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|
(.module:
[lux #*
[control
hash
[equivalence (#+ Equivalence)]]
[data
["." maybe]
["." product]
["." number
["." i64]]
[collection
["." list ("list/." Fold<List> Functor<List> Monoid<List>)]
["." array (#+ Array) ("array/." Functor<Array> Fold<Array>)]]]
])
## This implementation of Hash Array Mapped Trie (HAMT) is based on
## Clojure's PersistentHashMap implementation.
## That one is further based on Phil Bagwell's Hash Array Mapped Trie.
## [Utils]
## Bitmaps are used to figure out which branches on a #Base node are
## populated. The number of bits that are 1s in a bitmap signal the
## size of the #Base node.
(type: BitMap Nat)
## Represents the position of a node in a BitMap.
## It's meant to be a single bit set on a 32-bit word.
## The position of the bit reflects whether an entry in an analogous
## position exists within a #Base, as reflected in it's BitMap.
(type: BitPosition Nat)
## An index into an array.
(type: Index Nat)
## A hash-code derived from a key during tree-traversal.
(type: Hash-Code Nat)
## Represents the nesting level of a leaf or node, when looking-it-up
## while exploring the tree.
## Changes in levels are done by right-shifting the hashes of keys by
## the appropriate multiple of the branching-exponent.
## A shift of 0 means root level.
## A shift of (* branching-exponent 1) means level 2.
## A shift of (* branching-exponent N) means level N+1.
(type: Level Nat)
## Nodes for the tree data-structure that organizes the data inside
## Dictionaries.
(type: (Node k v)
(#Hierarchy Nat (Array (Node k v)))
(#Base BitMap
(Array (Either (Node k v)
[k v])))
(#Collisions Hash-Code (Array [k v])))
## #Hierarchy nodes are meant to point down only to lower-level nodes.
(type: (Hierarchy k v)
[Nat (Array (Node k v))])
## #Base nodes may point down to other nodes, but also to leaves,
## which are KV-pairs.
(type: (Base k v)
(Array (Either (Node k v)
[k v])))
## #Collisions are collections of KV-pairs for which the key is
## different on each case, but their hashes are all the same (thus
## causing a collision).
(type: (Collisions k v)
(Array [k v]))
## That bitmap for an empty #Base is 0.
## Which is the same as 0000 0000 0000 0000 0000 0000 0000 0000.
## Or 0x00000000.
## Which is 32 zeroes, since the branching factor is 32.
(def: clean-bitmap
BitMap
0)
## Bitmap position (while looking inside #Base nodes) is determined by
## getting 5 bits from a hash of the key being looked up and using
## them as an index into the array inside #Base.
## Since the data-structure can have multiple levels (and the hash has
## more than 5 bits), the binary-representation of the hash is shifted
## by 5 positions on each step (2^5 = 32, which is the branching
## factor).
## The initial shifting level, though, is 0 (which corresponds to the
## shift in the shallowest node on the tree, which is the root node).
(def: root-level
Level
0)
## The exponent to which 2 must be elevated, to reach the branching
## factor of the data-structure.
(def: branching-exponent
Nat
5)
## The threshold on which #Hierarchy nodes are demoted to #Base nodes,
## which is 1/4 of the branching factor (or a left-shift 2).
(def: demotion-threshold
Nat
(i64.left-shift (n/- 2 branching-exponent) 1))
## The threshold on which #Base nodes are promoted to #Hierarchy nodes,
## which is 1/2 of the branching factor (or a left-shift 1).
(def: promotion-threshold
Nat
(i64.left-shift (n/- 1 branching-exponent) 1))
## The size of hierarchy-nodes, which is 2^(branching-exponent).
(def: hierarchy-nodes-size
Nat
(i64.left-shift branching-exponent 1))
## The cannonical empty node, which is just an empty #Base node.
(def: empty
Node
(#Base clean-bitmap (array.new 0)))
## Expands a copy of the array, to have 1 extra slot, which is used
## for storing the value.
(def: (insert! idx value old-array)
(All [a] (-> Index a (Array a) (Array a)))
(let [old-size (array.size old-array)]
(|> (array.new (inc old-size))
(array.copy idx 0 old-array 0)
(array.write idx value)
(array.copy (n/- idx old-size) idx old-array (inc idx)))))
## Creates a copy of an array with an index set to a particular value.
(def: (update! idx value array)
(All [a] (-> Index a (Array a) (Array a)))
(|> array array.clone (array.write idx value)))
## Creates a clone of the array, with an empty position at index.
(def: (vacant! idx array)
(All [a] (-> Index (Array a) (Array a)))
(|> array array.clone (array.delete idx)))
