Initial commit

.gitattributes

@@ -14,3 +14,4 @@
 *.pb filter=lfs diff=lfs merge=lfs -text
 *.pt filter=lfs diff=lfs merge=lfs -text
 *.pth filter=lfs diff=lfs merge=lfs -text
+pytorch_model.bin filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+language: zh
+datasets:
+- common_voice
+tags:
+- speech
+- audio
+- automatic-speech-recognition
+license: apache-2.0
+---
+
+## Evaluation on Common Voice HK Test
+```python
+import torchaudio
+from datasets import load_dataset, load_metric
+from transformers import (
+    Wav2Vec2ForCTC,
+    Wav2Vec2Processor,
+)
+import torch
+import re
+import sys
+
+model_name = "voidful/wav2vec2-large-xlsr-53-hk"
+device = "cuda"
+processor_name = "voidful/wav2vec2-large-xlsr-53-hk"
+
+chars_to_ignore_regex = r"[¥•＂＃＄％＆＇（）＊＋，－／：；＜＝＞＠［＼］＾＿｀｛｜｝～｟｠｢｣､　、〃〈〉《》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏﹑﹔·'℃°•·．﹑︰〈〉─《﹖﹣﹂﹁﹔！？｡。＂＃＄％＆＇（）＊＋，﹐－／：；＜＝＞＠［＼］＾＿｀｛｜｝～｟｠｢｣､、〃》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏.．!\"#$%&()*+,\-.\:;<=>?@\[\]\\\/^_`{|}~]"
+
+model = Wav2Vec2ForCTC.from_pretrained(model_name).to(device)
+processor = Wav2Vec2Processor.from_pretrained(processor_name)
+
+ds = load_dataset("common_voice", 'zh-HK', data_dir="./cv-corpus-6.1-2020-12-11", split="test")
+
+resampler = torchaudio.transforms.Resample(orig_freq=48_000, new_freq=16_000)
+
+def map_to_array(batch):
+    speech, _ = torchaudio.load(batch["path"])
+    batch["speech"] = resampler.forward(speech.squeeze(0)).numpy()
+    batch["sampling_rate"] = resampler.new_freq
+    batch["sentence"] = re.sub(chars_to_ignore_regex, '', batch["sentence"]).lower().replace("’", "'")
+    return batch
+
+ds = ds.map(map_to_array)
+
+def map_to_pred(batch):
+    features = processor(batch["speech"], sampling_rate=batch["sampling_rate"][0], padding=True, return_tensors="pt")
+    input_values = features.input_values.to(device)
+    attention_mask = features.attention_mask.to(device)
+    with torch.no_grad():
+        logits = model(input_values, attention_mask=attention_mask).logits
+    pred_ids = torch.argmax(logits, dim=-1)
+    batch["predicted"] = processor.batch_decode(pred_ids)
+    batch["target"] = batch["sentence"]
+    return batch
+
+result = ds.map(map_to_pred, batched=True, batch_size=16, remove_columns=list(ds.features.keys()))
+
+wer = load_metric("wer")
+
+print(wer.compute(predictions=result["predicted"], references=result["target"]))
+```

config.json

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+{
+  "activation_dropout": 0.0,
+  "apply_spec_augment": true,
+  "architectures": [
+    "Wav2Vec2ForCTC"
+  ],
+  "attention_dropout": 0.1,
+  "bos_token_id": 1,
+  "conv_bias": true,
+  "conv_dim": [
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512
+  ],
+  "conv_kernel": [
+    10,
+    3,
+    3,
+    3,
+    3,
+    2,
+    2
+  ],
+  "conv_stride": [
