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import re
from dataclasses import dataclass
from functools import cached_property
from typing import ClassVar
import module.config.server as server
from module.exception import ScriptError
REGEX_PUNCTUATION = re.compile(r'[ ,.\'"“”,。:!??·•\-—/\\\n\t()\[\]()「」『』【】《》[]]')
def parse_name(n):
n = REGEX_PUNCTUATION.sub('', str(n)).lower()
return n
@dataclass
class Keyword:
id: int
name: str
cn: str
en: str
jp: str
cht: str
es: str
"""
Instance attributes and methods
"""
@cached_property
def ch(self) -> str:
return self.cn
@cached_property
def cn_parsed(self) -> str:
return parse_name(self.cn)
@cached_property
def en_parsed(self) -> str:
return parse_name(self.en)
@cached_property
def jp_parsed(self) -> str:
return parse_name(self.jp)
@cached_property
def cht_parsed(self) -> str:
return parse_name(self.cht)
@cached_property
def es_parsed(self) -> str:
return parse_name(self.cht)
def __str__(self):
return f'{self.__class__.__name__}({self.name})'
__repr__ = __str__
def __eq__(self, other):
return str(self) == str(other)
def __hash__(self):
return hash(self.name)
def __bool__(self):
return True
def _keywords_to_find(self, lang: str = None, ignore_punctuation=True):
if lang is None:
lang = server.lang
if lang in server.VALID_LANG:
match lang:
case 'cn':
if ignore_punctuation:
return [self.cn_parsed]
else:
return [self.cn]
case 'en':
if ignore_punctuation:
return [self.en_parsed]
else:
return [self.en]
case 'jp':
if ignore_punctuation:
return [self.jp_parsed]
else:
return [self.jp]
case 'cht':
if ignore_punctuation:
return [self.cht_parsed]
else:
return [self.cht]
case 'es':
if ignore_punctuation:
return [self.es_parsed]
else:
return [self.es]
else:
if ignore_punctuation:
return [
self.cn_parsed,
self.en_parsed,
self.jp_parsed,
self.cht_parsed,
self.es_parsed,
]
else:
return [
self.cn,
self.en,
self.jp,
self.cht,
self.es,
]
"""
Class attributes and methods
Note that dataclasses inherited `Keyword` must override `instances` attribute,
or `instances` will still be a class attribute of base class.
```
@dataclass
class DungeonNav(Keyword):
instances: ClassVar = {}
```
"""
# Key: instance ID. Value: instance object.
instances: ClassVar = {}
def __post_init__(self):
self.__class__.instances[self.id] = self
@classmethod
def _compare(cls, name, keyword):
return name == keyword
@classmethod
def find(cls, name, lang: str = None, ignore_punctuation=True):
"""
Args:
name: Name in any server or instance id.
lang: Lang to find from
None to search the names from current server only.
ignore_punctuation: True to remove punctuations and turn into lowercase before searching.
Returns:
Keyword instance.
Raises:
ScriptError: If nothing found.