## Shrinks a copy of the array by removing the space at index.
(def: (remove! idx array)
(All [a] (-> Index (Array a) (Array a)))
(let [new-size (dec (array.size array))]
(|> (array.new new-size)
(array.copy idx 0 array 0)
(array.copy (n/- idx new-size) (inc idx) array idx))))
## Increases the level-shift by the branching-exponent, to explore
## levels further down the tree.
(def: level-up
(-> Level Level)
(n/+ branching-exponent))
(def: hierarchy-mask BitMap (dec hierarchy-nodes-size))
## Gets the branching-factor sized section of the hash corresponding
## to a particular level, and uses that as an index into the array.
(def: (level-index level hash)
(-> Level Hash-Code Index)
(i64.and hierarchy-mask
(i64.logical-right-shift level hash)))
## A mechanism to go from indices to bit-positions.
(def: (->bit-position index)
(-> Index BitPosition)
(i64.left-shift index 1))
## The bit-position within a base that a given hash-code would have.
(def: (bit-position level hash)
(-> Level Hash-Code BitPosition)
(->bit-position (level-index level hash)))
(def: (bit-position-is-set? bit bitmap)
(-> BitPosition BitMap Bit)
(not (n/= clean-bitmap (i64.and bit bitmap))))
## Figures out whether a bitmap only contains a single bit-position.
(def: only-bit-position?
(-> BitPosition BitMap Bit)
n/=)
(def: (set-bit-position bit bitmap)
(-> BitPosition BitMap BitMap)
(i64.or bit bitmap))
(def: unset-bit-position
(-> BitPosition BitMap BitMap)
i64.xor)
## Figures out the size of a bitmap-indexed array by counting all the
## 1s within the bitmap.
(def: bitmap-size
(-> BitMap Nat)
i64.count)
## A mask that, for a given bit position, only allows all the 1s prior
## to it, which would indicate the bitmap-size (and, thus, index)
## associated with it.
(def: bit-position-mask
(-> BitPosition BitMap)
dec)
## The index on the base array, based on it's bit-position.
(def: (base-index bit-position bitmap)
(-> BitPosition BitMap Index)
(bitmap-size (i64.and (bit-position-mask bit-position)
bitmap)))
## Produces the index of a KV-pair within a #Collisions node.
(def: (collision-index Hash<k> key colls)
(All [k v] (-> (Hash k) k (Collisions k v) (Maybe Index)))
(:: maybe.Monad<Maybe> map product.left
(array.find+ (function (_ idx [key' val'])
(:: Hash<k> = key key'))
colls)))
## When #Hierarchy nodes grow too small, they're demoted to #Base
## nodes to save space.
(def: (demote-hierarchy except-idx [h-size h-array])
(All [k v] (-> Index (Hierarchy k v) [BitMap (Base k v)]))
(product.right (list/fold (function (_ idx [insertion-idx node])
(let [[bitmap base] node]
(case (array.read idx h-array)
#.None [insertion-idx node]
(#.Some sub-node) (if (n/= except-idx idx)
[insertion-idx node]
[(inc insertion-idx)
[(set-bit-position (->bit-position idx) bitmap)
(array.write insertion-idx (#.Left sub-node) base)]])
)))
[0 [clean-bitmap
(array.new (dec h-size))]]
(list.indices (array.size h-array)))))
## When #Base nodes grow too large, they're promoted to #Hierarchy to
## add some depth to the tree and help keep it's balance.
(def: hierarchy-indices (List Index) (list.indices hierarchy-nodes-size))
(def: (promote-base put' Hash<k> level bitmap base)
(All [k v]
(-> (-> Level Hash-Code k v (Hash k) (Node k v) (Node k v))
(Hash k) Level
BitMap (Base k v)
(Array (Node k v))))
(product.right (list/fold (function (_ hierarchy-idx (^@ default [base-idx h-array]))
(if (bit-position-is-set? (->bit-position hierarchy-idx)
bitmap)
[(inc base-idx)
(case (array.read base-idx base)
(#.Some (#.Left sub-node))
(array.write hierarchy-idx sub-node h-array)
(#.Some (#.Right [key' val']))
(array.write hierarchy-idx
(put' (level-up level) (:: Hash<k> hash key') key' val' Hash<k> empty)
h-array)
#.None
(undefined))]
default))
[0
(array.new hierarchy-nodes-size)]
hierarchy-indices)))