+    5,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2
+  ],
+  "ctc_loss_reduction": "mean",
+  "ctc_zero_infinity": false,
+  "do_stable_layer_norm": true,
+  "eos_token_id": 2,
+  "feat_extract_activation": "gelu",
+  "feat_extract_dropout": 0.0,
+  "feat_extract_norm": "layer",
+  "feat_proj_dropout": 0.0,
+  "final_dropout": 0.0,
+  "gradient_checkpointing": true,
+  "hidden_act": "gelu",
+  "hidden_dropout": 0.1,
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "layer_norm_eps": 1e-05,
+  "layerdrop": 0.1,
+  "mask_channel_length": 10,
+  "mask_channel_min_space": 1,
+  "mask_channel_other": 0.0,
+  "mask_channel_prob": 0.0,
+  "mask_channel_selection": "static",
+  "mask_feature_length": 10,
+  "mask_feature_prob": 0.0,
+  "mask_time_length": 10,
+  "mask_time_min_space": 1,
+  "mask_time_other": 0.0,
+  "mask_time_prob": 0.05,
+  "mask_time_selection": "static",
+  "model_type": "wav2vec2",
+  "num_attention_heads": 16,
+  "num_conv_pos_embedding_groups": 16,
+  "num_conv_pos_embeddings": 128,
+  "num_feat_extract_layers": 7,
+  "num_hidden_layers": 24,
+  "pad_token_id": 3550,
+  "transformers_version": "4.4.0.dev0",
+  "vocab_size": 3551
+}

preprocessor_config.json

@@ -0,0 +1,8 @@
+{
+  "do_normalize": true,
+  "feature_size": 1,
+  "padding_side": "right",
+  "padding_value": 0.0,
+  "return_attention_mask": true,
+  "sampling_rate": 16000
+}

pytorch_model.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:eae492cae543c33d657fce2b003d1eee0983dcba52fed51c7636ada6d3dd5ccd
+size 1276488710

special_tokens_map.json

@@ -0,0 +1 @@
+{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]"}

tokenizer_config.json

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+{"unk_token": "[UNK]", "bos_token": "<s>", "eos_token": "</s>", "pad_token": "[PAD]", "do_lower_case": false, "word_delimiter_token": "|"}

vocab.json

@@ -0,0 +1 @@
+{"嚎": 0, "斗": 1, "嫂": 2, "器": 3, "肯": 4, "宙": 5, "嚡": 6, "浪": 7, "用": 8, "土": 9, "喉": 10, "鼠": 11, "溢": 12, "辭": 13, "烹": 14, "昂": 15, "誡": 16, "叻": 17, "陪": 18, "乳": 19, "由": 20, "輪": 21, "傢": 22, "鷹": 23, "蓬": 24, "盔": 25, "醫": 26, "噴": 27, "磡": 28, "錶": 29, "穴": 30, "呎": 31, "擎": 32, "邵": 33, "孱": 34, "芝": 35, "利": 36, "來": 37, "礎": 38, "亦": 39, "辦": 40, "請": 41, "摩": 42, "為": 43, "粟": 44, "隊": 45, "炊": 46, "嚴": 47, "攏": 48, "揾": 49, "挈": 50, "秅": 51, "俐": 52, "預": 53, "頒": 54, "凈": 55, "報": 56, "乸": 57, "末": 58, "瞞": 59, "轄": 60, "離": 61, "戾": 62, "噃": 63, "漢": 64, "海": 65, "義": 66, "懷": 67, "郁": 68, "據": 69, "屍": 70, "狸": 71, "圍": 72, "頸": 73, "腥": 74, "殺": 75, "寺": 76, "帽": 77, "垂": 78, "芭": 79, "俎": 80, "囝": 81, "蠅": 82, "騎": 83, "褲": 84, "嗱": 85, "癱": 86, "擤": 87, "c": 88, "牙": 89, "代": 90, "鑼": 91, "佬": 92, "彼": 93, "傅": 94, "火": 95, "廢": 96, "俾": 97, "恰": 98, "馳": 99, "嘲": 100, "犬": 101, "敦": 102, "誌": 103, "意": 104, "夥": 105, "耶": 106, "友": 