StarRailCopilot/tasks/character/switch.py
Asxcvbn 58e054a008
RuanMei OCR postprocess in CN (#358)
* RuanMei OCR  postprocess in CN

* dont match dot between ruanmei when ocr postprocess

* RuanMei OCR postprocess in CN

update: used a wildcard for the dot between Ruan and Mei
2024-03-06 15:47:21 +08:00

278 lines
10 KiB
Python

import re
import typing as t
import cv2
import numpy as np
from scipy import signal
from module.base.timer import Timer
from module.base.utils import area_center, crop, rgb2luma
from module.logger import logger
from module.ocr.ocr import BoxedResult, OcrResultButton, OcrWhiteLetterOnComplexBackground
from tasks.base.ui import UI
from tasks.character.assets.assets_character_switch import *
from tasks.character.keywords import CharacterList, DICT_SORTED_RANGES, KEYWORDS_CHARACTER_LIST
class OcrCharacterName(OcrWhiteLetterOnComplexBackground):
merge_thres_x = 20
merge_thres_y = 20
def after_process(self, result):
result = result.replace('', '')
# Dan Heng o.ImbibitorLunae
result = re.sub(r'[0Oo\-. ]{1,3}Imbi', 'Imbi', result)
result = re.sub(r'院.?梅', '阮•梅', result)
return super().after_process(result)
class CharacterSwitch(UI):
characters: list[CharacterList] = []
character_current: CharacterList | None = None
character_buttons: list[OcrResultButton] = []
def character_update(self, skip_first_screenshot=True) -> list[CharacterList]:
"""
The following properties will be updated:
- self.characters
- self.character_current
- self.character_buttons
Pages:
in: page_main
"""
timeout = Timer(1, count=3).start()
while 1:
if skip_first_screenshot:
skip_first_screenshot = False
else:
self.device.screenshot()
# End
if timeout.reached():
logger.warning('Character update timeout')
break
# Ocr names
ocr = OcrCharacterName(OCR_MAP_CHARACTERS)
buttons = ocr.matched_ocr(self.device.image, keyword_classes=CharacterList)
# Add avatars
characters = [button.matched_keyword for button in buttons]
for trailblazer in self._iter_character_by_avatar():
if trailblazer.matched_keyword not in characters:
buttons.append(trailblazer)
# Set properties
buttons = sorted(buttons, key=lambda b: area_center(b.area)[1])
self.character_buttons = buttons
self.characters = [button.matched_keyword for button in self.character_buttons]
logger.attr('Characters', self.characters)
self.character_current = self._convert_selected_to_character(self._update_current_character())
# Must contain first character
if not buttons:
continue
expected_peaks = np.array([201, 279, 357, 435])
if buttons[0].area[3] < expected_peaks[0]:
break
else:
logger.info('No first character, retrying')
continue
return self.characters
def _iter_character_by_avatar(self) -> t.Iterable[OcrResultButton]:
"""
Detect characters that can't be found by OCR
"""
dict_template = {
KEYWORDS_CHARACTER_LIST.TrailblazerDestruction: [
TrailblazerDestructionMale,
TrailblazerDestructionFemale,
],
KEYWORDS_CHARACTER_LIST.TrailblazerPreservation: [
TrailblazerPreservationMale,
TrailblazerPreservationFemale,
],
KEYWORDS_CHARACTER_LIST.Huohuo: [
Huohuo,
],
}
for character, templates in dict_template.items():
for template in templates:
template.load_search(TRAILBLAZER_SEARCH.area)
if template.match_template(self.device.image):
logger.info(f'Found avatar {template}')
# Create a fake OcrResultButton object
box = BoxedResult(box=template.button, text_img=None, ocr_text='', score=1.0)
button = OcrResultButton(boxed_result=box, matched_keyword=character)
yield button
def _update_current_character(self) -> list[int]:
"""
Returns:
list[int]: Selected index, 1 to 4.
"""
# 50px-width area starting from the right edge of HP bars
area = (1101, 151, 1151, 459)
# Y coordinates where the color peaks should be when character is selected
expected_peaks = np.array([201, 279, 357, 435])
expected_peaks_in_area = expected_peaks - area[1]
# Use Luminance to fit H264 video stream
image = rgb2luma(crop(self.device.image, area))
# Remove character names
kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (3, 3))
image = cv2.erode(image, kernel)
# To find peaks along Y
line = cv2.reduce(image, 1, cv2.REDUCE_AVG).flatten().astype(int)
# Find color peaks
parameters = {
'height': (60, 255),
