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https://github.com/c-cube/ocaml-containers.git
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feat: add Flat_tbl to containers-data
experimental Robin-hood hashtable
This commit is contained in:
parent
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commit
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3 changed files with 607 additions and 0 deletions
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@ -660,6 +660,16 @@ module Tbl = struct
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let module U = MUT_OF_IMMUT(T) in
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(module U : MUT with type key = a)
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let flat_tbl : type a. a key_type -> (module MUT with type key = a)
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= fun key ->
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let (module Key), name = arg_make key in
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let module T = struct
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let name = sprintf "flat_tbl(%s)" name
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include Flat_tbl.Make(Key)
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let add = replace
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end in
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(module T)
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let wbt : type a. a key_type -> (module MUT with type key = a)
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= fun k ->
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let (module K), name = arg_make k in
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@ -726,6 +736,7 @@ module Tbl = struct
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[ hashtbl_make Int
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; hashtbl
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; persistent_hashtbl Int
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; flat_tbl Int
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(* ; poly_hashtbl *)
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; map Int
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; wbt Int
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536
src/data/flat_tbl.ml
Normal file
536
src/data/flat_tbl.ml
Normal file
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@ -0,0 +1,536 @@
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(* Another attempt at making a fast, flat Hash table.
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https://www.sebastiansylvan.com/post/robin-hood-hashing-should-be-your-default-hash-table-implementation/
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deletion:
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https://codecapsule.com/2013/11/17/robin-hood-hashing-backward-shift-deletion/
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*)
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type 'a iter = ('a -> unit) -> unit
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module type S = sig
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type key
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type 'a t
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val create : int -> 'a t
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(** Create a hashtable. *)
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val copy : 'a t -> 'a t
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val clear : 'a t -> unit
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(** Clear the content of the hashtable *)
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val find : 'a t -> key -> 'a
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(** Find the value for this key, or
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@raise Not_found if not present *)
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val find_opt : 'a t -> key -> 'a option
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(** Find the value for this key *)
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val replace : 'a t -> key -> 'a -> unit
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(** Add/replace the binding for this key. O(1) amortized. *)
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val remove : 'a t -> key -> unit
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(** Remove the binding for this key, if any *)
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val length : 'a t -> int
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(** Number of bindings in the table *)
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val mem : 'a t -> key -> bool
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(** Is the key present in the hashtable? *)
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val iter : (key -> 'a -> unit) -> 'a t -> unit
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(** Iterate on bindings *)
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val fold : (key -> 'a -> 'b -> 'b) -> 'a t -> 'b -> 'b
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(** Fold on bindings *)
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val to_iter : 'a t -> (key * 'a) iter
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val add_iter : 'a t -> (key * 'a) iter -> unit
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val of_iter : (key * 'a) iter -> 'a t
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val to_list : 'a t -> (key * 'a) list
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val add_list : 'a t -> (key * 'a) list -> unit
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val of_list : (key * 'a) list -> 'a t
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val stats : 'a t -> int * int * int * int * int * int
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(** Cf Weak.S *)
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end
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module Make(H : Hashtbl.HashedType) = struct
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type key = H.t
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(* we cannot flatten further than that, so we'll just pay for the
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additional pointer anyway. *)
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type 'a slot =
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| Empty
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| Used of key * 'a
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let max_load = 0.8
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let probe_dist_n_bits = 7 (* store probe distance on <n> bits *)
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type 'a t = {
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mutable meta: int array;
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(* [hash | probe_distance[0..10] | present[1]]
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for key at index [i] *)
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mutable slots: 'a slot array; (* slot for index [i] *)
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mutable size : int;
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(* TODO: [max_dist: int], so we can stop loopup early? *)
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}
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let create size : _ t =
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let size = max 8 size in
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{ slots = Array.make size Empty;
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meta = Array.make size 0;
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size = 0;
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}
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let copy self =
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{ slots = Array.copy self.slots;
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meta = Array.copy self.meta;
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size = self.size;
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}
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(** clear the table, by resetting all states to Empty *)
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let clear self =
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let {slots; meta; size=_} = self in
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Array.fill slots 0 (Array.length slots) Empty;
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Array.fill meta 0 (Array.length meta ) 0;
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self.size <- 0
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(* Index of slot, for i-th probing starting from hash [h] in
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a table of length [n] *)
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let[@inline] addr_ h n dist = (h + dist) mod n
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(* normalize h by removing bits that will not fit in storage *)
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let[@inline] normalize_hash_ h : int =
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(h lsl (1+probe_dist_n_bits)) lsr (1+probe_dist_n_bits)
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(** [mk_meta_ hash dist] make new metadata *)
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let mk_meta_ h dist : int =
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let dist_mask = (1 lsl probe_dist_n_bits)-1 in
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let dist = dist land dist_mask in
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(* LSB=1 to indicate presence *)
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(((h lsl probe_dist_n_bits) lor dist) lsl 1) lor 1
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(* hash of metadata (truncated) *)
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let[@inline] hash_of_meta_ m : int =
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m lsr (probe_dist_n_bits+1)
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(* probe distance of metadata (truncated) *)
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let[@inline] dist_of_meta_ m : int =
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(m lsr 1) land ((1 lsl probe_dist_n_bits)-1)
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(* presence bit of metadata *)
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let[@inline] presence_meta_ m : bool =
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(m land 1) == 1
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(* Insert [k -> v] in [self], starting with the hash [h].
