Skip to content

GitLab

Commit c007ba1a authored by sunzhq2's avatar sunzhq2 Committed by xuxo
Browse files

update

parents
Pipeline #3464 failed with stages
in 0 seconds
Hide whitespace changes
Inline Side-by-side
Showing with 5039 additions and 0 deletions
conformer/34e9cabc2c29fd0e3a2917ffa525d98b/exp/lm_train_lm_transformer_char_batch_bins2000000/config.yaml 0 → 100644
View file @ c007ba1a
accum_grad: 1
allow_variable_data_keys: false
batch_bins: 2000000
batch_size: 20
batch_type: numel
best_model_criterion:
- - valid
- loss
- min
bpemodel: null
chunk_length: 500
chunk_shift_ratio: 0.5
cleaner: null
collect_stats: false
config: conf/train_lm_transformer.yaml
cudnn_benchmark: false
cudnn_deterministic: true
cudnn_enabled: true
dist_backend: nccl
dist_init_method: env://
dist_launcher: null
dist_master_addr: null
dist_master_port: null
dist_rank: null
dist_world_size: null
distributed: false
dry_run: false
early_stopping_criterion:
- valid
- loss
- min
fold_length:
- 150
g2p: null
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
init: null
iterator_type: sequence
keep_nbest_models: 10
lm: transformer
lm_conf:
att_unit: 512
dropout_rate: 0.0
embed_unit: 128
head: 8
layer: 16
pos_enc: null
unit: 2048
local_rank: 0
log_interval: null
log_level: INFO
max_cache_size: 0.0
max_epoch: 50
model_conf:
ignore_id: 0
multiple_iterator: false
multiprocessing_distributed: false
ngpu: 1
no_forward_run: false
non_linguistic_symbols: null
num_att_plot: 3
num_cache_chunks: 1024
num_iters_per_epoch: null
num_workers: 1
optim: adam
optim_conf:
lr: 0.001
output_dir: exp/lm_train_lm_transformer_char_batch_bins2000000
patience: null
pretrain_key: []
pretrain_path: []
print_config: false
required:
- output_dir
- token_list
resume: true
scheduler: warmuplr
scheduler_conf:
warmup_steps: 25000
seed: 0
sort_batch: descending
sort_in_batch: descending
token_list:
- <blank>
- <unk>
- "\u7684"
- "\u4E00"
- "\u5728"
- "\u5341"
- "\u4E2D"
- "\u662F"
- "\u4EBA"
- "\u6709"
- "\u4E8C"
- "\u4E0A"
- "\u4E86"
- "\u4E0D"
- "\u56FD"
- "\u5E02"
- "\u5927"
- "\u4E1A"
- "\u4E3A"
- "\u5E74"
- "\u4E09"
- "\u53D1"
- "\u4E2A"
- "\u5206"
- "\u51FA"
- "\u4F1A"
- "\u516C"
- "\u884C"
- "\u5730"
- "\u6210"
- "\u8FD9"
- "\u548C"
- "\u5230"
- "\u4E94"
- "\u4EA7"
- "\u65F6"
- "\u5BF9"
- "\u623F"
- "\u767E"
- "\u80FD"
- "\u573A"
- "\u6765"
- "\u4EE5"
- "\u65B0"
- "\u4E4B"
- "\u65E5"
- "\u8005"
- "\u5C06"
- "\u73B0"
- "\u56DB"
- "\u8981"
- "\u5BB6"
- "\u8D44"
- "\u591A"
- "\u6708"
- "\u4E5F"
- "\u65B9"
- "\u540E"
- "\u673A"
- "\u4E0B"
- "\u524D"
- "\u96F6"
- "\u6BD4"
- "\u4E8E"
- "\u751F"
- "\u70B9"
- "\u5F00"
- "\u52A8"
- "\u9AD8"
- "\u7ECF"
- "\u8FDB"
- "\u62A5"
- "\u4F53"
- "\u8D5B"
- "\u5B50"
- "\u4E07"
- "\u8F66"
- "\u7528"
- "\u91D1"
- "\u53F8"
- "\u53EF"
- "\u88AB"
- "\u8FC7"
- "\u624B"
- "\u672C"
- "\u4F5C"
- "\u81EA"
- "\u5168"
- "\u516B"
- "\u516D"
- "\u6700"
- "\u4EF7"
- "\u76EE"
- "\u7535"
- "\u90E8"
- "\u4EA4"
- "\u4E5D"
- "\u4E03"
- "\u9762"
- "\u6211"
- "\u4F01"
- "\u52A0"
- "\u5C0F"
- "\u5EA6"
- "\u5B9E"
- "\u540C"
- "\u57CE"
- "\u5DE5"
- "\u5176"
- "\u529B"
- "\u5B9A"
- "\u800C"
- "\u5143"
- "\u5408"
- "\u5DF2"
- "\u5185"
- "\u4E0E"
- "\u6CD5"
- "\u8FD8"
- "\u5173"
- "\u7F51"
- "\u5F97"
- "\u4ED6"
- "\u5C31"
- "\u5165"
- "\u540D"
- "\u54C1"
- "\u5973"
- "\u8BB0"
- "\u7406"
- "\u4E8B"
- "\u957F"
- "\u4E24"
- "\u5546"
- "\u90FD"
- "\u4EEC"
- "\u4EAC"
- "\u5E76"
- "\u4F46"
- "\u5E73"
- "\u5236"
- "\u4FDD"
- "\u636E"
- "\u671F"
- "\u5316"
- "\u4E3B"
- "\u91CD"
- "\u8868"
- "\u6B21"
- "\u76F8"
- "\u91CF"
- "\u901A"
- "\u9053"
- "\u653F"
- "\u6240"
- "\u5929"
- "\u7B2C"
- "\u5229"
- "\u95F4"
- "\u6D77"
- "\u6570"
- "\u52A1"
- "\u63D0"
- "\u5317"
- "\u5C55"
- "\u5458"
- "\u7BA1"
- "\u6295"
- "\u56E0"
- "\u5EFA"
- "\u597D"
- "\u5916"
- "\u533A"
- "\u66F4"
- "\u793A"
- "\u589E"
- "\u4ECE"
- "\u8BA1"
- "\u4FE1"
- "\u6027"
- "\u7B49"
- "\u8FD0"
- "\u9879"
- "\u5E94"
- "\u5F53"
- "\u6536"
- "\u4F4D"
- "\u7740"
- "\u8D77"
- "\u5B66"
- "\u53F0"
- "\u6C11"
- "\u6301"
- "\u89C4"
- "\u8BBE"
- "\u660E"
- "\u80A1"
- "\u6B63"
- "\u6CA1"
- "\u5FC3"
- "\u7136"
- "\u5F88"
- "\u4ECA"
- "\u8C03"
- "\u53BB"
- "\u5B89"
- "\u6B64"
- "\u4E1C"
- "\u961F"
- "\u5982"
- "\u7EBF"
- "\u79D1"
- "\u4E16"
- "\u65E0"
- "\u8FBE"
- "\u8EAB"
- "\u679C"
- "\u8BC1"
- "\u57FA"
- "\u53D7"
- "\u7537"
- "\u9700"
- "\u6807"
- "\u5E03"
- "\u60C5"
- "\u683C"
- "\u8FD1"
- "\u6B65"
- "\u672A"
- "\u8D39"
- "\u6C42"
- "\u5F0F"
- "\u6D88"
- "\u5343"
- "\u7F8E"
- "\u4E9B"
- "\u91CC"
- "\u7C73"
- "\u5411"
- "\u770B"
- "\u7EED"
- "\u606F"
- "\u610F"
- "\u63A5"
- "\u95E8"
- "\u56DE"
- "\u53CA"
- "\u9500"
- "\u8001"
- "\u83B7"
- "\u603B"
- "\u76D1"
- "\u6253"
- "\u8054"
- "\u81F3"
- "\u4EBF"
