#pragma once
#include <ATen/core/Macros.h>
#include <c10/util/C++17.h>
#include <c10/util/Exception.h>
#include <torch/csrc/WindowsTorchApiMacro.h>
#include <torch/csrc/jit/frontend/parser_constants.h>
#include <torch/csrc/jit/frontend/source_range.h>
#include <torch/csrc/jit/frontend/strtod.h>
#include <algorithm>
#include <clocale>
#include <cstdlib>
#include <memory>
#include <sstream>
#include <string>
#include <vector>
namespace torch {
namespace jit {
// single character tokens are just the character itself '+'
// multi-character tokens need an entry here
// if the third entry is not the empty string, it is used
// in the lexer to match this token.
// These kinds are also used in Tree.h as the kind of the AST node.
// Some kinds TK_APPLY, TK_LIST are only used in the AST and are not seen in the
// lexer.
#define TC_FORALL_TOKEN_KINDS(_) \
_(TK_EOF, "eof", "") \
_(TK_WHITESPACE, "whitespace", "") \
_(TK_WHITESPACE_EOF, "whitespace_eof", "") \
_(TK_NUMBER, "number", "") \
_(TK_NEWLINE, "newline", "") \
_(TK_INDENT, "indent", "") \
_(TK_DEDENT, "dedent", "") \
_(TK_DEF, "def", "def") \
_(TK_EQUIVALENT, "equivalent", "<=>") \
_(TK_IDENT, "ident", "") \
_(TK_STRING, "string", "") \
_(TK_STRINGLITERAL, "string_literal", "") \
_(TK_CONST, "const", "") \
_(TK_LIST, "list", "") \
_(TK_DICT, "dict", "") \
_(TK_OPTION, "option", "") \
_(TK_APPLY, "apply", "") \
_(TK_COMPREHENSION, "comprehension", "") \
_(TK_RANGE_CONSTRAINT, "range_constraint", "") \
_(TK_PARAM, "param", "") \
_(TK_INFERRED, "inferred", "") \
_(TK_ACCESS, "access", "") \
_(TK_ASSIGN, "assign", "") \
_(TK_AUG_ASSIGN, "aug_assign", "") \
_(TK_ATTRIBUTE, "attribute", "") \
_(TK_IF, "if", "if") \
_(TK_ELSE, "else", "else") \
_(TK_ELIF, "elif", "elif") \
_(TK_WHILE, "while", "while") \
_(TK_EXPR_STMT, "expression statement", "") \
_(TK_RETURN, "return", "return") \
_(TK_IS, "is", "is") \
_(TK_ISNOT, "is not", "is not") \
_(TK_NE, "ne", "!=") \
_(TK_EQ, "eq", "==") \
_(TK_LE, "le", "<=") \
_(TK_GE, "ge", ">=") \
_(TK_FLOOR_DIV, "floordiv", "//") \
_(TK_IF_EXPR, "if", "") \
_(TK_TRUE, "True", "True") \
_(TK_FALSE, "False", "False") \
_(TK_NONE, "None", "None") \
_(TK_AND, "and", "and") \
_(TK_OR, "or", "or") \
_(TK_NOT, "not", "not") \
_(TK_LSHIFT, "<<", "<<") \
_(TK_RSHIFT, ">>", ">>") \
_(TK_CAST, "cast", "") \
_(TK_PLUS_EQ, "+=", "+=") \
_(TK_MINUS_EQ, "-=", "-=") \
_(TK_TIMES_EQ, "*=", "*=") \
_(TK_DIV_EQ, "/=", "/=") \
_(TK_MOD_EQ, "%=", "%=") \
