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badiff.ml1 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(**************************************************************************) (* *) (* FADBADml *) (* *) (* OCaml port by François Bidet and Ismail Bennani *) (* Based on FADBAD++, written by Ole Stauning and Claus Bendtsen *) (* *) (* Copyright 2019-2020 *) (* *) (* This file is distributed under the terms of the CeCILL-C license. *) (* *) (**************************************************************************) open Fadbad_utils module Derivatives (T : Types.OpS) = struct type t = T.t array ref let create () = ref [||] let make n e = Array.init n (fun _ -> T.copy e) let map f this = Array.map f !this let copy this = map T.copy this let deepcopy this = map T.deepcopy this let mapi f this = Array.mapi f !this let iter f this = Array.iter f !this let iteri f this = Array.iteri f !this let length this = Array.length !this let to_string this = Printf.sprintf "[%s]" (String.concat ", " (Array.to_list (Array.map T.to_string !this))) let fprint_t_list ff t_l = let rec aux ff t_l = match t_l with | [] -> () | x :: q -> Format.fprintf ff ";@,%s%a" T.(string_of_elt !!x) aux q in match t_l with | [] -> () | x :: q -> Format.fprintf ff "@[<2>%s%a@]" T.(string_of_elt !!x) aux q let fprint ff this = Format.fprintf ff "@[<2>[%a]@]" fprint_t_list (Array.to_list !this) let has_values this = length this > 0 let check_has_values this = user_assert (has_values this) "Derivatives.check_has_values: Propagating node with no derivatives" let check_bounds this i = user_assert (i < length this && i >= 0) ("Derivatives.check_bounds: Index " ^ (string_of_int i) ^ " out of range [0," ^ (string_of_int (length this - 1)) ^ "]") let get this i = if has_values this then begin check_bounds this i; !this.(i) end else T.zero () let diff this i n = user_assert (i < n && i >= 0) ("Derivatives.diff: Index " ^ (string_of_int i) ^ " out of range [0," ^ (string_of_int (n - 1)) ^ "]"); let res = if has_values this then this else ref (make n (T.zero ())) in !res.(i) <- T.one (); this := !res let cAdd v v' = check_has_values v'; if has_values v then begin user_assert (length v = length v') ("Derivatives.cAdd: Size mismatch " ^ (string_of_int (length v)) ^ "<>" ^ (string_of_int (length v'))); iteri (fun i _ -> ignore T.(!v.(i) += !v'.(i))) v; end else v := copy v' let cSub v v' = check_has_values v'; if has_values v then begin user_assert (length v = length v') ("Derivatives.cSub: Size mismatch " ^ (string_of_int (length v)) ^ "<>" ^ (string_of_int (length v'))); iteri (fun i _ -> ignore T.(!v.(i) -= !v'.(i))) v; end else v := map T.(~-) v' (** multiply-accumulate operation *) let cMac v a v' = check_has_values v'; if has_values v then begin user_assert (length v = length v') ("Derivatives.cMac: Size mismatch " ^ (string_of_int (length v)) ^ "<>" ^ (string_of_int (length v'))); iteri (fun i _ -> ignore T.(!v.(i) += a * !v'.(i))) v; end else v := map (fun v' -> T.(a * v')) v' (** substractive multiply-accumulate operation *) let cSmac v a v' = check_has_values v'; if has_values v then begin user_assert (length v = length v') ("Derivatives.cSmac: Size mismatch " ^ (string_of_int (length v)) ^ "<>" ^ (string_of_int (length v'))); iteri (fun i _ -> ignore T.(!v.(i) -= a * !v'.(i))) v; end else v := map (fun v' -> T.