package neural_nets_lib
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A from-scratch Deep Learning framework with an optimizing compiler, shape inference, concise syntax
Install
dune-project
Dependency
Authors
Maintainers
Sources
0.6.1.2.tar.gz
md5=529f0921963a6eee0194159a9c0fea41
sha512=fc16e8b6cd72cb2ae18277b3727d065fa6c1d137e3187f9586fb0bfe7edeb45597cb58f389e79c20d7e3ae80661e6f9f20e0b95dcbbf27ee5688bcc571d395dd
doc/src/ppx_ocannl/ppx_shared.ml.html
Source file ppx_shared.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 362open Base open Ppxlib open Ppx_arrayjit.Ppx_helper type li = longident let string_expr ~loc s = Ast_helper.Exp.constant @@ Pconst_string (s, loc, None) let string_of_pat pat = let rec lident = function Lident s | Ldot (_, s) -> s | Lapply (_, i) -> lident i in let rec loop pat = match pat.ppat_desc with | Ppat_open (_, pat) | Ppat_lazy pat | Ppat_constraint (pat, _) -> loop pat | Ppat_alias (_, ident) -> ident.txt | Ppat_var ident -> ident.txt | Ppat_any -> "_" | Ppat_variant (s, _) | Ppat_constant (Pconst_string (s, _, _)) | Ppat_constant (Pconst_integer (s, _)) | Ppat_constant (Pconst_float (s, _)) -> s | Ppat_constant (Pconst_char c) -> Char.to_string c | Ppat_tuple pats -> "(" ^ String.concat ~sep:", " (List.map ~f:loop pats) ^ ")" | Ppat_array pats -> "[|" ^ String.concat ~sep:", " (List.map ~f:loop pats) ^ "|]" | Ppat_construct (c, _) -> lident c.txt | Ppat_interval (_, _) | Ppat_record (_, _) | Ppat_or (_, _) | Ppat_type _ | Ppat_unpack _ | Ppat_exception _ | Ppat_extension _ -> "" in loop pat let pat2string pat = let loc = pat.ppat_loc in string_expr ~loc @@ string_of_pat pat let collect_pat_idents pat = let one = Set.singleton (module String) in let none = Set.empty (module String) in let rec loop pat = let all pats = Set.union_list (module String) @@ List.map ~f:loop pats in match pat.ppat_desc with | Ppat_open (_, pat) | Ppat_lazy pat | Ppat_constraint (pat, _) -> loop pat | Ppat_alias (_, ident) -> one ident.txt | Ppat_var ident -> one ident.txt | Ppat_any -> none | Ppat_variant (_, None) -> none | Ppat_variant (_, Some pat) -> loop pat | Ppat_constant _ -> none | Ppat_tuple pats | Ppat_array pats -> all pats | Ppat_construct (_, None) -> none | Ppat_construct (_, Some (_, pat)) -> loop pat | Ppat_interval (_, _) -> none | Ppat_record (lpats, _) -> all @@ List.map ~f:snd lpats | Ppat_or (p1, p2) -> all [ p1; p2 ] | Ppat_type _ | Ppat_unpack _ | Ppat_exception _ | Ppat_extension _ -> none in loop pat let expr2string_or_empty expr = let rec lident = function | Lident s -> s | Ldot (li, s) -> lident li ^ "." ^ s | Lapply (_, i) -> lident i in let rec loop expr = match expr.pexp_desc with | Pexp_open (_, expr) | Pexp_lazy expr | Pexp_constraint (expr, _) -> loop expr | Pexp_ident ident -> lident ident.txt | Pexp_variant (s, _) | Pexp_constant (Pconst_string (s, _, _)) | Pexp_constant (Pconst_integer (s, _)) | Pexp_constant (Pconst_float (s, _)) -> s | Pexp_constant (Pconst_char c) -> Char.to_string c | Pexp_tuple exprs -> "(" ^ String.concat ~sep:", " (List.map ~f:loop exprs) ^ ")" | Pexp_array exprs -> "[|" ^ String.concat ~sep:", " (List.map ~f:loop exprs) ^ "|]" | Pexp_construct (c, _) -> lident c.txt | _ -> "" in string_expr ~loc:expr.pexp_loc @@ loop expr let opt_pat2string ~loc = function | None -> [%expr None] | Some pat -> [%expr Some [%e pat2string pat]] let opt_pat2string_list ~loc = function | None -> [%expr []] | Some pat -> [%expr [ [%e pat2string pat] ]] let opt_expr ~loc = function None -> [%expr None] | Some expr -> [%expr Some [%e expr]] let rec pat2expr pat = let module Ast = Ast_builder.Default in let loc = pat.ppat_loc in match pat.ppat_desc with | Ppat_constraint (pat', typ) -> Ast.pexp_constraint ~loc (pat2expr pat') typ | Ppat_alias (_, ident) | Ppat_var