The kernel includes a number of library routines for the implementation of
useful data structures. Among those are two types of trees: radix trees
and red-black trees. This article will have a look at the radix tree API,
with red-black trees to follow in the future.
Wikipedia has a radix
tree article, but Linux radix trees are not well described by that
article. A Linux radix tree is a mechanism by which a (pointer) value can
be associated with a (long) integer key. It is reasonably efficient in terms of
storage, and is quite quick on lookups. Additionally, radix trees in the
Linux kernel have some features driven by kernel-specific needs, including
the ability to associate tags with specific entries.
The cheesy diagram on the right shows a leaf node from a Linux radix tree.
The node contains a number of slots, each of which can contain a pointer to
something of interest to the creator of the tree. Empty slots contain a
NULL pointer. These trees are quite broad - in the 2.6.16-rc
kernels, there are 64 slots in each radix tree node. Slots are indexed by
a portion of the (long) integer key. If the highest key value is less than
64, the entire tree can be represented with a single node.
Normally, however, a rather larger set of keys is in use - otherwise, a
simple array could have been used. So a larger tree might look something
like this:
This tree is three levels deep. When the kernel goes to look up a specific
key, the most significant six bits will be used to find the appropriate
slot in the root node. The next six bits then index the slot in the middle
node, and the least significant six bits will indicate the slot containing a
pointer to the actual value. Nodes which have no children are not present
in the tree, so a radix tree can provide efficient storage for sparse
trees.
Radix trees have a few users in the mainline kernel tree. The PowerPC
architecture uses a tree to map between real and virtual IRQ numbers. The
NFS code attaches a tree to relevant inode structures to keep
track of outstanding requests. The most widespread use of radix trees,
however, is in the memory management code. The address_space
structure used to keep track of backing store contains a radix tree which
tracks in-core pages tied to that mapping. Among other things, this tree
allows the memory management code to quickly find pages which are dirty or
under writeback.
As is typical with kernel data structures, there are two modes for
declaring and initializing radix trees:
#include <linux/radix-tree.h>
RADIX_TREE(name, gfp_mask); /* Declare and initialize */
struct radix_tree_root my_tree;
INIT_RADIX_TREE(my_tree, gfp_mask);
The first form declares and initializes a radix tree with the given
name; the second form performs the initialization at run time. In
either case, a gfp_mask must be provided to tell the code how
memory allocations are to be performed. If radix tree operations
(insertions, in particular) are to be performed in atomic context, the
given mask should be GFP_ATOMIC.
The functions for adding and removing entries are straightforward:
int radix_tree_insert(struct radix_tree_root *tree, unsigned long key,
void *item);
void *radix_tree_delete(struct radix_tree_root *tree, unsigned long key);
A call to radix_tree_insert() will cause the given item
to be inserted (associated with key) in the given tree. This
operation may require memory allocations; should an allocation fail, the
insertion will fail and the return value will be -ENOMEM. The
code will refuse to overwrite an existing entry; if key already
exists in the tree, radix_tree_insert() will return
-EEXIST. On success, the return value is zero.
radix_tree_delete() removes the item associated with key
from tree, returning a pointer to that item if it was present.
There are situations where failure to insert an item into a radix tree can
be a significant problem. To help avoid such situations, a pair of specialized
functions are provided:
int radix_tree_preload(gfp_t gfp_mask);
void radix_tree_preload_end(void);
This function will attempt to allocate sufficient memory (using the given
gfp_mask) to guarantee that the next radix tree insertion cannot
fail. The allocated structures are stored in a per-CPU variable, meaning
that the calling function must perform the insertion before it can schedule
or be moved to a different processor. To that end,
radix_tree_preload() will, when successful, return with preemption
disabled; the caller must eventually ensure that preemption is enabled
again by calling radix_tree_preload_end(). On failure,
-ENOMEM is returned and preemption is not disabled.
Radix tree lookups can be done in a few ways:
void *radix_tree_lookup(struct radix_tree_root *tree, unsigned long key);
void **radix_tree_lookup_slot(struct radix_tree_root *tree, unsigned long key);
unsigned int radix_tree_gang_lookup(struct radix_tree_root *root,
void **results,
unsigned long first_index,
unsigned int max_items);
The simplest form, radix_tree_lookup(), looks for key in
the tree and returns the associated item (or NULL on
failure). radix_tree_lookup_slot() will, instead, return a
pointer to the slot holding the pointer to the item. The caller can, then,
change the pointer to associate a new item with the key. If the
item does not exist, however, radix_tree_lookup_slot() will not
create a slot for it, so this function cannot be used in place of
radix_tree_insert().
Finally, a call to radix_tree_gang_lookup() will return up to
max_items items in results, with ascending key values
starting at first_index. The number of items returned may be less
than requested, but a short return (other than zero) does not imply that
there are no more values in the tree.
One should note that none of the radix tree
functions perform any sort of locking internally. It is up to the caller
to ensure that multiple threads do not corrupt the tree or get into other
sorts of unpleasant race conditions. Nick Piggin currently has a patch
circulating which would use read-copy-update to free tree nodes; this patch
would allow lookup operations to be performed without locking as long as
(1) the resulting pointer is only used in atomic context, and
(2) the calling code avoids creating race conditions of its own. It
is not clear when that patch might be merged, however.
The radix tree code supports a feature called "tags," wherein specific bits
can be set on items in the tree. Tags are used, for example, to mark
memory pages which are dirty or under writeback. The API for working with
tags is:
void *radix_tree_tag_set(struct radix_tree_root *tree,
unsigned long key, int tag);
void *radix_tree_tag_clear(struct radix_tree_root *tree,
unsigned long key, int tag);
int radix_tree_tag_get(struct radix_tree_root *tree,
unsigned long key, int tag);
radix_tree_tag_set() will set the given tag on the item
indexed by key; it is an error to attempt to set a tag on a
nonexistent key. The return value will be a pointer to the tagged item.
While tag looks like an arbitrary integer, the
code as currently written allows for a maximum of two tags. Use of any tag
value other than zero or one will silently corrupt memory in some
undesirable place; consider yourself warned.
Tags can be removed with radix_tree_tag_clear(); once again, the
return value is a pointer to the (un)tagged item. The function
radix_tree_tag_get() will check whether the item indexed by
key has the given tag set; the return value is zero if
key is not present, -1 if key is present but tag
is not set, and +1 otherwise. This function is currently commented out in
the source, however, since no in-tree code uses it.
There are two other functions for querying tags:
int radix_tree_tagged(struct radix_tree_root *tree, int tag);
unsigned int radix_tree_gang_lookup_tag(struct radix_tree_root *tree,
void **results,
unsigned long first_index,
unsigned int max_items,
int tag);
radix_tree_tagged() returns a non-zero value if any item in the
tree bears the given tag. A list of items with a given tag can be
obtained with radix_tree_gang_lookup_tag().
In concluding, we can note one other interesting aspect of the radix tree
API: there is no function for destroying a radix tree. It is, evidently,
assumed that radix trees will last forever. In practice, deleting all
items from a radix tree will free all memory associated with it other than
the root node, which can then be disposed of normally.
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