package codex
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The Codex library for building static analysers based on abstract interpretation
Install
dune-project
Dependency
Authors
Maintainers
Sources
1.0-rc4.tar.gz
md5=bc7266a140c6886add673ede90e335d3
sha512=8da42c0ff2c1098c5f9cb2b5b43b306faf7ac93b8f5ae00c176918cee761f249ff45b29309f31a05bbcf6312304f86a0d5a000eb3f1094d3d3c2b9b4c7f5c386
doc/src/codex.stats/stats.ml.html
Source file stats.ml
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462(**************************************************************************) (* This file is part of the Codex semantics library. *) (* *) (* Copyright (C) 2013-2025 *) (* CEA (Commissariat à l'énergie atomique et aux énergies *) (* alternatives) *) (* *) (* you can redistribute it and/or modify it under the terms of the GNU *) (* Lesser General Public License as published by the Free Software *) (* Foundation, version 2.1. *) (* *) (* It is distributed in the hope that it will be useful, *) (* but WITHOUT ANY WARRANTY; without even the implied warranty of *) (* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the *) (* GNU Lesser General Public License for more details. *) (* *) (* See the GNU Lesser General Public License version 2.1 *) (* for more details (enclosed in the file LICENSE). *) (* *) (**************************************************************************) type exhaustive = | type compact = | type 'a number = | Int: int number | Float: float number let init_number: type a. a number -> a = function | Int -> 0 | Float -> 0. (* A wrapper for the sum of squares, to avoid overflows *) type 'a large_number = | WF : float -> float large_number | WI : Z.t -> int large_number (** [add_square n x] is [n+x*x] *) let add_square (type a) (n: a large_number) (x:a) : a large_number = match n with | WF sum -> WF (sum +. x*.x) | WI sum -> let x = Z.of_int x in WI Z.(sum + x * x) let init_large_number: type a. a number -> a large_number = function | Int -> WI Z.zero | Float -> WF 0. let large_number_to_float (WI z) = WF (Z.to_float z) let float_of_large_number (type a) (x: a large_number) : float = match x with | WF f -> f | WI z -> Z.to_float z let large_number_sum (type a) (x: a large_number) (y: a large_number) : a large_number = match x, y with | WF a, WF b -> WF (a +. b) | WI a, WI b -> WI Z.(a + b) type 'a values = | Array of 'a array | List of 'a list | Cat of 'a values * 'a values let rec values_map f = function | Array a -> Array (Array.map f a) | List l -> List (List.map f l) | Cat(l,r) -> Cat(values_map f l, values_map f r) type ('a, _) t = | Compact : { typ: 'a number; size: int; sum: 'a; sum_squares: 'a large_number; min: 'a; max: 'a; } -> ('a, compact) t | Exhaustive : { compact: ('a, compact) t; mutable values: 'a values; mutable sorted: bool; } -> ('a, exhaustive) t let size : type kind. ('a, kind) t -> int = function | Exhaustive { compact=Compact{ size; _ }; _; } -> size | Compact { size; _ } -> size let typ (type kind) (x: ('a, kind) t) = match x with | Exhaustive { compact=Compact{ typ; _; }; _; } -> typ | Compact { typ; _ } -> typ let sort_values (type a) (Exhaustive x as ex: (a, _) t) : a array = if x.sorted then match x.values with | Array arr -> arr | _ -> assert false else let array = match x.values with | Array arr -> arr | _ -> let array = Array.make (size ex) (init_number (typ ex)) in let rec flatten_values i = function | Array arr -> Array.fold_left (fun i x -> array.(i) <- x; i+1) 0 arr | List l -> List.fold_left (fun i x -> array.(i) <- x; i+1) i l | Cat(l,r) -> flatten_values (flatten_values i l) r in let _ = flatten_values 0 x.values in array in Array.sort compare array; x.sorted <- true; x.values <- Array array; array let compact_int_empty = Compact { typ=Int; size=0; min=0; max=0; sum=0; sum_squares=init_large_number Int; } let exhaustive_int_empty = Exhaustive { compact = compact_int_empty; values = Array [||]; sorted = true; } let compact_float_empty = Compact { typ=Float; size=0; min=0.; max=0.; sum=0.; sum_squares=init_large_number Float; } let exhaustive_float_empty = Exhaustive { compact = compact_float_empty; values = Array [||]; sorted = true; } let add_value_compact (type a) (Compact aggregate: (a, _) t) value : (a, _) t = let init = aggregate.size = 0 in let (+.): a -> a -> a = match aggregate.typ with | Int -> (+) | Float -> (+.) in Compact { typ = aggregate.typ; size = aggregate.size + 1; min = if init then value else min aggregate.min value; max = if init then value else max aggregate.max value; sum = aggregate.sum +. value; sum_squares = add_square aggregate.sum_squares value } let add_value (type kind a) (aggregate: (a, kind) t) value : (a, kind) t = match aggregate with | Compact _ -> add_value_compact aggregate value | Exhaustive { values; compact; _ } -> Exhaustive { compact = add_value_compact compact value; values = (match values with | List l -> List (value::l) | _ -> Cat (values, List [value])); sorted = false } let add_list_compact aggregate list = List.fold_left add_value_compact aggregate list let add_array_compact aggregate array = Array.fold_left add_value_compact aggregate array let compact_int_singleton value = add_value compact_int_empty value let exhaustive_int_singleton i = Exhaustive { compact = compact_int_singleton i; values = Array [|i|]; sorted = true; } let compact_float_singleton value = add_value compact_float_empty value let exhaustive_float_singleton i = Exhaustive { compact = compact_float_singleton i; values = Array [|i|]; sorted = true; } let add_list (type kind a) (aggregate: (a, kind) t) list: (a, kind) t = match aggregate with | Compact _ -> add_list_compact aggregate list | Exhaustive { values; compact; _ } -> Exhaustive { compact = add_list_compact compact list; values = Cat (values, List list); sorted = false; } let add_array (type kind a) (aggregate: (a, kind) t) array: (a, kind) t = match aggregate with | Compact _ -> add_array_compact aggregate array | Exhaustive { values; compact; _ } -> Exhaustive { compact = add_array_compact compact array; values = Cat (values, Array (Array.copy array)); sorted = false; } let compact_of_int_list list = add_list_compact compact_int_empty list let exhaustive_of_int_list list = Exhaustive { compact = compact_of_int_list list; values = List list; sorted = false; } let compact_of_float_list list = add_list_compact compact_float_empty list let exhaustive_of_float_list list = Exhaustive { compact = compact_of_float_list list; values = List list; sorted = false; } let compact_of_int_array array = add_array_compact compact_int_empty array let exhaustive_of_int_array array = Exhaustive { compact = compact_of_int_array array; values = Array array; sorted = false; } let compact_of_float_array array = add_array_compact compact_float_empty array let exhaustive_of_float_array array = Exhaustive { compact = compact_of_float_array array; values = Array array; sorted = false; } let to_list x = sort_values x |> Array.to_list let to_array x = sort_values x |> Array.copy let make_compact (Exhaustive { compact; _ }) = compact let compact (type kind) : ('a, kind) t -> ('a, compact) t = function | Compact _ as x -> x | Exhaustive { compact; _; } -> compact let make_float_compact (Compact x) = Compact { typ = Float; size = x.size; min = float_of_int x.min; max = float_of_int x.max; sum = float_of_int x.sum; sum_squares = large_number_to_float x.sum_squares; } let make_float (type kind) : (int, kind) t -> (float, kind) t = function | Compact _ as x -> make_float_compact x | Exhaustive x -> Exhaustive { x with values = values_map float_of_int x.values; compact = make_float_compact x.compact; } let concat_compact (type a) (Compact l as cl : (a, _) t) (Compact r as cr : (a, _) t) = if l.size = 0 then cr else if r.size = 0 then cl else let (+.): a -> a -> a = match l.typ with Int -> (+) | Float -> (+.) in Compact { typ = l.typ; size = l.size + r.size; min = min l.min r.min; max = max l.max r.max; sum = l.sum +. r.sum; sum_squares = large_number_sum l.sum_squares r.sum_squares; } let concat : type kind a. (a, kind) t -> (a, kind) t -> (a, kind) t = fun cl cr -> match cl, cr with | Compact _, Compact _ -> concat_compact cl cr | Exhaustive { values=values_l; compact=cl; _ }, Exhaustive { values; compact; _ } -> Exhaustive { compact = concat_compact cl compact; values = Cat (values_l, values); sorted = false } exception CollectionTooShort let check_empty x = if size x = 0 then raise CollectionTooShort let sum x = let Compact {sum;_;} as x = compact x in check_empty x; sum let sum_squares x = let Compact {sum_squares;_;} as x = compact x in check_empty x; sum_squares let min x = let Compact {min;_;} as x = compact x in check_empty x; min let max x = let Compact {max;_;} as x = compact x in check_empty x; max let to_float (type a kind) (x : (a, kind) t) : a -> float = match typ x with | Int -> float_of_int | Float -> Fun.id let average x = (to_float x (sum x)) /. (float_of_int (size x)) (** Variance can be computed as {m E[X^2] - E[X]^2}, instead of the usual definition of {m E[(X - E(x))^2]}. *) let variance x = let average = average x in let avg_square = (float_of_large_number (sum_squares x)) /. (float_of_int (size x)) in avg_square -. average *. average let sum_squares (type a) (x : (a, 'kind) t) : a = match sum_squares x with | WF f -> f | WI z -> Z.to_int z let standard_deviation x = sqrt (variance x) let range (type a kind) (x: (a, kind) t) : a = match typ x with | Int -> max x - min x | Float -> max x -. min x type pair_or_single = Single of int | Pair of int * int let first = function Single x | Pair (x,_) -> x let last = function Single x | Pair (_, x) -> x let in_bounds array i = 0 <= i && i <= Array.length array let get_median array to_float = function | Single i -> if in_bounds array i then to_float array.(i) else raise CollectionTooShort | Pair (i,j) -> if in_bounds array i && in_bounds array j then (to_float array.