ident -> Ast.pexp_ident ~loc { ident with txt = Lident ident.txt } | Ppat_variant (ident, e_opt) -> Ast.pexp_variant ~loc ident @@ Option.map e_opt ~f:pat2expr | Ppat_constant c -> Ast.pexp_constant ~loc c | Ppat_construct (c, None) -> Ast.pexp_construct ~loc c None | Ppat_construct (c, Some ([], args)) -> Ast.pexp_construct ~loc c @@ Some (pat2expr args) | Ppat_record (fields, Asttypes.Closed) -> Ast.pexp_record ~loc (List.map fields ~f:(fun (label, field) -> (label, pat2expr field))) None | Ppat_tuple pats -> Ast.pexp_tuple ~loc @@ List.map pats ~f:pat2expr | Ppat_array pats -> Ast.pexp_array ~loc @@ List.map pats ~f:pat2expr | _ -> Ast.pexp_extension ~loc @@ Location.error_extensionf ~loc "ppx_ocannl does not recognize/support the pattern; maybe try using an `as` alias." let non_alphanum_regexp = Str.regexp "^[^a-zA-Z0-9]+$" let is_operator ident = Str.string_match non_alphanum_regexp ident 0 let is_assignment ident = String.length ident > 1 && Char.equal ident.[0] '=' && (not @@ List.mem [ "=="; "==="; "=>"; "==>"; "=>>" ] ident ~equal:String.equal) (** Binary primitive ops, both infix operator and function name variants. *) let binary_ops = Hashtbl.of_alist_exn (module String) [ ("-@>", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Arg1])); ("fst", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Arg1])); ("-/>", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Arg2])); ("snd", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Arg2])); ("+", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Add])); ("add", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Add])); ("-", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Sub])); ("sub", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Sub])); ( "*", fun loc -> ( Ast_builder.Default.pexp_extension ~loc @@ Location.error_extensionf ~loc "No default compose type for binary `*`, try e.g. ~logic:\".\" for pointwise, %s" "~logic:\"@\" for matrix multiplication", [%expr Ir.Ops.Mul] ) ); ("mul", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Mul])); ( "/", fun loc -> ( Ast_builder.Default.pexp_extension ~loc @@ Location.error_extensionf ~loc "For clarity, no default compose type for binary `/`, use ~logic:\".\" for \ pointwise division", [%expr Ir.Ops.Div] ) ); ("div", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Div])); ("**", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.ToPowOf])); ("pow", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.ToPowOf])); ("-?/", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Relu_gate])); ("relu_gate", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Relu_gate])); ("-?^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Satur01_gate])); ("sat01_gate", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Satur01_gate])); ("<", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Cmplt])); ("lt", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Cmplt])); ("=", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Cmpeq])); ("eq", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Cmpeq])); ("<>", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Cmpne])); ("ne", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Cmpne])); ("||", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Or])); ("or_", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Or])); ("&&", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.And])); ("and_", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.And])); ("%", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Mod])); ("mod_", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Mod])); ("@^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Max])); ("max", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Max])); ("@-", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Min])); ("min", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Min])); ("^^^^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Threefry4x32_crypto])); ( "threefry4x32_crypto", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Threefry4x32_crypto]) ); ("^^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Threefry4x32_light])); ( "threefry4x32_light", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Ir.Ops.Threefry4x32_light]) ); ] (** Unary