"""
# Already a keyword
if isinstance(name, Keyword):
return name
# Probably an ID
if isinstance(name, int) or (isinstance(name, str) and name.isdigit()):
try:
return cls.instances[int(name)]
except KeyError:
pass
# Probably a variable name
if isinstance(name, str) and '_' in name:
for instance in cls.instances.values():
if name == instance.name:
return instance
# Probably an in-game name
if ignore_punctuation:
name = parse_name(name)
else:
name = str(name)
instance: Keyword
for instance in cls.instances.values():
for keyword in instance._keywords_to_find(
lang=lang, ignore_punctuation=ignore_punctuation):
if cls._compare(name, keyword):
return instance
# Not found
raise ScriptError(f'Cannot find a {cls.__name__} instance that matches "{name}"')
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from pponnxcr import TextSystem as TextSystem_
from module.base.decorator import cached_property
from module.exception import ScriptError
DIC_LANG_TO_MODEL = {
'cn': 'zhs',
'en': 'en',
'jp': 'ja',
'tw': 'zht',
}
def lang2model(lang: str) -> str:
"""
Args:
lang: In-game language name, defined in VALID_LANG
Returns:
str: Model name, defined in pponnxcr.utility
"""
return DIC_LANG_TO_MODEL.get(lang, lang)
def model2lang(model: str) -> str:
"""
Args:
model: Model name, defined in pponnxcr.utility
Returns:
str: In-game language name, defined in VALID_LANG
"""
for k, v in DIC_LANG_TO_MODEL.items():
if model == v:
return k
return model
class TextSystem(TextSystem_):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.text_recognizer.rec_batch_num = 1
class OcrModel:
def get_by_model(self, model: str) -> TextSystem:
try:
return self.__getattribute__(model)
except AttributeError:
raise ScriptError(f'OCR model "{model}" does not exists')
def get_by_lang(self, lang: str) -> TextSystem:
try:
model = lang2model(lang)
return self.__getattribute__(model)
except AttributeError:
raise ScriptError(f'OCR model under lang "{lang}" does not exists')
@cached_property
def zhs(self):
return TextSystem('zhs')
@cached_property
def en(self):
return TextSystem('en')
@cached_property
def ja(self):
return TextSystem('ja')
@cached_property
def zht(self):
return TextSystem('zht')
OCR_MODEL = OcrModel()
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import re
import time
from datetime import timedelta
from typing import Optional
import numpy as np
from pponnxcr.predict_system import BoxedResult
import module.config.server as server
from module.base.button import ButtonWrapper
from module.base.decorator import cached_property
from module.base.utils import area_pad, corner2area, crop, float2str
from module.exception import ScriptError
from module.logger import logger
from module.ocr.keyword import Keyword
from module.ocr.models import OCR_MODEL, TextSystem
from module.ocr.utils import merge_buttons
class OcrResultButton:
def __init__(self, boxed_result: BoxedResult, matched_keyword: Optional[Keyword]):
"""
Args:
boxed_result: BoxedResult from ppocr-onnx
matched_keyword: Keyword object or None
"""
self.area = boxed_result.box
self.search = area_pad(self.area, pad=-20)
# self.color =
self.button = boxed_result.box
if matched_keyword is not None:
self.matched_keyword = matched_keyword
self.name = str(matched_keyword)
else:
self.matched_keyword = None
self.name = boxed_result.ocr_text
self.text = boxed_result.ocr_text
self.score = boxed_result.score
def __str__(self):
return self.name
__repr__ = __str__
def __eq__(self, other):
return str(self) == str(other)
def __hash__(self):
return hash(self.name)
def __bool__(self):
return True
@property
def is_keyword_matched(self) -> bool:
return self.matched_keyword is not None
class Ocr:
# Merge results with box distance <= thres
merge_thres_x = 0
merge_thres_y = 0
def __init__(self, button: ButtonWrapper, lang=None, name=None):
"""
Args:
button:
lang: If None, use in-game language
name: If None, use button.name
"""
if lang is None:
lang = server.lang
if name is None:
name = button.name
self.button: ButtonWrapper = button
self.lang: str = lang
self.name: str = name
@cached_property
def model(self) -> TextSystem:
return OCR_MODEL.get_by_lang(self.lang)
def pre_process(self, image):
"""
Args:
image (np.ndarray): Shape (height, width, channel)
Returns:
np.ndarray: Shape (width, height)
"""
return image
def after_process(self, result):
"""
Args:
result (str): '第二行'
Returns:
str:
"""
if result.startswith('UID'):
result = 'UID'
return result
def format_result(self, result):
"""
Will be overriden.