## All empty nodes look the same (a #Base node with clean bitmap is
## used).
## So, this test is introduced to detect them.
(def: (empty?' node)
(All [k v] (-> (Node k v) Bit))
(`` (case node
(#Base (~~ (static ..clean-bitmap)) _)
#1
_
#0)))
(def: (put' level hash key val Hash<k> node)
(All [k v] (-> Level Hash-Code k v (Hash k) (Node k v) (Node k v)))
(case node
## For #Hierarchy nodes, I check whether I can add the element to
## a sub-node. If impossible, I introduced a new singleton sub-node.
(#Hierarchy _size hierarchy)
(let [idx (level-index level hash)
[_size' sub-node] (case (array.read idx hierarchy)
(#.Some sub-node)
[_size sub-node]
_
[(inc _size) empty])]
(#Hierarchy _size'
(update! idx (put' (level-up level) hash key val Hash<k> sub-node)
hierarchy)))
## For #Base nodes, I check if the corresponding BitPosition has
## already been used.
(#Base bitmap base)
(let [bit (bit-position level hash)]
(if (bit-position-is-set? bit bitmap)
## If so...
(let [idx (base-index bit bitmap)]
(case (array.read idx base)
#.None
(undefined)
## If it's being used by a node, I add the KV to it.
(#.Some (#.Left sub-node))
(let [sub-node' (put' (level-up level) hash key val Hash<k> sub-node)]
(#Base bitmap (update! idx (#.Left sub-node') base)))
## Otherwise, if it's being used by a KV, I compare the keys.
(#.Some (#.Right key' val'))
(if (:: Hash<k> = key key')
## If the same key is found, I replace the value.
(#Base bitmap (update! idx (#.Right key val) base))
## Otherwise, I compare the hashes of the keys.
(#Base bitmap (update! idx
(#.Left (let [hash' (:: Hash<k> hash key')]
(if (n/= hash hash')
## If the hashes are
## the same, a new
## #Collisions node
## is added.
(#Collisions hash (|> (array.new 2)
(array.write 0 [key' val'])
(array.write 1 [key val])))
## Otherwise, I can
## just keep using
## #Base nodes, so I
## add both KV-pairs
## to the empty one.
(let [next-level (level-up level)]
(|> empty
(put' next-level hash' key' val' Hash<k>)
(put' next-level hash key val Hash<k>))))))
base)))))
## However, if the BitPosition has not been used yet, I check
## whether this #Base node is ready for a promotion.
(let [base-count (bitmap-size bitmap)]
(if (n/>= promotion-threshold base-count)
## If so, I promote it to a #Hierarchy node, and add the new
## KV-pair as a singleton node to it.
(#Hierarchy (inc base-count)
(|> (promote-base put' Hash<k> level bitmap base)
(array.write (level-index level hash)
(put' (level-up level) hash key val Hash<k> empty))))
## Otherwise, I just resize the #Base node to accommodate the
## new KV-pair.
(#Base (set-bit-position bit bitmap)
(insert! (base-index bit bitmap) (#.Right [key val]) base))))))
## For #Collisions nodes, I compare the hashes.
(#Collisions _hash _colls)
(if (n/= hash _hash)
## If they're equal, that means the new KV contributes to the
## collisions.
(case (collision-index Hash<k> key _colls)
## If the key was already present in the collisions-list, it's
## value gets updated.
(#.Some coll-idx)
(#Collisions _hash (update! coll-idx [key val] _colls))
## Otherwise, the KV-pair is added to the collisions-list.
#.None
(#Collisions _hash (insert! (array.size _colls) [key val] _colls)))
## If the hashes are not equal, I create a new #Base node that
## contains the old #Collisions node, plus the new KV-pair.
(|> (#Base (bit-position level _hash)
(|> (array.new 1)
(array.write 0 (#.Left node))))
(put' level hash key val Hash<k>)))
))
(def: (remove' level hash key Hash<k> node)
(All [k v] (-> Level Hash-Code k (Hash k) (Node k v) (Node k v)))
(case node
## For #Hierarchy nodes, find out if there's a valid sub-node for
## the Hash-Code.
(#Hierarchy h-size h-array)
(let [idx (level-index level hash)]
(case (array.read idx h-array)
## If not, there's nothing to remove.
#.None
node
## But if there is, try to remove the key from the sub-node.
(#.Some sub-node)
(let [sub-node' (remove' (level-up level) hash key Hash<k> sub-node)]
## Then check if a removal was actually done.
(if (is? sub-node sub-node')
## If not, then there's nothing to change here either.
node
## But if the sub-removal yielded an empty sub-node...
(if (empty?' sub-node')
## Check if it's due time for a demotion.
(if (n/<= demotion-threshold h-size)
## If so, perform it.
(#Base (demote-hierarchy idx [h-size h-array]))