primitive ops. *) let unary_ops = Hashtbl.of_alist_exn (module String) [ ("id", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Identity])); ("relu", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Relu])); ("sat01", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Satur01])); ("exp", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Exp])); ("log", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Log])); ("exp2", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Exp2])); ("log2", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Log2])); ("sin", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Sin])); ("cos", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Cos])); ("sqrt", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Sqrt])); ("recip", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Recip])); ("recip_sqrt", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Recip_sqrt])); ("neg", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Neg])); ("tanh", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Tanh_approx])); ("not", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Not])); ( "uint4x32_to_prec_uniform1", fun loc -> ([%expr Shape.Pointwise_un], [%expr Ir.Ops.Uint4x32_to_prec_uniform1]) ); ] (** Vector unary primitive ops. *) let vec_unary_ops = Hashtbl.of_alist_exn (module String) [ ( "uint4x32_to_prec_uniform", fun loc -> ([%expr Shape.Uint4x32_to_prec], [%expr Ir.Ops.Uint4x32_to_prec_uniform]) ); ] (** Ternary primitive ops. *) let ternary_ops = Hashtbl.of_alist_exn (module String) [ ("where", fun loc -> ([%expr Shape.Pointwise_tern], [%expr Ir.Ops.Where])); ("fma", fun loc -> ([%expr Shape.Compose_accumulate], [%expr Ir.Ops.FMA])); ] (** Assignment binary ops, and whether assignment reduction is zero-initialized. *) let assignment_ops = (* This should stay in sync with Ir.Ops.assign_op_cd_syntax. *) Hashtbl.of_alist_exn (module String) [ ("=:", fun loc -> (false, [%expr Ir.Ops.Arg2])); ("=+", fun loc -> (false, [%expr Ir.Ops.Add])); ("=-", fun loc -> (false, [%expr Ir.Ops.Sub])); ("=*", fun loc -> (false, [%expr Ir.Ops.Mul])); ("=/", fun loc -> (false, [%expr Ir.Ops.Div])); ("=**", fun loc -> (false, [%expr Ir.Ops.ToPowOf])); ("=?/", fun loc -> (false, [%expr Ir.Ops.Relu_gate])); ("=?^", fun loc -> (false, [%expr Ir.Ops.Satur01_gate])); ("=||", fun loc -> (false, [%expr Ir.Ops.Or])); ("=&&", fun loc -> (false, [%expr Ir.Ops.And])); ("=@^", fun loc -> (false, [%expr Ir.Ops.Max])); ("=@-", fun loc -> (false, [%expr Ir.Ops.Min])); ("=^^^^", fun loc -> (false, [%expr Ir.Ops.Threefry4x32])); ("=:+", fun loc -> (true, [%expr Ir.Ops.Add])); ("=:-", fun loc -> (true, [%expr Ir.Ops.Sub])); ("=:*", fun loc -> (true, [%expr Ir.Ops.Mul])); ("=:/", fun loc -> (true, [%expr Ir.Ops.Div])); ("=:**", fun loc -> (true, [%expr Ir.Ops.ToPowOf])); ("=:?/", fun loc -> (true, [%expr Ir.Ops.Relu_gate])); ("=:?