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#include <torch/csrc/jit/frontend/parser.h>
#include <c10/util/Optional.h>
#include <torch/csrc/jit/frontend/lexer.h>
#include <torch/csrc/jit/frontend/parse_string_literal.h>
#include <torch/csrc/jit/frontend/tree.h>
#include <torch/csrc/jit/frontend/tree_views.h>
namespace torch {
namespace jit {
Decl mergeTypesFromTypeComment(
const Decl& decl,
const Decl& type_annotation_decl,
bool is_method) {
auto expected_num_annotations = decl.params().size();
if (is_method) {
// `self` argument
expected_num_annotations -= 1;
}
if (expected_num_annotations != type_annotation_decl.params().size()) {
throw ErrorReport(decl.range())
<< "Number of type annotations ("
<< type_annotation_decl.params().size()
<< ") did not match the number of "
<< (is_method ? "method" : "function") << " parameters ("
<< expected_num_annotations << ")";
}
auto old = decl.params();
auto _new = type_annotation_decl.params();
// Merge signature idents and ranges with annotation types
std::vector<Param> new_params;
size_t i = is_method ? 1 : 0;
size_t j = 0;
if (is_method) {
new_params.push_back(old[0]);
}
for (; i < decl.params().size(); ++i, ++j) {
new_params.emplace_back(old[i].withType(_new[j].type()));
}
return Decl::create(
decl.range(),
List<Param>::create(decl.range(), new_params),
type_annotation_decl.return_type());
}
struct ParserImpl {
explicit ParserImpl(const std::shared_ptr<Source>& source)
: L(source), shared(sharedParserData()) {}
Ident parseIdent() {
auto t = L.expect(TK_IDENT);
// whenever we parse something that has a TreeView type we always
// use its create method so that the accessors and the constructor
// of the Compound tree are in the same place.
return Ident::create(t.range, t.text());
}
TreeRef createApply(const Expr& expr) {
TreeList attributes;
auto range = L.cur().range;
TreeList inputs;
parseArguments(inputs, attributes);
return Apply::create(
range,
expr,
List<Expr>(makeList(range, std::move(inputs))),
List<Attribute>(makeList(range, std::move(attributes))));
}
static bool followsTuple(int kind) {
switch (kind) {
case TK_PLUS_EQ:
case TK_MINUS_EQ:
case TK_TIMES_EQ:
case TK_DIV_EQ:
case TK_MOD_EQ:
case TK_BIT_OR_EQ:
case TK_BIT_AND_EQ:
case TK_BIT_XOR_EQ:
case TK_LSHIFT_EQ:
case TK_RSHIFT_EQ:
case TK_POW_EQ:
case TK_NEWLINE:
case '=':
case ')':
return true;
default:
return false;
}
}
// exp | expr, | expr, expr, ...
Expr parseExpOrExpTuple() {
auto prefix = parseExp();
if (L.cur().kind == ',') {
std::vector<Expr> exprs = {prefix};
while (L.nextIf(',')) {
if (followsTuple(L.cur().kind))
break;
exprs.push_back(parseExp());
}
auto list = List<Expr>::create(prefix.range(), exprs);
prefix = TupleLiteral::create(list.range(), list);
}
return prefix;
}
// things like a 1.0 or a(4) that are not unary/binary expressions
// and have higher precedence than all of them
TreeRef parseBaseExp() {
TreeRef prefix;
switch (L.cur().kind) {
case TK_NUMBER: {
prefix = parseConst();
} break;
case TK_TRUE:
case TK_FALSE:
case TK_NONE:
case TK_NONE_TYPE: {
auto k = L.cur().kind;
auto r = L.cur().range;
prefix = create_compound(k, r, {});
L.next();
} break;
case '(': {
L.next();
if (L.nextIf(')')) {
/// here we have the empty tuple case
std::vector<Expr> vecExpr;
List<Expr> listExpr = List<Expr>::create(L.cur().range, vecExpr);
prefix = TupleLiteral::create(L.cur().range, listExpr);
break;
}
prefix = parseExpOrExpTuple();
L.expect(')');
} break;
case '[': {
auto list = parseList('[', ',', ']', &ParserImpl::parseExp);
if (list.size() == 1 && (*list.begin()).kind() == TK_LIST_COMP) {
prefix = *list.begin();
} else {
for (auto se : list) {
if (se.kind() == TK_LIST_COMP) {
throw ErrorReport(list.range())
<< " expected a single list comprehension within '[' , ']'";
}
}
prefix = ListLiteral::create(list.range(), List<Expr>(list));
}
} break;
case '{': {
L.next();
// If we have a dict literal, `keys` and `values` will store the keys
// and values used in the object's construction. EDGE CASE: We have a
// dict comprehension, so we'll get the first element of the dict
// comprehension in `keys` and a list comprehension in `values`.
