package neural_nets_lib
A from-scratch Deep Learning framework with an optimizing compiler, shape inference, concise syntax
Install
Dune Dependency
Authors
Maintainers
Sources
0.5.2.tar.gz
md5=1f62613c37076ccb1c57a78c13a1a388
sha512=bccea3b2ad2cd6a96b1f03aaf8e127c800687a69191e5d09c7adf5e26c3bccd73f993eef91154a1ce2bcf4eeebf5bdb8d5372932018b4307515e8b6f5f4e94ab
doc/src/ppx_ocannl/ppx_shared.ml.html
Source file ppx_shared.ml
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open Base open Ppxlib type li = longident let string_expr ~loc s = Ast_helper.Exp.constant @@ Pconst_string (s, loc, None) let pat2string 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 string_expr ~loc:pat.ppat_loc @@ loop 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 Arrayjit.Ops.Arg1])); ("fst", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Arg1])); ("-/>", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Arg2])); ("snd", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Arg2])); ("+", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Add])); ("add", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Add])); ("-", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Sub])); ("sub", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.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 Arrayjit.Ops.Mul] ) ); ("mul", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.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 Arrayjit.Ops.Div] ) ); ("div", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Div])); ("**", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.ToPowOf])); ("pow", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.ToPowOf])); ("-?/", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Relu_gate])); ("relu_gate", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Relu_gate])); ("-?^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Satur01_gate])); ("sat01_gate", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Satur01_gate])); ("<", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Cmplt])); ("lt", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Cmplt])); ("=", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Cmpeq])); ("eq", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Cmpeq])); ("<>", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Cmpne])); ("ne", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Cmpne])); ("||", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Or])); ("or_", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Or])); ("&&", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.And])); ("and_", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.And])); ("%", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Mod])); ("mod_", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Mod])); ("@^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Max])); ("max", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Max])); ("^^", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Min])); ("min", fun loc -> ([%expr Shape.Pointwise_bin], [%expr Arrayjit.Ops.Min])); ] (** Unary primitive ops. *) let unary_ops = Hashtbl.of_alist_exn (module String) [ ("id", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Identity])); ("relu", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Relu])); ("sat01", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Satur01])); ("exp", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Exp])); ("log", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Log])); ("exp2", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Exp2])); ("log2", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Log2])); ("sin", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Sin])); ("cos", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Cos])); ("sqrt", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Sqrt])); ("recip", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Recip])); ("recip_sqrt", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Recip_sqrt])); ("neg", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Neg])); ("tanh", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Tanh_approx])); ("not", fun loc -> ([%expr Shape.Pointwise_un], [%expr Arrayjit.Ops.Not])); ] (** Ternary primitive ops. *) let ternary_ops = Hashtbl.of_alist_exn (module String) [ ("where", fun loc -> ([%expr Shape.Pointwise_tern], [%expr Arrayjit.Ops.Where])); ("fma", fun loc -> ([%expr Shape.Compose_accumulate], [%expr Arrayjit.Ops.FMA])); ] (** Assignment binary ops, and whether assignment reduction is zero-initialized. *) let assignment_ops = (* This should stay in sync with Arrayjit.Ops.assign_op_cd_syntax. *) Hashtbl.of_alist_exn (module String) [ ("=:", fun loc -> (false, [%expr Arrayjit.Ops.Arg2])); ("=+", fun loc -> (false, [%expr Arrayjit.Ops.Add])); ("=-", fun loc -> (false, [%expr Arrayjit.Ops.Sub])); ("=*", fun loc -> (false, [%expr Arrayjit.Ops.Mul])); ("=/", fun loc -> (false, [%expr Arrayjit.Ops.Div])); ("=**", fun loc -> (false, [%expr Arrayjit.Ops.ToPowOf])); ("=?/", fun loc -> (false, [%expr Arrayjit.Ops.Relu_gate])); ("=?^", fun loc -> (false, [%expr Arrayjit.Ops.Satur01_gate])); ("=||", fun loc -> (false, [%expr Arrayjit.Ops.Or])); ("=&&", fun loc -> (false, [%expr Arrayjit.Ops.And])); ("=@^", fun loc -> (false, [%expr Arrayjit.Ops.Max])); ("=^^", fun loc -> (false, [%expr Arrayjit.Ops.Min])); ("=:+", fun loc -> (true, [%expr Arrayjit.Ops.Add])); ("=:-", fun loc -> (true, [%expr Arrayjit.Ops.Sub])); ("=:*", fun loc -> (true, [%expr Arrayjit.Ops.Mul])); ("=:/", fun loc -> (true, [%expr Arrayjit.Ops.Div])); ("=:**", fun loc -> (true, [%expr Arrayjit.Ops.ToPowOf])); ("=:?/", fun loc -> (true, [%expr Arrayjit.Ops.Relu_gate])); ("=:?^", fun loc -> (true, [%expr Arrayjit.Ops.Satur01_gate])); ("=:||", fun loc -> (true, [%expr Arrayjit.Ops.Or])); ("=:&&", fun loc -> (true, [%expr Arrayjit.Ops.And])); ("=:@^", fun loc -> (true, [%expr Arrayjit.Ops.Max])); ("=:^^", fun loc -> (true, [%expr Arrayjit.Ops.Min])); ] 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 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)
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