    this without locking against a read - so we    544    this without locking against a read - so we have to replace that node too.
545                                                   545 
546    However, when we're changing a shortcut int    546    However, when we're changing a shortcut into a node this isn't a problem
547    as shortcuts only have one slot and so the     547    as shortcuts only have one slot and so the parent slot number isn't used
548    when traversing backwards over one.  This m    548    when traversing backwards over one.  This means that it's okay to change
549    the slot number first - provided suitable b    549    the slot number first - provided suitable barriers are used to make sure
550    the parent slot number is read after the ba    550    the parent slot number is read after the back pointer.
551                                                   551 
552 Obsolete blocks and leaves are freed up after     552 Obsolete blocks and leaves are freed up after an RCU grace period has passed,
553 so as long as anyone doing walking or iteratio    553 so as long as anyone doing walking or iteration holds the RCU read lock, the
554 old superstructure should not go away on them.    554 old superstructure should not go away on them.
                                                      

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