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config: examples/aishell_demo/paraformer_s2/conf/train_asr_paraformer_sanm_50e_16d_2048_512_lfr6.yaml
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print_config: false
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log_level: INFO
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dry_run: false
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iterator_type: sequence
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output_dir: /nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local
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ngpu: 1
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seed: 0
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num_workers: 16
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num_att_plot: 3
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dist_backend: nccl
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dist_init_method: file:///nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local/ddp_init
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dist_world_size: 1
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dist_rank: 0
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local_rank: 0
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dist_master_addr: null
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dist_master_port: null
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dist_launcher: null
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multiprocessing_distributed: true
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unused_parameters: true
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sharded_ddp: false
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cudnn_enabled: true
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cudnn_benchmark: false
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cudnn_deterministic: true
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collect_stats: false
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write_collected_feats: false
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max_epoch: 20
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patience: null
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val_scheduler_criterion:
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- valid
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- acc
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early_stopping_criterion:
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- valid
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|
- loss
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|
- min
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best_model_criterion:
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|
- - valid
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|
|
- acc
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|
|
- max
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keep_nbest_models: 5
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nbest_averaging_interval: 0
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grad_clip: 5
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grad_clip_type: 2.0
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grad_noise: false
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accum_grad: 1
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no_forward_run: false
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resume: true
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train_dtype: float32
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use_amp: false
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log_interval: 50
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use_matplotlib: true
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use_tensorboard: true
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use_wandb: false
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wandb_project: null
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wandb_id: null
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wandb_entity: null
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wandb_name: null
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wandb_model_log_interval: -1
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detect_anomaly: false
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pretrain_path: null
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init_param:
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|
|
- /nfs/init_model/paraformer_9k_bigmodel.pth
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ignore_init_mismatch: false
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freeze_param: []
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num_iters_per_epoch: null
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batch_size: 20
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valid_batch_size: null
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batch_bins: 1000
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valid_batch_bins: null
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train_shape_file:
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- /nfs/dataset/data/asr_stats_fbank_zh_char/train/speech_shape
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- /nfs/dataset/data/asr_stats_fbank_zh_char/train/text_shape.char
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valid_shape_file:
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|
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- /nfs/dataset/data/asr_stats_fbank_zh_char/dev/speech_shape
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|
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- /nfs/dataset/data/asr_stats_fbank_zh_char/dev/text_shape.char
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|
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batch_type: length
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|
|
valid_batch_type: null
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fold_length:
|
|
|
- 512
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|
|
- 150
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|
sort_in_batch: descending
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|
sort_batch: descending
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|
|
multiple_iterator: false
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|
|
chunk_length: 500
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|
|
chunk_shift_ratio: 0.5
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|
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num_cache_chunks: 1024
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|
|
train_data_file: /nfs/dataset/data/dump/fbank/train/ark_txt.scp
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|
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valid_data_file: /nfs/dataset/data/dump/fbank/dev/ark_txt.scp
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|
|
train_data_path_and_name_and_type:
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|
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- - /nfs/dataset/data/dump/fbank/train/feats.scp
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|
|
- speech
|
|
|
- kaldi_ark
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|
|
- - /nfs/dataset/data/dump/fbank/train/text
|
|
|
- text
|
|
|
- text
|
|
|
valid_data_path_and_name_and_type:
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|
|
- - /nfs/dataset/data/dump/fbank/dev/feats.scp
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|
|
- speech
|
|
|
- kaldi_ark
|
|
|
- - /nfs/dataset/data/dump/fbank/dev/text
|
|
|
- text
|
|
|
- text
|
|
|
allow_variable_data_keys: false
|
|
|
max_cache_size: 0.0
|
|
|
max_cache_fd: 32
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|
|
valid_max_cache_size: null
|
|
|
optim: adam
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|
|
optim_conf:
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|
|
lr: 0.0005
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|
|
scheduler: warmuplr
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|
|
scheduler_conf:
|
|
|
warmup_steps: 30000
|
|
|
use_pai: false
|
|
|
num_worker_count: 1
|
|
|
access_key_id: null
|
|
|
access_key_secret: null
|
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|
endpoint: null
|
|
|
bucket_name: null
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|
oss_bucket: null
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|
token_list:
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- <blank>
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- <s>
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- </s>
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- and@@
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- 筑
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- 陨
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- 眺
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- 塘
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- 檩
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- 衷
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- 氧