// For example, `{i : chr(i + 65) for i in range(4)}` would give us
// `i` in `keys` and `chr(i + 65) for i in range(4)` in `values`.
// The optimal way of handling this case is to simply splice the new
// dict comprehension together from the existing list comprehension.
// Splicing prevents breaking changes to our API and does not require
// the use of global variables.
std::vector<Expr> keys;
std::vector<Expr> values;
auto range = L.cur().range;
if (L.cur().kind != '}') {
do {
keys.push_back(parseExp());
L.expect(':');
values.push_back(parseExp());
} while (L.nextIf(','));
}
L.expect('}');
if (keys.size() == 1 && (*values.begin()).kind() == TK_LIST_COMP) {
ListComp lc(*values.begin());
prefix = DictComp::create(
range, *keys.begin(), lc.elt(), lc.target(), lc.iter());
} else {
prefix = DictLiteral::create(
range,
List<Expr>::create(range, keys),
List<Expr>::create(range, values));
}
} break;
case TK_STRINGLITERAL: {
prefix = parseConcatenatedStringLiterals();
} break;
case TK_ELLIPSIS:
case TK_DOTS: {
prefix = Dots::create(L.cur().range);
L.next();
} break;
default: {
Ident name = parseIdent();
prefix = Var::create(name.range(), name);
} break;
}
while (true) {
if (L.nextIf('.')) {
const auto name = parseIdent();
prefix = Select::create(name.range(), Expr(prefix), Ident(name));
} else if (L.cur().kind == '(') {
prefix = createApply(Expr(prefix));
} else if (L.cur().kind == '[') {
prefix = parseSubscript(prefix);
} else {
break;
}
}
return prefix;
}
c10::optional<TreeRef> maybeParseAssignmentOp() {
auto r = L.cur().range;
switch (L.cur().kind) {
case TK_PLUS_EQ:
case TK_MINUS_EQ:
case TK_TIMES_EQ:
case TK_DIV_EQ:
case TK_BIT_OR_EQ:
case TK_BIT_AND_EQ:
case TK_BIT_XOR_EQ:
case TK_MOD_EQ: {
int modifier = L.next().text()[0];
return create_compound(modifier, r, {});
} break;
case TK_LSHIFT_EQ: {
L.next();
return create_compound(TK_LSHIFT, r, {});
} break;
case TK_RSHIFT_EQ: {
L.next();
return create_compound(TK_RSHIFT, r, {});
} break;
case TK_POW_EQ: {
L.next();
return create_compound(TK_POW, r, {});
} break;
case '=': {
L.next();
return create_compound('=', r, {}); // no reduction
} break;
default:
return c10::nullopt;
}
}
TreeRef parseTrinary(
TreeRef true_branch,
const SourceRange& range,
int binary_prec) {
auto cond = parseExp();
L.expect(TK_ELSE);
auto false_branch = parseExp(binary_prec);
return create_compound(
TK_IF_EXPR, range, {cond, std::move(true_branch), false_branch});
}
// parse the longest expression whose binary operators have
// precedence strictly greater than 'precedence'
// precedence == 0 will parse _all_ expressions
// this is the core loop of 'top-down precedence parsing'
Expr parseExp() {
return parseExp(0);
}
Expr parseExp(int precedence) {
TreeRef prefix;
// NOLINTNEXTLINE(cppcoreguidelines-init-variables)
int unary_prec;
if (shared.isUnary(L.cur().kind, &unary_prec)) {
auto kind = L.cur().kind;
auto pos = L.cur().range;
L.next();
auto unary_kind = kind == '*' ? TK_STARRED
: kind == '-' ? TK_UNARY_MINUS
: kind;
auto subexp = parseExp(unary_prec);
// fold '-' into constant numbers, so that attributes can accept
// things like -1
if (unary_kind == TK_UNARY_MINUS && subexp.kind() == TK_CONST) {
prefix = Const::create(subexp.range(), "-" + Const(subexp).text());
} else {
prefix = create_compound(unary_kind, pos, {subexp});
}
} else {
prefix = parseBaseExp();
}
// NOLINTNEXTLINE(cppcoreguidelines-init-variables)
int binary_prec;
while (shared.isBinary(L.cur().kind, &binary_prec)) {
if (binary_prec <= precedence) // not allowed to parse something which is
// not greater than 'precedence'
break;
int kind = L.cur().kind;
auto pos = L.cur().range;
L.next();
if (shared.isRightAssociative(kind))
binary_prec--;
if (kind == TK_NOTIN) {