- "\u8BF4"
- "\u8BAF"
- "\u4F4F"
- "\u73AF"
- "\u4EF6"
- "\u6574"
- "\u6C34"
- "\u6280"
- "\u8DEF"
- "\u9662"
- "\u5C40"
- "\u7279"
- "\u8BE5"
- "\u7EDF"
- "\u7531"
- "\u552E"
- "\u8D2D"
- "\u5F3A"
- "\u6539"
- "\u95EE"
- "\u4E50"
- "\u697C"
- "\u6DA8"
- "\u5904"
- "\u51B3"
- "\u8BA9"
- "\u7CFB"
- "\u6237"
- "\u9898"
- "\u63A8"
- "\u5C11"
- "\u5E7F"
- "\u663E"
- "\u964D"
- "\u8DD1"
- "\u5F71"
- "\u53EA"
- "\u9009"
- "\u79F0"
- "\u521B"
- "\u6613"
- "\u6218"
- "\u9996"
- "\u5B8C"
- "\u6848"
- "\u7B56"
- "\u5E38"
- "\u67E5"
- "\u53C2"
- "\u79CD"
- "\u724C"
- "\u7A0B"
- "\u94F6"
- "\u5907"
- "\u8BA4"
- "\u8425"
- "\u7ACB"
- "\u52BF"
- "\u7ED3"
- "\u9020"
- "\u8D85"
- "\u5DF1"
- "\u51C6"
- "\u5B58"
- "\u9669"
- "\u7403"
- "\u5404"
- "\u4EE3"
- "\u4F4E"
- "\u518D"
- "\u505A"
- "\u7EA7"
- "\u6B3E"
- "\u653E"
- "\u7269"
- "\u544A"
- "\u539F"
- "\u53CB"
- "\u8F6C"
- "\u8B66"
- "\u5468"
- "\u754C"
- "\u5F20"
- "\u6837"
- "\u4F20"
- "\u8F83"
- "\u98CE"
- "\u5355"
- "\u7ED9"
- "\u5979"
- "\u5DDE"
- "\u89E3"
- "\u5219"
- "\u89C6"
- "\u6307"
- "\u9884"
- "\u5347"
- "\u534E"
- "\u4F9B"
- "\u8D70"
- "\u6BCF"
- "\u53D6"
- "\u5BFC"
- "\u641C"
- "\u96C6"
- "\u6587"
- "\u53D8"
- "\u5BA2"
- "\u6392"
- "\u7247"
- "\u5934"
- "\u4EFB"
- "\u79EF"
- "\u672F"
- "\u7387"
- "\u578B"
- "\u519B"
- "\u65AF"
- "\u7814"
- "\u522B"
- "\u975E"
- "\u76F4"
- "\u667A"
- "\u901F"
- "\u7EC4"
- "\u661F"
- "\u9886"
- "\u53E3"
- "\u4EFD"
- "\u5C81"
- "\u9A6C"
- "\u738B"
- "\u5FEB"
- "\u4E13"
- "\u793E"
- "\u4F7F"
- "\u56E2"
- "\u6A21"
- "\u5668"
- "\u96BE"
- "\u6D3B"
- "\u62C9"
- "\u6216"
- "\u7EA6"
- "\u65BD"
- "\u6E90"
- "\u6784"
- "\u652F"
- "\u533B"
- "\u513F"
- "\u5E26"
- "\u670D"
- "\u5148"
- "\u60F3"
- "\u5F15"
- "\u4E48"
- "\u529E"
- "\u7167"
- "\u72D0"
- "\u6743"
- "\u5FAE"
- "\u5357"
- "\u59CB"
- "\u878D"
- "\u6DF1"
- "\u58EB"
- "\u6E38"
- "\u7EE9"
- "\u4EC5"
- "\u51B5"
- "\u5A92"
- "\u968F"
- "\u534A"
- "\u8D8A"
- "\u5E45"
- "\u786E"
- "\u6CE8"
- "\u7C7B"
- "\u4E89"
- "\u7A0E"
- "\u9650"
- "\u6D41"
- "\u5747"
- "\u63A7"
- "\u5145"
- "\u989D"
- "\u671B"
- "\u8FDE"
- "\u5212"
- "\u5965"
- "\u4E9A"
- "\u5305"
- "\u5A31"
- "\u897F"
- "\u8D22"
- "\u503C"
- "\u4F24"
- "\u67D0"
- "\u81F4"
- "\u7EC8"
- "\u7A7A"
- "\u6D4E"
- "\u4F17"
- "\u9645"
- "\u571F"
- "\u4E70"
- "\u4ECD"
- "\u80B2"
- "\u5E08"
- "\u6C7D"
- "\u77E5"
- "\u8D28"
- "\u6001"
- "\u5177"
- "\u674E"
- "\u8D23"
- "\u7A76"
- "\u9732"
- "\u6761"
- "\u51E0"
- "\u5C45"
- "\u5171"
- "\u54CD"
- "\u53CD"
- "\u7AD9"
- "\u51A0"
- "\u8282"
- "\u5B63"
- "\u4F18"
- "\u59D4"
- "\u5B85"
- "\u89C2"
- "\u4E92"
- "\u89C1"
- "\u8303"
- "\u5883"
- "\u611F"
- "\u8D1F"
- "\u6BB5"
- "\u5931"
- "\u91C7"
- "\u5957"
- "\u57DF"
- "\u5C14"
- "\u4E3E"
- "\u4F55"
- "\u5149"
- "\u6C14"
- "\u843D"
- "\u535A"
- "\u6559"
- "\u9526"
- "\u6797"
- "\u5C71"
- "\u4F9D"
- "\u7EE7"
- "\u6781"
- "\u5F62"
- "\u56FE"
- "\u5BA1"
- "\u7ADE"
- "\u76CA"
- "\u65AD"
- "\u8D37"
- "\u6548"
- "\u5E9C"
- "\u590D"
- "\u8BB8"
- "\u5BB9"
- "\u5065"
- "\u51FB"
- "\u8DB3"
- "\u53C8"
- "\u8BC9"
- "\u52A9"
- "\u5B69"
- "\u8272"
- "\u505C"
- "\u7968"
- "\u53CC"
- "\u62FF"
- "\u677F"
- "\u677E"
- "\u70ED"
- "\u90A3"
- "\u628A"
- "\u5374"
- "\u6E05"
- "\u5218"
- "\u8BAE"
- "\u8003"
- "\u51CF"
- "\u66FE"
- "\u7591"
- "\u4F8B"
- "\u9664"
- "\u529F"
- "\u5360"
- "\u4F60"
- "\u8BD5"
- "\u6839"
- "\u6E2F"
- "\u592A"
- "\u79BB"
- "\u624D"
- "\u8D27"
- "\u7A81"
- "\u6D89"
- "\u4E14"
- "\u5238"
- "\u914D"
- "\u76D8"
- "\u5373"
- "\u5E93"
- "\u4ED8"
- "\u7834"
- "\u804C"
- "\u6F14"
- "\u519C"
- "\u7F6E"
- "\u7EAA"
- "\u8BBA"
- "\u771F"
- "\u9F99"
- "\u665A"
- "\u88C5"
- "\u7231"
- "\u53F7"
- "\u7EC3"
- "\u6B7B"
- "\u538B"
- "\u4EB2"
- "\u4E25"
- "\u8BC4"
- "\u7530"
- "\u8BDD"
- "\u6258"
- "\u62A4"
- "\u706B"
- "\u534F"
- "\u7EA2"
- "\u6C5F"
- "\u514B"
- "\u5356"
- "\u8A00"
- "\u79DF"
- "\u5584"
- "\u9891"
- "\u666E"
- "\u98DE"
- "\u9A8C"
- "\u8865"
- "\u8FB9"
- "\u6EE1"
- "\u8C61"
- "\u8F6F"
- "\u7B97"
- "\u906D"
- "\u9980"
- "\u95FB"
- "\u7A33"
- "\u5382"
- "\u8FDC"
- "\u82F9"
- "\u94B1"
- "\u62C5"
- "\u5224"
- "\u5B98"
- "\u867D"
- "\u6E7E"
- "\u6309"
- "\u6628"
- "\u6821"
- "\u5FC5"
- "\u56ED"
- "\u7565"
- "\u6551"
- "\u5E0C"
- "\u5E95"
- "\u6267"
- "\u591F"
- "\u5F81"
- "\u62CD"
- "\u5386"
- "\u50CF"
- "\u6DA6"
- "\u5C42"
- "\u503A"
- "\u4FBF"
- "\u969C"
- "\u56F4"
- "\u5EB7"
- "\u5E97"
- "\u5F80"
- "\u5217"
- "\u65E9"
- "\u6D4B"
- "\u5F55"
- "\u5426"
- "\u9999"
- "\u5B9D"
- "\u9633"
- "\u7D22"
- "\u6838"
- "\u5174"
- "\u68C0"
- "\u72B6"
- "\u82F1"
- "\u6751"
- "\u6599"
- "\u4E91"
- "\u7559"
- "\u592B"
- "\u79FB"
- "\u5956"
- "\u75C5"
- "\u4E34"
- "\u8F7B"
- "\u7701"
- "\u79D2"
- "\u6FC0"
- "\u8BF7"
- "\u9769"
- "\u5C5E"
- "\u9047"
- "\u8DCC"
- "\u7EF4"