^", fun loc -> (true, [%expr Ir.Ops.Satur01_gate])); ("=:||", fun loc -> (true, [%expr Ir.Ops.Or])); ("=:&&", fun loc -> (true, [%expr Ir.Ops.And])); ("=:@^", fun loc -> (true, [%expr Ir.Ops.Max])); ("=:@-", fun loc -> (true, [%expr Ir.Ops.Min])); ("=:^^^^", fun loc -> (true, [%expr Ir.Ops.Threefry4x32])); ] let einsum_binary_ops = Hashtbl.of_alist_exn (module String) [ ("+*", fun loc -> [%expr einsum]); ("@^+", fun loc -> [%expr tropical]); ("+++", fun loc -> [%expr outer_sum]); ] let einsum_unary_ops = Hashtbl.of_alist_exn (module String) [ ("++", fun loc -> [%expr einsum1]); ("@^^", fun loc -> [%expr einmax1]) ] let is_primitive_op op_ident = List.exists ~f:(Fn.flip Hashtbl.mem op_ident) [ ternary_ops; unary_ops; binary_ops ] let let_opt ~loc vbs expr = if Map.is_empty vbs then expr else Ast_helper.Exp.let_ ~loc Nonrecursive (Map.data vbs) expr let no_vbs = Map.empty (module String) let reduce_vbss = List.reduce_exn ~f:(Map.merge_skewed ~combine:(fun ~key:_ _v1 v2 -> v2)) let expr_expander_with_punning translate ~loc ~path:_ payload = match payload with | { pexp_desc = Pexp_let (recflag, bindings, body); _ } -> (* We are at the %op/%cd annotation level: do not tranlsate the body. *) let vbss, bindings = List.unzip @@ List.map bindings ~f:(fun vb -> let vbs, v = translate ?ident_label:(Some vb.pvb_pat) vb.pvb_expr in (vbs, { vb with pvb_expr = v })) in let expr = { payload with pexp_desc = Pexp_let (recflag, bindings, body) } in let_opt ~loc (reduce_vbss vbss) expr | expr -> let vbs, expr = translate ?ident_label:None expr in let_opt ~loc vbs expr let flatten_str ~loc ~path:_ items = match items with | [ x ] -> x | _ -> Ast_helper.Str.include_ { pincl_mod = Ast_helper.Mod.structure items; pincl_loc = loc; pincl_attributes = [] } let translate_str translate ({ pstr_desc; pstr_loc = loc; _ } as str) = match pstr_desc with | Pstr_eval (expr, attrs) -> let expr = expr_expander_with_punning translate ~loc ~path:() expr in { str with pstr_desc = Pstr_eval (expr, attrs) } | Pstr_value (recf, bindings) -> let f vb = let loc = vb.pvb_loc in let vbs, v = translate ?ident_label:(Some vb.pvb_pat) vb.pvb_expr in let v = let_opt ~loc vbs v in { vb with pvb_expr = v } in { str with pstr_desc = Pstr_value (recf, List.map bindings ~f) } | _ -> str let str_expander_with_punning translate ~loc ~path (payload : structure_item list) = flatten_str ~loc ~path @@ List.map payload ~f:(translate_str translate) let ndarray_op ?axis_labels ?label ~ndarray_fn expr = let loc = expr.pexp_loc in let values, batch_dims, output_dims, input_dims = ndarray_constant expr in let edims dims = Ast_builder.Default.elist ~loc dims in let w_val = [%expr [%e ndarray_fn] [%e values]] in let op = match (axis_labels, label) with | None, None -> w_val | Some axis_labels, None -> [%expr [%e w_val] ~axis_labels:[%e axis_labels]] | None, Some label -> [%expr [%e w_val] ~label:[%e label]] | Some axis_labels, Some label -> [%expr [%e w_val] ~axis_labels:[%e axis_labels] ~label:[%e label]] in [%expr [%e op] ~batch_dims:[%e edims batch_dims] ~input_dims:[%e edims input_dims] ~output_dims:[%e edims output_dims] ()] let collect_capture_labels ~loc head rest = let capture_labels = head :: collect_list [] rest in let capture_labels, errors = List.partition_map capture_labels ~f:(function | { pexp_desc = Pexp_constant (Pconst_string (label, _, _)); pexp_loc; _ } -> Either.First (pexp_loc, label) | expr -> Either.Second (Ast_builder.Default.pexp_extension ~loc:expr.pexp_loc @@ Location.error_extensionf ~loc:expr.pexp_loc "ppx_ocannl %%op: expected a string literal")) in let capture_refs, capture_bindings = List.map capture_labels ~f:(fun (loc, label) -> let ref_expr = [%expr Shape.get_variable_ref [%e Ast_builder.Default.estring ~loc label]] in let binding = Ast_builder.Default.value_binding ~loc ~pat:(Ast_builder.Default.pvar ~loc label) ~expr:ref_expr in (Ast_builder.Default.evar ~loc label, (label, binding))) |> List.unzip in let capture_dims_expr = Ast_builder.Default.elist ~loc (errors @ capture_refs) in let capture_vbs = Map.of_alist_exn (module String) capture_bindings in (capture_vbs, capture_dims_expr)
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