package neural_nets_lib
A from-scratch Deep Learning framework with an optimizing compiler, shape inference, concise syntax
Install
Dune Dependency
Authors
Maintainers
Sources
0.3.3.3.tar.gz
md5=9170d4d98422350c9a73a95adfb795dc
sha512=c1b024a69b1d0338af6e34508dbf6dccf3c2b6cc156e7628c3d7853c7040e225bdfc0a8731bb4db5a97edba90e26439987bfa505154d23af46f119c07ad809ed
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 ?ident_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_pat2string_list ~loc ident_label] ~batch_dims:[%e edims batch_dims] ~input_dims:[%e edims input_dims] ~output_dims:[%e edims output_dims] [%e values]] let make_vb ?value ~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 TDSL.param ?values:[%e value] [%e string]] in let vb = Ast_helper.Vb.mk ~loc pat v in (pat, vb) let make_vb_dims ~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 TDSL.param ~output_dims:[%e dims] [%e string]] in let vb = Ast_helper.Vb.mk ~loc pat v in (pat, vb) let make_vb_nd ~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 -> [%expr TDSL.param] | Some axis_labels -> [%expr TDSL.param ~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 rec translate ?ident_label expr = let loc = expr.pexp_loc in match expr with | { pexp_desc = Pexp_constant (Pconst_float _); _ } -> (no_vbs, [%expr TDSL.number ~label:[%e opt_pat2string_list ~loc ident_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_pat2string_list ~loc ident_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_pat2string_list ~loc ident_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 = translate expr1 in let vbs2, e2 = translate expr2 in ( reduce_vbss [ vbs1; vbs2 ], [%expr TDSL.einsum ~label:[%e opt_pat2string_list ~loc ident_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 = translate expr1 in (vbs1, [%expr TDSL.einsum1 ~label:[%e opt_pat2string_list ~loc ident_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; _ } ) as d]] -> let pat, vb = make_vb_dims ~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_array _; _ } | { pexp_desc = Pexp_construct ({ txt = Lident "::"; _ }, _); _ }) as init_nd]] -> let pat, vb = make_vb_nd ~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 ~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 ~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 ?ident_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 = translate expr1 in ( vbs, [%expr TDSL.O.( **. ) ~label:[%e opt_pat2string_list ~loc ident_label] [%e e1] (Float.of_int [%e i])] ) | [%expr [%e? expr1] **. [%e? expr2]] -> let vbs, e1 = translate expr1 in (vbs, [%expr TDSL.O.( **. ) ~label:[%e opt_pat2string_list ~loc ident_label] [%e e1] [%e expr2]]) | [%expr [%e? expr1] [%e? expr2] [%e? expr3]] -> let vbs1, e1 = translate ?ident_label expr1 in let vbs2, e2 = translate expr2 in let vbs3, e3 = translate expr3 in (reduce_vbss [ vbs1; vbs2; vbs3 ], [%expr [%e e1] [%e e2] [%e e3]]) | [%expr [%e? expr1] [%e? expr2]] -> let vbs1, e1 = translate ?ident_label expr1 in let vbs2, e2 = translate expr2 in (Map.merge_skewed vbs1 vbs2 ~combine:(fun ~key:_ _v1 v2 -> v2), [%expr [%e e1] [%e e2]]) | [%expr fun ~config [%p? pat1] [%p? pat2] -> [%e? body]] -> (* TODO(#38): generalize config to any number of labeled arguments with any labels. *) let vbs, body = translate ?ident_label body in (no_vbs, [%expr fun ~config -> [%e let_opt ~loc vbs [%expr fun [%p pat1] [%p pat2] -> [%e body]]]]) | [%expr fun ~config [%p? pat] -> [%e? body]] -> (* TODO(#38): generalize config to any number of labeled arguments with any labels. *) let vbs, body = translate ?ident_label body in (no_vbs, [%expr fun ~config -> [%e let_opt ~loc vbs [%expr fun [%p pat] -> [%e body]]]]) | [%expr fun [%p? pat1] [%p? pat2] -> [%e? body]] -> let vbs, body = translate ?ident_label body in (vbs, [%expr fun [%p pat1] [%p pat2] -> [%e body]]) | [%expr fun [%p? pat] -> [%e? body]] -> let vbs, body = translate ?ident_label body in (vbs, [%expr fun [%p pat] -> [%e body]]) | [%expr while [%e? test_expr] do [%e? body_expr] done] -> let vbs, body = translate ?ident_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 = translate ?ident_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 = translate ?ident_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 = translate expr1 in let vbs2, e2 = translate ?ident_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 = translate ?ident_label expr2 in let vbs3, e3 = translate ?ident_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 = translate ?ident_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 = translate ?ident_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 = translate ~ident_label:binding.pvb_pat binding.pvb_expr in (vbs, { binding with pvb_expr })) in let vbs2, body = translate ?ident_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 = translate ?ident_label body in (vbs, { expr with pexp_desc = Pexp_open (decl, body) }) | { pexp_desc = Pexp_letmodule (name, module_expr, body); _ } -> let vbs, body = translate ?ident_label body in (vbs, { expr with pexp_desc = Pexp_letmodule (name, module_expr, body) }) | { pexp_desc = Pexp_ident { txt = Lident op_ident; _ }; _ } when is_operator op_ident -> (no_vbs, [%expr [%e expr] ~label:[%e opt_pat2string_list ~loc ident_label]]) | expr -> (no_vbs, expr) let expr_expander ~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:vb.pvb_pat vb.pvb_expr in ( vbs, { vb with pvb_expr = [%expr let open! TDSL.O in [%e 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 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 ({ pstr_desc; pstr_loc = loc; _ } as str) = match pstr_desc with | Pstr_eval (expr, attrs) -> let vbs, expr = translate expr in let expr = let_opt ~loc vbs expr in { str with pstr_desc = Pstr_eval (expr, attrs) } | Pstr_value (recf, bindings) -> let f vb = let loc = vb.pvb_loc in let ident_label = vb.pvb_pat in let vbs, v = translate ~ident_label vb.pvb_expr in let is_unused = match ident_label with [%pat? _] -> true | _ -> false in let v = let_opt ~loc vbs v in { vb with pvb_expr = [%expr let open! TDSL.O in [%e if is_unused then [%expr Tensor.with_unchanged_roots ~f:(fun () -> [%e v])] else v]]; } in { str with pstr_desc = Pstr_value (recf, List.map bindings ~f) } | _ -> str let str_expander ~loc ~path (payload : structure_item list) = flatten_str ~loc ~path @@ List.map payload ~f:translate_str
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