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- 孔
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- 阖
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- 邠
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- 坎
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- 喵
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- 曰
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- 鼠
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- 隐
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- 腊
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- 族
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- 矧
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- 敉
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- 俜
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- 似
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- 怫
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- 塔
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- price
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- 春
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- 罍
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- 娅
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- 棉
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- 弃
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- 茱
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- 应
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- 汈
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- 擦
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- 贺
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- 鹇
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- these
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- 迅
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- 诬
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- do@@
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- 盍
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- 秕
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- 啃
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- 颟
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- 辑
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- 彘
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- ps
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- 斜
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- 瞭
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- 铟
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- 漭
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- 蹇
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- 旆
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- 窳
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- 臊
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- 览
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- 嘿
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- 淖
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- 尴
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- 袆
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- 斧
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- 筹
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- 媵
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- 挞
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- 臧
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- 齐
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- 璨
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- 笥
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- 滂
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- 即
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- 愔
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- 思
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- gr@@
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- 幅
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- 祛
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- 箬
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- 礁
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- 茅
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- 北
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- 澡
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- 俭
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- 蘅
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- ing
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- 肺
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- 肢
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- 巢
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- 九
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- 蠓
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- 路
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- 藻
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- 沱
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- ness
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- 璐
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- 积
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- 寞
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- 栳
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- 舆
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- 医
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- 眷
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- 岳
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- 勘
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- 璃
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- 黔
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- 犇
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- 哎
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- 罡
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- k
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- 丝
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- de
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- 跣
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- 梦
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- 需
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- 毅
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- 峡
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- 竞
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- 砦
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- 研
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- 眙
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- 滋
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- 鹳
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- 肝
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- 阼
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- per
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- 忱
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- 乏
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- 废
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- 邦
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- 輶
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- 驯
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- 夫
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- 寳
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- 忪
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- 崑
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- 睾
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- 逗
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- 峰
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- 越
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- 狗
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- 蟒
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- 笆
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- 适
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- 洇
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- 缶
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- ore
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- 辎
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- 粤
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- 蹴
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- 黄
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- 浞
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- comp@@
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- 犀
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- 藏
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- 本
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- 嗖
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- 黻
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- 這
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- 绰
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- 鉏
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- 麼
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- 喆
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- 袪
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- 刚
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- 侦
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- ic@@
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- 骧
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- 瓫
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- 柤
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- 桃
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- 鲴
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- 褙
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- 韵