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Does not modify the size. *)
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let insert_ (self:_ t) h k v : unit =
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let {slots; meta; size=_} = self in
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let n = Array.length slots in
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assert (n=Array.length meta);
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(* lookup an empty slot to insert the key->value in. *)
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let rec insert_rec_ h k v dist =
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let j = addr_ h n dist in
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let m_j = Array.unsafe_get meta j in
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let dist_j = dist_of_meta_ m_j in
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let hash_j = hash_of_meta_ m_j in
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if not (presence_meta_ m_j) then (
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(* empty slot *)
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let m = mk_meta_ h dist in
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meta.(j) <- m;
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slots.(j) <- Used (k, v);
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) else if h <> hash_j && dist_j >= dist then (
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(* different slot and hash (hence, key): try next slot *)
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insert_rec_ h k v (dist+1)
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) else (
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let k_j, v_j =
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match Array.unsafe_get slots j with
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| Empty -> assert false
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| Used (k,v) -> k, v
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in
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if H.equal k k_j then (
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(* replace slot, same key *)
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slots.(j) <- Used (k, v);
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) else if dist_j < dist then (
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(* displace this element *)
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let m = mk_meta_ h dist in
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meta.(j) <- m;
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slots.(j) <- Used (k, v);
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insert_rec_ hash_j k_j v_j dist_j
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) else (
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(* try next slot *)
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insert_rec_ h k v (dist+1)
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)
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)
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in
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insert_rec_ h k v 0
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(* Resize the array, by inserting its content into twice as large an array *)
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let resize (self:_ t) : unit =
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let {slots=old_slots; meta=old_meta; size=_} = self in
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let new_size =
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let n = Array.length old_slots in
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let n = n + n lsr 2 in (* ×1.5 *)
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min n Sys.max_array_length
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in
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if new_size <= Array.length old_slots then failwith "flat_tbl: cannot resize further";
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self.slots <- Array.make new_size Empty;
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self.meta <- Array.make new_size 0;
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(* insert elements into new table *)
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Array.iteri
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(fun i slot -> match slot with
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| Empty -> ()
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| Used (k,v) ->
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let m = Array.unsafe_get old_meta i in
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let h = hash_of_meta_ m in
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insert_ self h k v)
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old_slots;
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()
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(* Lookup [key] in the table *)
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let find_opt self k =
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let {slots; meta; size=_} = self in
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let n = Array.length slots in
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let h = normalize_hash_ (H.hash k) in
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let slots = self.slots in
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let[@unroll 2] rec find_rec_ dist =
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assert (dist < n); (* load factor would be 1 *)
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let j = addr_ h n dist in
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let m_j = Array.unsafe_get meta j in
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if not (presence_meta_ m_j) then (
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None (* met empty slot *)
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) else (
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(* TODO: if we store max_probe_dist, use this for early
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termination
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let dist_j = dist_of_meta_ m_j in
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if dist_j > max_probe_dist then raise Not_found