- "\u6279"
- "\u5FB7"
- "\u627F"
- "\u7AEF"
- "\u4ECB"
- "\u7CBE"
- "\u593A"
- "\u7FA4"
- "\u521D"
- "\u80DC"
- "\u5361"
- "\u5C3D"
- "\u82B1"
- "\u8F86"
- "\u5B83"
- "\u6545"
- "\u795E"
- "\u5C4A"
- "\u6CBB"
- "\u900F"
- "\u666F"
- "\u767D"
- "\u526F"
- "\u4EC0"
- "\u5BA3"
- "\u94C1"
- "\u6768"
- "\u8DF3"
- "\u5047"
- "\u767B"
- "\u798F"
- "\u9752"
- "\u836F"
- "\u5A5A"
- "\u517B"
- "\u5E55"
- "\u8FDD"
- "\u77ED"
- "\u8BBF"
- "\u4FEE"
- "\u7EB7"
- "\u5F8B"
- "\u5DE6"
- "\u89D2"
- "\u9152"
- "\u62EC"
- "\u7206"
- "\u5ACC"
- "\u5F84"
- "\u5B81"
- "\u8463"
- "\u9002"
- "\u9010"
- "\u521A"
- "\u9632"
- "\u9648"
- "\u5348"
- "\u5DEE"
- "\u5EAD"
- "\u72EC"
- "\u6CE2"
- "\u98DF"
- "\u8BC6"
- "\u4F3C"
- "\u5019"
- "\u9EC4"
- "\u4EA1"
- "\u8BAD"
- "\u4E66"
- "\u9000"
- "\u5F85"
- "\u822A"
- "\u5757"
- "\u51B2"
- "\u6269"
- "\u5434"
- "\u751A"
- "\u7533"
- "\u4F1F"
- "\u773C"
- "\u5DF4"
- "\u89C9"
- "\u627E"
- "\u6362"
- "\u4E49"
- "\u8F6E"
- "\u6ED1"
- "\u5E2D"
- "\u592E"
- "\u9001"
- "\u53F3"
- "\u536B"
- "\u4E58"
- "\u77F3"
- "\u5B57"
- "\u7F6A"
- "\u7F57"
- "\u6CF3"
- "\u5B59"
- "\u6790"
- "\u5FD7"
- "\u53E6"
- "\u6BCD"
- "\u7EFF"
- "\u62A2"
- "\u6B62"
- "\u4EE4"
- "\u7AE5"
- "\u5988"
- "\u53F2"
- "\u5211"
- "\u6D32"
- "\u8FF0"
- "\u7A7F"
- "\u5FF5"
- "\u7EB3"
- "\u635F"
- "\u5BCC"
- "\u514D"
- "\u6BD2"
- "\u7EDC"
- "\u7D27"
- "\u59BB"
- "\u4E4E"
- "\u8C6A"
- "\u7D20"
- "\u5BB3"
- "\u5012"
- "\u5438"
- "\u8857"
- "\u4FC3"
- "\u62E9"
- "\u6740"
- "\u8FFD"
- "\u5DE8"
- "\u72AF"
- "\u58F0"
- "\u613F"
- "\u6668"
- "\u601D"
- "\u8C08"
- "\u6CB3"
- "\u9547"
- "\u5C3C"
- "\u8DDF"
- "\u5E86"
- "\u94FE"
- "\u63AA"
- "\u501F"
- "\u8D54"
- "\u5BC6"
- "\u5733"
- "\u8D34"
- "\u82CF"
- "\u6E29"
- "\u9A97"
- "\u4E60"
- "\u6444"
- "\u7248"
- "\u5E2E"
- "\u5E01"
- "\u9636"
- "\u963F"
- "\u8FCE"
- "\u9A7E"
- "\u9ED1"
- "\u8D8B"
- "\u53BF"
- "\u79C1"
- "\u5403"
- "\u7597"
- "\u7EC6"
- "\u8651"
- "\u8111"
- "\u97E9"
- "\u4EAE"
- "\u65C5"
- "\u6293"
- "\u7F5A"
- "\u826F"
- "\u80CC"
- "\u8138"
- "\u7EDD"
- "\u73ED"
- "\u5371"
- "\u7840"
- "\u620F"
- "\u6234"
- "\u62DB"
- "\u547D"
- "\u5C1A"
- "\u7F3A"
- "\u4F19"
- "\u987B"
- "\u7236"
- "\u591C"
- "\u5207"
- "\u64CD"
- "\u6325"
- "\u6D3E"
- "\u5EF6"
- "\u649E"
- "\u62AB"
- "\u8863"
- "\u5267"
- "\u9646"
- "\u7ADF"
- "\u7B7E"
- "\u6B27"
- "\u4EAB"
- "\u6625"
- "\u5FBD"
- "\u88C1"
- "\u507F"
- "\u542F"
- "\u827A"
- "\u5B97"
- "\u5473"
- "\u5BDF"
- "\u4F30"
- "\u51C0"
- "\u52DF"
- "\u62E5"
- "\u91CA"
- "\u559C"
- "\u987A"
- "\u52B1"
- "\u9760"
- "\u6E10"
- "\u5170"
- "\u6CB9"
- "\u4F73"
- "\u56F0"
- "\u9488"
- "\u8FF7"
- "\u5199"
- "\u6750"
- "\u786C"
- "\u6865"
- "\u575A"
- "\u8BA2"
- "\u62F3"
- "\u7D2F"
- "\u76D6"
- "\u5BA4"
- "\u675F"
- "\u622A"
- "\u8DDD"
- "\u9A76"
- "\u65EC"
- "\u6B4C"
- "\u6089"
- "\u70C8"
- "\u5E8F"
- "\u60A3"
- "\u5E72"
- "\u6C61"
- "\u5708"
- "\u6770"
- "\u9876"
- "\u8D25"
- "\u4F34"
- "\u5F52"
- "\u63A2"
- "\u66DD"
- "\u6000"
- "\u6025"
- "\u6C60"
- "\u7EC7"
- "\u79C0"
- "\u59D0"
- "\u5CF0"
- "\u987E"
- "\u8BEF"
- "\u952E"
- "\u4E30"
- "\u73A9"
- "\u6C49"
- "\u53E4"
- "\u5F69"
- "\u8BA8"
- "\u670B"
- "\u6297"
- "\u523A"
- "\u6311"
- "\u8840"
- "\u51CC"
- "\u65E7"
- "\u62DF"
- "\u6652"
- "\u9644"
- "\u60CA"
- "\u6B22"
- "\u52B3"
- "\u4E08"
- "\u64AD"
- "\u5F90"
- "\u5417"
- "\u6E56"
- "\u7B11"
- "\u9986"
- "\u97F3"
- "\u9635"
- "\u5750"
- "\u8C37"
- "\u5F02"
- "\u600E"
- "\u590F"
- "\u9F84"
- "\u719F"
- "\u82E5"
- "\u60E0"
- "\u4F11"
- "\u6C38"
- "\u54EA"
- "\u6682"
- "\u8F93"
- "\u7ECD"
- "\u5370"
- "\u51B0"
- "\u7F13"
- "\u6696"
- "\u542C"
- "\u907F"
- "\u5609"
- "\u5BFB"
- "\u57F9"
- "\u7B79"
- "\u4F26"
- "\u96EA"
- "\u8D26"
- "\u66B4"
- "\u7B80"
- "\u4E88"
- "\u4E3D"
- "\u6CFD"
- "\u523B"
- "\u91CE"
- "\u5A01"
- "\u5BBD"
- "\u7B14"
- "\u8BED"
- "\u6B66"
- "\u7092"
- "\u865A"
- "\u67B6"
- "\u5947"
- "\u54E5"
- "\u5C24"
- "\u5EA7"
- "\u8FC5"
- "\u7C89"
- "\u500D"
- "\u6731"
- "\u5C4B"
- "\u822C"
- "\u9519"
- "\u6D25"
- "\u5F1F"
- "\u6C47"
- "\u6982"
- "\u9F13"
- "\u6389"
- "\u90D1"
- "\u949F"
- "\u53EC"
- "\u793C"
- "\u7981"
- "\u6298"
- "\u7F29"
- "\u9501"
- "\u6D9B"
- "\u4E61"
- "\u80A5"
- "\u5E78"
- "\u96E8"
- "\u68A6"
- "\u8089"
- "\u653B"
- "\u51AC"
- "\u547C"
- "\u84DD"
- "\u7EFC"
- "\u7801"
- "\u676F"
- "\u6620"
- "\u5200"
- "\u8C22"
- "\u7F16"
- "\u811A"
- "\u6653"
- "\u904D"
- "\u671D"
- "\u5409"
- "\u6D17"
- "\u76D7"
- "\u4E39"
- "\u5C4F"
- "\u76DB"
- "\u79D8"
- "\u62D8"
- "\u67D3"
- "\u6E20"
- "\u6263"
- "\u6D0B"
- "\u68AF"
- "\u67AA"
- "\u4E45"
- "\u8BC8"
- "\u5DDD"
- "\u6469"
- "\u4FC4"
- "\u8FEA"
- "\u6BDB"
- "\u8D5E"
- "\u7B26"
- "\u753B"
- "\u7FFB"
- "\u59B9"
- "\u7B51"
- "\u805A"
- "\u54C8"
- "\u5175"
- "\u80AF"
- "\u80CE"
- "\u6F6E"
