package neural_nets_lib

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Source file ppx_op.ml

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open Base
open Ppxlib
open Ppx_arrayjit.Ppx_helper
open Ppx_shared

let make_p ~has_config ~loc ?input_dims ?output_dims ?value ?values name =
  let more_label = if has_config then [%expr Some config.label] else [%expr None] in
  let input_dims =
    match input_dims with Some dims -> [%expr Some [%e dims]] | None -> [%expr None]
  in
  let output_dims =
    match output_dims with Some dims -> [%expr Some [%e dims]] | None -> [%expr None]
  in
  let value = match value with Some c -> [%expr Some [%e c]] | None -> [%expr None] in
  let values = match values with Some c -> [%expr Some [%e c]] | None -> [%expr None] in
  [%expr
    TDSL.param ?more_label:[%e more_label] ?input_dims:[%e input_dims] ?output_dims:[%e output_dims]
      ?value:[%e value] ?values:[%e values] [%e name] ()]

let make_vb ?value ~has_config ~loc ~str_loc ~ident string =
  let pat = Ast_helper.Pat.var ~loc { loc = str_loc; txt = ident } in
  let v = make_p ~has_config ~loc ?value string in
  let vb = Ast_helper.Vb.mk ~loc pat v in
  (pat, vb)

let make_vb_dims ~has_config ~loc ~str_loc ~ident ~dims ~dims_loc string =
  let pat = Ast_helper.Pat.var ~loc { loc = str_loc; txt = ident } in
  let dims =
    let loc = dims_loc in
    List.fold_right dims ~init:[%expr []] ~f:(fun d ds -> [%expr [%e d] :: [%e ds]])
  in
  let v = make_p ~has_config ~loc ~output_dims:dims string in
  let vb = Ast_helper.Vb.mk ~loc pat v in
  (pat, vb)

let make_vb_nd ~has_config ~loc ~str_loc ~ident ~init_nd string =
  let pat = Ast_helper.Pat.var ~loc { loc = str_loc; txt = ident } in
  let values, batch_dims, output_dims, input_dims = ndarray_constant init_nd in
  let v =
    if not @@ List.is_empty batch_dims then
      Ast_builder.Default.pexp_extension ~loc
      @@ Location.error_extensionf ~loc
           "ppx_ocannl param cannot have batch dims: define a constant or remove the array syntax."
    else
      let edims dims = Ast_builder.Default.elist ~loc dims in
      let input_dims = edims input_dims in
      let output_dims = edims output_dims in
      make_p ~has_config ~loc ~input_dims ~output_dims ~values string
  in
  let vb = Ast_helper.Vb.mk ~loc pat v in
  (pat, vb)

let lift_config_vb ~loop ~num_configs ?label ~expr1 ~c_expr arg_exprs =
  let vbs1, e1 = loop ?label expr1 in
  let vbss, es = List.unzip @@ List.map arg_exprs ~f:loop in
  let ident = "config_block__" ^ Int.to_string !num_configs in
  Int.incr num_configs;
  let loc = expr1.pexp_loc in
  let pat = Ast_helper.Pat.var ~loc { loc = c_expr.pexp_loc; txt = ident } in
  let v = [%expr [%e e1] ~config:[%e c_expr]] in
  let vb = Ast_helper.Vb.mk ~loc pat v in
  ( Map.add_exn ~key:ident ~data:vb @@ reduce_vbss (vbs1 :: vbss),
    match es with
    | [] -> [%expr [%e pat2expr pat]]
    | [ e2 ] -> [%expr [%e pat2expr pat] [%e e2]]
    | [ e2; e3 ] -> [%expr [%e pat2expr pat] [%e e2] [%e e3]]
    | _ -> assert false )

