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Use FSM-based scanning
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brandonwillard committed Jul 12, 2023
1 parent a4f1108 commit 714cb7b
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217 changes: 170 additions & 47 deletions outlines/text/parsing.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,15 +7,17 @@
Callable,
DefaultDict,
Dict,
Generator,
Iterable,
Optional,
Sequence,
Set,
Tuple,
)

import interegular
import regex
from interegular.fsm import FSM, anything_else
from interegular.fsm import FSM, Alphabet, OblivionError, anything_else
from interegular.patterns import Unsupported
from lark import Lark, Token
from lark.exceptions import (
Expand All @@ -29,7 +31,6 @@
from lark.parsers.lalr_analysis import Shift
from lark.parsers.lalr_interactive_parser import InteractiveParser
from lark.parsers.lalr_parser import ParseConf, ParserState
from lark.utils import get_regexp_width

if TYPE_CHECKING:
from lark.lexer import LexerThread
Expand All @@ -50,14 +51,34 @@ def __init__(self, scanner: Scanner):
self.use_bytes = scanner.use_bytes
self.match_whole = scanner.match_whole
self.allowed_types = scanner.allowed_types
self._mres = scanner._mres
postfix = "$" if self.match_whole else ""

def match(self, text, pos) -> Optional[Tuple[str, Optional[str], bool]]:
for mre in self._mres:
m = mre.match(text, pos=pos, partial=True)
if m: # and ((not m.partial) or m.endpos == len(text)):
return m.group(0), m.lastgroup, m.partial
return None
fsms = []
for t in self.terminals:
regex_str = t.pattern.to_regexp() + postfix
pattern = interegular.parse_pattern(regex_str).simplify()
_, max_len = pattern.lengths
fsm = pattern.to_fsm()
fsms.append(fsm)

self.fsm, self.fsms_to_transitions = fsm_union(fsms)

def match(self, text, pos):
"""Get the match end position, terminal type, and final FSM state."""

res = find_partial_matches(self.fsm, text[pos:], start_state=self.fsm.initial)

if len(res) == 0:
return None

((lex_end, state_seq),) = res

(fsm_id, has_transition) = next(
get_sub_fsms_from_seq(state_seq, self.fsm, self.fsms_to_transitions)
)
type_ = self.terminals[fsm_id]

return lex_end, type_, state_seq[-1] if not has_transition else None


class PartialBasicLexer(BasicLexer):
Expand All @@ -79,37 +100,10 @@ def __init__(self, basic_lexer: BasicLexer):
else:
self._scanner = None

# This is used to determine the token type for partial matches
self.terminal_to_regex = {}
for name, terminal in self.terminals_by_name.items():
self.terminal_to_regex[name] = self.re.compile(
terminal.pattern.to_regexp(), self.g_regex_flags
)

def _build_scanner(self):
super()._build_scanner()
self._scanner = PartialScanner(self._scanner)

def partial_matches(self, value, type_):
partial_matches = set()

# TODO: It's unfortunate that we have to do this costly search (again).
# It would be better if we could *not* short-circuit the first time we
# scan in the call to `self.match`.
for term_name, term_regex in self.terminal_to_regex.items():
if term_name == type_:
# A standard lexed token result could actual indicate a partial
# match
regex_min, regex_max = get_regexp_width(term_regex.pattern)
if regex_min <= len(value) < regex_max:
partial_matches.add(term_name)
else:
m = term_regex.match(value, partial=True)
if m:
partial_matches.add(term_name)

return partial_matches

def next_token(self, lex_state: LexerState, parser_state: Any = None) -> Token:
line_ctr = lex_state.line_ctr
while line_ctr.char_pos < len(lex_state.text):
Expand All @@ -130,14 +124,18 @@ def next_token(self, lex_state: LexerState, parser_state: Any = None) -> Token:
terminals_by_name=self.terminals_by_name,
)

value, type_, partial = res
(
lex_end,
type_,
last_fsm_state,
) = res

value = lex_state.text[line_ctr.char_pos : lex_end + 1]