- "\u82E6"
- "\u9003"
- "\u8BB2"
- "\u6388"
- "\u6162"
- "\u987F"
- "\u9057"
- "\u4E1D"
- "\u5448"
- "\u63ED"
- "\u6302"
- "\u5C01"
- "\u6167"
- "\u8DE8"
- "\u8BE2"
- "\u62C6"
- "\u68EE"
- "\u5B55"
- "\u8131"
- "\u8BFB"
- "\u679A"
- "\u6350"
- "\u6869"
- "\u8DC3"
- "\u5237"
- "\u82AF"
- "\u6597"
- "\u6606"
- "\u50A8"
- "\u5B88"
- "\u89E6"
- "\u6728"
- "\u76AE"
- "\u996D"
- "\u6DFB"
- "\u839E"
- "\u9707"
- "\u8F7D"
- "\u8D35"
- "\u4FB5"
- "\u6491"
- "\u7238"
- "\u518C"
- "\u821E"
- "\u4E01"
- "\u8D38"
- "\u5976"
- "\u9690"
- "\u5987"
- "\u699C"
- "\u7761"
- "\u9677"
- "\u8349"
- "\u626C"
- "\u88AD"
- "\u5077"
- "\u7763"
- "\u4E8F"
- "\u5415"
- "\u73E0"
- "\u8D76"
- "\u6276"
- "\u76C8"
- "\u6863"
- "\u8BFA"
- "\u8FD4"
- "\u65E2"
- "\u672B"
- "\u6C99"
- "\u8C01"
- "\u5B8F"
- "\u6458"
- "\u5178"
- "\u5E8A"
- "\u95ED"
- "\u5F03"
- "\u96F7"
- "\u6BD5"
- "\u90ED"
- "\u73B2"
- "\u90CE"
- "\u829D"
- "\u80E1"
- "\u745E"
- "\u76DF"
- "\u5385"
- "\u62B1"
- "\u71C3"
- "\u94DC"
- "\u65D7"
- "\u8363"
- "\u9910"
- "\u7259"
- "\u7237"
- "\u8FF9"
- "\u5B87"
- "\u9014"
- "\u6F5C"
- "\u62B5"
- "\u9AA8"
- "\u63F4"
- "\u6D6A"
- "\u7389"
- "\u7956"
- "\u632F"
- "\u8679"
- "\u6563"
- "\u7126"
- "\u52C7"
- "\u52AA"
- "\u5A46"
- "\u62D2"
- "\u5F39"
- "\u6881"
- "\u575B"
- "\u542B"
- "\u574F"
- "\u7EAF"
- "\u70DF"
- "\u51B7"
- "\u955C"
- "\u53EB"
- "\u8D75"
- "\u9759"
- "\u4EEA"
- "\u85CF"
- "\u6742"
- "\u75DB"
- "\u614E"
- "\u6811"
- "\u7AE0"
- "\u585E"
- "\u94A2"
- "\u72C2"
- "\u5462"
- "\u96C5"
- "\u5BFF"
- "\u6069"
- "\u56FA"
- "\u72D7"
- "\u83DC"
- "\u6C9F"
- "\u732E"
- "\u53F6"
- "\u6CF0"
- "\u8D62"
- "\u5269"
- "\u7A83"
- "\u504F"
- "\u638C"
- "\u5B9C"
- "\u8BFE"
- "\u8DA3"
- "\u559D"
- "\u7EA0"
- "\u7C4D"
- "\u66FF"
- "\u70B8"
- "\u9694"
- "\u7838"
- "\u642D"
- "\u8BDA"
- "\u65CF"
- "\u6D59"
- "\u9F50"
- "\u6746"
- "\u664B"
- "\u6076"
- "\u594B"
- "\u79CB"
- "\u9C9C"
- "\u9C81"
- "\u5192"
- "\u8D5A"
- "\u5F31"
- "\u817F"
- "\u795D"
- "\u6DF7"
- "\u7F34"
- "\u75BE"
- "\u63E1"
- "\u6C6A"
- "\u8F89"
- "\u5954"
- "\u9192"
- "\u6355"
- "\u9A91"
- "\u9E1F"
- "\u6446"
- "\u7075"
- "\u654F"
- "\u725B"
- "\u5C9B"
- "\u604B"
- "\u8017"
- "\u74E6"
- "\u62FC"
- "\u6050"
- "\u68D2"
- "\u5766"
- "\u539A"
- "\u4FA7"
- "\u5C1D"
- "\u85AA"
- "\u5802"
- "\u66F2"
- "\u7B54"
- "\u96C4"
- "\u5F92"
- "\u788D"
- "\u62D3"
- "\u7FD4"
- "\u4F5B"
- "\u4F50"
- "\u6EF4"
- "\u676D"
- "\u6B8B"
- "\u6BEB"
- "\u5C04"
- "\u62D6"
- "\u963B"
- "\u8F91"
- "\u8E2A"
- "\u75C7"
- "\u59D3"
- "\u6B32"
- "\u9C7C"
- "\u8239"
- "\u6062"
- "\u8861"
- "\u6DE1"
- "\u552F"
- "\u4E4F"
- "\u8FDF"
- "\u742A"
- "\u70E7"
- "\u5510"
- "\u5377"
- "\u966A"
- "\u4F0F"
- "\u52B5"
- "\u7E41"
- "\u9006"
- "\u8FC1"
- "\u8BCA"
- "\u4E71"
- "\u4EA6"
- "\u8C13"
- "\u77FF"
- "\u8FEB"
- "\u5FE7"
- "\u626E"
- "\u5DE2"
- "\u624E"
- "\u5353"
- "\u6052"
- "\u5E84"
- "\u9012"
- "\u707E"
- "\u83B1"
- "\u8D74"
- "\u7164"
- "\u640F"
- "\u5242"
- "\u6885"
- "\u5427"
- "\u64A4"
- "\u54F2"
- "\u70B3"
- "\u5C3E"
- "\u8A89"
- "\u6D1B"
- "\u8F68"
- "\u7F72"
- "\u515A"
- "\u60EF"
- "\u5E7C"
- "\u7F18"
- "\u58A8"
- "\u83AB"
- "\u8F9E"
- "\u594F"
- "\u6562"
- "\u5784"
- "\u65C1"
- "\u8499"
- "\u7BB1"
- "\u5428"
- "\u6CDB"
- "\u6015"
- "\u95F9"
- "\u6B20"
- "\u52AB"
- "\u7EB8"
- "\u5CB8"
- "\u6DD8"
- "\u8D4C"
- "\u7A97"
- "\u6D01"
- "\u5C97"
- "\u5A18"
- "\u6676"
- "\u52B2"
- "\u51ED"
- "\u65A4"
- "\u6D2A"
- "\u6DB2"
- "\u69DB"
- "\u517C"
- "\u6454"
- "\u695A"
- "\u660C"
- "\u83F2"
- "\u840C"
- "\u4F0D"
- "\u6CBF"
- "\u54A8"
- "\u996E"
- "\u5899"
- "\u6C88"
- "\u5761"
- "\u5BF8"
- "\u6EA2"
- "\u4ED3"
- "\u9274"
- "\u6148"
- "\u67EF"
- "\u65E6"
- "\u6B8A"
- "\u5760"
- "\u8BF8"
- "\u641E"
- "\u4F0A"
- "\u9738"
- "\u7ED1"
- "\u6C27"
- "\u5885"
- "\u8F7F"
- "\u86CB"
- "\u5FD9"
- "\u6EE8"
- "\u4E95"
- "\u903C"
- "\u4F2F"
- "\u764C"
- "\u71D5"
- "\u8D56"
- "\u6D66"
- "\u6F0F"
- "\u643A"
- "\u582A"
- "\u9605"
- "\u8BD7"
- "\u8D29"
- "\u8150"
- "\u503E"
- "\u94FA"
- "\u65FA"
- "\u6A2A"
- "\u900A"
- "\u5141"
- "\u7A84"
- "\u9E21"
- "\u5531"
- "\u8D3F"
- "\u62E8"
- "\u780D"
- "\u731B"
- "\u78B3"
- "\u5835"
- "\u9080"
- "\u5195"
- "\u680F"
- "\u59C6"
- "\u8033"
- "\u7ED5"
- "\u89C8"
- "\u8058"
- "\u7433"
- "\u971E"
- "\u6316"
- "\u5E9E"
- "\u5F7B"
- "\u9881"
- "\u633A"
- "\u6C89"
- "\u6284"
- "\u5BAB"
- "\u6BB4"
- "\u5783"
- "\u573E"
- "\u5C38"
- "\u6DB5"
- "\u5A03"
- "\u5A77"
- "\u7275"
- "\u817E"
- "\u5367"
- "\u5076"
- "\u6270"
- "\u6FB3"
- "\u8FC8"
- "\u864E"
- "\u8D21"
- "\u8BCD"
- "\u58C1"
- "\u5BBE"
- "\u6377"
- "\u5FCD"
- "\u4F69"
- "\u558A"
- "\u62BD"
- "\u690D"
- "\u70BC"
- "\u5978"
- "\u5410"
- "\u629B"
- "\u7965"
- "\u8389"
- "\u6CC4"
- "\u68B0"
- "\u4E52"
- "\u8F9B"
- "\u75AF"
- "\u51EF"
- "\u626B"
- "\u706F"