let rec translate ~num_configs ~is_toplevel ~has_config ?label expr =
  let loc = expr.pexp_loc in
  let loop = translate ~num_configs ~is_toplevel:false ~has_config in
  match expr with
  | { pexp_desc = Pexp_constant (Pconst_float _); _ } ->
      (no_vbs, [%expr TDSL.number ?label:[%e opt_expr ~loc label] [%e expr]])
  | { pexp_desc = Pexp_constant (Pconst_integer (_, Some ('L' | 'l'))); _ } ->
      (no_vbs, [%expr TDSL.bits [%e expr]])
  | { pexp_desc = Pexp_constant (Pconst_integer _); _ } ->
      (no_vbs, [%expr TDSL.number (Float.of_int [%e expr])])
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_char ch); pexp_loc; _ }]
        [%e? { pexp_desc = Pexp_constant (Pconst_float _); _ } as f]] ->
      let axis =
        Ast_helper.Exp.constant ~loc:pexp_loc (Pconst_string (String.of_char ch, pexp_loc, None))
      in
      (no_vbs, [%expr TDSL.number ?label:[%e opt_expr ~loc label] ~axis_label:[%e axis] [%e f]])
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_char ch); pexp_loc; _ }]
        [%e? { pexp_desc = Pexp_constant (Pconst_integer (_, Some ('L' | 'l'))); _ } as i]] ->
      let axis =
        Ast_helper.Exp.constant ~loc:pexp_loc (Pconst_string (String.of_char ch, pexp_loc, None))
      in
      (no_vbs, [%expr TDSL.bits ?label:[%e opt_expr ~loc label] ~axis_label:[%e axis] [%e i]])
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_char ch); pexp_loc; _ }]
        [%e? { pexp_desc = Pexp_constant (Pconst_integer _); _ } as i]] ->
      let axis =
        Ast_helper.Exp.constant ~loc:pexp_loc (Pconst_string (String.of_char ch, pexp_loc, None))
      in
      ( no_vbs,
        [%expr
          TDSL.number ?label:[%e opt_expr ~loc label] ~axis_label:[%e axis] (Float.of_int [%e i])]
      )
  | [%expr
      [%e? expr1]
      *+ [%e? { pexp_desc = Pexp_constant (Pconst_string (spec_str, _, _)); _ }] [%e? expr2]]
    when String.contains spec_str '>' ->
      let vbs1, e1 = loop expr1 in
      let vbs2, e2 = loop expr2 in
      let spec = substitute_identifiers_in_einsum_spec ~loc spec_str in
      ( reduce_vbss [ vbs1; vbs2 ],
        [%expr einsum ?label:[%e opt_expr ~loc label] [%e spec] [%e e1] [%e e2]] )
  | [%expr [%e? expr1] ++ [%e? { pexp_desc = Pexp_constant (Pconst_string (spec_str, _, _)); _ }]]
    when String.contains spec_str '>' ->
      let vbs1, e1 = loop expr1 in
      let spec = substitute_identifiers_in_einsum_spec ~loc spec_str in
      (vbs1, [%expr einsum1 ?label:[%e opt_expr ~loc label] [%e spec] [%e e1]])
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_string (ident, str_loc, _)); _ } as s]
        [%e?
          ( { pexp_desc = Pexp_constant (Pconst_integer _); pexp_loc = dims_loc; _ }
          | { pexp_desc = Pexp_ident _; pexp_loc = dims_loc; _ }
          | { pexp_desc = Pexp_field _; pexp_loc = dims_loc; _ } ) as d]] ->
      let pat, vb = make_vb_dims ~has_config ~loc ~str_loc ~ident ~dims:[ d ] ~dims_loc s in
      (Map.singleton (module String) ident vb, pat2expr pat)
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_string (ident, str_loc, _)); _ } as s]
        [%e? { pexp_desc = Pexp_constant (Pconst_float _); pexp_loc = _; _ } as value]] ->
      let pat, vb = make_vb ~value ~has_config ~loc ~str_loc ~ident s in
      (Map.singleton (module String) ident vb, pat2expr pat)
