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import numpy as np |
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import cv2 as cv |
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class CRNN: |
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def __init__(self, modelPath, backendId=0, targetId=0): |
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self._model_path = modelPath |
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self._backendId = backendId |
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self._targetId = targetId |
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self._model = cv.dnn.readNet(self._model_path) |
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self._model.setPreferableBackend(self._backendId) |
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self._model.setPreferableTarget(self._targetId) |
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if '_EN_' in self._model_path: |
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self._charset = self._load_charset(self.CHARSET_EN_36) |
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elif '_CH_' in self._model_path: |
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self._charset = self._load_charset(self.CHARSET_CH_94) |
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elif '_CN_' in self._model_path: |
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self._charset = self._load_charset(self.CHARSET_CN_3944) |
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else: |
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print('Charset not supported! Exiting ...') |
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exit() |
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self._inputSize = [100, 32] |
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self._targetVertices = np.array([ |
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[0, self._inputSize[1] - 1], |
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[0, 0], |
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[self._inputSize[0] - 1, 0], |
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[self._inputSize[0] - 1, self._inputSize[1] - 1] |
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], dtype=np.float32) |
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@property |
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def name(self): |
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return self.__class__.__name__ |
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def _load_charset(self, charset): |
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return ''.join(charset.splitlines()) |
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def setBackendAndTarget(self, backendId, targetId): |
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self._backendId = backendId |
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self._targetId = targetId |
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self._model.setPreferableBackend(self._backendId) |
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self._model.setPreferableTarget(self._targetId) |
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def _preprocess(self, image, rbbox): |
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vertices = rbbox.reshape((4, 2)).astype(np.float32) |
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rotationMatrix = cv.getPerspectiveTransform(vertices, self._targetVertices) |
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cropped = cv.warpPerspective(image, rotationMatrix, self._inputSize) |
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if 'CN' in self._model_path or 'CH' in self._model_path: |
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pass |
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else: |
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cropped = cv.cvtColor(cropped, cv.COLOR_BGR2GRAY) |
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return cv.dnn.blobFromImage(cropped, size=self._inputSize, mean=127.5, scalefactor=1 / 127.5) |
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def infer(self, image, rbbox): |
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inputBlob = self._preprocess(image, rbbox) |
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self._model.setInput(inputBlob) |
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outputBlob = self._model.forward() |
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results = self._postprocess(outputBlob) |
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return results |
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def _postprocess(self, outputBlob): |
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'''Decode charaters from outputBlob |
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''' |
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text = '' |
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for i in range(outputBlob.shape[0]): |
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c = np.argmax(outputBlob[i][0]) |
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if c != 0: |
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text += self._charset[c - 1] |
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else: |
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text += '-' |
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char_list = [] |
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for i in range(len(text)): |
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if text[i] != '-' and (not (i > 0 and text[i] == text[i - 1])): |
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char_list.append(text[i]) |
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return ''.join(char_list) |
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CHARSET_EN_36 = '''0 |
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1 |
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2 |
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3 |
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4 |
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5 |
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6 |
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9 |
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a |
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v |
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w |
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x |
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y |
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z''' |
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CHARSET_CH_94 = ''' |
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0 |
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1 |
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2 |
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3 |
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4 |
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5 |
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M |
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O |
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Q |
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R |
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S |
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T |
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U |
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V |
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W |
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X |
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Y |
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Z |
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! |
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" |
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# |
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$ |
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% |
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& |
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' |
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( |
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) |
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* |
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+ |
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- |
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< |
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= |
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@ |
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[ |
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\ |
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^ |
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_ |
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` |
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{ |
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} |
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~''' |
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CHARSET_CN_3944 = ''' |
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H |
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O |
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K |
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I |
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T |
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奇 |
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J |
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N |
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G |
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Y |
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C |
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U |
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Q |
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煲 |
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可 |
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先 |
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锅 |
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菜 |
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盟 |
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电 |
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话 |
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7 |
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3 |
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9 |
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郑 |
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雪 |
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花 |
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连 |
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锁 |
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6 |
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2 |
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快 |
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量 |
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贩 |
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蓬 |
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朗 |
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御 |
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捞 |
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火 |
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匠 |
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今 |
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来 |
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香 |
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汉 |
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本 |
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地 |
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系 |
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列 |
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梅 |
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扣 |
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黄 |
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焖 |
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排 |
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骨 |
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村 |
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座 |
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经 |
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济 |
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实 |
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绿 |
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庐 |
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源 |
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各 |
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种 |
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精 |
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美 |
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疯 |
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狂 |
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界 |
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杯 |
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特 |
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价 |
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酒 |
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元 |
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瓶 |
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沸 |
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带 |
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请 |
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自 |
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动 |
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升 |
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邦 |
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风 |
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货 |
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团 |
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外 |
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嘞 |
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个 |
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折 |
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辛 |
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中 |
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包 |
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腐 |
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r |
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P |
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a |
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作 |
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M |
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光 |
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凉 |
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过 |
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祖 |
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南 |
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山 |
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風 |
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景 |
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堂 |
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烘 |
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培 |
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龍 |
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坎 |
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半 |
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婆 |
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建 |
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设 |
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富 |
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强 |
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丽 |
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菏 |
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泽 |
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省 |
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安 |
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港 |
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竹 |
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签 |
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撩 |
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只 |
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|
为 |
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好 |
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生 |
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活 |
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抓 |
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海 |
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最 |
|
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网 |
|
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红 |
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铁 |
|
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统 |
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® |
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功 |
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夫 |
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鱿 |
|
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大 |
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闻 |
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就 |
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知 |
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遇 |
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见 |
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文 |
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合 |
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热 |
|
|
森 |
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台 |
|
|
湾 |
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卤 |
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然 |
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汁 |
|
|
甄 |
|
|
选 |
|
|
材 |
|
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还 |
|
|
原 |
|
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初 |
|
|
衷 |
|
|
* |
|
|
洪 |
|
|
龙 |
|
|
公 |
|
|
酸 |
|
|
巴 |
|
|
乡 |
|
|
焦 |
|
|
烧 |
|
|
淘 |
|
|
成 |
|
|
都 |
|
|
眼 |
|
|
镜 |
|
|
优 |
|
|
菓 |
|
|
恋 |
|
|
V |
|
|
化 |
|
|
糖 |
|
|
、 |
|
|
粥 |
|
|
田 |
|
|
螺 |
|
|
斓 |
|
|
X |
|
|
爺 |
|
|
W |
|
|
j |
|
|
院 |
|
|
华 |
|
|
Z |
|
|
蜊 |
|
|
北 |
|
|
京 |
|
|
刷 |
|
|
蝎 |
|
|
腿 |
|
|
梦 |
|
|
幻 |
|
|
奶 |
|
|
式 |
|
|
蛋 |
|
|
鍋 |
|
|
区 |
|
|
· |
|
|
领 |
|
|
航 |
|
|
者 |
|
|
四 |
|
|
通 |
|
|
往 |
|
|
楚 |
|
|
河 |
|
|
停 |
|
|
车 |
|
|
场 |
|
|
凌 |
|
|
晨 |
|
|
点 |
|
|
杞 |
|
|
缘 |
|
|
王 |
|
|
集 |
|
|
唐 |
|
|
菠 |
|
|
萝 |
|
|
泰 |
|
|
板 |
|
|
鳳 |
|
|
凰 |
|
|
樓 |
|
|
名 |
|
|
壹 |
|
|
猪 |
|
|
晴 |
|
|
舍 |
|
|
犟 |
|
|
师 |
|
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; |
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^''' |
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|
|