107, "圑": 108, "聯": 109, "壓": 110, "媽": 111, "禁": 112, "才": 113, "尚": 114, "庵": 115, "榮": 116, "瀚": 117, "駟": 118, "莎": 119, "幣": 120, "登": 121, "拱": 122, "師": 123, "磐": 124, "交": 125, "寫": 126, "芽": 127, "換": 128, "嬉": 129, "啤": 130, "蘅": 131, "番": 132, "浴": 133, "僻": 134, "干": 135, "捐": 136, "記": 137, "屯": 138, "茸": 139, "泛": 140, "蛇": 141, "寨": 142, "回": 143, "霸": 144, "匯": 145, "攘": 146, "床": 147, "散": 148, "人": 149, "候": 150, "丰": 151, "鋪": 152, "贊": 153, "抹": 154, "缽": 155, "仰": 156, "趺": 157, "罰": 158, "質": 159, "贼": 160, "蔓": 161, "絲": 162, "地": 163, "選": 164, "黚": 165, "之": 166, "蹤": 167, "坳": 168, "壁": 169, "薑": 170, "徒": 171, "葫": 172, "嶺": 173, "皂": 174, "篤": 175, "噚": 176, "嫪": 177, "謝": 178, "廖": 179, "昌": 180, "唇": 181, "叮": 182, "制": 183, "潮": 184, "蕉": 185, "版": 186, "準": 187, "私": 188, "轍": 189, "坊": 190, "梨": 191, "爺": 192, "英": 193, "厚": 194, "舐": 195, "昇": 196, "柔": 197, "相": 198, "啟": 199, "穩": 200, "色": 201, "旺": 202, "導": 203, "正": 204, "僕": 205, "脷": 206, "縉": 207, "髮": 208, "吋": 209, "唥": 210, "巒": 211, "懊": 212, "血": 213, "狼": 214, "杞": 215, "予": 216, "遇": 217, "鱸": 218, "續": 219, "拳": 220, "剪": 221, "若": 222, "呷": 223, "逆": 224, "鳶": 225, "撮": 226, "糴": 227, "否": 228, "砰": 229, "抿": 230, "脊": 231, "侶": 232, "降": 233, "瑤": 234, "耕": 235, "驥": 236, "育": 237, "拾": 238, "憫": 239, "休": 240, "憂": 241, "艱": 242, "窠": 243, "爲": 244, "膽": 245, "撒": 246, "佣": 247, "賤": 248, "鈕": 249, "筵": 250, "斟": 251, "責": 252, "嘈": 253, "分": 254, "向": 255, "糧": 256, "木": 257, "泉": 258, "巡": 259, "宴": 260, "聳": 261, "唎": 262, "標": 263, "茅": 264, "殷": 265, "甲": 266, "序": 267, "抽": 268, "片": 269, "柏": 270, "身": 271, "閂": 272, "梯": 273, "委": 274, "攰": 275, "己": 276, "扣": 277, "叉": 278, "嗤": 279, "釘": 280, "閩": 281, "講": 282, "頻": 283, "凝": 284, "救": 285, "鯪": 286, "甥": 287, "朧": 288, "夏": 289, "璽": 290, "品": 291, "霧": 292, "橋": 293, "謎": 294, "疆": 295, "歪": 296, "毛": 297, "菊": 298, "榆": 299, "旅": 300, "搞": 301, "鶴": 302, "料": 303, "涉": 304, "程": 305, "躍": 306, "外": 307, "勞": 308, "汪": 309, "煨": 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1101, "蹋": 1102, "媒": 1103, "鈴": 1104, "拆": 1105, "二": 1106, "餵": 1107, "丟": 1108, "葡": 1109, "忘": 1110, "衷": 1111, "溋": 1112, "誨": 1113, "v": 1114, "肅": 1115, "雪": 1116, "桶": 1117, "父": 1118, "轉": 1119, "唏": 1120, "呀": 1121, "重": 1122, "補": 1123, "碼": 1124, "檔": 1125, "鬼": 1126, "罕": 1127, "澳": 1128, "喀": 1129, "賴": 1130, "努": 1131, "蕪": 1132, "會": 1133, "鬢": 1134, "菇": 1135, "逸": 1136, "慘": 1137, "吹": 1138, "栗": 1139, "你": 1140, "特": 1141, "組": 1142, "爵": 1143, "置": 1144, "偶": 1145, "甫": 1146, "帶": 1147, "菌": 1148, "揦": 1149, "約": 1150, "南": 1151, "徹": 1152, "埞": 1153, "徘": 1154, "合": 1155, "不": 1156, "杉": 1157, "蘭": 1158, "培": 1159, "目": 1160, "庇": 1161, "撼": 1162, "殄": 1163, "嗒": 1164, "擦": 1165, "伐": 1166, "跳": 1167, "忌": 1168, "缺": 1169, "釀": 