(- a * v')) v' end module BTypeName (T : Types.OpS) = struct module D = Derivatives(T) type elt = T.elt type scalar = T.scalar type op = .. type op += | CONST | SCALE of scalar | TRANS of scalar | ADD | SUB | MUL | DIV | POW | POS | NEG | INV | SQR | SQRT | EXP | LOG | SIN | COS | TAN | ASIN | ACOS | ATAN type t = { mutable operator : op; mutable operands : t array; mutable rc : int; mutable value : T.t; derivatives : D.t; } let string_of_op = function | CONST -> "CONST" | SCALE f -> Printf.sprintf "SCALE %s" (T.string_of_scalar f) | TRANS f -> Printf.sprintf "TRANS %s" (T.string_of_scalar f) | ADD -> "ADD" | SUB -> "SUB" | MUL -> "MUL" | DIV -> "DIV" | POW -> "POW" | POS -> "POS" | NEG -> "NEG" | INV -> "INV" | SQR -> "SQR" | SQRT -> "SQRT" | EXP -> "EXP" | LOG -> "LOG" | SIN -> "SIN" | COS -> "COS" | TAN -> "TAN" | ASIN -> "ASIN" | ACOS -> "ACOS" | ATAN -> "ATAN" | _ -> failwith "Unknown operator" let to_short_string this = string_of_op this.operator let rec fprint_t_list ff t_l = let rec aux ff t_l = match t_l with | [] -> () | x :: q -> Format.fprintf ff ";@,%a%a" fprint_t x aux q in match t_l with | [] -> () | x :: q -> Format.fprintf ff "@[<2>%a%a@]" fprint_t x aux q and fprint_t ff this = let fprint_value ff value = Format.fprintf ff "@[<2>value@ =@ %s@]" T.(string_of_elt !!value) in let fprint_operator ff op = Format.fprintf ff "@[<2>operator@ =@ %s@]" (string_of_op op) in let fprint_operands ff operands = Format.fprintf ff "@[<2>operands@ =@ [%a]@]" fprint_t_list (Array.to_list operands) in let fprint_rc ff rc = Format.fprintf ff "@[<2>rc@ =@ %d@]" rc in let fprint_derivatives ff derivatives = Format.fprintf ff "@[<2>derivatives@ =@ %a@]" D.fprint derivatives in Format.fprintf ff "@[<2>{@;%a;@;%a;@;%a;@;%a;@;%a;@;}@]" fprint_value this.value fprint_operator this.operator fprint_operands this.operands fprint_rc this.rc fprint_derivatives this.derivatives let fprint ff this = Format.fprintf ff "%a" fprint_t this let to_string this = (Printf.sprintf "{\n\toperator = %s\n\toperands =\n\t\t[%s]\n\t" (string_of_op this.operator) (String.concat ", " (Array.to_list (Array.map to_short_string this.operands)))) ^ (Printf.sprintf "rc = %d\n\tvalue = %s\n\tderivatives = %s\n}" this.rc (T.to_string this.value) (D.to_string this.derivatives)) let string_of_scalar = T.string_of_scalar let string_of_elt = T.string_of_elt let add_der this d = D.cAdd this.derivatives d.derivatives let sub_der this d = D.cSub this.derivatives d.derivatives let mac_der this a d = D.cMac this.derivatives a d.derivatives let smac_der this a d = D.cSmac this.derivatives a d.derivatives let get_operands this i = user_assert (i < Array.length this.operands && i >= 0) ("BTypeName.get_operands: Index " ^ (string_of_int i) ^ " out of range [0," ^ (string_of_int (Array.length this.operands - 1)) ^ "]"); this.operands.(i) let create () = let v = T.create () in { operator = CONST; operands = [||]; rc = 0; value = v; derivatives = D.create (); } let lift v = { operator = CONST; operands = [||]; rc = 0; value = v; derivatives = D.create (); } let integer i = lift (T.integer i) let make n = lift (T.make n) let zero () = lift (T.zero ()) let one () = lift (T.one ()) let two () = lift (T.two ()) let copy this = { operator = this.operator; operands = Array.copy this.operands; rc = this.rc; value = T.copy this.value; derivatives = ref (D.copy this.derivatives); } let rec deepcopy this = { operator = this.operator; operands = Array.map deepcopy this.operands; rc = this.rc; value = T.deepcopy this.value; derivatives = ref (D.deepcopy this.derivatives); } let value this = this.value let get this = T.get this.value let ( !! ) = get let deriv this i = D.get this.derivatives i let d this i = T.get (deriv this i) let propagate this = match this.operator with | CONST -> () | SCALE f -> let t = get_operands this 0 in D.cAdd t.derivatives (ref (Array.map (fun x -> T.scale x f) !(this.derivatives))) | ADD -> let t1 = get_operands this 0 in let t2 = get_operands this 1 in add_der t1 this; add_der t2 this | SUB -> let t1 = get_operands this 0 in let t2 = get_operands this 1 in add_der t1 this; sub_der t2 this | MUL -> let t1 = get_operands this 0 in let t2 = get_operands this 1 in mac_der t1 (value t2) this; mac_der t2 (value t1) this | DIV -> let t1 = get_operands this 0 in let t2 = get_operands this 1 in let inv_t2 = T.inv (value t2) in mac_der t1 inv_t2 this; smac_der t2 T.