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lemma_edit.py
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"""
Utilities for processing lemmas
Adopted from UDify:
https://github.com/Hyperparticle/udify
which in turn adopted from UDPipe Future:
https://github.com/CoNLL-UD-2018/UDPipe-Future
"""
def min_edit_script(source, target, allow_copy=False):
"""
Finds the minimum edit script to transform the source to the target
"""
a = [
[(len(source) + len(target) + 1, None)] * (len(target) + 1)
for _ in range(len(source) + 1)
]
for i in range(0, len(source) + 1):
for j in range(0, len(target) + 1):
if i == 0 and j == 0:
a[i][j] = (0, "")
else:
if (
allow_copy
and i
and j
and source[i - 1] == target[j - 1]
and a[i - 1][j - 1][0] < a[i][j][0]
):
a[i][j] = (a[i - 1][j - 1][0], a[i - 1][j - 1][1] + "→")
if i and a[i - 1][j][0] < a[i][j][0]:
a[i][j] = (a[i - 1][j][0] + 1, a[i - 1][j][1] + "-")
if j and a[i][j - 1][0] < a[i][j][0]:
a[i][j] = (a[i][j - 1][0] + 1, a[i][j - 1][1] + "+" + target[j - 1])
return a[-1][-1][1]
def gen_lemma_rule(form, lemma, allow_copy=False):
"""
Generates a lemma rule to transform the source to the target
"""
form = form.lower()
previous_case = -1
lemma_casing = ""
for i, c in enumerate(lemma):
case = "↑" if c.lower() != c else "↓"
if case != previous_case:
lemma_casing += "{}{}{}".format(
"¦" if lemma_casing else "",
case,
i if i <= len(lemma) // 2 else i - len(lemma),
)
previous_case = case
lemma = lemma.lower()
best, best_form, best_lemma = 0, 0, 0
for l in range(len(lemma)):
for f in range(len(form)):
cpl = 0
while (
f + cpl < len(form)
and l + cpl < len(lemma)
and form[f + cpl] == lemma[l + cpl]
):
cpl += 1
if cpl > best:
best = cpl
best_form = f
best_lemma = l
rule = lemma_casing + ";"
if not best:
rule += "a" + lemma
else:
rule += "d{}¦{}".format(
min_edit_script(form[:best_form], lemma[:best_lemma], allow_copy),
min_edit_script(
form[best_form + best :], lemma[best_lemma + best :], allow_copy
),
)
return rule
def apply_lemma_rule(form, lemma_rule):
"""
Applies the lemma rule to the form to generate the lemma
"""
casing, rule = lemma_rule.split(";", 1)
if rule.startswith("a"):
lemma = rule[1:]
else:
form = form.lower()
rules, rule_sources = rule[1:].split("¦"), []
assert len(rules) == 2
for rule in rules:
source, i = 0, 0
while i < len(rule):
if rule[i] == "→" or rule[i] == "-":
source += 1
else:
assert rule[i] == "+"
i += 1
i += 1
rule_sources.append(source)
try:
lemma, form_offset = "", 0
for i in range(2):
j, offset = 0, (0 if i == 0 else len(form) - rule_sources[1])
while j < len(rules[i]):
if rules[i][j] == "→":
lemma += form[offset]
offset += 1
elif rules[i][j] == "-":
offset += 1
else:
assert rules[i][j] == "+"
lemma += rules[i][j + 1]
j += 1
j += 1
if i == 0:
lemma += form[rule_sources[0] : len(form) - rule_sources[1]]
except:
lemma = form
for rule in casing.split("¦"):
if rule == "↓0":
continue # The lemma is lowercased initially
case, offset = rule[0], int(rule[1:])
lemma = lemma[:offset] + (
lemma[offset:].upper() if case == "↑" else lemma[offset:].lower()
)
return lemma
if __name__ == "__main__":
import sys
def usage(errmsg):
print(f"{sys.argv[0]}: {errmsg}", file=sys.stderr)
print(
f"usage: {sys.argv[0]} extract [--allow-copy] < INPUTFILE > OUTPUTFILE",
file=sys.stderr,
)
print(f"usage: {sys.argv[0]} apply < INPUTFILE > OUTPUTFILE", file=sys.stderr)
print(
f"When extracting lemma rules, INPUTFILE should contain a word and lemma in each line.",
"The output file will contain the corresponding rules, one per line.",
file=sys.stderr,
)
print(
f"For applying lemma rules, INPUTFILE should contain a word and rule in each line.",
"The output file will contain the corresponding lemmas, one per line.",
file=sys.stderr,
)
sys.exit(2)
def extract_lemma_rules(allow_copy):
for line in sys.stdin:
word, lemma = line.strip().split()
rule = gen_lemma_rule(word, lemma, allow_copy)
print(rule)
def apply_lemma_rules():
for line in sys.stdin:
word, rule = line.strip().split()
lemma = apply_lemma_rule(word, rule)
print(lemma)
argv = list(sys.argv) # make a copy
allow_copy = "--allow-copy" in argv
if allow_copy:
argv.pop("--allow-copy")
if len(sys.argv) < 2:
usage("missing argument")
if len(sys.argv) > 2:
usage("too many arguments")
if sys.argv[1] == "extract":
extract_lemma_rules(allow_copy)
elif sys.argv[1] == "apply":
apply_lemma_rules()
else:
usage(f"invalid argument {sys.argv[1]!r}")