1170, "廁": 1171, "勇": 1172, "烤": 1173, "退": 1174, "甴": 1175, "鲁": 1176, "央": 1177, "着": 1178, "方": 1179, "喎": 1180, "節": 1181, "京": 1182, "疤": 1183, "喬": 1184, "瓶": 1185, "咁": 1186, "施": 1187, "酥": 1188, "腩": 1189, "耳": 1190, "賣": 1191, "肖": 1192, "革": 1193, "臭": 1194, "油": 1195, "暇": 1196, "羲": 1197, "釵": 1198, "髻": 1199, "紓": 1200, "粉": 1201, "愁": 1202, "屈": 1203, "御": 1204, "哥": 1205, "疾": 1206, "桑": 1207, "碟": 1208, "逃": 1209, "筆": 1210, "榜": 1211, "麻": 1212, "羊": 1213, "十": 1214, "竹": 1215, "仇": 1216, "行": 1217, "丫": 1218, "截": 1219, "律": 1220, "伽": 1221, "奕": 1222, "夢": 1223, "因": 1224, "彎": 1225, "驕": 1226, "熊": 1227, "未": 1228, "化": 1229, "親": 1230, "啪": 1231, "青": 1232, "説": 1233, "晨": 1234, "巾": 1235, "裡": 1236, "坤": 1237, "躁": 1238, "楊": 1239, "蠱": 1240, "挽": 1241, "米": 1242, "副": 1243, "堤": 1244, "塗": 1245, "踏": 1246, "摯": 1247, "縱": 1248, "範": 1249, "軒": 1250, "爸": 1251, "拍": 1252, "訊": 1253, "怡": 1254, "螞": 1255, "爐": 1256, "m": 1257, "慳": 1258, "燶": 1259, "脹": 1260, "射": 1261, "筍": 1262, "次": 1263, "哣": 1264, "柚": 1265, "猾": 1266, "猴": 1267, "他": 1268, "芒": 1269, "瑙": 1270, "璵": 1271, "殊": 1272, "馬": 1273, "途": 1274, "奶": 1275, "纔": 1276, "池": 1277, "仕": 1278, "胡": 1279, "捱": 1280, "羞": 1281, "趁": 1282, "磯": 1283, "幻": 1284, "餋": 1285, "口": 1286, "落": 1287, "世": 1288, "跛": 1289, "蝗": 1290, "証": 1291, "注": 1292, "啵": 1293, "洗": 1294, "盟": 1295, "盈": 1296, "醺": 1297, "堵": 1298, "操": 1299, "挪": 1300, "耍": 1301, "叛": 1302, "豆": 1303, "踢": 1304, "萃": 1305, "肚": 1306, "寡": 1307, "吾": 1308, "琦": 1309, "咄": 1310, "錦": 1311, "刻": 1312, "隔": 1313, "薰": 1314, "容": 1315, "俄": 1316, "謹": 1317, "鰻": 1318, "扇": 1319, "啡": 1320, "顔": 1321, "集": 1322, "手": 1323, "鬥": 1324, "臺": 1325, "惹": 1326, "搗": 1327, "馮": 1328, "畜": 1329, "裕": 1330, "院": 1331, "尋": 1332, "釜": 1333, "災": 1334, "焦": 1335, "吊": 1336, "璃": 1337, "高": 1338, "錐": 1339, "捲": 1340, "們": 1341, "碧": 1342, "找": 1343, "雀": 1344, "迦": 1345, "藹": 1346, "瘓": 1347, "繞": 1348, "問": 1349, "内": 1350, "憤": 1351, "焚": 1352, "鯇": 1353, "丹": 1354, "犧": 1355, "巉": 1356, "黜": 1357, "東": 1358, "戥": 1359, "址": 1360, "響": 1361, "赫": 1362, "曆": 1363, "佳": 1364, "拂": 1365, "斜": 1366, "睛": 1367, "愈": 1368, "檀": 1369, "勵": 1370, "串": 1371, "堅": 1372, "邸": 1373, "紐": 1374, "萍": 1375, "診": 1376, "繼": 1377, "役": 1378, "歐": 1379, "圃": 1380, "傍": 1381, "叭": 1382, "攝": 1383, "建": 1384, "傭": 1385, "塊": 1386, "故": 1387, "妄": 1388, "舍": 1389, "儀": 1390, "盒": 1391, "指": 1392, "波": 1393, "柴": 1394, "住": 1395, "蟆": 1396, "昺": 1397, "監": 1398, "轆": 1399, "毫": 1400, "劊": 1401, "禽": 1402, "翠": 1403, "排": 1404, "慚": 1405, "般": 1406, "巷": 1407, "威": 1408, "電": 1409, "再": 1410, "嗶": 1411, "皇": 1412, "惰": 1413, "措": 1414, "益": 1415, "捩": 1416, "裴": 1417, "鹼": 1418, "泳": 1419, "峽": 1420, "茄": 1421, "挺": 1422, "墊": 1423, "吃": 1424, "啄": 1425, "邦": 1426, "齒": 1427, "進": 1428, "惜": 