- "\u6DC0"
- "\u6BC1"
- "\u9B3C"
- "\u5A74"
- "\u6DEB"
- "\u51BB"
- "\u7BEE"
- "\u804A"
- "\u5E05"
- "\u4E54"
- "\u6CAA"
- "\u7FBD"
- "\u820D"
- "\u88C2"
- "\u5FFD"
- "\u5706"
- "\u62D4"
- "\u6717"
- "\u5BBF"
- "\u9EBB"
- "\u7720"
- "\u73AE"
- "\u5854"
- "\u78B0"
- "\u602A"
- "\u62BC"
- "\u6500"
- "\u9A70"
- "\u6B23"
- "\u8E0F"
- "\u5DE9"
- "\u5E9F"
- "\u8270"
- "\u4E73"
- "\u53E5"
- "\u4FA6"
- "\u5144"
- "\u8350"
- "\u5BD3"
- "\u53A6"
- "\u8D1D"
- "\u7EB5"
- "\u8096"
- "\u675C"
- "\u5FD8"
- "\u4E22"
- "\u642C"
- "\u66FC"
- "\u74F6"
- "\u9E4F"
- "\u9ED8"
- "\u60E8"
- "\u6CE1"
- "\u6108"
- "\u6566"
- "\u6D1E"
- "\u529D"
- "\u9896"
- "\u9177"
- "\u989C"
- "\u5DE1"
- "\u810F"
- "\u4EFF"
- "\u7F8A"
- "\u6324"
- "\u5EC9"
- "\u9EA6"
- "\u584C"
- "\u541B"
- "\u654C"
- "\u4E4C"
- "\u4FE9"
- "\u6A0A"
- "\u90AE"
- "\u70EF"
- "\u8BE6"
- "\u8212"
- "\u5951"
- "\u6F2B"
- "\u80DE"
- "\u9B54"
- "\u5B8B"
- "\u4F10"
- "\u8C28"
- "\u59FF"
- "\u59D1"
- "\u9686"
- "\u7EB9"
- "\u5085"
- "\u8336"
- "\u8457"
- "\u8C0B"
- "\u656C"
- "\u90C1"
- "\u9A71"
- "\u83CC"
- "\u60AC"
- "\u5FAA"
- "\u644A"
- "\u95EA"
- "\u4F2A"
- "\u9E3F"
- "\u5A1C"
- "\u6F8E"
- "\u6E43"
- "\u7089"
- "\u6697"
- "\u95EF"
- "\u7EEA"
- "\u6C70"
- "\u7A3F"
- "\u54AC"
- "\u5362"
- "\u6CC9"
- "\u6D8C"
- "\u857E"
- "\u59FB"
- "\u718A"
- "\u7A00"
- "\u6447"
- "\u540A"
- "\u684C"
- "\u4FCA"
- "\u54ED"
- "\u8D60"
- "\u9038"
- "\u5413"
- "\u8D6B"
- "\u51E1"
- "\u4FF1"
- "\u51AF"
- "\u5DE7"
- "\u6DAF"
- "\u5566"
- "\u8BBC"
- "\u6070"
- "\u629A"
- "\u8087"
- "\u950B"
- "\u51F6"
- "\u8D2F"
- "\u6084"
- "\u706D"
- "\u5180"
- "\u7CD5"
- "\u4F38"
- "\u80D6"
- "\u8179"
- "\u90CA"
- "\u658C"
- "\u946B"
- "\u5389"
- "\u80A9"
- "\u5723"
- "\u6D6E"
- "\u5999"
- "\u9970"
- "\u5C16"
- "\u5C0A"
- "\u90B1"
- "\u8BDE"
- "\u5C61"
- "\u6478"
- "\u916C"
- "\u95F2"
- "\u6670"
- "\u5339"
- "\u953B"
- "\u7532"
- "\u6572"
- "\u9065"
- "\u52D2"
- "\u5151"
- "\u7199"
- "\u7A3D"
- "\u8521"
- "\u60DC"
- "\u732B"
- "\u6012"
- "\u9A7B"
- "\u9887"
- "\u6D53"
- "\u5BB4"
- "\u4EC1"
- "\u8D4F"
- "\u78E8"
- "\u60B2"
- "\u9A82"
- "\u8F74"
- "\u59DC"
- "\u732A"
- "\u5272"
- "\u6B49"
- "\u73BB"
- "\u6D69"
- "\u756A"
- "\u6E21"
- "\u808C"
- "\u8DF5"
- "\u76FE"
- "\u751C"
- "\u6EBA"
- "\u5C3A"
- "\u5FC6"
- "\u76D0"
- "\u6CE5"
- "\u8584"
- "\u77DB"
- "\u7545"
- "\u6291"
- "\u9897"
- "\u848B"
- "\u7A0D"
- "\u788E"
- "\u5E1D"
- "\u7483"
- "\u6380"
- "\u62D0"
- "\u7262"
- "\u5E7B"
- "\u4ED4"
- "\u7CAE"
- "\u827E"
- "\u626D"
- "\u5C3F"
- "\u520A"
- "\u4ED1"
- "\u9ECE"
- "\u57C3"
- "\u81C2"
- "\u90BB"
- "\u82D7"
- "\u8854"
- "\u6842"
- "\u6F6D"
- "\u5C65"
- "\u8D3E"
- "\u997C"
- "\u60E9"
- "\u8BF1"
- "\u65CB"
- "\u7BC7"
- "\u8FBD"
- "\u65ED"
- "\u903E"
- "\u8C46"
- "\u6F58"
- "\u5806"
- "\u7518"
- "\u90A6"
- "\u6C0F"
- "\u62E6"
- "\u7855"
- "\u68CB"
- "\u88E4"
- "\u4E53"
- "\u59DA"
- "\u5398"
- "\u9093"
- "\u9676"
- "\u8428"
- "\u5F17"
- "\u8F85"
- "\u5EF7"
- "\u5401"
- "\u6760"
- "\u7EEE"
- "\u7444"
- "\u5939"
- "\u69FD"
- "\u7978"
- "\u8881"
- "\u52FE"
- "\u8D41"
- "\u5E16"
- "\u8170"
- "\u6F02"
- "\u88D5"
- "\u5634"
- "\u58EE"
- "\u5F2F"
- "\u554A"
- "\u6C64"
- "\u57AB"
- "\u9B4F"
- "\u5021"
- "\u680B"
- "\u7891"
- "\u9888"
- "\u6691"
- "\u9B45"
- "\u88F8"
- "\u758F"
- "\u96C7"
- "\u6BC5"
- "\u5FE0"
- "\u7586"
- "\u845B"
- "\u51E4"
- "\u5C48"
- "\u60A6"
- "\u9988"
- "\u6321"
- "\u95EB"
- "\u6C2E"
- "\u5146"
- "\u8C8C"
- "\u5395"
- "\u8C23"
- "\u98A0"
- "\u731C"
- "\u75B2"
- "\u6846"
- "\u63FD"
- "\u80C1"
- "\u61BE"
- "\u79E9"
- "\u8273"
- "\u5E3D"
- "\u6C1B"
- "\u8377"
- "\u6CEA"
- "\u5251"
- "\u61C2"
- "\u94BB"
- "\u9075"
- "\u8D2A"
- "\u8D3C"
- "\u72F1"
- "\u59E3"
- "\u5BFA"
- "\u80F6"
- "\u5435"
- "\u50AC"
- "\u524A"
- "\u4E11"
- "\u6B3A"
- "\u8083"
- "\u59A5"
- "\u70E6"
- "\u7070"
- "\u64C5"
- "\u4F63"
- "\u8427"
- "\u867E"
- "\u978B"
- "\u6367"
- "\u901D"
- "\u7325"
- "\u74DC"
- "\u9178"
- "\u5948"
- "\u53A8"
- "\u7D2B"
- "\u4FA0"
- "\u5851"
- "\u5A07"
- "\u8F96"
- "\u8206"
- "\u64E6"
- "\u67CF"
- "\u6F84"
- "\u78CA"
- "\u8650"
- "\u8F70"
- "\u66F9"
- "\u5220"
- "\u9F3B"
- "\u67F3"
- "\u5C6F"
- "\u7B3C"
- "\u7687"
- "\u7CD6"
- "\u73CD"
- "\u75BC"
- "\u67DC"
- "\u6361"
- "\u5740"
- "\u80A0"
- "\u635E"
- "\u62DC"
- "\u5CFB"
- "\u5439"
- "\u4E43"
- "\u7626"
- "\u809A"
- "\u8D24"
- "\u5E15"
- "\u5CB3"
- "\u52E4"
- "\u745C"
- "\u9505"
- "\u6CAB"
- "\u4FD7"
- "\u6615"
- "\u5E06"
- "\u8302"
- "\u9189"
- "\u586B"
- "\u9971"
- "\u722C"
- "\u8F69"
- "\u6EDE"
- "\u871C"
- "\u6C57"
- "\u98D9"
- "\u8010"
- "\u4EA8"
- "\u5AB3"
- "\u5F6D"
- "\u84C4"
- "\u8776"
- "\u70AE"
- "\u9F20"
- "\u5496"
- "\u7434"
- "\u5BA0"
- "\u68CD"
- "\u6398"
- "\u8328"
- "\u5751"
- "\u6E58"
- "\u5B5F"
- "\u52A3"
- "\u707F"
- "\u866B"