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- 妓
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|
- 甍
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- to@@
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|
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- 轱
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- 塑
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- 坯
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- 貌
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- n@@
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- 蕞
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- 疡
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- 伏
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- 酉
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- 暇
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- 霖
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- 了
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- 萸
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- 嘶
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- nu@@
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- 挼
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- by
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- 聩
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- 袓
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- 嶓
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- 桎
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- 抖
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- 攥
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- 鞬
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- 毳
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- 旗
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- 庸
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- 呋
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- 诲
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- tting
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- 狭
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- 魄
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- 伎
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- 喋
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- 樱
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- 翎
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- 怯
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- 场
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- 睽
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- 盒
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- times
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- 鲳
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- 爆
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- 绵
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- 皋
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- 尢
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- 嘎
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- 渝
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- 迂
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- 嘁
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- 袷
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- 始
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- 奚
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- 台
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- 禄
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- 挢
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- 座
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- 绀
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- 漱
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- 龃
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- tu@@
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- 榫
|
|
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- 诛
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- minu@@
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- 萼
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- 裛
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- 玠
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- 谵
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- 亳
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- 副
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- any@@
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- 诊
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- 唑
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- 頫
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- 斿
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- 赁
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- 骇
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- 训
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- 母
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- 床
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- 微
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- 椰
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- 迢
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- 埃
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- 辏
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- 汩
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- 叟
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- 辔
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- 隙
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- 遵
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- pp@@
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- 翕
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- 佬
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- 栖
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- 踉
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- 皕
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- 苏
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- 痂
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- 奋
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- 阄
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- 悌
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- 点
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- 碡
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- 茎
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- 睫
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- 闫
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- few
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- 籁
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- 孰
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- 拥
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- for
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- 曾
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- 疲
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- 辞
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- 赖
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- 姆
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- 与
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- 诰
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- 怨
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- 沙
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- with@@
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|
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- 睱
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|
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- 谓
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- 晰
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- 嗌
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- id
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- aga@@
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- 実
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- 魏
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- 鲟
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- 寅
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- 滗
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- 珲
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- 腑
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- 冠
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- 夺
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- 娶
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- 宇
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- 侩
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- 筘
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- an
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- 磺
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- 邛
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- 着
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|
|
- 踵
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|
- ite
|
|
|
- 狝
|
|
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- ele@@
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- 蓼
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- 猿
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- 豆
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- 蔷
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- 沽
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- 去
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|
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- 铥
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- 癀