// NB: `not in` is just `not( in )`, so we don't introduce new tree view
// but just make it a nested call in our tree view structure
prefix = create_compound(TK_IN, pos, {prefix, parseExp(binary_prec)});
prefix = create_compound(TK_NOT, pos, {prefix});
continue;
}
// special case for trinary operator
if (kind == TK_IF) {
prefix = parseTrinary(prefix, pos, binary_prec);
continue;
}
if (kind == TK_FOR) {
// TK_FOR targets should only parse exprs prec greater than 4, which
// only includes subset of Exprs that suppose to be on the LHS according
// to the python grammar
// https://docs.python.org/3/reference/grammar.html
auto target = parseLHSExp();
L.expect(TK_IN);
auto iter = parseExp();
prefix = ListComp::create(pos, Expr(prefix), target, iter);
continue;
}
prefix = create_compound(kind, pos, {prefix, parseExp(binary_prec)});
}
return Expr(prefix);
}
void parseSequence(
int begin,
int sep,
int end,
const std::function<void()>& parse) {
if (begin != TK_NOTHING) {
L.expect(begin);
}
while (end != L.cur().kind) {
parse();
if (!L.nextIf(sep)) {
if (end != TK_NOTHING) {
L.expect(end);
}
return;
}
}
L.expect(end);
}
template <typename T>
List<T> parseList(int begin, int sep, int end, T (ParserImpl::*parse)()) {
auto r = L.cur().range;
std::vector<T> elements;
parseSequence(
begin, sep, end, [&] { elements.emplace_back((this->*parse)()); });
return List<T>::create(r, elements);
}
Const parseConst() {
auto range = L.cur().range;
auto t = L.expect(TK_NUMBER);
return Const::create(t.range, t.text());
}
StringLiteral parseConcatenatedStringLiterals() {
auto range = L.cur().range;
std::string ss;
while (L.cur().kind == TK_STRINGLITERAL) {
auto literal_range = L.cur().range;
ss.append(parseStringLiteral(literal_range, L.next().text()));
}
return StringLiteral::create(range, ss);
}
Expr parseAttributeValue() {
return parseExp();
}
void parseArguments(TreeList& inputs, TreeList& attributes) {
parseSequence('(', ',', ')', [&] {
if (L.cur().kind == TK_IDENT && L.lookahead().kind == '=') {
auto ident = parseIdent();
L.expect('=');
auto v = parseAttributeValue();
attributes.push_back(Attribute::create(ident.range(), Ident(ident), v));
} else {
inputs.push_back(parseExp());
}
});
}
// parse LHS acceptable exprs, which only includes subset of Exprs that prec
// is greater than 4 according to the python grammar
Expr parseLHSExp() {
return parseExp(4);
}
// Parse expr's of the form [a:], [:b], [a:b], [:] and all variations with
// "::"
Expr parseSubscriptExp() {
TreeRef first, second, third;
auto range = L.cur().range;
if (L.cur().kind != ':') {
first = parseExp();
}
if (L.nextIf(':')) {
if (L.cur().kind != ',' && L.cur().kind != ']' && L.cur().kind != ':') {
second = parseExp();
}
if (L.nextIf(':')) {
if (L.cur().kind != ',' && L.cur().kind != ']') {
third = parseExp();
}
}
auto maybe_first = first ? Maybe<Expr>::create(range, Expr(first))
: Maybe<Expr>::create(range);
auto maybe_second = second ? Maybe<Expr>::create(range, Expr(second))
: Maybe<Expr>::create(range);
auto maybe_third = third ? Maybe<Expr>::create(range, Expr(third))
: Maybe<Expr>::create(range);
return SliceExpr::create(range, maybe_first, maybe_second, maybe_third);
} else {
return Expr(first);
}
}
TreeRef parseSubscript(const TreeRef& value) {
const auto range = L.cur().range;
auto subscript_exprs =
parseList('[', ',', ']', &ParserImpl::parseSubscriptExp);
const auto whole_range =
SourceRange(range.source(), range.start(), L.cur().range.start());
return Subscript::create(whole_range, Expr(value), subscript_exprs);
}
Maybe<Expr> maybeParseTypeAnnotation() {
if (L.nextIf(':')) {
// NB: parseExp must not be called inline, since argument evaluation order
// changes when L.cur().range is mutated with respect to the parseExp()
// call.