- "\u5F66"
- "\u55B7"
- "\u63CF"
- "\u8FA9"
- "\u5C34"
- "\u5C2C"
- "\u5F25"
- "\u5B64"
- "\u5CE1"
- "\u51F8"
- "\u903B"
- "\u8FB0"
- "\u5B54"
- "\u62AC"
- "\u99A8"
- "\u851A"
- "\u6021"
- "\u96EF"
- "\u7816"
- "\u5D07"
- "\u80A2"
- "\u67F1"
- "\u9614"
- "\u5F7C"
- "\u8352"
- "\u6EDA"
- "\u8461"
- "\u8404"
- "\u6602"
- "\u76C6"
- "\u6028"
- "\u77AC"
- "\u659C"
- "\u65A9"
- "\u775B"
- "\u526A"
- "\u63D2"
- "\u68DA"
- "\u4E32"
- "\u6C83"
- "\u67D4"
- "\u80A4"
- "\u58F3"
- "\u80F8"
- "\u9655"
- "\u51C9"
- "\u5D1B"
- "\u9E23"
- "\u7F55"
- "\u8877"
- "\u9634"
- "\u76F2"
- "\u4F1E"
- "\u6212"
- "\u8E22"
- "\u72FC"
- "\u57CB"
- "\u917F"
- "\u65E8"
- "\u6208"
- "\u6349"
- "\u8DEA"
- "\u8D3A"
- "\u8C2D"
- "\u6D82"
- "\u840E"
- "\u6ECB"
- "\u660F"
- "\u6247"
- "\u9F0E"
- "\u6960"
- "\u9A73"
- "\u6EAA"
- "\u6851"
- "\u94A7"
- "\u8361"
- "\u75D5"
- "\u739B"
- "\u8EB2"
- "\u8C10"
- "\u60A8"
- "\u53F9"
- "\u6876"
- "\u6655"
- "\u4E19"
- "\u7487"
- "\u549A"
- "\u70C2"
- "\u6749"
- "\u6323"
- "\u7A9D"
- "\u4EB5"
- "\u82B8"
- "\u6E1D"
- "\u82B3"
- "\u5986"
- "\u819C"
- "\u714C"
- "\u5C18"
- "\u4FAF"
- "\u8D4B"
- "\u6E23"
- "\u8D2B"
- "\u6843"
- "\u9875"
- "\u541E"
- "\u80C0"
- "\u7AF9"
- "\u809D"
- "\u96FE"
- "\u5AC1"
- "\u8F88"
- "\u6124"
- "\u7410"
- "\u6B96"
- "\u5A9B"
- "\u5BC4"
- "\u50F5"
- "\u902E"
- "\u806A"
- "\u7C97"
- "\u5BD2"
- "\u5F04"
- "\u5893"
- "\u8C0C"
- "\u6254"
- "\u5F79"
- "\u5446"
- "\u9756"
- "\u8482"
- "\u82AC"
- "\u7FFC"
- "\u5582"
- "\u5B75"
- "\u8C0E"
- "\u7845"
- "\u74A8"
- "\u5580"
- "\u76FC"
- "\u76D2"
- "\u614C"
- "\u70EB"
- "\u79E6"
- "\u68B3"
- "\u97E6"
- "\u888B"
- "\u9493"
- "\u5915"
- "\u7897"
- "\u5BE8"
- "\u5858"
- "\u884D"
- "\u5792"
- "\u537F"
- "\u6EE9"
- "\u6251"
- "\u7ED8"
- "\u8FB1"
- "\u708E"
- "\u94C5"
- "\u80BF"
- "\u8870"
- "\u53A2"
- "\u8EBA"
- "\u7EBD"
- "\u786B"
- "\u7750"
- "\u7FC1"
- "\u6170"
- "\u800D"
- "\u7F20"
- "\u72E0"
- "\u8109"
- "\u65A5"
- "\u8102"
- "\u8DB4"
- "\u94A9"
- "\u6B67"
- "\u6905"
- "\u8E29"
- "\u63B7"
- "\u633D"
- "\u9510"
- "\u52D8"
- "\u9022"
- "\u90DD"
- "\u5BAA"
- "\u80C3"
- "\u7C92"
- "\u77A9"
- "\u8F9F"
- "\u7686"
- "\u4EF0"
- "\u8155"
- "\u532A"
- "\u9675"
- "\u94A5"
- "\u7F1D"
- "\u95F8"
- "\u72AC"
- "\u9521"
- "\u5F0A"
- "\u51DD"
- "\u81ED"
- "\u8D81"
- "\u62FE"
- "\u5938"
- "\u63A9"
- "\u8000"
- "\u70AD"
- "\u94EC"
- "\u53E0"
- "\u574A"
- "\u632A"
- "\u87F9"
- "\u88F9"
- "\u72EE"
- "\u8F90"
- "\u964C"
- "\u6345"
- "\u75AB"
- "\u5179"
- "\u970D"
- "\u9508"
- "\u5A1F"
- "\u8681"
- "\u5962"
- "\u543B"
- "\u4F83"
- "\u6656"
- "\u6273"
- "\u51A4"
- "\u5F70"
- "\u8E48"
- "\u7574"
- "\u86C7"
- "\u6FE0"
- "\u5561"
- "\u5821"
- "\u4FA3"
- "\u6492"
- "\u94ED"
- "\u638F"
- "\u594E"
- "\u8702"
- "\u54B8"
- "\u7A77"
- "\u7784"
- "\u9042"
- "\u78BE"
- "\u533F"
- "\u74F7"
- "\u8231"
- "\u5239"
- "\u67C4"
- "\u502A"
- "\u7779"
- "\u8BD1"
- "\u6DC7"
- "\u731D"
- "\u6D45"
- "\u80BA"
- "\u6E7F"
- "\u987D"
- "\u7F69"
- "\u80C6"
- "\u5319"
- "\u6E34"
- "\u59AE"
- "\u7F9E"
- "\u8106"
- "\u9B44"
- "\u9502"
- "\u7EA4"
- "\u70AB"
- "\u88D9"
- "\u80BE"
- "\u50B2"
- "\u819D"
- "\u53D4"
- "\u5565"
- "\u6495"
- "\u7272"
- "\u7334"
- "\u8FA8"
- "\u915D"
- "\u522E"
- "\u60D1"
- "\u6E17"
- "\u55BB"
- "\u6674"
- "\u6DD1"
- "\u7FA1"
- "\u6155"
- "\u64C2"
- "\u9A9A"
- "\u7EBA"
- "\u5495"
- "\u50E7"
- "\u6094"
- "\u5782"
- "\u762B"
- "\u5265"
- "\u8230"
- "\u6D4F"
- "\u9C8D"
- "\u8DFB"
- "\u4EAD"
- "\u64B0"
- "\u5378"
- "\u83B2"
- "\u7EB1"
- "\u7CCA"
- "\u6735"
- "\u5CA9"
- "\u7709"
- "\u51FD"
- "\u7CDF"
- "\u4ED7"
- "\u60F9"
- "\u7426"
- "\u8D1E"
- "\u6C22"
- "\u6977"
- "\u8393"
- "\u7792"
- "\u5960"
- "\u52C3"
- "\u9524"
- "\u59A8"
- "\u5E37"
- "\u6D3D"
- "\u4E5E"
- "\u727A"
- "\u4EA9"
- "\u7C3F"
- "\u6591"
- "\u7FD8"
- "\u7948"
- "\u5507"
- "\u8015"
- "\u626F"
- "\u598D"
- "\u574E"
- "\u8C31"
- "\u76EF"
- "\u6CFC"
- "\u608D"
- "\u838E"
- "\u6C41"
- "\u56CA"
- "\u7529"
- "\u8FA3"
- "\u6D78"
- "\u607C"
- "\u76D4"
- "\u70E4"
- "\u575D"
- "\u5DC5"
- "\u6CB8"
- "\u62B9"
- "\u90B9"
- "\u973E"
- "\u6016"
- "\u72B9"
- "\u64CE"
- "\u8FC4"
- "\u6068"
- "\u4E27"
- "\u575E"
- "\u8896"
- "\u8D64"
- "\u840D"
- "\u723D"
- "\u7A46"
- "\u5A36"
- "\u95F7"
- "\u634D"
- "\u8180"
- "\u4F88"
- "\u7B4B"
- "\u901B"
- "\u5029"
- "\u7EB2"
- "\u906E"
- "\u5FA1"
- "\u59E8"
- "\u6DEE"
- "\u5BB0"
- "\u53C9"
- "\u7EF5"
- "\u60E7"
- "\u94A6"
- "\u5ECA"
- "\u9CC4"
- "\u7802"
- "\u6D46"
- "\u79BD"
- "\u548F"
- "\u763E"
- "\u997F"
- "\u75F4"
- "\u7EF3"
- "\u789F"
- "\u97F5"
- "\u7693"
- "\u5ED6"
- "\u5CAD"
- "\u86D9"
- "\u5154"
- "\u82BD"
- "\u5256"
- "\u5AD6"
- "\u6614"
- "\u54C0"
- "\u8513"
- "\u8C26"
- "\u6EE5"
- "\u8D42"
- "\u6E0A"
- "\u6363"
- "\u4F51"
- "\u5F08"
- "\u4ED9"
- "\u6FA1"
- "\u9AA4"