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- 站
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- 甪
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- 璧
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- 范
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- 哓
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- 菏
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- 龠
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- 岷
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- 嫉
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- 拧
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- 札
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- 戒
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- 琏
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- 绪
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- 澌
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- 楠
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- 莱
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- cer@@
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- here
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- 别
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- 帻
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- 嗉
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- 假
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- 拽
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- 髭
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- 穰
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- 勋
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- 栓
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- 塬
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- ou@@
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- 橫
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- 刻
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- 侣
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- 鎉
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- bre@@
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- 趸
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- 稳
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- 岌
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- 拎
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- 落
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- 岙
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- 氨
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- 桴
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- 鬶
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- clu@@
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- 蚣
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- 肌
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- 讹
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- 骼
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- 忧
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- 雹
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- 0@@
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- 算
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- 麹
|
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- 胧
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- came
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- 休
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- 舲
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- 籼
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- 惕
|
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- 泼
|
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- 馨
|
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- 町
|
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- wer
|
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- 鹧
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- 咚
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- 崔
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- 嵂
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- 蝈
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- ils
|
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- 湛
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- 报
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- 蜷
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- 削
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- 根
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- 恣
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- 呙
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- 郫
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- 把
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- 窕
|
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- 癌
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- xt
|
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- 榘
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- 傫
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- 用
|
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- 撕
|
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- 蚩
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- 菰
|
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- 崖
|
|
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- 酐
|
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- 襄
|
|
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- cu@@
|
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- 呤
|
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- 帯
|
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- 炊
|
|
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- 揲
|
|
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- 啸
|
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- 鲶
|
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- ve@@
|
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- 艟
|
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- 嗜
|
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- ili@@
|
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- 凹
|
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- 球
|
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- 鬓
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- 荼
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- 给
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- 亘
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- 醯
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- 燔
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- 鳕
|
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- 侄
|
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- 簪
|
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- 洳
|
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- 嘛
|
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- 稠
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- '''t'
|
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- 氘
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- 暍
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- 指
|
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- 泆
|
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- 总
|
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- offer
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- 糅
|
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- 膀
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- 毋
|
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- 蹲
|
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- 煅
|
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- 桔
|
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- 什
|
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- 浜
|
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- 八
|
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- 涧
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- 跬
|
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- 祷
|
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- 湫
|
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- 脸
|
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- 描
|
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- pr@@
|
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- 狱
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- 赉
|
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- 砼
|
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- 袜
|
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- 馑
|
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- 枪
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- 碁
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- 娜
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- 辇
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- 颐
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- 捩
|
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- 峥
|
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- 聆
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- 善
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- 询
|
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- 疝
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- 坜
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- 碚
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- 缥
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- 鼯
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- 钮