auto expr = parseExp();
return Maybe<Expr>::create(expr.range(), expr);
} else {
return Maybe<Expr>::create(L.cur().range);
}
}
TreeRef parseFormalParam(bool kwarg_only) {
auto ident = parseIdent();
TreeRef type = maybeParseTypeAnnotation();
TreeRef def;
if (L.nextIf('=')) {
// NB: parseExp must not be called inline, since argument evaluation order
// changes when L.cur().range is mutated with respect to the parseExp()
// call.
auto expr = parseExp();
def = Maybe<Expr>::create(expr.range(), expr);
} else {
def = Maybe<Expr>::create(L.cur().range);
}
return Param::create(
type->range(),
Ident(ident),
Maybe<Expr>(type),
Maybe<Expr>(def),
kwarg_only);
}
Param parseBareTypeAnnotation() {
auto type = parseExp();
return Param::create(
type.range(),
Ident::create(type.range(), ""),
Maybe<Expr>::create(type.range(), type),
Maybe<Expr>::create(type.range()),
/*kwarg_only=*/false);
}
Decl parseTypeComment() {
auto range = L.cur().range;
L.expect(TK_TYPE_COMMENT);
auto param_types =
parseList('(', ',', ')', &ParserImpl::parseBareTypeAnnotation);
TreeRef return_type;
if (L.nextIf(TK_ARROW)) {
auto return_type_range = L.cur().range;
return_type = Maybe<Expr>::create(return_type_range, parseExp());
} else {
return_type = Maybe<Expr>::create(L.cur().range);
}
return Decl::create(range, param_types, Maybe<Expr>(return_type));
}
// 'first' has already been parsed since expressions can exist
// alone on a line:
// first[,other,lhs] = rhs
TreeRef parseAssign(const Expr& lhs) {
auto type = maybeParseTypeAnnotation();
auto maybeOp = maybeParseAssignmentOp();
if (maybeOp) {
// There is an assignment operator, parse the RHS and generate the
// assignment.
auto rhs = parseExpOrExpTuple();
if (maybeOp.value()->kind() == '=') {
std::vector<Expr> lhs_list = {lhs};
while (L.nextIf('=')) {
lhs_list.push_back(rhs);
rhs = parseExpOrExpTuple();
}
if (type.present() && lhs_list.size() > 1) {
throw ErrorReport(type.range())
<< "Annotated multiple assignment is not supported in python";
}
L.expect(TK_NEWLINE);
return Assign::create(
lhs.range(),
List<Expr>::create(lhs_list[0].range(), lhs_list),
Maybe<Expr>::create(rhs.range(), rhs),
type);
} else {
L.expect(TK_NEWLINE);
// this is an augmented assignment
if (lhs.kind() == TK_TUPLE_LITERAL) {
throw ErrorReport(lhs.range())
<< " augmented assignment can only have one LHS expression";
}
return AugAssign::create(
lhs.range(), lhs, AugAssignKind(*maybeOp), Expr(rhs));
}
} else {
// There is no assignment operator, so this is of the form `lhs : <type>`
TORCH_INTERNAL_ASSERT(type.present());
L.expect(TK_NEWLINE);
return Assign::create(
lhs.range(),
List<Expr>::create(lhs.range(), {lhs}),
Maybe<Expr>::create(lhs.range()),
type);
}
}
TreeRef parseStmt(bool in_class = false) {
switch (L.cur().kind) {
case TK_IF:
return parseIf();
case TK_WHILE:
return parseWhile();
case TK_FOR:
return parseFor();
case TK_GLOBAL: {
auto range = L.next().range;
auto idents =
parseList(TK_NOTHING, ',', TK_NOTHING, &ParserImpl::parseIdent);
L.expect(TK_NEWLINE);
return Global::create(range, idents);
}
case TK_RETURN: {
auto range = L.next().range;
Expr value = L.cur().kind != TK_NEWLINE
? parseExpOrExpTuple()