"""
return result
def _log_change(self, attr, func, before):
after = func(before)
if after != before:
logger.attr(f'{self.name} {attr}', f'{before} -> {after}')
return after
def ocr_single_line(self, image, direct_ocr=False):
# pre process
start_time = time.time()
if not direct_ocr:
image = crop(image, self.button.area)
image = self.pre_process(image)
# ocr
result, _ = self.model.ocr_single_line(image)
# after proces
result = self._log_change('after', self.after_process, result)
result = self._log_change('format', self.format_result, result)
logger.attr(name='%s %ss' % (self.name, float2str(time.time() - start_time)),
text=str(result))
return result
def ocr_multi_lines(self, image_list):
# pre process
start_time = time.time()
image_list = [self.pre_process(image) for image in image_list]
# ocr
result_list = self.model.ocr_lines(image_list)
result_list = [(result, score) for result, score in result_list]
# after process
result_list = [(self.after_process(result), score) for result, score in result_list]
result_list = [(self.format_result(result), score) for result, score in result_list]
logger.attr(name="%s %ss" % (self.name, float2str(time.time() - start_time)),
text=str([result for result, _ in result_list]))
return result_list
def filter_detected(self, result: BoxedResult) -> bool:
"""
Return False to drop result.
"""
return True
def detect_and_ocr(self, image, direct_ocr=False) -> list[BoxedResult]:
"""
Args:
image:
direct_ocr: True to ignore `button` attribute and feed the image to OCR model without cropping.
Returns:
"""
# pre process
start_time = time.time()
if not direct_ocr:
image = crop(image, self.button.area)
image = self.pre_process(image)
# ocr
results: list[BoxedResult] = self.model.detect_and_ocr(image)
# after proces
for result in results:
if not direct_ocr:
result.box += self.button.area[:2]
result.box = tuple(corner2area(result.box))
results = [result for result in results if self.filter_detected(result)]
results = merge_buttons(results, thres_x=self.merge_thres_x, thres_y=self.merge_thres_y)
for result in results:
result.ocr_text = self.after_process(result.ocr_text)
logger.attr(name='%s %ss' % (self.name, float2str(time.time() - start_time)),
text=str([result.ocr_text for result in results]))
return results
def _match_result(
self,
result: str,
keyword_classes,
lang: str = None,
ignore_punctuation=True,
ignore_digit=True):
"""
Args:
result (str):
keyword_classes: A list of `Keyword` class or classes inherited `Keyword`
Returns:
If matched, return `Keyword` object or objects inherited `Keyword`
If not match, return None
"""
if not isinstance(keyword_classes, list):
keyword_classes = [keyword_classes]
# Digits will be considered as the index of keyword
if ignore_digit:
if result.isdigit():
return None
# Try in current lang
for keyword_class in keyword_classes:
try:
matched = keyword_class.find(
result,
lang=lang,
ignore_punctuation=ignore_punctuation
)
return matched
except ScriptError:
continue
return None
def matched_single_line(
self,
image,
keyword_classes,
lang: str = None,
ignore_punctuation=True
) -> OcrResultButton:
"""
Args:
image: Image to detect
keyword_classes: `Keyword` class or classes inherited `Keyword`, or a list of them.
lang:
ignore_punctuation:
Returns:
OcrResultButton: Or None if it didn't matched known keywords.
"""
result = self.ocr_single_line(image)
result = self._match_result(
result,
keyword_classes=keyword_classes,
lang=lang,
ignore_punctuation=ignore_punctuation,
)
logger.attr(name=f'{self.name} matched',
text=result)
return result
def matched_multi_lines(
self,
image_list,
keyword_classes,
lang: str = None,
ignore_punctuation=True
) -> list[OcrResultButton]:
"""
Args:
image_list:
keyword_classes: `Keyword` class or classes inherited `Keyword`, or a list of them.
lang:
ignore_punctuation:
Returns:
List of matched OcrResultButton.
OCR result which didn't matched known keywords will be dropped.