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_string (ident, str_loc, _)); _ } as s]
        [%e?
          ( { pexp_desc = Pexp_array _; _ }
          | { pexp_desc = Pexp_construct ({ txt = Lident "::"; _ }, _); _ } ) as init_nd]] ->
      let pat, vb = make_vb_nd ~has_config ~loc ~str_loc ~ident ~init_nd s in
      (Map.singleton (module String) ident vb, pat2expr pat)
  | [%expr
      [%e? { pexp_desc = Pexp_constant (Pconst_string (ident, str_loc, _)); _ } as s]
        [%e? { pexp_desc = Pexp_tuple dims; pexp_loc = dims_loc; _ }]] ->
      let pat, vb = make_vb_dims ~has_config ~loc ~str_loc ~ident ~dims ~dims_loc s in
      (Map.singleton (module String) ident vb, pat2expr pat)
  | { pexp_desc = Pexp_constant (Pconst_string (ident, str_loc, _)); _ } ->
      let pat, vb = make_vb ~has_config ~loc ~str_loc ~ident expr in
      (Map.singleton (module String) ident vb, pat2expr pat)
  | { pexp_desc = Pexp_array _; _ }
  | { pexp_desc = Pexp_construct ({ txt = Lident "::"; _ }, _); _ } ->
      (no_vbs, ndarray_op ?label expr)
  | [%expr !.[%e? expr1]] ->
      (* Hardcoding the patterns for (!.), (!..), and ( **. ) to avoid treating the constants as
         already tensors. *)
      (no_vbs, [%expr TDSL.O.( !. ) [%e expr1]])
  | [%expr !..[%e? expr1]] -> (no_vbs, [%expr TDSL.O.( !.. ) [%e expr1]])
  | [%expr [%e? expr1] **. [%e? { pexp_desc = Pexp_constant (Pconst_integer _); _ } as i]] ->
      let vbs, e1 = loop expr1 in
      (vbs, [%expr TDSL.O.( **. ) ?label:[%e opt_expr ~loc label] [%e e1] (Float.of_int [%e i])])
  | [%expr [%e? expr1] **. [%e? expr2]] ->
      let vbs, e1 = loop expr1 in
      (vbs, [%expr TDSL.O.( **. ) ?label:[%e opt_expr ~loc label] [%e e1] [%e expr2]])
  | [%expr [%e? expr1] ~config:[%e? c_expr] [%e? expr2] [%e? expr3]] ->
      lift_config_vb ~loop ~num_configs ?label ~expr1 ~c_expr [ expr2; expr3 ]
  | [%expr [%e? expr1] ~config:[%e? c_expr] [%e? expr2]] ->
      lift_config_vb ~loop ~num_configs ?label ~expr1 ~c_expr [ expr2 ]
  | [%expr [%e? expr1] ~config:[%e? c_expr]] ->
      lift_config_vb ~loop ~num_configs ?label ~expr1 ~c_expr []
  | [%expr
      [%e? { pexp_desc = Pexp_ident { txt = Lident op_ident; _ }; _ }] ([%e? expr2], [%e? expr3])]
    when Hashtbl.mem binary_ops op_ident ->
      let e1 = [%expr [%e expr] ?label:[%e opt_expr ~loc label]] in
      let vbs2, e2 = loop expr2 in
      let vbs3, e3 = loop expr3 in
      (reduce_vbss [ vbs2; vbs3 ], [%expr [%e e1] [%e e2] [%e e3]])
  | [%expr
      [%e? { pexp_desc = Pexp_ident { txt = Lident op_ident; _ }; _ }]
        ([%e? expr2], [%e? expr3], [%e? expr4])]
    when Hashtbl.mem ternary_ops op_ident ->
      let e1 = [%expr [%e expr] ?label:[%e opt_expr ~loc label]] in
      let vbs2, e2 = loop expr2 in
      let vbs3, e3 = loop expr3 in
      let vbs4, e4 = loop expr4 in
      (reduce_vbss [ vbs2; vbs3; vbs4 ], [%expr [%e e1] [%e e2] [%e e3] [%e e4]])
  | [%expr [%e? expr1] [%e? expr2] [%e? expr3]] ->
      let vbs1, e1 = loop ?label expr1 in
      let vbs2, e2 = loop expr2 in
      let vbs3, e3 = loop expr3 in
      (reduce_vbss [ vbs1; vbs2; vbs3 ], [%expr [%e e1] [%e e2] [%e e3]])
  | [%expr [%e? expr1] [%e? expr2]] ->
      let vbs1, e1 = loop ?label expr1 in
      let vbs2, e2 = loop expr2 in
      (reduce_vbss [ vbs1; vbs2 ], [%expr [%e e1] [%e e2]])
  | {
   pexp_desc =
     Pexp_function