1429, "站": 1430, "氧": 1431, "伯": 1432, "單": 1433, "肝": 1434, "療": 1435, "婚": 1436, "股": 1437, "竟": 1438, "斑": 1439, "閻": 1440, "已": 1441, "渾": 1442, "召": 1443, "洋": 1444, "潰": 1445, "陳": 1446, "醉": 1447, "旦": 1448, "掕": 1449, "虎": 1450, "沙": 1451, "狗": 1452, "涕": 1453, "汝": 1454, "殖": 1455, "藐": 1456, "戒": 1457, "噄": 1458, "枯": 1459, "傾": 1460, "模": 1461, "鍋": 1462, "糞": 1463, "賒": 1464, "張": 1465, "娥": 1466, "乏": 1467, "公": 1468, "像": 1469, "厲": 1470, "鄉": 1471, "穌": 1472, "入": 1473, "嘆": 1474, "彙": 1475, "荊": 1476, "獠": 1477, "雨": 1478, "硤": 1479, "徵": 1480, "雍": 1481, "安": 1482, "擊": 1483, "誇": 1484, "騙": 1485, "輸": 1486, "琛": 1487, "搽": 1488, "糍": 1489, "耷": 1490, "界": 1491, "卿": 1492, "能": 1493, "雖": 1494, "屙": 1495, "諜": 1496, "樸": 1497, "遷": 1498, "竄": 1499, "氏": 1500, "勝": 1501, "清": 1502, "籬": 1503, "罵": 1504, "華": 1505, "棟": 1506, "捺": 1507, "須": 1508, "沉": 1509, "飛": 1510, "稔": 1511, "桂": 1512, "籌": 1513, "群": 1514, "凡": 1515, "守": 1516, "棍": 1517, "凶": 1518, "懼": 1519, "設": 1520, "蜢": 1521, "孖": 1522, "k": 1523, "墮": 1524, "屠": 1525, "肌": 1526, "狀": 1527, "遂": 1528, "毡": 1529, "貴": 1530, "掘": 1531, "橘": 1532, "雞": 1533, "母": 1534, "察": 1535, "閘": 1536, "竅": 1537, "墳": 1538, "笈": 1539, "瓊": 1540, "嘜": 1541, "搣": 1542, "翔": 1543, "榴": 1544, "歛": 1545, "五": 1546, "吖": 1547, "哋": 1548, "漆": 1549, "襪": 1550, "崆": 1551, "彩": 1552, "譎": 1553, "壇": 1554, "避": 1555, "丘": 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2648, "嫁": 2649, "偈": 2650, "熙": 2651, "瑰": 2652, "晴": 2653, "刷": 2654, "炒": 2655, "淸": 2656, "牡": 2657, "嚇": 2658, "褒": 2659, "㩒": 2660, "境": 2661, "穫": 2662, "一": 2663, "喱": 2664, "零": 2665, "魁": 2666, "惟": 2667, "善": 2668, "桔": 2669, "趙": 2670, "欽": 2671, "唸": 2672, "宋": 2673, "暮": 2674, "滋": 2675, "給": 2676, "搶": 2677, "歎": 2678, "幫": 2679, "昆": 2680, "窿": 2681, "鏡": 2682, "核": 2683, "胃": 2684, "效": 2685, "淩": 2686, "教": 2687, "賀": 2688, "鄭": 2689, "想": 2690, "溝": 2691, "闖": 2692, "活": 2693, "舅": 2694, "膨": 2695, "棠": 2696, "丶": 2697, "荃": 2698, "壟": 2699, "讎": 2700, "租": 2701, "芯": 2702, "瞬": 2703, "鰂": 2704, "膀": 2705, "弊": 2706, "亮": 2707, "鴉": 2708, "脫": 2709, "衡": 2710, "宗": 2711, "寧": 2712, "憎": 2713, "至": 2714, "維": 2715, "併": 2716, "扑": 2717, "柑": 2718, "娛": 2719, "綁": 2720, "淘": 2721, "部": 2722, "諒": 2723, "寃": 2724, "肨": 2725, "鵝": 2726, "牲": 2727, "圓": 2728, "職": 2729, "震": 2730, "循": 2731, "屏": 2732, "豐": 2733, "疏": 2734, "鏟": 2735, "托": 2736, "汗": 2737, "咦": 2738, "丸": 2739, "棺": 2740, "搬": 2741, "追": 2742, "櫚": 2743, "鐡": 2744, "吟": 2745, "護": 2746, "編": 2747, "伸": 2748, "深": 2749, "衆": 2750, "側": 2751, "怦": 2752, "挖": 2753, "瑕": 2754, "嘞": 2755, "雅": 2756, "迾": 2757, "幅": 2758, "連": 2759, "鯊": 2760, "痺": 2761, "貼": 2762, "彤": 2763, "欲": 2764, "妙": 2765, "嘅": 2766, "致": 2767, "袖": 2768, "羈": 2769, "況": 2770, "白": 2771, "同": 2772, "抬": 2773, "腎": 2774, "彿": 