: Expr(create_compound(TK_NONE, range, {}));
L.expect(TK_NEWLINE);
return Return::create(range, value);
}
case TK_RAISE: {
auto range = L.next().range;
auto expr = parseExp();
L.expect(TK_NEWLINE);
return Raise::create(range, expr);
}
case TK_ASSERT: {
auto range = L.next().range;
auto cond = parseExp();
Maybe<Expr> maybe_first = Maybe<Expr>::create(range);
if (L.nextIf(',')) {
auto msg = parseExp();
maybe_first = Maybe<Expr>::create(range, Expr(msg));
}
L.expect(TK_NEWLINE);
return Assert::create(range, cond, maybe_first);
}
case TK_BREAK: {
auto range = L.next().range;
L.expect(TK_NEWLINE);
return Break::create(range);
}
case TK_CONTINUE: {
auto range = L.next().range;
L.expect(TK_NEWLINE);
return Continue::create(range);
}
case TK_PASS: {
auto range = L.next().range;
L.expect(TK_NEWLINE);
return Pass::create(range);
}
case TK_DEF: {
return parseFunction(/*is_method=*/in_class);
}
case TK_DELETE: {
auto range = L.next().range;
auto targets =
parseList(TK_NOTHING, ',', TK_NOTHING, &ParserImpl::parseExp);
L.expect(TK_NEWLINE);
return Delete::create(range, targets);
}
case TK_WITH: {
return parseWith();
}
default: {
auto lhs = parseExpOrExpTuple();
if (L.cur().kind != TK_NEWLINE) {
return parseAssign(lhs);
} else {
L.expect(TK_NEWLINE);
return ExprStmt::create(lhs.range(), lhs);
}
}
}
}
WithItem parseWithItem() {
auto target = parseExp();
if (L.cur().kind == TK_AS) {
// If the current token is TK_AS, this with item is of the form
// "expression as target".
auto token = L.expect(TK_AS);
Ident ident = parseIdent();
auto var = Var::create(ident.range(), ident);
return WithItem::create(
token.range, target, Maybe<Var>::create(ident.range(), var));
} else {
// If not, this with item is of the form "expression".
return WithItem::create(
target.range(), target, Maybe<Var>::create(target.range()));
}
}
TreeRef parseIf(bool expect_if = true) {
auto r = L.cur().range;
if (expect_if)
L.expect(TK_IF);
auto cond = parseExp();
L.expect(':');
auto true_branch = parseStatements(/*expect_indent=*/true);
auto false_branch = makeList(L.cur().range, {});
if (L.nextIf(TK_ELSE)) {
L.expect(':');
false_branch = parseStatements(/*expect_indent=*/true);
} else if (L.nextIf(TK_ELIF)) {
// NB: this needs to be a separate statement, since the call to parseIf
// mutates the lexer state, and thus causes a heap-use-after-free in
// compilers which evaluate argument expressions LTR
auto range = L.cur().range;
false_branch = makeList(range, {parseIf(false)});
}
return If::create(
r, Expr(cond), List<Stmt>(true_branch), List<Stmt>(false_branch));
}
TreeRef parseWhile() {
auto r = L.cur().range;
L.expect(TK_WHILE);
auto cond = parseExp();
L.expect(':');
auto body = parseStatements(/*expect_indent=*/true);
return While::create(r, Expr(cond), List<Stmt>(body));
}
TreeRef parseFor() {
auto r = L.cur().range;
L.expect(TK_FOR);
auto targets = parseList(TK_NOTHING, ',', TK_IN, &ParserImpl::parseLHSExp);
auto itrs = parseList(TK_NOTHING, ',', ':', &ParserImpl::parseExp);
auto body = parseStatements(/*expect_indent=*/true);
return For::create(r, targets, itrs, body);
}
TreeRef parseWith() {
auto r = L.cur().range;
// Parse "with expression [as target][, expression [as target]]*:".