- "\u4FA8"
- "\u5949"
- "\u78C5"
- "\u6168"
- "\u7B5B"
- "\u5632"
- "\u7AE3"
- "\u7BAD"
- "\u8367"
- "\u8116"
- "\u5F64"
- "\u8C6B"
- "\u8E81"
- "\u79C9"
- "\u9E64"
- "\u5E7A"
- "\u6E14"
- "\u7F62"
- "\u8D2C"
- "\u94F2"
- "\u5375"
- "\u9017"
- "\u7267"
- "\u852C"
- "\u82D1"
- "\u6CA6"
- "\u904F"
- "\u67F4"
- "\u5E99"
- "\u517D"
- "\u8036"
- "\u9B42"
- "\u6E9C"
- "\u7F09"
- "\u4FCF"
- "\u8574"
- "\u82DB"
- "\u51D1"
- "\u5A7F"
- "\u94F8"
- "\u515C"
- "\u8E6D"
- "\u9E2D"
- "\u6734"
- "\u808B"
- "\u566A"
- "\u711A"
- "\u574D"
- "\u5564"
- "\u9489"
- "\u621A"
- "\u8C0D"
- "\u632B"
- "\u8247"
- "\u4F59"
- "\u5DF7"
- "\u5C60"
- "\u548B"
- "\u8A79"
- "\u886B"
- "\u6D74"
- "\u7239"
- "\u5B5D"
- "\u7624"
- "\u9716"
- "\u5D29"
- "\u7538"
- "\u60BC"
- "\u64D2"
- "\u6D47"
- "\u96D5"
- "\u7AD6"
- "\u5E10"
- "\u8424"
- "\u9761"
- "\u6F20"
- "\u50BB"
- "\u64BC"
- "\u5D14"
- "\u7B52"
- "\u810A"
- "\u561B"
- "\u81E3"
- "\u79BE"
- "\u9F9F"
- "\u5524"
- "\u5440"
- "\u58E4"
- "\u704C"
- "\u90B5"
- "\u7A3B"
- "\u5DFE"
- "\u8469"
- "\u9965"
- "\u7F14"
- "\u820C"
- "\u7A9C"
- "\u79FD"
- "\u8305"
- "\u9753"
- "\u9631"
- "\u949E"
- "\u6F7C"
- "\u785D"
- "\u58A9"
- "\u8759"
- "\u8760"
- "\u5AC2"
- "\u8258"
- "\u56A3"
- "\u94C3"
- "\u6252"
- "\u4F6C"
- "\u7AED"
- "\u8D4E"
- "\u508D"
- "\u71AC"
- "\u60A0"
- "\u6328"
- "\u6CCA"
- "\u6512"
- "\u576A"
- "\u7130"
- "\u87BA"
- "\u8587"
- "\u86DB"
- "\u725F"
- "\u5FCC"
- "\u6127"
- "\u9175"
- "\u8FED"
- "\u9976"
- "\u60DF"
- "\u94AE"
- "\u95F5"
- "\u78A7"
- "\u5F98"
- "\u5F8A"
- "\u6EAF"
- "\u68C9"
- "\u6B6A"
- "\u6342"
- "\u868A"
- "\u9530"
- "\u5C41"
- "\u7578"
- "\u80AA"
- "\u8E72"
- "\u5254"
- "\u6986"
- "\u6487"
- "\u745F"
- "\u8BB6"
- "\u98D8"
- "\u84B8"
- "\u8BE0"
- "\u5BC2"
- "\u7F44"
- "\u83B9"
- "\u9E45"
- "\u6CE3"
- "\u5D16"
- "\u73CA"
- "\u8BB3"
- "\u7FF0"
- "\u8718"
- "\u4EF2"
- "\u71E5"
- "\u83F1"
- "\u6EE2"
- "\u714E"
- "\u86EE"
- "\u77BB"
- "\u8611"
- "\u83C7"
- "\u9699"
- "\u6346"
- "\u8549"
- "\u9063"
- "\u5B9B"
- "\u8086"
- "\u4E38"
- "\u78C1"
- "\u73A5"
- "\u5D4C"
- "\u97F6"
- "\u679D"
- "\u54AA"
- "\u6109"
- "\u5455"
- "\u6DE4"
- "\u8A93"
- "\u8F84"
- "\u4FEF"
- "\u6850"
- "\u8205"
- "\u84C9"
- "\u6E2D"
- "\u6C2F"
- "\u6E85"
- "\u96C1"
- "\u9F9A"
- "\u607A"
- "\u5996"
- "\u997D"
- "\u8346"
- "\u67AF"
- "\u4EC7"
- "\u575F"
- "\u6F9C"
- "\u9E9F"
- "\u85E4"
- "\u730E"
- "\u6D12"
- "\u8339"
- "\u788C"
- "\u754F"
- "\u6DA4"
- "\u4FDE"
- "\u52FF"
- "\u853D"
- "\u7F50"
- "\u5C39"
- "\u5830"
- "\u5112"
- "\u82AE"
- "\u5B5A"
- "\u54D7"
- "\u6390"
- "\u77F6"
- "\u690E"
- "\u9610"
- "\u9A74"
- "\u8749"
- "\u7115"
- "\u9102"
- "\u803B"
- "\u70AF"
- "\u886C"
- "\u5A49"
- "\u6101"
- "\u68A8"
- "\u4E1B"
- "\u8C05"
- "\u81A8"
- "\u66D9"
- "\u9E7F"
- "\u9A84"
- "\u7F05"
- "\u5306"
- "\u8D43"
- "\u84B2"
- "\u7741"
- "\u7131"
- "\u707C"
- "\u5203"
- "\u8783"
- "\u7455"
- "\u8BB9"
- "\u7985"
- "\u81C0"
- "\u59D7"
- "\u5A9A"
- "\u545B"
- "\u51F0"
- "\u701A"
- "\u57D4"
- "\u5F13"
- "\u961A"
- "\u6E5B"
- "\u5955"
- "\u625B"
- "\u9F7F"
- "\u631F"
- "\u9AD3"
- "\u72ED"
- "\u6808"
- "\u9A8F"
- "\u5D2D"
- "\u6151"
- "\u6BBF"
- "\u796D"
- "\u50FB"
- "\u8E6C"
- "\u5BE1"
- "\u5466"
- "\u97A0"
- "\u9171"
- "\u7470"
- "\u9992"
- "\u5764"
- "\u8D9F"
- "\u81FB"
- "\u5492"
- "\u8C79"
- "\u755C"
- "\u5189"
- "\u7ECE"
- "\u5C8C"
- "\u7504"
- "\u7EDE"
- "\u5BB5"
- "\u5EB8"
- "\u6B47"
- "\u6320"
- "\u6C28"
- "\u4E59"
- "\u8335"
- "\u5C94"
- "\u6DC4"
- "\u7898"
- "\u6DCB"
- "\u84EC"
- "\u9885"
- "\u7FB9"
- "\u6D51"
- "\u6627"
- "\u7FE0"
- "\u5CE5"
- "\u60D5"
- "\u777F"
- "\u82A6"
- "\u8680"
- "\u9893"
- "\u971C"
- "\u94B0"
- "\u6A58"
- "\u5824"
- "\u51F3"
- "\u6EB6"
- "\u952F"
- "\u5E42"
- "\u69B4"
- "\u5A3C"
- "\u6C79"
- "\u832B"
- "\u538C"
- "\u7EF0"
- "\u5D0E"
- "\u6E83"
- "\u64AC"
- "\u6CBE"
- "\u62C7"
- "\u75B5"
- "\u54E6"
- "\u5F27"
- "\u5F18"
- "\u54BD"
- "\u846C"
- "\u9601"
- "\u7AFF"
- "\u7BE1"
- "\u96B6"
- "\u8BDF"
- "\u716E"
- "\u4E18"
- "\u803F"
- "\u5F6C"
- "\u655E"
- "\u6CFB"
- "\u5937"
- "\u9685"
- "\u6E0E"
- "\u6DF9"
- "\u9A86"
- "\u918B"
- "\u9706"
- "\u6DA9"
- "\u9640"
- "\u53D9"
- "\u6897"
- "\u51B6"
- "\u655B"
- "\u75EA"
- "\u8BBD"
- "\u75A4"
- "\u8782"
- "\u8292"
- "\u5E62"
- "\u709C"
- "\u6BEF"
- "\u6A59"
- "\u62E2"
- "\u4FE8"
- "\u4ED5"
- "\u6C30"
- "\u94BE"
- "\u5450"
- "\u682A"
- "\u813E"
- "\u70E8"
- "\u78D5"
- "\u859B"
- "\u7A96"
- "\u82B7"
- "\u8715"
- "\u8845"
- "\u6B79"
- "\u54D2"
- "\u8BE1"
- "\u6467"
- "\u6F06"
- "\u87D1"
- "\u5288"
- "\u5475"
- "\u7D6E"
- "\u6296"
- "\u5A05"
- "\u94DD"
- "\u9709"
- "\u82AD"
- "\u8F9C"
- "\u660A"
- "\u5618"
- "\u54D1"
- "\u67A2"
- "\u8110"
- "\u5E90"
- "\u94A0"
- "\u9CCC"
- "\u77E9"
- "\u9506"
- "\u5A67"
- "\u6C9B"
- "\u9972"
- "\u7184"
- "\u7FE1"