2775, "擂": 2776, "通": 2777, "起": 2778, "甸": 2779, "祖": 2780, "敗": 2781, "函": 2782, "成": 2783, "朋": 2784, "剩": 2785, "關": 2786, "拗": 2787, "裝": 2788, "劉": 2789, "證": 2790, "喂": 2791, "煩": 2792, "業": 2793, "繩": 2794, "常": 2795, "蔔": 2796, "盤": 2797, "價": 2798, "畔": 2799, "司": 2800, "洽": 2801, "脅": 2802, "團": 2803, "肥": 2804, "郵": 2805, "諫": 2806, "仙": 2807, "反": 2808, "帳": 2809, "試": 2810, "禪": 2811, "遢": 2812, "卑": 2813, "眶": 2814, "吐": 2815, "浚": 2816, "姊": 2817, "摙": 2818, "黨": 2819, "盆": 2820, "禍": 2821, "斯": 2822, "赴": 2823, "忠": 2824, "惑": 2825, "臻": 2826, "悶": 2827, "嘥": 2828, "傳": 2829, "棘": 2830, "鐵": 2831, "和": 2832, "毒": 2833, "增": 2834, "先": 2835, "適": 2836, "尺": 2837, "敵": 2838, "翩": 2839, "毅": 2840, "插": 2841, "潛": 2842, "映": 2843, "藍": 2844, "兵": 2845, "賭": 2846, "說": 2847, "襲": 2848, "閱": 2849, "浦": 2850, "殼": 2851, "q": 2852, "慣": 2853, "兇": 2854, "形": 2855, "貪": 2856, "愧": 2857, "餓": 2858, "飽": 2859, "撈": 2860, "苦": 2861, "填": 2862, "掅": 2863, "皮": 2864, "郝": 2865, "獨": 2866, "畐": 2867, "疼": 2868, "潷": 2869, "瞅": 2870, "鵪": 2871, "協": 2872, "財": 2873, "膚": 2874, "薇": 2875, "碘": 2876, "旗": 2877, "差": 2878, "銅": 2879, "路": 2880, "孰": 2881, "官": 2882, "略": 2883, "前": 2884, "囊": 2885, "箱": 2886, "決": 2887, "匿": 2888, "奚": 2889, "周": 2890, "判": 2891, "杯": 2892, "慨": 2893, "絕": 2894, "鱲": 2895, "夜": 2896, "簿": 2897, "箍": 2898, "三": 2899, "駐": 2900, "拓": 2901, "誰": 2902, "鬆": 2903, "隙": 2904, "箋": 2905, "膊": 2906, "扒": 2907, "囪": 2908, "恭": 2909, "冷": 2910, "煞": 2911, "扭": 2912, "術": 2913, "衫": 2914, "魚": 2915, "慮": 2916, "假": 2917, "猜": 2918, "櫻": 2919, "懇": 2920, "僱": 2921, "開": 2922, "九": 2923, "坦": 2924, "撐": 2925, "欣": 2926, "朱": 2927, "睜": 2928, "新": 2929, "侵": 2930, "氯": 2931, "薄": 2932, "費": 2933, "捌": 2934, "董": 2935, "塞": 2936, "闌": 2937, "噌": 2938, "暸": 2939, "得": 2940, "按": 2941, "午": 2942, "薯": 2943, "擔": 2944, "蟹": 2945, "膩": 2946, "實": 2947, "暨": 2948, "孽": 2949, "奮": 2950, "遮": 2951, "頓": 2952, "派": 2953, "盼": 2954, "灑": 2955, "寄": 2956, "隸": 2957, "果": 2958, "詐": 2959, "弄": 2960, "豚": 2961, "紳": 2962, "駿": 2963, "囡": 2964, "爆": 2965, "訝": 2966, "觀": 2967, "琴": 2968, "囍": 2969, "這": 2970, "很": 2971, "左": 2972, "緒": 2973, "滾": 2974, "贈": 2975, "濾": 2976, "奉": 2977, "后": 2978, "唧": 2979, "讚": 2980, "嗌": 2981, "度": 2982, "滑": 2983, "娃": 2984, "嗰": 2985, "咿": 2986, "行": 2987, "顯": 2988, "扶": 2989, "些": 2990, "承": 2991, "船": 2992, "蝶": 2993, "蓋": 2994, "珀": 2995, "嫌": 2996, "詩": 2997, "戊": 2998, "級": 2999, "翅": 3000, "鳩": 3001, "條": 3002, "弟": 3003, "啋": 3004, "怎": 3005, "ㄧ": 3006, "獸": 3007, "温": 3008, "搖": 3009, "咧": 3010, "嫻": 3011, "佑": 3012, "經": 3013, "烏": 3014, "不": 3015, "捷": 3016, "里": 3017, "冒": 3018, "隧": 3019, "及": 3020, "尤": 3021, "貶": 3022, "苣": 3023, "磅": 3024, "板": 3025, "獅": 3026, "漿": 3027, "爾": 3028, "體": 3029, "裏": 3030, "讀": 3031, "涌": 3032, "喔": 3033, "剔": 