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_op.ml.html
Source file ppx_op.ml
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open Base open Ppxlib open Ppx_arrayjit.Ppx_helper open Ppx_shared let ndarray_op ?label ?axis_labels 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 op = match axis_labels with | None -> [%expr TDSL.ndarray] | Some axis_labels -> [%expr TDSL.ndarray ~axis_labels:[%e axis_labels]] in [%expr [%e op] ?label:[%e opt_expr ~loc label] ~batch_dims:[%e edims batch_dims] ~input_dims:[%e edims input_dims] ~output_dims:[%e edims output_dims] [%e values]] let make_p ~has_config ~loc = if has_config then [%expr TDSL.param ~more_label:config.label] else [%expr TDSL.param] 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 value = match value with Some c -> [%expr Some [| [%e c] |]] | None -> [%expr None] in let v = [%expr [%e make_p ~has_config ~loc] ?values:[%e value] [%e 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 = [%expr [%e make_p ~has_config ~loc] ~output_dims:[%e dims] [%e string]] in let vb = Ast_helper.Vb.mk ~loc pat v in (pat, vb) let make_vb_nd ~has_config ~loc ~str_loc ?axis_labels ~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 op = match axis_labels with | None -> make_p ~has_config ~loc | Some axis_labels -> [%expr [%e make_p ~has_config ~loc] ~axis_labels:[%e axis_labels]] in [%expr [%e op] ~input_dims:[%e edims input_dims] ~output_dims:[%e edims output_dims] ~values:[%e values] [%e 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 _); _ } -> (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 _); _ } 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, _, _)); _ } as spec] [%e? expr2]] when String.contains spec_str '>' -> let vbs1, e1 = loop expr1 in let vbs2, e2 = loop expr2 in ( reduce_vbss [ vbs1; vbs2 ], [%expr TDSL.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, _, _)); _ } as spec]] when String.contains spec_str '>' -> let vbs1, e1 = loop expr1 in (vbs1, [%expr TDSL.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] **. [%e? { pexp_desc = Pexp_constant (Pconst_integer _); _ } as i]] -> (* We need to hardcode these two patterns to prevent the numbers from being converted to tensors. *) 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_fun (Labelled "config", c_e, c_pat, body); _ } -> let vbs, body = translate ~num_configs ~is_toplevel:true ~has_config:true ?label body in let body = let_opt ~loc vbs body in (no_vbs, { expr with pexp_desc = Pexp_fun (Labelled "config", c_e, c_pat, body) }) | [%expr fun [%p? pat] -> [%e? body]] when is_toplevel -> let input_label = let loc = pat.ppat_loc in [%expr [%e pat2expr pat].Tensor.value.Arrayjit.Tnode.label] in let label = match label with | None -> input_label | Some label -> let loc = pat.ppat_loc in [%expr [%e label] @ [%e input_label]] in let vbs, body = loop ~label body in (vbs, [%expr fun [%p pat] -> [%e body]]) | [%expr fun [%p? pat] -> [%e? body]] -> let vbs, body = loop ?label body in (vbs, [%expr fun [%p pat] -> [%e 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 let all_bindings = (Map.data @@ reduce_vbss vbss1) @ bindings @ Map.data vbs2 in (no_vbs, { expr with pexp_desc = Pexp_let (recflag, all_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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