L.expect(TK_WITH);
auto targets = parseList(TK_NOTHING, ',', ':', &ParserImpl::parseWithItem);
// Parse the body.
auto body = parseStatements(/*expect_indent=*/true);
return With::create(r, targets, body);
}
TreeRef parseStatements(bool expect_indent, bool in_class = false) {
auto r = L.cur().range;
if (expect_indent) {
L.expect(TK_INDENT);
}
TreeList stmts;
do {
stmts.push_back(parseStmt(in_class));
} while (!L.nextIf(TK_DEDENT));
return create_compound(TK_LIST, r, std::move(stmts));
}
Maybe<Expr> parseReturnAnnotation() {
if (L.nextIf(TK_ARROW)) {
// Exactly one expression for return type annotation
auto return_type_range = L.cur().range;
return Maybe<Expr>::create(return_type_range, parseExp());
} else {
return Maybe<Expr>::create(L.cur().range);
}
}
List<Param> parseFormalParams() {
auto r = L.cur().range;
std::vector<Param> params;
bool kwarg_only = false;
parseSequence('(', ',', ')', [&] {
if (!kwarg_only && L.nextIf('*')) {
kwarg_only = true;
} else {
params.emplace_back(parseFormalParam(kwarg_only));
}
});
return List<Param>::create(r, params);
}
Decl parseDecl() {
// Parse return type annotation
List<Param> paramlist = parseFormalParams();
TreeRef return_type;
Maybe<Expr> return_annotation = parseReturnAnnotation();
L.expect(':');
return Decl::create(
paramlist.range(), List<Param>(paramlist), return_annotation);
}
TreeRef parseClass() {
L.expect(TK_CLASS_DEF);
const auto name = parseIdent();
Maybe<Expr> superclass = Maybe<Expr>::create(name.range());
if (L.nextIf('(')) {
// Only support inheriting from NamedTuple right now.
auto id = parseExp();
superclass = Maybe<Expr>::create(id.range(), id);
L.expect(')');
}
L.expect(':');
const auto statements =
parseStatements(/*expect_indent=*/true, /*in_class=*/true);
return ClassDef::create(
name.range(), name, superclass, List<Stmt>(statements));
}
TreeRef parseFunction(bool is_method) {
L.expect(TK_DEF);
auto name = parseIdent();
auto decl = parseDecl();
TreeRef stmts_list;
if (L.nextIf(TK_INDENT)) {
// Handle type annotations specified in a type comment as the first line
// of the function.
if (L.cur().kind == TK_TYPE_COMMENT) {
auto type_annotation_decl = Decl(parseTypeComment());
L.expect(TK_NEWLINE);
decl = mergeTypesFromTypeComment(decl, type_annotation_decl, is_method);
}
stmts_list = parseStatements(false);
} else {
// Special case: the Python grammar allows one-line functions with a
// single statement.
if (L.cur().kind == TK_TYPE_COMMENT) {
auto type_annotation_decl = Decl(parseTypeComment());
decl = mergeTypesFromTypeComment(decl, type_annotation_decl, is_method);
}
TreeList stmts;
stmts.push_back(parseStmt(is_method));
stmts_list = create_compound(TK_LIST, L.cur().range, std::move(stmts));
}
return Def::create(
name.range(), Ident(name), Decl(decl), List<Stmt>(stmts_list));
}
Lexer& lexer() {
return L;
}
private:
// short helpers to create nodes
TreeRef create_compound(
int kind,
const SourceRange& range,
TreeList&& trees) {
return Compound::create(kind, range, std::move(trees));
}
TreeRef makeList(const SourceRange& range, TreeList&& trees) {
return create_compound(TK_LIST, range, std::move(trees));
}
Lexer L;
SharedParserData& shared;
};
Parser::Parser(const std::shared_ptr<Source>& src)
: pImpl(new ParserImpl(src)) {}
Parser::~Parser() = default;
TreeRef Parser::parseFunction(bool is_method) {
return pImpl->parseFunction(is_method);
}
TreeRef Parser::parseClass() {
return pImpl->parseClass();
}
Lexer& Parser::lexer() {
return pImpl->lexer();
}
Decl Parser::parseTypeComment() {
return pImpl->parseTypeComment();
}
Expr Parser::parseExp() {
return pImpl->parseExp();
}
} // namespace jit
} // namespace torch
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