## Otherwise, just clear the space.
(#Hierarchy (dec h-size) (vacant! idx h-array)))
## But if the sub-removal yielded a non-empty node, then
## just update the hiearchy branch.
(#Hierarchy h-size (update! idx sub-node' h-array)))))))
## For #Base nodes, check whether the BitPosition is set.
(#Base bitmap base)
(let [bit (bit-position level hash)]
(if (bit-position-is-set? bit bitmap)
(let [idx (base-index bit bitmap)]
(case (array.read idx base)
#.None
(undefined)
## If set, check if it's a sub-node, and remove the KV
## from it.
(#.Some (#.Left sub-node))
(let [sub-node' (remove' (level-up level) hash key Hash<k> sub-node)]
## Verify that it was removed.
(if (is? sub-node sub-node')
## If not, there's also nothing to change here.
node
## But if it came out empty...
(if (empty?' sub-node')
### ... figure out whether that's the only position left.
(if (only-bit-position? bit bitmap)
## If so, removing it leaves this node empty too.
empty
## But if not, then just unset the position and
## remove the node.
(#Base (unset-bit-position bit bitmap)
(remove! idx base)))
## But, if it did not come out empty, then the
## position is kept, and the node gets updated.
(#Base bitmap
(update! idx (#.Left sub-node') base)))))
## If, however, there was a KV-pair instead of a sub-node.
(#.Some (#.Right [key' val']))
## Check if the keys match.
(if (:: Hash<k> = key key')
## If so, remove the KV-pair and unset the BitPosition.
(#Base (unset-bit-position bit bitmap)
(remove! idx base))
## Otherwise, there's nothing to remove.
node)))
## If the BitPosition is not set, there's nothing to remove.
node))
## For #Collisions nodes, It need to find out if the key already existst.
(#Collisions _hash _colls)
(case (collision-index Hash<k> key _colls)
## If not, then there's nothing to remove.
#.None
node
## But if so, then check the size of the collisions list.
(#.Some idx)
(if (n/= 1 (array.size _colls))
## If there's only one left, then removing it leaves us with
## an empty node.
empty
## Otherwise, just shrink the array by removing the KV-pair.
(#Collisions _hash (remove! idx _colls))))
))
(def: (get' level hash key Hash<k> node)
(All [k v] (-> Level Hash-Code k (Hash k) (Node k v) (Maybe v)))
(case node
## For #Hierarchy nodes, just look-up the key on its children.
(#Hierarchy _size hierarchy)
(case (array.read (level-index level hash) hierarchy)
#.None #.None
(#.Some sub-node) (get' (level-up level) hash key Hash<k> sub-node))
## For #Base nodes, check the leaves, and recursively check the branches.
(#Base bitmap base)
(let [bit (bit-position level hash)]
(if (bit-position-is-set? bit bitmap)
(case (array.read (base-index bit bitmap) base)
#.None
(undefined)
(#.Some (#.Left sub-node))
(get' (level-up level) hash key Hash<k> sub-node)
(#.Some (#.Right [key' val']))
(if (:: Hash<k> = key key')
(#.Some val')
#.None))
#.None))
## For #Collisions nodes, do a linear scan of all the known KV-pairs.
(#Collisions _hash _colls)
(:: maybe.Monad<Maybe> map product.right
(array.find (|>> product.left (:: Hash<k> = key))
_colls))
))
(def: (size' node)
(All [k v] (-> (Node k v) Nat))
(case node
(#Hierarchy _size hierarchy)
(array/fold n/+ 0 (array/map size' hierarchy))
(#Base _ base)
(array/fold n/+ 0 (array/map (function (_ sub-node')
(case sub-node'
(#.Left sub-node) (size' sub-node)
(#.Right _) 1))
base))
(#Collisions hash colls)
(array.size colls)
))
(def: (entries' node)
(All [k v] (-> (Node k v) (List [k v])))
(case node
(#Hierarchy _size hierarchy)
(array/fold (function (_ sub-node tail) (list/compose (entries' sub-node) tail))
#.Nil
hierarchy)
(#Base bitmap base)
(array/fold (function (_ branch tail)
(case branch
(#.Left sub-node)
(list/compose (entries' sub-node) tail)
(#.Right [key' val'])
(#.Cons [key' val'] tail)))
#.Nil
base)
(#Collisions hash colls)
(array/fold (function (_ [key' val'] tail) (#.Cons [key' val'] tail))
#.Nil
colls)))
## [Exports]
(type: #export (Dictionary k v)