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- 腘
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- 溥
|
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- 脔
|
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- 殁
|
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- 肮
|
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- 泮
|
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- 捐
|
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- 槛
|
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- 吆
|
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- 河
|
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- 溆
|
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- 度
|
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- 殒
|
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- 骕
|
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- 饹
|
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- cour@@
|
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- 臜
|
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- 空
|
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- 2@@
|
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- 允
|
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- 枉
|
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- 蒯
|
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- or@@
|
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- 趔
|
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- 菠
|
|
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- 栌
|
|
|
- view
|
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- possi@@
|
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- 仗
|
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- 鳄
|
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- 摊
|
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- 寝
|
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- 躯
|
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- 湝
|
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- 后
|
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- 删
|
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- 揪
|
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- 徐
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- 寒
|
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- 坨
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- 挣
|
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- 举
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- 氅
|
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- 臻
|
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- 饔
|
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- 丁
|
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- 彦
|
|
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- 泉
|
|
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- 曷
|
|
|
- 衅
|
|
|
- ei@@
|
|
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- 呸
|
|
|
- 狍
|
|
|
- 甓
|
|
|
- 禽
|
|
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- 薄
|
|
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- shipping
|
|
|
- ght
|
|
|
- 慵
|
|
|
- 幽
|
|
|
- 匣
|
|
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- 炬
|
|
|
- 访
|
|
|
- four
|
|
|
- 秒
|
|
|
- 樗
|
|
|
- 陶
|
|
|
- 脓
|
|
|
- 枰
|
|
|
- 磷
|
|
|
- 哕
|
|
|
- 君
|
|
|
- 脲
|
|
|
- 灯
|
|
|
- 回
|
|
|
- 索
|
|
|
- 璺
|
|
|
- 邡
|
|
|
- 愍
|
|
|
- 薏
|
|
|
- 辄
|
|
|
- 珽
|
|
|
- 離
|
|
|
- 鬃
|
|
|
- 赊
|
|
|
- 枲
|
|
|
- 邰
|
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- 佷
|
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|
- 颏
|
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- 寺
|
|
|
- 抵
|
|
|
- 鲅
|
|
|
- 刎
|
|
|
- 給
|
|
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- 戴
|
|
|
- 溲
|
|
|
- 袢
|
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- less
|
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- 逯
|
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- 封
|
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- food
|
|
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- 匮
|
|
|
- 关
|
|
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- 尘
|
|
|
- 皤
|
|
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- 鳍
|
|
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- 搏
|
|
|
- 幌
|
|
|
- 连
|
|
|
- 杠
|
|
|
- 蹋
|
|
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- 彷
|
|
|
- 虺
|
|
|
- 怀
|
|
|
- 雏
|
|
|
- 钿
|
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- 澄
|
|
|
- 扶
|
|
|
- 错
|
|
|
- 樋
|
|
|
- 黉
|
|
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- 胄
|
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- 薇
|
|
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- 阿
|
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|
- 墁
|
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- 觜
|
|
|
- 利
|
|
|
- 汵
|
|
|
- 羟
|
|
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- 杀
|
|
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- 淋
|
|
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- 蓁
|
|
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- 腧
|
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- 哞
|
|
|
- was
|
|
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- 钊
|
|
|
- 胸
|
|
|
- 艽
|
|
|
- 撞
|
|
|
- 虑
|
|
|
- 煋
|
|
|
- 飗
|
|
|
- throu@@
|
|
|
- 门
|
|
|
- 玦
|
|
|
- 琪
|
|
|
- 煸
|
|
|
- 酵
|
|
|
- 婌
|
|
|
- serv@@
|
|
|
- 硿
|
|
|
- 净
|
|
|
- 夐
|
|
|
- 撅
|
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- 頠
|
|
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- want
|
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- 犄
|
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|
- 厉
|
|
|
- p@@
|
|
|
- en
|
|
|
- 斗
|
|
|
- 层
|
|
|
- 玫
|
|
|
- life
|
|
|
- 潘
|
|
|
- 骐
|
|
|
- 臃
|
|
|
- 谮
|
|
|
- 殃
|
|
|
- 厌
|
|
|
- 摄
|
|
|
- 磾
|
|
|
- v
|
|
|
- dress
|
|
|
- 络
|
|
|
- 囱
|
|
|
- 眯
|
|
|
- 忽
|
|
|
- 壸
|
|
|
- 咐
|
|
|
- 搁
|
|
|
- 肤
|
|
|
- 魇
|
|
|
- 芬
|
|
|
- 窡
|
|
|
- 拉
|
|
|
- 纮
|
|
|
- 楣
|
|
|
- 蔬
|
|
|
- 寄
|
|
|
- 妯
|
|
|
- 教
|
|
|
- 俪
|
|
|
- 颡
|
|
|
- 碛
|
|
|
- 互
|
|
|
- 奈
|
|
|
- 憎
|
|
|
- 炉
|
|
|
- 蹰
|
|
|
- 聂
|
|
|
- 员
|
|
|
- 呶
|
|
|
- 瞬
|
|
|
- il@@
|
|
|
- 恿
|
|
|
- 阙
|
|
|
- 卡
|
|
|
- mi@@
|
|
|
- 禾
|
|
|
- 椴
|
|
|
- yo@@
|
|
|
- 帀
|
|
|
- 醵
|
|
|
- 帝
|
|
|
- 隔
|
|
|
- 忒
|
|
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- 哑
|
|
|
- 効
|
|
|
- 楗
|
|
|
- 鼱
|
|
|
- 塽
|
|
|
- 苴
|
|
|
- 蜞
|
|
|
- 健
|
|
|
- 醅
|
|
|
- ju@@
|
|
|
- 新
|
|
|
- 程
|
|
|
- 茗
|
|
|
- 琰
|
|
|
- 几
|
|
|
- 揍
|
|
|
- 匍
|
|
|
- 砣
|
|
|
- 禳
|
|
|
- 罗
|
|
|
- 勿
|
|
|
- 擗
|
|
|
- 畛
|
|
|
- 框
|
|
|
- 泒
|
|
|
- 析
|
|
|
- 沢
|
|
|
- 偷
|
|
|
- 繁
|
|
|
- 嗣
|
|
|
- 呵
|
|
|
- 念
|
|
|
- so@@
|
|
|
- 溷
|
|
|
- 曩
|
|
|
- spon@@
|
|
|
- 狼
|
|
|
- 倔
|
|
|
- 威
|
|
|
- 潭
|
|
|
- 踯
|
|
|
- 晁
|
|
|
- 吩
|
|
|
- 袅
|
|
|
- 喀
|
|
|
- 洌
|
|
|
- 炯
|
|
|
- 纸
|
|
|
- 抽
|
|
|
- 簧
|
|
|
- c@@
|
|
|
- 买
|
|
|
- 吖
|
|
|
- 俬
|
|
|
- 梓
|
|
|
- 叡
|
|
|
- 祼
|
|
|
- 烃
|
|
|
- 荃
|
|
|
- 眀
|
|
|
- <unk>
|
|
|
split_with_space: true
|
|
|
init: null
|
|
|
input_size: null
|
|
|
ctc_conf:
|
|
|
dropout_rate: 0.0
|
|
|
ctc_type: builtin
|
|
|
reduce: true
|
|
|
ignore_nan_grad: true
|
|
|
joint_net_conf: null
|
|
|
use_preprocessor: true
|
|
|
token_type: char
|
|
|
bpemodel: null
|
|
|
non_linguistic_symbols: null
|
|
|
cleaner: null
|
|
|
g2p: null
|
|
|
speech_volume_normalize: null
|
|
|
rir_scp: null
|
|
|
rir_apply_prob: 1.0
|
|
|
noise_scp: null
|
|
|
noise_apply_prob: 1.0
|
|
|
noise_db_range: '13_15'
|
|
|
frontend: wav_frontend
|
|
|
frontend_conf:
|
|
|
fs: 16000
|
|
|
window: hamming
|
|
|
n_mels: 80
|
|
|
frame_length: 25
|
|
|
frame_shift: 10
|
|
|
lfr_m: 7
|
|
|
lfr_n: 6
|
|
|
specaug: specaug_lfr
|
|
|
specaug_conf:
|
|
|
apply_time_warp: false
|
|
|
time_warp_window: 5
|
|
|
time_warp_mode: bicubic
|
|
|
apply_freq_mask: true
|
|
|
freq_mask_width_range:
|
|
|
- 0
|
|
|
- 30
|
|
|
lfr_rate: 6
|
|
|
num_freq_mask: 1
|
|
|
apply_time_mask: true
|
|
|
time_mask_width_range:
|
|
|
- 0
|
|
|
- 12
|
|
|
num_time_mask: 1
|
|
|
normalize: null
|
|
|
normalize_conf: {}
|
|
|
model: paraformer
|
|
|
model_conf:
|
|
|
ctc_weight: 0.0
|
|
|
lsm_weight: 0.1
|
|
|
length_normalized_loss: true
|
|
|
predictor_weight: 1.0
|
|
|
predictor_bias: 1
|
|
|
sampling_ratio: 0.75
|
|
|
preencoder: null
|
|
|
preencoder_conf: {}
|
|
|
encoder: sanm
|
|
|
encoder_conf:
|
|
|
output_size: 512
|
|
|
attention_heads: 4
|
|
|
linear_units: 2048
|
|
|
num_blocks: 50
|
|
|
dropout_rate: 0.1
|
|
|
positional_dropout_rate: 0.1
|
|
|
attention_dropout_rate: 0.1
|
|
|
input_layer: pe
|
|
|
pos_enc_class: SinusoidalPositionEncoder
|
|
|
normalize_before: true
|
|
|
kernel_size: 11
|
|
|
sanm_shfit: 0
|
|
|
selfattention_layer_type: sanm
|
|
|
postencoder: null
|
|
|
postencoder_conf: {}
|
|
|
decoder: paraformer_decoder_sanm
|
|
|
decoder_conf:
|
|
|
attention_heads: 4
|
|
|
linear_units: 2048
|
|
|
num_blocks: 16
|
|
|
dropout_rate: 0.1
|
|
|
positional_dropout_rate: 0.1
|
|
|
self_attention_dropout_rate: 0.1
|
|
|
src_attention_dropout_rate: 0.1
|
|
|
att_layer_num: 16
|
|
|
kernel_size: 11
|
|
|
sanm_shfit: 0
|
|
|
predictor: cif_predictor_v2
|
|
|
predictor_conf:
|
|
|
idim: 512
|
|
|
threshold: 1.0
|
|
|
l_order: 1
|
|
|
r_order: 1
|
|
|
tail_threshold: 0.45
|
|
|
gpu_id: 1
|
|
|
required:
|
|
|
- output_dir
|
|
|
- token_list
|
|
|
distributed: false
|
|
|
version: '202211'
|
|
|
|