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*)
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let h_j = hash_of_meta_ m_j in
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if h <> h_j then (
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(* different hash *)
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find_rec_ (dist+1)
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) else (
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match Array.unsafe_get slots j with
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| Used (k2, v) ->
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if H.equal k k2 then Some v
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else (
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(* different key *)
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find_rec_ (dist+1)
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)
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| Empty -> assert false
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)
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)
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in
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(* try a direct hit first *)
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begin match Array.unsafe_get slots (addr_ h n 0) with
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| Empty -> None
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| Used (k2, v) when H.equal k k2 -> Some v
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| _ -> find_rec_ 1
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end
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let find self k =
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match find_opt self k with
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| Some x -> x
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| None -> raise Not_found
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(** put [key] -> [value] in the hashtable *)
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let replace self k v : unit =
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(* need to resize? *)
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let load = float_of_int self.size /. float_of_int (Array.length self.slots) in
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if load > max_load then (
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resize self;
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);
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let h = normalize_hash_ (H.hash k) in
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self.size <- 1 + self.size;
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insert_ self h k v
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(* Remove the key from the table. We use backward shift deletion
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(see https://codecapsule.com/2013/11/17/robin-hood-hashing-backward-shift-deletion/ )
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to keep probe_distance low, instead of using tombstones. *)
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let remove self k : unit =
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let {slots; meta; size=_} = self in
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let n = Array.length slots in
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let h = normalize_hash_ (H.hash k) in
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(* given that [i] is empty, and [i_succ = (i+1) mod n],
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see if we can shift the element at [i_succ] to the left
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to decrease its probe count. *)
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let rec backward_shift_ i i_succ : unit =
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let m = Array.unsafe_get meta i_succ in
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if presence_meta_ m then (
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let dist = dist_of_meta_ m in
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if dist > 0 then (
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let slot = Array.unsafe_get slots i_succ in
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assert (slot != Empty);
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let m = mk_meta_ (hash_of_meta_ m) (dist-1) in
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meta.(i) <- m;
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slots.(i) <- slot;
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meta.(i_succ) <- 0; (* cleanup i_succ *)
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slots.(i_succ) <- Empty;
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backward_shift_ i_succ ((i_succ + 1) mod n)
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)
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)
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in
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let rec find_rec_ dist =
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assert (dist<n);
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let j = addr_ h n dist in
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let m_j = Array.unsafe_get meta j in
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let hash_j = hash_of_meta_ m_j in
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if not (presence_meta_ m_j) then () (* early exit, key not present *)
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else if h <> hash_j then (
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find_rec_ (dist+1) (* go further *)
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) else (
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let k_j = match Array.unsafe_get slots j with
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| Empty -> assert false
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| Used (k, _) -> k
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in
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if H.equal k k_j then (
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(* found element, remove it *)
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slots.(j) <- Empty;
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meta.(j) <- 0;
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self.size <- self.size - 1;