_(TK_BIT_OR_EQ, "|=", "|=") \
_(TK_BIT_AND_EQ, "&=", "&=") \
_(TK_BIT_XOR_EQ, "^=", "^=") \
_(TK_LSHIFT_EQ, "<<=", "<<=") \
_(TK_RSHIFT_EQ, ">>=", ">>=") \
_(TK_POW_EQ, "**=", "**=") \
_(TK_GLOBAL, "global", "global") \
_(TK_BUILT_IN, "built-in", "") \
_(TK_SUBSCRIPT, "subscript", "") \
_(TK_VAR, "variable", "") \
_(TK_NOTHING, "nothing", "") \
_(TK_DICT_LITERAL, "dict-literal", "") \
_(TK_LIST_LITERAL, "list-literal", "") \
_(TK_TUPLE_LITERAL, "tuple-literal", "") \
_(TK_FOR, "for", "for") \
_(TK_IN, "in", "in") \
_(TK_NOTIN, "not in", "not in") \
_(TK_STARRED, "starred", "") \
_(TK_UNARY_MINUS, "unary minus", "") \
_(TK_POW, "pow operator", "**") \
_(TK_ARROW, "arrow", "->") \
_(TK_DECL, "decl", "") \
_(TK_SLICE_EXPR, "slice expr", "") \
_(TK_TYPE_COMMENT, "type comment", "# type:") \
_(TK_RAISE, "raise", "raise") \
_(TK_ASSERT, "assert", "assert") \
_(TK_DOTS, "dots", "...") \
_(TK_LIST_COMP, "list comprehension", "") \
_(TK_DICT_COMP, "dict comprehension", "") \
_(TK_BREAK, "break", "break") \
_(TK_CONTINUE, "continue", "continue") \
_(TK_DELETE, "del", "del") \
_(TK_PASS, "pass", "pass") \
_(TK_CLASS_DEF, "class", "class") \
_(TK_IMPORT, "import", "import") \
_(TK_WITH, "with", "with") \
_(TK_WITH_ITEM, "withitem", "") \
_(TK_AS, "as", "as") \
_(TK_PROP, "property", "") \
_(TK_ELLIPSIS, "Ellipsis", "Ellipsis")
enum TokenKind {
// we use characters to represent themselves so skip all valid characters
// before
// assigning enum values to multi-char tokens.
TK_DUMMY_START = 256,
#define DEFINE_TOKEN(tok, _, _2) tok,
TC_FORALL_TOKEN_KINDS(DEFINE_TOKEN)
#undef DEFINE_TOKEN
};
TORCH_API std::string kindToString(int kind);
TORCH_API int stringToKind(const std::string& str);
// nested hash tables that indicate char-by-char what is a valid token.
struct TokenTrie;
using TokenTrieRef = std::unique_ptr<TokenTrie>;
struct TokenTrie {
TokenTrie() : kind(0) {}
void insert(const char* str, int tok) {
if (*str == '\0') {
AT_ASSERT(kind == 0);
kind = tok;
return;
}
for (size_t i = 0, e = child_chars.size(); i < e; ++i) {
if (child_chars[i] == *str) {
child_tries[i]->insert(str + 1, tok);
return;
}
}
child_chars.emplace_back(*str);
child_tries.emplace_back(std::make_unique<TokenTrie>());
child_tries.back()->insert(str + 1, tok);
}
int kind; // 0 == invalid token
std::vector<char> child_chars;
std::vector<TokenTrieRef> child_tries;
};
// stuff that is shared against all TC lexers/parsers and is initialized only
// once.