'prominence': 30,
'distance': 5,
}
peaks, _ = signal.find_peaks(line, **parameters)
# Remove smooth peaks
parameters = {
'height': (5, 255),
'prominence': 5,
'distance': 5,
}
diff = -np.diff(line)
diff_peaks, _ = signal.find_peaks(diff, **parameters)
def is_steep_peak(y, threshold=5):
return np.abs(diff_peaks - y).min() <= threshold
def peak_to_selected(y, threshold=5):
distance = np.abs(expected_peaks_in_area - y)
return np.argmin(distance) + 1 if distance.min() < threshold else 0
selected = [peak_to_selected(peak) for peak in peaks if peak_to_selected(peak) and is_steep_peak(peak)]
logger.attr('CharacterSelected', selected)
return selected
def _convert_selected_to_character(self, selected: list[int]) -> CharacterList | None:
expected_peaks = [201, 279, 357, 435]
if not selected:
logger.warning(f'No current character')
logger.attr('CurrentCharacter', None)
return None
elif len(selected) == 1:
selected = selected[0]
else:
logger.warning(f'Too many current characters: {selected}, using first')
selected = selected[0]
expected_y = expected_peaks[selected - 1]
for button in self.character_buttons:
y = area_center(button.area)[1]
if expected_y - 78 < y < expected_y:
logger.attr('CurrentCharacter', button.matched_keyword)
return button.matched_keyword
logger.warning(f'Current character: {selected} does not belong to any detected character')
logger.attr('CurrentCharacter', None)
return None
def character_switch(self, character: CharacterList | str | int, skip_first_screenshot=True) -> bool:
"""
character_update() must be called before switching.
Args:
character: CharacterList object, or character name, or select index from 1 to 4.
skip_first_screenshot:
Returns:
bool: If chose
"""
logger.info(f'Character choose: {character}')
if isinstance(character, int):
character = self._convert_selected_to_character([character])
if character is None:
return False
try:
index = self.characters.index(character) + 1
except IndexError:
logger.warning(f'Cannot choose character {character} as it was not detected')
return False
else:
if isinstance(character, str):
character = CharacterList.find(character)
try:
index = self.characters.index(character) + 1
except IndexError:
logger.warning(f'Cannot choose character {character} as it was not detected')
return False
button = self.character_buttons[index - 1]
interval = Timer(1, count=3)
count = 0
while 1:
if skip_first_screenshot:
skip_first_screenshot = False
else:
self.device.screenshot()
# End
selected = self._update_current_character()
if index in selected:
logger.info('Character chose')
return True
if count > 3:
logger.warning('Failed to choose character, assume chose')
return False
if interval.reached() and self.is_in_main():
self.device.click(button)
interval.reset()
count += 1
def _get_ranged_character(self) -> CharacterList | bool:
# Check if it's using a ranged character already
for level, character_list in DICT_SORTED_RANGES.items():
if self.character_current in character_list:
logger.info(f'Already using a ranged character: {self.character_current}, range={level}')
return True
# Check if there is a ranged character in team
for level, character_list in DICT_SORTED_RANGES.items():
for ranged_character in character_list:
if ranged_character in self.characters:
logger.info(f'Use ranged character: {ranged_character}, range={level}')
return ranged_character
# No kids, as low camera height may miss enemy aim icon
if self.character_current.height == 'Kid':
# Switch to whoever tall
for height in ['Male', 'Lad', 'Lady', 'Miss', 'Maid', 'Boy', 'Girl']:
for tall_character in self.characters:
if tall_character.height == height:
logger.info(f'No kids, use tall character: {tall_character}')
return tall_character
# No ranged characters
logger.info('No ranged characters in team')
return False
def character_switch_to_ranged(self, update=True) -> bool:
"""
Args:
update: If update characters before switching
Returns:
bool: If using a ranged character now
"""
logger.hr('Character switch to ranged')
if update:
self.character_update()
character = self._get_ranged_character()
if character is True:
return True
elif character is False:
return False
else:
return self.character_switch(character)