(i) +. to_float array.(j)) /. 2. else raise CollectionTooShort (** Find the median position between [index_start] (included) and [index_end] excluded. *) let median_indices index_start index_end = let len = index_end - index_start in let half = len / 2 in if len mod 2 == 0 then Pair (index_start + half - 1, index_start + half) else Single (index_start + half) let median x = check_empty x; let values = sort_values x in get_median values (to_float x) @@ median_indices 0 (size x) let q1 x = if size x < 4 then raise CollectionTooShort; let values = sort_values x in get_median values (to_float x) @@ median_indices 0 (median_indices 0 (size x) |> first) let q3 x = let size = size x in if size < 4 then raise CollectionTooShort; let values = sort_values x in get_median values (to_float x) @@ median_indices ((median_indices 0 size |> last) + 1) size (* Quick test*) (* let () = let list = [0; 5; 7; 8; 19; 35; 64] in let stats = of_int_list list in let stats = add_list stats [89;-7] in assert (median stats = 8.); assert (q1 stats = 2.5); assert (q3 stats = 49.5); assert (range stats = 96); assert (sum stats = 220); assert (size stats = 9); assert (average stats = 24.4444444444444429); assert (variance stats = 934.69135802469134) *) (** Division rounding instead of truncating, https://stackoverflow.com/a/18067292 *) let round_division num denom = if (num < 0) = (denom < 0) then (num + denom/2) / denom else (num - denom/2) / denom let pp_percent ?(justify=false) ?(precision=1) () fmt (num,denom) = let rec mutliplier acc = function 0 -> acc | n -> mutliplier (acc*10) (n-1) in let multiplier = mutliplier 1 precision in let per_multiplier = round_division (num * 100 * multiplier) denom in if precision = 0 then (* No "." in output *) Format.fprintf fmt (if justify then "%3d%%" else "%d%%") (per_multiplier / multiplier) else Format.fprintf fmt (if justify then "%3d.%d%%" else "%d.%d%%") (per_multiplier / multiplier) (per_multiplier mod multiplier) let pp_with_unit unit_prefixes separator base fmt value = let len = List.length unit_prefixes - 1 in let rec scale value power = if value < base || power >= len then (value, power) else scale (value /. base) (power + 1) in let scaled, power = scale value 0 in begin if scaled >= 100. || power = 0 then Format.fprintf fmt "%.0f%s%s" scaled else if scaled >= 10. then Format.fprintf fmt "%.1f%s%s" scaled else Format.fprintf fmt "%.2f%s%s" scaled end separator (List.nth unit_prefixes power) let unit_prefixes = [""; "k"; "M"; "G"; "T"; "P"; "E"; "Z"; "Y"; "R"; "Q" ] (* let float_units = ["m"; "µ"; "n"; "p"; "f"; "a"; "z"; "y"; "r"; "q"] *) let pp_with_unit ?(justify=false) ?(unit_prefixes=unit_prefixes) ?(separator="") ?(base=1000) () fmt nb = let base = float_of_int base in let nb = float_of_int nb in if justify then let str = Format.asprintf "%a" (pp_with_unit unit_prefixes separator base) nb in let unit_length = List.fold_left (fun x elt -> Stdlib.max x (String.length elt)) 0 unit_prefixes in Format.fprintf fmt "%s" (String.make ((* 3 digits + fixed point + unit max length *)4+unit_length+(String.length separator) - String.length str) ' ' ^ str) else pp_with_unit unit_prefixes separator base fmt nb let logger_initialized = ref false let startup_hook_has_run = ref false let known_ids = ref [] let current_logger : (string, Obj.t) Hashtbl.t = Hashtbl.create 10 type marshalled = (string, Obj.t) Hashtbl.t list let loggers : marshalled ref = ref [current_logger] module StatLogger(S : sig val id: string type stat val combine: string -> stat -> stat -> stat end)() = struct let current: (string, S.stat) Hashtbl.t = Hashtbl.create 20 let () = if !startup_hook_has_run then failwith "Instanciating a StatLogger after the startup hook has run"; logger_initialized := true; if List.exists (String.equal S.id) !known_ids then failwith ("Registering two StatLogger with same id: " ^ S.id); known_ids := S.id::!known_ids; Hashtbl.add current_logger S.id (Obj.repr current) let add key value = match Hashtbl.find_opt current key with | None -> Hashtbl.add current key value | Some old_value -> Hashtbl.replace current key (S.combine key old_value value) let get = Hashtbl.find_opt current let to_list () = Hashtbl.fold (fun k v l -> (k,v) :: l) current [] end let () = let filename = "/tmp/codex_stats.marshall" in Hook.add_hook ~name:"load_stats" Hook.after_domain_build (fun () -> startup_hook_has_run := true; if !logger_initialized && Sys.file_exists filename then begin (* Format.printf "%s exists; loading stats to accumulate@." filename; *) let ic = open_in_bin filename in let data:marshalled = Marshal.from_channel ic in close_in ic; loggers := current_logger :: data end); Hook.add_hook ~name:"save_stats" Hook.exit (fun () -> if !logger_initialized then begin let oc = open_out_bin filename in Marshal.to_channel oc (!loggers) []; close_out oc end)
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