"""
results = self.ocr_multi_lines(image_list)
results = [self._match_result(
result,
keyword_classes=keyword_classes,
lang=lang,
ignore_punctuation=ignore_punctuation,
) for result in results]
results = [result for result in results if result.is_keyword_matched]
logger.attr(name=f'{self.name} matched',
text=results)
return results
def _product_button(
self,
boxed_result: BoxedResult,
keyword_classes,
lang: str = None,
ignore_punctuation=True,
ignore_digit=True
) -> OcrResultButton:
if not isinstance(keyword_classes, list):
keyword_classes = [keyword_classes]
matched_keyword = self._match_result(
boxed_result.ocr_text,
keyword_classes=keyword_classes,
lang=lang,
ignore_punctuation=ignore_punctuation,
ignore_digit=ignore_digit,
)
button = OcrResultButton(boxed_result, matched_keyword)
return button
def matched_ocr(self, image, keyword_classes, direct_ocr=False) -> list[OcrResultButton]:
"""
Args:
image: Screenshot
keyword_classes: `Keyword` class or classes inherited `Keyword`, or a list of them.
direct_ocr: True to ignore `button` attribute and feed the image to OCR model without cropping.
Returns:
List of matched OcrResultButton.
OCR result which didn't matched known keywords will be dropped.
"""
results = self.detect_and_ocr(image, direct_ocr=direct_ocr)
results = [self._product_button(result, keyword_classes) for result in results]
results = [result for result in results if result.is_keyword_matched]
logger.attr(name=f'{self.name} matched',
text=results)
return results
class Digit(Ocr):
def __init__(self, button: ButtonWrapper, lang='en', name=None):
super().__init__(button, lang=lang, name=name)
def format_result(self, result) -> int:
"""
Returns:
int:
"""
result = super().after_process(result)
logger.attr(name=self.name, text=str(result))
res = re.search(r'(\d+)', result)
if res:
return int(res.group(1))
else:
logger.warning(f'No digit found in {result}')
return 0
class DigitCounter(Ocr):
def __init__(self, button: ButtonWrapper, lang='en', name=None):
super().__init__(button, lang=lang, name=name)
def format_result(self, result) -> tuple[int, int, int]:
"""
Do OCR on a counter, such as `14/15`, and returns 14, 1, 15
Returns:
int:
"""
result = super().after_process(result)
logger.attr(name=self.name, text=str(result))
res = re.search(r'(\d+)/(\d+)', result)
if res:
groups = [int(s) for s in res.groups()]
current, total = int(groups[0]), int(groups[1])
# current = min(current, total)
return current, total - current, total
else:
logger.warning(f'No digit counter found in {result}')
return 0, 0, 0
class Duration(Ocr):
@classmethod
def timedelta_regex(cls, lang):
regex_str = {
'cn': r'^(?P<prefix>.*?)'
r'((?P<days>\d{1,2})\s*天\s*)?'
r'((?P<hours>\d{1,2})\s*小时\s*)?'
r'((?P<minutes>\d{1,2})\s*分钟\s*)?'
r'((?P<seconds>\d{1,2})\s*秒)?'
r'(?P<suffix>[^天时钟秒]*?)$',
'en': r'^(?P<prefix>.*?)'
r'((?P<days>\d{1,2})\s*d\s*)?'
r'((?P<hours>\d{1,2})\s*h\s*)?'
r'((?P<minutes>\d{1,2})\s*m\s*)?'
r'((?P<seconds>\d{1,2})\s*s)?'
r'(?P<suffix>[^dhms]*?)$'
}[lang]
return re.compile(regex_str)
def after_process(self, result):
result = super().after_process(result)
result = result.strip('.,。,')
result = result.replace('Oh', '0h').replace('oh', '0h')
return result
def format_result(self, result: str) -> timedelta:
"""
Do OCR on a duration, such as `18d 2h 13m 30s`, `2h`, `13m 30s`, `9s`
Returns:
timedelta:
"""
matched = self.timedelta_regex(self.lang).search(result)
if not matched:
return timedelta()
days = self._sanitize_number(matched.group('days'))
hours = self._sanitize_number(matched.group('hours'))
minutes = self._sanitize_number(matched.group('minutes'))
seconds = self._sanitize_number(matched.group('seconds'))
return timedelta(days=days, hours=hours, minutes=minutes, seconds=seconds)
@staticmethod
def _sanitize_number(number) -> int:
if number is None:
return 0
return int(number)
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import itertools
from pponnxcr.predict_system import BoxedResult
from module.base.utils import area_in_area, area_offset
def area_cross_area(area1, area2, thres_x=20, thres_y=20):
"""
Args:
area1: (upper_left_x, upper_left_y, bottom_right_x, bottom_right_y).