struct TORCH_API SharedParserData {
SharedParserData() : head(new TokenTrie()) {
std::stringstream ss;
for (const char* c = valid_single_char_tokens; *c; c++) {
std::string str(1, *c);
head->insert(str.c_str(), *c);
}
#define ADD_CASE(tok, _, tokstring) \
if (*(tokstring) != '\0') { \
head->insert((tokstring), (tok)); \
}
TC_FORALL_TOKEN_KINDS(ADD_CASE)
#undef ADD_CASE
}
// 1. skip whitespace
// 2. handle comment or newline
//
bool isNumber(const std::string& str, size_t start, size_t* len) {
char first = str[start];
// strtod allows numbers to start with + or - or nan or inf
// http://en.cppreference.com/w/cpp/string/byte/strtof
// but we want only the number part, otherwise 1+3 will turn into two
// adjacent numbers in the lexer
if (first == '-' || first == '+' || isalpha(first))
return false;
const char* startptr = str.c_str() + start;
char* endptr;
torch::jit::strtod_c(startptr, &endptr);
*len = endptr - startptr;
return *len > 0;
}
bool isCharCount(char c, const std::string& str, size_t start, int len) {
// count checks from [start, start + len)
return start + len <= str.size() &&
std::count(str.begin() + start, str.begin() + start + len, c) == len;
}
// python concatenates all adjacent strings "a" "b" == "ab"
// strings can be enclosed with 1 or 3 single or double quotes
// if enclosed with 3 quotes newlines are valid
// as elsewhere, backslash and new line should be ignored
bool isString(const std::string& str, size_t start, size_t* len) {
char quote = str[start];
if (quote != '\"' && quote != '\'')
return false;
int quote_len = isCharCount(quote, str, start, 3) ? 3 : 1;
// end is now set past the opening quotation marks
size_t end = start + quote_len;
while (end < str.size() && !isCharCount(quote, str, end, quote_len)) {
if (str[end] == '\n' && quote_len != 3) {
return false;
}
// handle escaped characters. advances past escaped quotation marks,
// escaped newlines and escaped backslashes
// multi-char escapes like \x1A are handled fine here because the
// remainder of the escape are valid string characters anyway
if (str[end] == '\\') {
end++;
}
end++;
}
// set length equal to the complete string including quotations
*len = end - start + quote_len;
// if end finished without going past the last character of the string than
// there is a match
return end < str.size();
}
bool isblank(int n) {
return isspace(n) && n != '\n';
}
// Make an exception ignoring comments for type annotation comments
bool isTypeComment(const std::string& str, size_t pos) {
const std::string type_string = "# type:";
if (str.size() < pos + type_string.length()) {
return false;
}
auto match_string = str.substr(pos, type_string.size());
return match_string == type_string;
}
// find the longest match of str.substring(pos) against a token, return true
// if successful filling in kind, start,and len
bool match(
const std::string& str,
size_t pos,
bool continuation, // are we inside a scope where newlines don't count
// (e.g. inside parens)
bool whitespace_token, // should we treat whitespace as a token
int* kind,
size_t* start,
size_t* len) {
*start = pos;
// skip whitespace
while (pos < str.size() && isblank(str[pos]))
pos++;
// special handling
if (pos < str.size()) {
if (str[pos] == '#' && !isTypeComment(str, pos)) {
// skip comments
while (pos < str.size() && str[pos] != '\n')
pos++;
// tail call, handle whitespace and more comments
return match(
str, pos, continuation, whitespace_token, kind, start, len);
}
if (str[pos] == '\\' && pos + 1 < str.size() && str[pos + 1] == '\n' &&
!whitespace_token) {
return match(str, pos + 2, continuation, false, kind, start, len);
}
if (str[pos] == '\n') {
return match(
str, pos + 1, continuation, !continuation, kind, start, len);
}
}
// we handle white space before EOF because in the case we have something
// like the following where we need to generate the dedent token if foo:
// ...
// else:
// pass
if (whitespace_token) {
*kind = pos == str.size() ? TK_WHITESPACE_EOF : TK_WHITESPACE;
*len = pos - *start;
return true;
}
if (pos == str.size()) {
*kind = TK_EOF;
*start = pos;
*len = 0;
return true;
}
// invariant: the next token is not whitespace or newline
*start = pos;
// check for a valid number
if (isNumber(str, pos, len)) {
*kind = TK_NUMBER;
return true;
}
// check for string
if (isString(str, pos, len)) {
*kind = TK_STRINGLITERAL;
return true;
}
// check for either an ident or a token
// ident tracks whether what we have scanned so far could be an identifier
// matched indicates if we have found any match.
bool matched = false;
bool ident = true;
TokenTrie* cur = head.get();
for (size_t i = 0; pos + i < str.size() && (ident || cur != nullptr); i++) {
ident = ident && validIdent(i, str[pos + i]);
if (ident) {
matched = true;
*len = i + 1;
*kind = TK_IDENT;
}
// check for token second, so that e.g. 'max' matches the token TK_MAX
// rather the
// identifier 'max'
if (cur) {
size_t child_offset = 0;
for (size_t e = cur->child_chars.size(); child_offset < e;
++child_offset) {
if (cur->child_chars[child_offset] == str[pos + i])
break;
}
cur = (child_offset == cur->child_chars.size())
? nullptr
: cur->child_tries[child_offset].get();
if (cur && cur->kind != 0) {
matched = true;
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