       ( ({ pparam_desc = Pparam_val (Labelled "config", c_e, c_pat); _ } as arg) :: args,
         constr,
         body );
   _;
  } ->
      let vbs, body =
        translate ~num_configs ~is_toplevel:true ~has_config:true ?label
          { expr with pexp_desc = Pexp_function (args, constr, body) }
      in
      let body = let_opt ~loc vbs body in
      ( no_vbs,
        {
          expr with
          pexp_desc =
            Pexp_function
              ( [ { arg with pparam_desc = Pparam_val (Labelled "config", c_e, c_pat) } ],
                constr,
                Pfunction_body body );
        } )
  | { pexp_desc = Pexp_function (args, constr, body); _ } when is_toplevel ->
      let labels =
        Option.to_list label
        @ List.filter_map args ~f:(function
            | { pparam_desc = Pparam_val (_, _, pat); _ } ->
                let loc = pat.ppat_loc in
                Some [%expr [%e pat2expr pat].Tensor.value.Ir.Tnode.label]
            | _ -> None)
      in
      let label_locs = List.map labels ~f:(fun label -> label.pexp_loc) in
      let label_starts = List.map label_locs ~f:(fun l -> l.loc_start) in
      let label_ends = List.map label_locs ~f:(fun l -> l.loc_end) in
      let label_loc =
        if List.is_empty labels then loc
        else
          Location.
            {
              loc_start = List.reduce_exn label_starts ~f:min_pos;
              loc_end = List.reduce_exn label_ends ~f:max_pos;
              loc_ghost = false;
            }
      in
      let label =
        let loc = label_loc in
        [%expr List.concat [%e Ast_builder.Default.elist ~loc labels]]
      in
      let vbs, body =
        match body with
        | Pfunction_body body ->
            let vbs, body = loop ~label body in
            (vbs, Pfunction_body body)
        | Pfunction_cases (cases, loc, attrs) ->
            let vbs, cases =
              List.unzip
              @@ List.map cases ~f:(fun ({ pc_rhs; _ } as c) ->
                     let vbs, pc_rhs = loop ~label pc_rhs in
                     (vbs, { c with pc_rhs }))
            in
            ( List.fold vbs
                ~init:(Map.empty (module String))
                ~f:(fun acc vbs -> Map.merge_disjoint_exn acc vbs),
              Pfunction_cases (cases, loc, attrs) )
      in
      (vbs, { expr with pexp_desc = Pexp_function (args, constr, body) })
  | { pexp_desc = Pexp_function (args, constr, body); _ } ->
      let vbs, body =
        match body with
        | Pfunction_body body ->
            let vbs, body = loop ?label body in
            (vbs, Pfunction_body body)
        | Pfunction_cases (cases, loc, attrs) ->
            let vbs, cases =
              List.unzip
              @@ List.map cases ~f:(fun ({ pc_rhs; _ } as c) ->
                     let vbs, pc_rhs = loop ?label pc_rhs in
                     (vbs, { c with pc_rhs }))
            in
            ( List.fold vbs
                ~init:(Map.empty (module String))
                ~f:(fun acc vbs -> Map.merge_disjoint_exn acc vbs),
              Pfunction_cases (cases, loc, attrs) )
      in
      (vbs, { expr with pexp_desc = Pexp_function (args, constr, body) })
  | [%expr
      while [%e? test_expr] do
        [%e? body_expr]
      done] ->
      let vbs, body = loop ?label body_expr in
      ( vbs,
        [%expr
          while [%e test_expr] do