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backward_shift_ j ((j+1) mod n); (* shift slots that come just next *)
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) else (
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find_rec_ (dist+1)
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)
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)
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in
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if self.size > 0 then (
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find_rec_ 0
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)
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(* size of the table *)
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let[@inline] length t = t.size
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(* Is the key member of the table? *)
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let mem self k =
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match find_opt self k with
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| Some _ -> true
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| None -> false
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(* Iterate on key -> value pairs *)
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let iter f self =
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let slots = self.slots in
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for i = 0 to Array.length slots - 1 do
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match Array.unsafe_get slots i with
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| Used (k, v) -> f k v
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| _ -> ()
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done
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(* Fold on key -> value pairs *)
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let fold f self acc =
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Array.fold_left
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(fun acc sl -> match sl with
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| Empty -> acc
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| Used (k,v) -> f k v acc)
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acc self.slots
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let to_iter t yield =
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iter (fun k v -> yield (k, v)) t
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let add_iter t seq =
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seq (fun (k,v) -> replace t k v)
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let of_iter seq =
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let self = create 32 in
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add_iter self seq;
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self
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let to_list self =
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if length self > 0 then (
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fold (fun k v l -> (k,v)::l) self []
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) else []
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let add_list self l =
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List.iter (fun (k,v) -> replace self k v) l
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let of_list l =
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let self = create 32 in
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add_list self l;
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self
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(* Statistics on the table *)
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let stats t = (Array.length t.slots, t.size, t.size, 0, 0, 1)
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end
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(*$inject
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module T = Flat_tbl.Make(CCInt)
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let sort l = List.sort compare l
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let ppt_bool out tbl = CCFormat.(Dump.(list @@ pair int bool)) out (T.to_list tbl)
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*)
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(*$= & ~cmp:(fun a b -> sort a=sort b) ~printer:Q.Print.(list (pair int bool))
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[] T.(to_list @@ of_list [])
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[1,true; 2,false; 3,true] T.(to_list@@ of_list [2,false;3,true;1,true])
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*)
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(*$T
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(let tbl=T.create 32 in T.replace tbl 1 true; T.replace tbl 3 false; T.find tbl 1)
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(not (let tbl=T.create 32 in T.replace tbl 1 true; T.replace tbl 3 false; T.find tbl 3))
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(try ignore(let tbl=T.create 32 in T.replace tbl 1 true; T.replace tbl 3 false; T.find tbl 4); false \
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with Not_found -> true)
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*)
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(*$R
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let tbl = T.create 32 in
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T.replace tbl (-50) false;
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T.remove tbl (-50);
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assert_equal ~printer:(Q.Print.int) 0 (T.length tbl);
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assert_equal ~printer:(Q.Print.(option bool)) None (T.find_opt tbl (-50));
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*)
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(*$R
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let tbl = T.create 32 in
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T.replace tbl 7 false;
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T.replace tbl 7 true;
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assert_equal ~printer:Q.Print.(list (pair int bool)) [7, true] (T.to_list tbl);
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*)
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(*$inject