3034, "擺": 3035, "狠": 3036, "雜": 3037, "枉": 3038, "烈": 3039, "祠": 3040, "訴": 3041, "鸞": 3042, "鑄": 3043, "豉": 3044, "逼": 3045, "檬": 3046, "椰": 3047, "櫃": 3048, "洲": 3049, "鹹": 3050, "皆": 3051, "壆": 3052, "者": 3053, "擾": 3054, "或": 3055, "力": 3056, "揞": 3057, "遍": 3058, "真": 3059, "亂": 3060, "省": 3061, "閉": 3062, "藉": 3063, "緬": 3064, "索": 3065, "植": 3066, "簾": 3067, "舖": 3068, "劃": 3069, "熬": 3070, "茶": 3071, "香": 3072, "蠢": 3073, "賈": 3074, "明": 3075, "閨": 3076, "鄙": 3077, "庚": 3078, "灼": 3079, "腕": 3080, "期": 3081, "谷": 3082, "掙": 3083, "揮": 3084, "局": 3085, "遜": 3086, "孫": 3087, "松": 3088, "短": 3089, "肆": 3090, "稿": 3091, "婆": 3092, "剝": 3093, "冤": 3094, "家": 3095, "仗": 3096, "全": 3097, "蔭": 3098, "篇": 3099, "烘": 3100, "膺": 3101, "的": 3102, "識": 3103, "覺": 3104, "千": 3105, "撲": 3106, "等": 3107, "茵": 3108, "淥": 3109, "罐": 3110, "抱": 3111, "浙": 3112, "暖": 3113, "陀": 3114, "豎": 3115, "腫": 3116, "汶": 3117, "懿": 3118, "荒": 3119, "移": 3120, "作": 3121, "芥": 3122, "戰": 3123, "罟": 3124, "圈": 3125, "賞": 3126, "壹": 3127, "倫": 3128, "逗": 3129, "笏": 3130, "輔": 3131, "慌": 3132, "懵": 3133, "慷": 3134, "紅": 3135, "亡": 3136, "飲": 3137, "紥": 3138, "靜": 3139, "驚": 3140, "傲": 3141, "載": 3142, "婦": 3143, "庫": 3144, "綜": 3145, "擁": 3146, "含": 3147, "布": 3148, "妓": 3149, "b": 3150, "桃": 3151, "窗": 3152, "吝": 3153, "刁": 3154, "鴛": 3155, "窄": 3156, "葵": 3157, "健": 3158, "複": 3159, "欄": 3160, "勘": 3161, "剷": 3162, "鑊": 3163, "薪": 3164, "藕": 3165, "熟": 3166, "采": 3167, "姐": 3168, "乃": 3169, "佐": 3170, "堆": 3171, "詆": 3172, "圖": 3173, "t": 3174, "催": 3175, "祥": 3176, "棄": 3177, "癢": 3178, "狂": 3179, "阜": 3180, "u": 3181, "政": 3182, "鮮": 3183, "跪": 3184, "哭": 3185, "墅": 3186, "往": 3187, "紙": 3188, "立": 3189, "撥": 3190, "惱": 3191, "盧": 3192, "臂": 3193, "怕": 3194, "線": 3195, "褦": 3196, "漓": 3197, "潤": 3198, "奏": 3199, "棉": 3200, "珊": 3201, "櫈": 3202, "义": 3203, "別": 3204, "俠": 3205, "漠": 3206, "啱": 3207, "蟀": 3208, "潺": 3209, "測": 3210, "訓": 3211, "素": 3212, "失": 3213, "夾": 3214, "鄂": 3215, "房": 3216, "吞": 3217, "佃": 3218, "秦": 3219, "薈": 3220, "眾": 3221, "弼": 3222, "晒": 3223, "拙": 3224, "嘩": 3225, "佩": 3226, "塑": 3227, "笆": 3228, "沱": 3229, "乞": 3230, "麟": 3231, "沽": 3232, "淋": 3233, "田": 3234, "籮": 3235, "星": 3236, "做": 3237, "杏": 3238, "去": 3239, "嫉": 3240, "篙": 3241, "趣": 3242, "墨": 3243, "泡": 3244, "柄": 3245, "飄": 3246, "女": 3247, "億": 3248, "復": 3249, "當": 3250, "旬": 3251, "玩": 3252, "漾": 3253, "來": 3254, "灣": 3255, "犯": 3256, "苗": 3257, "斐": 3258, "陂": 3259, "湖": 3260, "箴": 3261, "醬": 3262, "啫": 3263, "彷": 3264, "廉": 3265, "鳳": 3266, "韓": 3267, "份": 3268, "種": 3269, "窩": 3270, "緩": 3271, "倍": 3272, "科": 3273, "斃": 3274, "類": 3275, "啕": 3276, "梘": 3277, "防": 3278, "嚐": 3279, "矩": 3280, "斷": 3281, "嶙": 3282, "箭": 3283, "遺": 3284, "砂": 3285, "唞": 3286, "見": 3287, "乘": 3288, "強": 3289, "論": 3290, "哪": 3291, "萬": 3292, "冧": 