{#.doc "A dictionary implemented as a Hash-Array Mapped Trie (HAMT)."}
{#hash (Hash k)
#root (Node k v)})
(def: #export (new Hash<k>)
(All [k v] (-> (Hash k) (Dictionary k v)))
{#hash Hash<k>
#root empty})
(def: #export (put key val dict)
(All [k v] (-> k v (Dictionary k v) (Dictionary k v)))
(let [[Hash<k> node] dict]
[Hash<k> (put' root-level (:: Hash<k> hash key) key val Hash<k> node)]))
(def: #export (remove key dict)
(All [k v] (-> k (Dictionary k v) (Dictionary k v)))
(let [[Hash<k> node] dict]
[Hash<k> (remove' root-level (:: Hash<k> hash key) key Hash<k> node)]))
(def: #export (get key dict)
(All [k v] (-> k (Dictionary k v) (Maybe v)))
(let [[Hash<k> node] dict]
(get' root-level (:: Hash<k> hash key) key Hash<k> node)))
(def: #export (contains? key dict)
(All [k v] (-> k (Dictionary k v) Bit))
(case (get key dict)
#.None #0
(#.Some _) #1))
(def: #export (put~ key val dict)
{#.doc "Only puts the KV-pair if the key is not already present."}
(All [k v] (-> k v (Dictionary k v) (Dictionary k v)))
(if (contains? key dict)
dict
(put key val dict)))
(def: #export (update key f dict)
{#.doc "Transforms the value located at key (if available), using the given function."}
(All [k v] (-> k (-> v v) (Dictionary k v) (Dictionary k v)))
(case (get key dict)
#.None
dict
(#.Some val)
(put key (f val) dict)))
(def: #export (update~ key default f dict)
{#.doc "Transforms the value located at key (if available), using the given function."}
(All [k v] (-> k v (-> v v) (Dictionary k v) (Dictionary k v)))
(put key
(f (maybe.default default
(get key dict)))
dict))
(def: #export size
(All [k v] (-> (Dictionary k v) Nat))
(|>> product.right size'))
(def: #export empty?
(All [k v] (-> (Dictionary k v) Bit))
(|>> size (n/= 0)))
(def: #export (entries dict)
(All [k v] (-> (Dictionary k v) (List [k v])))
(entries' (product.right dict)))
(def: #export (from-list Hash<k> kvs)
(All [k v] (-> (Hash k) (List [k v]) (Dictionary k v)))
(list/fold (function (_ [k v] dict)
(put k v dict))
(new Hash<k>)
kvs))
(do-template [<name> <elem-type> <side>]
[(def: #export (<name> dict)
(All [k v] (-> (Dictionary k v) (List <elem-type>)))
(|> dict entries (list/map <side>)))]
[keys k product.left]
[values v product.right]
)
(def: #export (merge dict2 dict1)
{#.doc (doc "Merges 2 dictionaries."
"If any collisions with keys occur, the values of dict2 will overwrite those of dict1.")}
(All [k v] (-> (Dictionary k v) (Dictionary k v) (Dictionary k v)))
(list/fold (function (_ [key val] dict) (put key val dict))
dict1
(entries dict2)))
(def: #export (merge-with f dict2 dict1)
{#.doc (doc "Merges 2 dictionaries."
"If any collisions with keys occur, a new value will be computed by applying 'f' to the values of dict2 and dict1.")}
(All [k v] (-> (-> v v v) (Dictionary k v) (Dictionary k v) (Dictionary k v)))
(list/fold (function (_ [key val2] dict)
(case (get key dict)
#.None
(put key val2 dict)
(#.Some val1)
(put key (f val2 val1) dict)))
dict1
(entries dict2)))
(def: #export (re-bind from-key to-key dict)
(All [k v] (-> k k (Dictionary k v) (Dictionary k v)))
(case (get from-key dict)
#.None
dict
(#.Some val)
(|> dict
(remove from-key)
(put to-key val))))
(def: #export (select keys dict)
{#.doc "Creates a sub-set of the given dict, with only the specified keys."}
(All [k v] (-> (List k) (Dictionary k v) (Dictionary k v)))
(let [[Hash<k> _] dict]
(list/fold (function (_ key new-dict)
(case (get key dict)
#.None new-dict
(#.Some val) (put key val new-dict)))
(new Hash<k>)
keys)))
## [Structures]
(structure: #export (Equivalence<Dictionary> Equivalence<v>) (All [k v] (-> (Equivalence v) (Equivalence (Dictionary k v))))
(def: (= test subject)
(and (n/= (size test)
(size subject))
(list.every? (function (_ k)
(case [(get k test) (get k subject)]
[(#.Some tk) (#.Some sk)]
(:: Equivalence<v> = tk sk)
_
#0))
(keys test)))))
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