            [%e body]
          done] )
  | [%expr
      for [%p? pat] = [%e? init] to [%e? final] do
        [%e? body_expr]
      done] ->
      let vbs, body = loop ?label body_expr in
      ( vbs,
        [%expr
          for [%p pat] = [%e init] to [%e final] do
            [%e body]
          done] )
  | [%expr
      for [%p? pat] = [%e? init] downto [%e? final] do
        [%e? body_expr]
      done] ->
      let vbs, body = loop ?label body_expr in
      ( vbs,
        [%expr
          for [%p pat] = [%e init] downto [%e final] do
            [%e body]
          done] )
  | [%expr
      [%e? expr1];
      [%e? expr2]] ->
      let vbs1, e1 = loop expr1 in
      let vbs2, e2 = loop ?label expr2 in
      ( reduce_vbss [ vbs1; vbs2 ],
        [%expr
          [%e e1];
          [%e e2]] )
  | [%expr if [%e? expr1] then [%e? expr2] else [%e? expr3]] ->
      let vbs2, e2 = loop ?label expr2 in
      let vbs3, e3 = loop ?label expr3 in
      (reduce_vbss [ vbs2; vbs3 ], [%expr if [%e expr1] then [%e e2] else [%e e3]])
  | [%expr if [%e? expr1] then [%e? expr2]] ->
      let vbs2, e2 = loop ?label expr2 in
      (vbs2, [%expr if [%e expr1] then [%e e2]])
  | { pexp_desc = Pexp_match (expr1, cases); _ } ->
      let vbss, cases =
        List.unzip
        @@ List.map cases ~f:(fun ({ pc_rhs; _ } as c) ->
               let vbs, pc_rhs = loop ?label pc_rhs in
               (vbs, { c with pc_rhs }))
      in
      (reduce_vbss vbss, { expr with pexp_desc = Pexp_match (expr1, cases) })
  | { pexp_desc = Pexp_let (recflag, bindings, body); _ } ->
      let vbss1, bindings =
        List.unzip
        @@ List.map bindings ~f:(fun binding ->
               let vbs, pvb_expr =
                 loop ~label:[%expr [ [%e pat2string binding.pvb_pat] ]] binding.pvb_expr
               in
               (vbs, { binding with pvb_expr }))
      in
      let vbs2, body = loop ?label body in
      (reduce_vbss (vbss1 @ [ vbs2 ]), { expr with pexp_desc = Pexp_let (recflag, bindings, body) })
  | { pexp_desc = Pexp_open (decl, body); _ } ->
      let vbs, body = loop ?label body in
      (vbs, { expr with pexp_desc = Pexp_open (decl, body) })
  | { pexp_desc = Pexp_letmodule (name, module_expr, body); _ } ->
      let vbs, body = loop ?label body in
      (vbs, { expr with pexp_desc = Pexp_letmodule (name, module_expr, body) })
  | { pexp_desc = Pexp_ident { txt = Lident op_ident; _ }; _ }
    when is_primitive_op op_ident || is_operator op_ident ->
      (* FIXME: this heuristic is hacky... *)
      (no_vbs, [%expr [%e expr] ?label:[%e opt_expr ~loc label]])
  | expr -> (no_vbs, expr)

let translate ?ident_label expr =
  let vbs, expr =
    translate ~num_configs:(ref 0) ~is_toplevel:true ~has_config:false
      ~label:(opt_pat2string_list ~loc:expr.pexp_loc ident_label)
      expr
  in
  let loc = expr.pexp_loc in
  ( vbs,
    match ident_label with
    | Some [%pat? _] ->
        [%expr
          Tensor.with_unchanged_roots ~f:(fun () ->
              let open! TDSL.O in
              [%e expr])]
    | _ ->
        [%expr
          let open! TDSL.O in
          [%e expr]] )

let expr_expander ~loc ~path = expr_expander_with_punning translate ~loc ~path
let str_expander ~loc ~path = str_expander_with_punning translate ~loc ~path
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