3293, "隻": 3294, "闢": 3295, "資": 3296, "睨": 3297, "撳": 3298, "慕": 3299, "噏": 3300, "擲": 3301, "籽": 3302, "竇": 3303, "壩": 3304, "玫": 3305, "秒": 3306, "搭": 3307, "糉": 3308, "階": 3309, "卓": 3310, "涂": 3311, "冕": 3312, "迅": 3313, "蒜": 3314, "控": 3315, "喳": 3316, "祟": 3317, "笠": 3318, "整": 3319, "幼": 3320, "津": 3321, "胺": 3322, "迴": 3323, "玻": 3324, "罷": 3325, "懺": 3326, "擸": 3327, "牆": 3328, "擘": 3329, "堡": 3330, "釗": 3331, "孥": 3332, "哩": 3333, "山": 3334, "混": 3335, "蠟": 3336, "哄": 3337, "喙": 3338, "梁": 3339, "萊": 3340, "趨": 3341, "盲": 3342, "笨": 3343, "蜆": 3344, "坑": 3345, "蓮": 3346, "警": 3347, "營": 3348, "麼": 3349, "歌": 3350, "州": 3351, "還": 3352, "銳": 3353, "座": 3354, "總": 3355, "飢": 3356, "櫸": 3357, "燃": 3358, "墜": 3359, "憐": 3360, "僑": 3361, "蒲": 3362, "尊": 3363, "": 3364, "窰": 3365, "錯": 3366, "菠": 3367, "贏": 3368, "投": 3369, "d": 3370, "印": 3371, "旁": 3372, "兼": 3373, "匙": 3374, "溫": 3375, "跟": 3376, "巨": 3377, "鑑": 3378, "俚": 3379, "擅": 3380, "侯": 3381, "碉": 3382, "風": 3383, "名": 3384, "柱": 3385, "簍": 3386, "陌": 3387, "破": 3388, "渣": 3389, "芳": 3390, "詢": 3391, "段": 3392, "粹": 3393, "于": 3394, "余": 3395, "呈": 3396, "畿": 3397, "酒": 3398, "捉": 3399, "浩": 3400, "謾": 3401, "攔": 3402, "疲": 3403, "哎": 3404, "壞": 3405, "寬": 3406, "格": 3407, "遞": 3408, "寸": 3409, "拿": 3410, "寅": 3411, "惠": 3412, "廟": 3413, "鬱": 3414, "埋": 3415, "靚": 3416, "鴦": 3417, "參": 3418, "瘁": 3419, "漂": 3420, "睥": 3421, "冚": 3422, "卒": 3423, "套": 3424, "帥": 3425, "槍": 3426, "孭": 3427, "裔": 3428, "貌": 3429, "有": 3430, "沐": 3431, "蟬": 3432, "誠": 3433, "纏": 3434, "各": 3435, "劑": 3436, "麪": 3437, "萄": 3438, "囑": 3439, "阪": 3440, "睡": 3441, "筋": 3442, "凳": 3443, "封": 3444, "肋": 3445, "傻": 3446, "拌": 3447, "耐": 3448, "僭": 3449, "湧": 3450, "錢": 3451, "春": 3452, "哉": 3453, "坭": 3454, "惡": 3455, "嫩": 3456, "宰": 3457, "享": 3458, "煽": 3459, "互": 3460, "知": 3461, "譴": 3462, "珠": 3463, "字": 3464, "樽": 3465, "咬": 3466, "賜": 3467, "抦": 3468, "拒": 3469, "摳": 3470, "例": 3471, "哦": 3472, "蠻": 3473, "券": 3474, "宮": 3475, "鞦": 3476, "求": 3477, "難": 3478, "噪": 3479, "鍾": 3480, "澡": 3481, "鑫": 3482, "哈": 3483, "麝": 3484, "肓": 3485, "豪": 3486, "晏": 3487, "練": 3488, "麵": 3489, "兒": 3490, "主": 3491, "姻": 3492, "文": 3493, "豈": 3494, "啊": 3495, "管": 3496, "稍": 3497, "熾": 3498, "摑": 3499, "郊": 3500, "雋": 3501, "鳴": 3502, "酪": 3503, "砸": 3504, "畫": 3505, "剎": 3506, "礫": 3507, "墓": 3508, "沈": 3509, "與": 3510, "足": 3511, "勳": 3512, "滅": 3513, "扼": 3514, "淪": 3515, "附": 3516, "念": 3517, "仁": 3518, "辰": 3519, "仍": 3520, "餉": 3521, "遵": 3522, "琳": 3523, "瞌": 3524, "丙": 3525, "奀": 3526, "端": 3527, "凹": 3528, "紹": 3529, "劣": 3530, "險": 3531, "抑": 3532, "柳": 3533, "花": 3534, "葛": 3535, "逝": 3536, "疑": 3537, "崙": 3538, "怯": 3539, "燉": 3540, "卡": 3541, "提": 3542, "佚": 3543, "詭": 3544, "嚥": 3545, "咐": 3546, "謀": 3547, "悅": 3548, "|": 441, "[UNK]": 3549, "[PAD]": 3550}