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type op =
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| Insert of int * bool
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| Remove of int
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| Get of int
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| Clear
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module IntSet = CCSet.Make(CCInt)
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let genop keys : op Q.Gen.t =
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Q.Gen.(frequency @@ List.flatten [
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(if IntSet.is_empty keys then [] else [
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(3, oneofl (IntSet.to_list keys) >|= fun k->Remove k);
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(4, oneofl (IntSet.to_list keys) >|= fun k->Get k);
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]);
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[6, map2 (fun k v -> Insert (k,v)) (-100 -- 200) bool];
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[1, return Clear];
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])
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let genops size : _ Q.Gen.t =
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let rec loop keys l size =
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let open Q.Gen in
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if size<=0 then return l
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else (
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genop keys >>= fun op ->
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let new_keys = match op with
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| Insert(k,_) -> IntSet.add k keys
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| Remove k -> IntSet.remove k keys
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| Get _ | Clear -> keys
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in
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loop new_keys (op :: l) (size-1)
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)
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in
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loop IntSet.empty [] size
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let shrink = Q.Shrink.list
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let to_str = function
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| Insert (k,v) -> Printf.sprintf "Insert(%d,%b)" k v
|
||||
| Remove k -> Printf.sprintf "Remove(%d)" k
|
||||
| Get k -> Printf.sprintf "Get(%d)" k
|
||||
| Clear -> "clear"
|
||||
|
||||
let arb_ops =
|
||||
Q.make ~shrink ~print:(Q.Print.list to_str)
|
||||
Q.Gen.((0 -- 700) >>= genops)
|
||||
|
||||
module Int_tbl = CCHashtbl.Make(CCInt)
|
||||
|
||||
let exec_op tbl op =
|
||||
match op with
|
||||
| Insert (k,v) -> T.replace tbl k v;
|
||||
| Remove k -> T.remove tbl k;
|
||||
| Get _k -> ()
|
||||
| Clear -> T.clear tbl
|
||||
*)
|
||||
|
||||
(*$QR & ~count:800 ~long_factor:10
|
||||
Q.(arb_ops) (fun ops ->
|
||||
let module Fmt = CCFormat in
|
||||
let tbl = T.create 32 in
|
||||
let tbl_r = Int_tbl.create 32 in
|
||||
|
||||
let check_same() =
|
||||
if sort (T.to_list tbl) <> sort (Int_tbl.to_list tbl_r) then (
|
||||
Q.Test.fail_reportf "mismatch:@ tbl=%a,@ tbl_ref=%a"
|
||||
ppt_bool tbl (Fmt.Dump.(list (pair int bool))) (Int_tbl.to_list tbl_r)
|
||||
)
|
||||
in
|
||||
|
||||
List.iter
|
||||
(fun op ->
|
||||
begin match op with
|
||||
| Insert (k,v) ->
|
||||
T.replace tbl k v;
|
||||
Int_tbl.replace tbl_r k v
|
||||
| Remove k ->
|
||||
T.remove tbl k;
|
||||
Int_tbl.remove tbl_r k;
|
||||
| Get k ->
|
||||
(try
|
||||
let v = T.find tbl k in
|
||||
let v' = Int_tbl.find tbl_r k in
|
||||
if v<>v' then (
|
||||
Q.Test.fail_reportf "mismatch on %d:@ tbl=%a,@ tbl_ref=%a"
|
||||
k
|
||||
ppt_bool tbl
|
||||
(Fmt.Dump.(list (pair int bool))) (Int_tbl.to_list tbl_r)
|
||||
)
|
||||
with Not_found -> Q.assume false)
|
||||
| Clear ->
|
||||
T.clear tbl;
|
||||
Int_tbl.clear tbl_r;
|
||||
end;
|
||||
check_same())
|
||||
ops;
|
||||
|
||||
check_same();
|
||||
true
|
||||
)
|
||||
*)
|
||||
|
||||
(*$R
|
||||
let ops = [Insert(33,true); Insert(-63,false); Insert(-30,false); Remove(-63)] in
|
||||
let tbl = T.create 32 in
|
||||
List.iter (exec_op tbl) ops;
|
||||
assert_equal ~printer:Q.Print.(list (pair int bool))
|
||||
[(-30),false; 33,true] (sort (T.to_list tbl))
|
||||
*)
|
||||
|
||||
|
||||
|
||||
|
||||
60
src/data/flat_tbl.mli
Normal file
60
src/data/flat_tbl.mli
Normal file
|
|
@ -0,0 +1,60 @@
|
|||
(** {1 Open addressing hashtable, with linear probing.} *)
|
||||
|
||||
type 'a iter = ('a -> unit) -> unit
|
||||
|
||||
module type S = sig
|
||||
type key
|
||||
|
||||
type 'a t
|
||||
|
||||
val create : int -> 'a t
|
||||
(** Create a hashtable. *)
|
||||
|
||||
val copy : 'a t -> 'a t
|
||||
|
||||
val clear : 'a t -> unit
|
||||
(** Clear the content of the hashtable *)
|
||||
|
||||
val find : 'a t -> key -> 'a
|
||||
(** Find the value for this key, or
|
||||
@raise Not_found if not present *)
|
||||
|
||||
val find_opt : 'a t -> key -> 'a option
|
||||
(** Find the value for this key *)
|
||||
|
||||
val replace : 'a t -> key -> 'a -> unit
|
||||
(** Add/replace the binding for this key. O(1) amortized. *)
|
||||
|
||||
val remove : 'a t -> key -> unit
|
||||
(** Remove the binding for this key, if any *)
|
||||
|
||||
val length : 'a t -> int
|
||||
(** Number of bindings in the table *)
|
||||
|
||||
val mem : 'a t -> key -> bool
|
||||
(** Is the key present in the hashtable? *)
|
||||
|
||||
val iter : (key -> 'a -> unit) -> 'a t -> unit
|
||||
(** Iterate on bindings *)
|
||||
|
||||
val fold : (key -> 'a -> 'b -> 'b) -> 'a t -> 'b -> 'b
|
||||
(** Fold on bindings *)
|
||||
|
||||
val to_iter : 'a t -> (key * 'a) iter
|
||||
|
||||
val add_iter : 'a t -> (key * 'a) iter -> unit
|
||||
|
||||
val of_iter : (key * 'a) iter -> 'a t
|
||||
|
||||
val to_list : 'a t -> (key * 'a) list
|
||||
|
||||
val add_list : 'a t -> (key * 'a) list -> unit
|
||||
|
||||
val of_list : (key * 'a) list -> 'a t
|
||||
|
||||
val stats : 'a t -> int * int * int * int * int * int
|
||||
(** Cf Weak.S *)
|
||||
end
|
||||
|
||||
(** Create a hashtable *)
|
||||
module Make(H : Hashtbl.HashedType) : S with type key = H.t
|
||||
Loading…
Add table
Reference in a new issue