area2: (upper_left_x, upper_left_y, bottom_right_x, bottom_right_y).
thres_x:
thres_y:
Returns:
bool:
"""
# https://www.yiiven.cn/rect-is-intersection.html
xa1, ya1, xa2, ya2 = area1
xb1, yb1, xb2, yb2 = area2
return abs(xb2 + xb1 - xa2 - xa1) <= xa2 - xa1 + xb2 - xb1 + thres_x * 2 \
and abs(yb2 + yb1 - ya2 - ya1) <= ya2 - ya1 + yb2 - yb1 + thres_y * 2
def _merge_area(area1, area2):
xa1, ya1, xa2, ya2 = area1
xb1, yb1, xb2, yb2 = area2
return min(xa1, xb1), min(ya1, yb1), max(xa2, xb2), max(ya2, yb2)
def _merge_boxed_result(left: BoxedResult, right: BoxedResult) -> BoxedResult:
left.box = _merge_area(left.box, right.box)
left.ocr_text = left.ocr_text + right.ocr_text
return left
def merge_buttons(buttons: list[BoxedResult], thres_x=20, thres_y=20) -> list[BoxedResult]:
"""
Args:
buttons:
thres_x: Merge results with horizontal box distance <= `thres_x`
thres_y: Merge results with vertical box distance <= `thres_y`
Returns:
"""
if thres_x <= 0 and thres_y <= 0:
return buttons
dic_button = {button.box: button for button in buttons}
set_merged = set()
for left, right in itertools.combinations(dic_button.items(), 2):
left_box, left = left
right_box, right = right
if area_cross_area(left.box, right.box, thres_x=thres_x, thres_y=thres_y):
left = _merge_boxed_result(left, right)
dic_button[left_box] = left
dic_button[right_box] = left
set_merged.add(right_box)
return [button for box, button in dic_button.items() if box not in set_merged]
# def pair_buttons(
# group1: list["OcrResultButton"],
# group2: list["OcrResultButton"],
# relative_area: tuple[int, int, int, int]
# ) -> t.Generator["OcrResultButton", "OcrResultButton"]:
# pass
def pair_buttons(group1, group2, relative_area):
"""
Pair buttons in group1 with those in group2 in the relative_area.
Args:
group1 (list[OcrResultButton]):
group2 (list[OcrResultButton]):
relative_area (tuple[int, int, int, int]):
Yields:
OcrResultButton, OcrResultButton:
"""
for button1 in group1:
area = area_offset(relative_area, offset=button1.area[:2])
for button2 in group2:
if area_in_area(button2.area, area, threshold=0):
yield button1, button2
def split_and_pair_buttons(buttons, split_func, relative_area):
"""
Pair buttons in group1 with those in group2 in the relative_area.
Args:
buttons (list[OcrResultButton]):
split_func (callable):
A function that accepts an OcrResultButton object returns a bool,
button that has a True return join group1, False join group2.
relative_area (tuple[int, int, int, int]):
Yields:
OcrResultButton, OcrResultButton:
"""
group1 = [button for button in buttons if split_func(button)]
group2 = [button for button in buttons if not split_func(button)]
for ret in pair_buttons(group1, group2, relative_area):
yield ret
def split_and_pair_button_attr(buttons, split_func, relative_area):
"""
Pair buttons in group1 with those in group2 in the relative_area,
and treat group2 as the BUTTON attribute of group1.
Args:
buttons (list[OcrResultButton]):
split_func (callable):
A function that accepts an OcrResultButton object returns a bool,
button that has a True return join group1, False join group2.
relative_area (tuple[int, int, int, int]):
Yields:
OcrResultButton:
"""
for button1, button2 in split_and_pair_buttons(buttons, split_func, relative_area):
button1.button = button2.button
yield button1