(inv_t2 * (value this)) this | POW -> let t1 = get_operands this 0 in let t2 = get_operands this 1 in let t1_val = value t1 in let t2_val = value t2 in let tmp1 = T.(t2_val * (t1_val ** (t2_val - (one ())))) in let tmp2 = T.((value this) * (log t1_val)) in mac_der t1 tmp1 this; mac_der t2 tmp2 this | TRANS _ | POS -> let t = get_operands this 0 in add_der t this | NEG -> let t = get_operands this 0 in sub_der t this | INV -> let t = get_operands this 0 in smac_der t T.(sqr (value this)) this | SQR -> let t = get_operands this 0 in let tmp = T.((two ()) * (value t)) in mac_der t tmp this | SQRT -> let t = get_operands this 0 in let tmp = T.(inv ((value this) * (two ()))) in mac_der t tmp this | EXP -> let t = get_operands this 0 in mac_der t (value this) this | LOG -> let t = get_operands this 0 in mac_der t T.(inv (value t)) this | SIN -> let t = get_operands this 0 in let tmp = T.cos (value t) in mac_der t tmp this | COS -> let t = get_operands this 0 in let tmp = T.sin (value t) in smac_der t tmp this | TAN -> let t = get_operands this 0 in let tmp = T.((sqr (value this)) + (one ())) in mac_der t tmp this | ASIN -> let t = get_operands this 0 in let tmp = T.(inv (sqrt ((one ()) - (sqr (value t))))) in mac_der t tmp this | ACOS -> let t = get_operands this 0 in let tmp = T.(inv (sqrt ((one ()) - (sqr (value t))))) in smac_der t tmp this | ATAN -> let t = get_operands this 0 in let tmp = T.(inv ((sqr (value t)) + (one ()))) in mac_der t tmp this | _ -> failwith "Unknown operator" let rec propagateChildren this = Array.iter decRef this.operands; this.operands <- [||] and decRef this = user_assert (this.rc > 0) "BTypeName.decRef: Ressource counter negative"; this.rc <- this.rc - 1; if this.rc = 0 then if D.has_values this.derivatives then begin propagate this; propagateChildren this; end let incRef this = this.rc <- this.rc + 1 let rec incRef_subtree this = incRef this; if this.rc = 1 then Array.iter incRef_subtree this.operands let compute_list t_l = List.iter incRef_subtree t_l; List.iter decRef t_l let compute this = compute_list [this] let diff this idx n = D.diff this.derivatives idx n let un_op operator operation t = { operator; operands = [|t|]; rc = 0; value = operation (value t); derivatives = D.create (); } let bin_op operator operation t1 t2 = { operator; operands = [|t1; t2|]; rc = 0; value = operation (value t1) (value t2); derivatives = D.create (); } let bin_cOp operator operation t1 t2 = let copy_t1 = copy t1 in t1.operator <- operator; t1.operands <- [|copy_t1; t2|]; t1.rc <- 0; t1.value <- operation (value t1) (value t2); t1.derivatives := [||]; t1 let scale t f = un_op (SCALE f) (fun x -> T.scale x f) t let translate t f = un_op (TRANS f) (fun x -> T.translate x f) t let ( ~+ ) = un_op POS T.(~+) let ( ~- ) = un_op NEG T.(~-) let ( + ) = bin_op ADD T.( + ) let ( += ) = bin_cOp ADD T.( + ) let ( - ) = bin_op SUB T.( - ) let ( -= ) = bin_cOp SUB T.( - ) let ( * ) = bin_op MUL T.( * ) let ( *= ) = bin_cOp MUL T.( * ) let ( / ) = bin_op DIV T.( / ) let ( /= ) = bin_cOp DIV T.( / ) let ( ** ) = bin_op POW T.( ** ) let inv = un_op INV T.inv let sqr = un_op SQR T.sqr let sqrt = un_op SQRT T.sqrt let log = un_op LOG T.log let exp = un_op EXP T.exp let sin = un_op SIN T.sin let cos = un_op COS T.cos let tan = un_op TAN T.tan let asin = un_op ASIN T.asin let acos = un_op ACOS T.acos let atan = un_op ATAN T.atan let ( = ) t1 t2 = T.((value t1) = (value t2)) let ( <> ) t1 t2 = T.((value t1) <> (value t2)) end module OrderedBTypeName (T : Types.OrderedOpS) = struct include BTypeName(T) let ( < ) a b = T.(value a < value b) let ( <= ) a b = T.(value a <= value b) let ( > ) a b = T.(value a > value b) let ( >= ) a b = T.(value a >= value b) let min a b = if a < b then a else b let max a b = if a > b then a else b end