# Don't advance the lexing state if we're at the end; there could
# be ambiguous token types that aren't finished.
# Don't advance the lexing state if we're at the end
if line_ctr.char_pos + len(value) >= len(lex_state.text):
partial_matches = self.partial_matches(value, type_)
if partial_matches or partial:
raise PartialTokenEOF(partial_matches)
if last_fsm_state is not None:
raise PartialTokenEOF((type_.name, last_fsm_state))

assert isinstance(self.callback, Dict)

Expand Down Expand Up @@ -245,19 +243,21 @@ def copy_ip(ip: "InteractiveParser") -> "InteractiveParser":
return res


def parse_to_end(parser_state: ParserState) -> Tuple[ParserState, Set[str]]:
"""Continue parsing from the current parse state and return partial next tokens."""
def parse_to_end(
parser_state: ParserState,
) -> Tuple[ParserState, Tuple[Optional[str], Optional[int]]]:
"""Continue parsing from the current parse state and return the terminal name and FSM state."""

parser_state = copy_parser_state(parser_state)

expected_next_tokens: Set[str] = set()
terminal_name, fsm_state = None, None
try:
for token in parser_state.lexer.lex(parser_state):
parser_state.feed_token(token)
except PartialTokenEOF as e:
expected_next_tokens = e.expected
terminal_name, fsm_state = e.expected

return parser_state, expected_next_tokens
return parser_state, (terminal_name, fsm_state)


def find_partial_matches(
Expand Down Expand Up @@ -475,3 +475,126 @@ def noop(*args, **kwargs):
for state in terminals_to_states[term_type]
)
return res


def fsm_union(fsms):
"""Construct an FSM representing the union of the FSMs in `fsms`.
This is an updated version of `interegular.fsm.FSM.union` made to return an
extra map of component FSMs to the sets of state transitions that
correspond to them in the new FSM.
"""

alphabet, new_to_old = Alphabet.union(*[fsm.alphabet for fsm in fsms])

indexed_fsms = tuple(enumerate(fsms))

initial = {i: fsm.initial for (i, fsm) in indexed_fsms}

# dedicated function accepts a "superset" and returns the next "superset"
# obtained by following this transition in the new FSM
def follow(current_state, new_transition: int):
next = {}
for i, f in indexed_fsms:
old_transition = new_to_old[i][new_transition]
if (
i in current_state
and current_state[i] in f.map
and old_transition in f.map[current_state[i]]
):
next[i] = f.map[current_state[i]][old_transition]
if not next:
raise OblivionError
return next

# This is a dict that maps component FSMs to a running state
states = [initial]
finals = set()
map = {}

# Map component fsms to their new state-to-state transitions
fsms_to_transitions = defaultdict(set)

# iterate over a growing list
i = 0
while i < len(states):
state = states[i]

# Add to the finals of the aggregate FSM whenever we hit a final in a
# component FSM
if any(state.get(j, -1) in fsm.finals for (j, fsm) in indexed_fsms):
finals.add(i)

# compute map for this state
map[i] = {}
for transition in alphabet.by_transition:
try:
next = follow(state, transition)
except OblivionError:
# Reached an oblivion state. Don't list it.
continue
else:
try:
# TODO: Seems like this could--and should--be avoided
j = states.index(next)
except ValueError:
j = len(states)
states.append(next)

map[i][transition] = j

for fsm_id, fsm_state in next.items():
fsms_to_transitions[fsm_id].add((i, j))

i += 1

return (
FSM(
alphabet=alphabet,
states=range(len(states)),
initial=0,
finals=finals,
map=map,
__no_validation__=True,
),
fsms_to_transitions,
)


def get_sub_fsms_from_seq(
state_seq: Sequence[int],
fsm: FSM,
fsms_to_transitions: Dict[int, Set[Tuple[int, int]]],
) -> Generator[Tuple[int, bool], None, None]:
"""Get the indices of the sub-FSMs in `fsm` along the state sequence `state_seq`.
Parameters
----------
state_seq
A state sequence.
fsm
A FSM that is the union of sub-FSMs.
fsms_to_transitions
A map from FSM indices to sets of their state transitions.
Returns
-------
A generator returning tuples containing each sub-FSM index (in the order
they were union-ed to construct `fsm`) and booleans indicating whether or
not there is another valid transition from the last state in the sequence
for the associated sub-FSM (i.e. if the FSM can continue
accepting/matching).
"""
pmatch_transitions = set(zip((fsm.initial,) + tuple(state_seq[:-1]), state_seq))
last_fsm_state = state_seq[-1]
yield from (
(
# The sub-FMS index
fsm_idx,
# Is there another possible transition in this sub-FSM?
any(last_fsm_state == from_s for (from_s, to_s) in transitions),
)
for fsm_idx, transitions in fsms_to_transitions.items()
if pmatch_transitions.issubset(transitions)
)
59 changes: 59 additions & 0 deletions tests/text/test_parsing.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,13 +12,16 @@
copy_parser_state,
create_pmatch_parser_states,
find_partial_matches,
fsm_union,
get_sub_fsms_from_seq,
map_partial_states_to_vocab,
parse_to_end,
terminals_to_fsms,
terminals_to_lalr_states,
)


@pytest.mark.xfail(reason="Not updated")
def test_parse_to_end():
pyparser = Lark.open_from_package(
"lark",
Expand Down Expand Up @@ -67,6 +70,7 @@ def test_parse_to_end():
assert not expected_next_tokens


@pytest.mark.xfail(reason="Not updated")
def test_sequential_parse_example():
input_tokens = [
"x ",
Expand Down Expand Up @@ -225,6 +229,7 @@ def test_map_partial_states_to_vocab_python():
}


@pytest.mark.xfail(reason="Not updated")
def test_parse_from_partial_match():
"""Make sure we can continue parsing from an FSM-based partial match."""
lp = Lark(
Expand Down Expand Up @@ -368,3 +373,57 @@ def partial_match_filter(string, end_idx, state_seq):

# Make sure the whole thing matches the regex
assert re.fullmatch(regex_string, sample_seq) is not None


def test_get_sub_fsms_from_seq():
name_pattern = interegular.parse_pattern(r"[^\W\d]\w*")
name_fsm = name_pattern.to_fsm().reduce()

def_pattern = interegular.parse_pattern("def")
def_fsm = def_pattern.to_fsm().reduce()

match_pattern = interegular.parse_pattern("match")
match_fsm = match_pattern.to_fsm().reduce()

fsms = [name_fsm, def_fsm, match_fsm]

fsm, fsms_to_transitions = fsm_union(fsms)

assert set(fsms_to_transitions.keys()) == {0, 1, 2}
assert len(fsms_to_transitions[1]) == 3
assert len(fsms_to_transitions[2]) == 5

assert not fsm.accepts("1a")
assert fsm.accepts("a1")
assert fsm.accepts("def")
assert fsm.accepts("match")

((_, state_seq),) = find_partial_matches(fsm, "def", start_state=fsm.initial)

res = list(get_sub_fsms_from_seq(state_seq, fsm, fsms_to_transitions))

assert res == [(0, True), (1, False)]

((_, state_seq),) = find_partial_matches(fsm, "ef", start_state=fsm.initial)

res = list(get_sub_fsms_from_seq(state_seq, fsm, fsms_to_transitions))

assert res == [(0, True)]

((_, state_seq),) = find_partial_matches(fsm, "match", start_state=fsm.initial)

res = list(get_sub_fsms_from_seq(state_seq, fsm, fsms_to_transitions))

assert res == [(0, True), (2, False)]

((_, state_seq),) = find_partial_matches(fsm, "defa", start_state=fsm.initial)

res = list(get_sub_fsms_from_seq(state_seq, fsm, fsms_to_transitions))

assert res == [(0, True)]

((_, state_seq),) = find_partial_matches(fsm, "de", start_state=fsm.initial)

res = list(get_sub_fsms_from_seq(state_seq, fsm, fsms_to_transitions))

assert res == [(0, True), (1, True)]

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