- "\u5C79"
- "\u818F"
- "\u9619"
- "\u6402"
- "\u9523"
- "\u5E4C"
- "\u6A44"
- "\u6984"
- "\u6756"
- "\u65F7"
- "\u77EB"
- "\u5188"
- "\u821F"
- "\u814A"
- "\u8042"
- "\u62E3"
- "\u905B"
- "\u52CB"
- "\u7A98"
- "\u97E7"
- "\u54B1"
- "\u62CE"
- "\u6912"
- "\u63E3"
- "\u6BB7"
- "\u63EA"
- "\u4F3D"
- "\u8D31"
- "\u743C"
- "\u83E1"
- "\u95FA"
- "\u662D"
- "\u96CF"
- "\u8E4A"
- "\u9EDB"
- "\u79B9"
- "\u978D"
- "\u4E56"
- "\u6C5D"
- "\u752B"
- "\u5F5D"
- "\u6CF8"
- "\u8BEC"
- "\u62FD"
- "\u6BFD"
- "\u6405"
- "\u8475"
- "\u65F1"
- "\u52C9"
- "\u8DF7"
- "\u7554"
- "\u8098"
- "\u5742"
- "\u6F29"
- "\u6DA1"
- "\u5018"
- "\u919B"
- "\u66E6"
- "\u94C0"
- "\u674F"
- "\u68D5"
- "\u5E7D"
- "\u88F4"
- "\u962E"
- "\u6577"
- "\u8304"
- "\u6CA7"
- "\u527D"
- "\u6073"
- "\u6DF3"
- "\u8431"
- "\u88B1"
- "\u4EA5"
- "\u75F1"
- "\u8154"
- "\u5AC9"
- "\u7CB9"
- "\u710A"
- "\u8BC0"
- "\u7CAA"
- "\u6714"
- "\u9EEF"
- "\u8C1C"
- "\u7728"
- "\u7941"
- "\u66A7"
- "\u9B41"
- "\u8F97"
- "\u7A57"
- "\u5026"
- "\u527F"
- "\u888D"
- "\u606D"
- "\u7099"
- "\u5A34"
- "\u73AB"
- "\u950F"
- "\u718F"
- "\u7AA5"
- "\u5815"
- "\u609F"
- "\u6643"
- "\u7F2A"
- "\u9A7F"
- "\u6CF7"
- "\u96C0"
- "\u60EB"
- "\u73BA"
- "\u5243"
- "\u6590"
- "\u8882"
- "\u68AD"
- "\u54C4"
- "\u90AA"
- "\u5C82"
- "\u817B"
- "\u5AE9"
- "\u6995"
- "\u8C34"
- "\u6F47"
- "\u7EAC"
- "\u4FAE"
- "\u7FC5"
- "\u9576"
- "\u5777"
- "\u5F6A"
- "\u7977"
- "\u531D"
- "\u803D"
- "\u841D"
- "\u7A91"
- "\u747E"
- "\u6EE4"
- "\u62F1"
- "\u54E8"
- "\u8822"
- "\u90A2"
- "\u6D9E"
- "\u6064"
- "\u6CFE"
- "\u8C24"
- "\u7011"
- "\u8236"
- "\u61C8"
- "\u5FF1"
- "\u70F9"
- "\u665F"
- "\u8E1E"
- "\u5241"
- "\u73C9"
- "\u5E9A"
- "\u6664"
- "\u58F6"
- "\u783E"
- "\u55C5"
- "\u5992"
- "\u5308"
- "\u80F0"
- "\u7EEF"
- "\u837C"
- "\u722A"
- "\u831C"
- "\u6866"
- "\u8707"
- "\u829C"
- "\u7384"
- "\u846B"
- "\u8682"
- "\u7ECA"
- "\u6401"
- "\u970F"
- "\u7C98"
- "\u4F5F"
- "\u96CD"
- "\u57AE"
- "\u7F81"
- "\u5A25"
- "\u78B1"
- "\u78F7"
- "\u948A"
- "\u6BD9"
- "\u8BFF"
- "\u7EF8"
- "\u634F"
- "\u9074"
- "\u754A"
- "\u53AE"
- "\u5DEB"
- "\u7316"
- "\u7357"
- "\u63B4"
- "\u8F8D"
- "\u8721"
- "\u8D63"
- "\u7B75"
- "\u8299"
- "\u849C"
- "\u7F06"
- "\u4FEA"
- "\u9E70"
- "\u7B0B"
- "\u6BCB"
- "\u5586"
- "\u9E6D"
- "\u8774"
- "\u6C40"
- "\u8BFD"
- "\u6854"
- "\u7BF7"
- "\u83BD"
- "\u6816"
- "\u996A"
- "\u4F3A"
- "\u6233"
- "\u8C0A"
- "\u9704"
- "\u4F84"
- "\u6ED4"
- "\u778E"
- "\u76B1"
- "\u86DF"
- "\u88D4"
- "\u70FD"
- "\u733F"
- "\u53EE"
- "\u7EF7"
- "\u817A"
- "\u66A8"
- "\u6CA5"
- "\u55A7"
- "\u56E4"
- "\u63A0"
- "\u9661"
- "\u81BA"
- "\u75D2"
- "\u9975"
- "\u620E"
- "\u891A"
- "\u4E10"
- "\u6E24"
- "\u5E1C"
- "\u5A04"
- "\u6D3C"
- "\u7984"
- "\u5A75"
- "\u7422"
- "\u8EAF"
- "\u79BA"
- "\u5CD9"
- "\u8E39"
- "\u601C"
- "\u7096"
- "\u5250"
- "\u7F1A"
- "\u8944"
- "\u67AB"
- "\u7EFD"
- "\u5EBE"
- "\u65A7"
- "\u7A74"
- "\u5BC7"
- "\u8747"
- "\u97AD"
- "\u960E"
- "\u77E2"
- "\u7CD9"
- "\u5DCD"
- "\u84BF"
- "\u6B92"
- "\u86F0"
- "\u56E7"
- "\u535C"
- "\u5B99"
- "\u73EE"
- "\u9E26"
- "\u749E"
- "\u7FDF"
- "\u9157"
- "\u8912"
- "\u8C41"
- "\u9551"
- "\u8037"
- "\u68E0"
- "\u57A6"
- "\u97EC"
- "\u836B"
- "\u7AA8"
- "\u9E3D"
- "\u7FB2"
- "\u61D2"
- "\u8EAC"
- "\u5315"
- "\u7280"
- "\u543C"
- "\u73C0"
- "\u6619"
- "\u6A31"
- "\u8E7F"
- "\u6289"
- "\u82CD"
- "\u6C5B"
- "\u94C9"
- "\u9549"
- "\u5594"
- "\u90AF"
- "\u90F8"
- "\u5671"
- "\u74EF"
- "\u6CBC"
- "\u637B"
- "\u82EF"
- "\u8E7C"
- "\u9E8B"
- "\u9600"
- "\u715E"
- "\u8E1D"
- "\u7F2D"
- "\u83CA"
- "\u7AFA"
- "\u5CED"
- "\u6525"
- "\u7656"
- "\u809B"
- "\u6CD4"
- "\u62EF"
- "\u7A9F"
- "\u9773"
- "\u8235"
- "\u5631"
- "\u6631"
- "\u52FA"
- "\u543E"
- "\u4E2B"
- "\u89C5"
- "\u9187"
- "\u78CB"
- "\u5F99"
- "\u9668"
- "\u60FA"
- "\u6E0D"
- "\u70AC"
- "\u683D"
- "\u664F"
- "\u9882"
- "\u5974"
- "\u6994"
- "\u9A6D"
- "\u56BC"
- "\u8D61"
- "\u8C5A"
- "\u8537"
- "\u6893"
- "\u68A7"
- "\u54FD"
- "\u6657"
- "\u6C5E"
- "\u5AE3"
- "\u854A"
- "\u797A"
- "\u75B9"
- "\u58F9"
- "\u566C"
- "\u7682"
- "\u77D7"
- "\u609A"
- "\u61A7"
- "\u61AC"
- "\u62F7"
- "\u6241"
- "\u5ED3"
- "\u8E74"
- "\u5C9A"
- "\u745B"
- "\u5D34"
- "\u6817"
- "\u56DA"
- "\u6DBF"
- "\u7901"
- "\u6654"
- "\u6BA1"
- "\u7480"
- "\u6DDE"
- "\u968B"
- "\u8E35"
- "\u94B5"
- "\u714A"
- "\u8D58"
- "\u77A7"
- "\u5BDE"
- "\u964B"
- "\u9AB7"
- "\u9AC5"
- "\u79F8"
- "\u79C6"
- "\u592F"
- "\u8354"
- "\u8941"
- "\u8913"
- "\u7B28"
- "\u6CAE"
- "\u7785"
- "\u6002"
- "\u8317"
- "\u7525"
- "\u4E9F"
- "\u6773"
- "\u7166"
- "\u631A"
- "\u68F5"
- "\u7960"
- "\u55EF"
- "\u6795"
- "\u7C9F"
- "\u6CCC"
- "\u8700"
- "\u5BE5"
- "\u9050"
- "\u6D9D"
- "\u8FAB"
- "\u7C41"
- "\u7A8D"
- "\u804B"
- "\u900D"
- "\u8DE4"
- "\u51F9"
- "\u91DC"
- "\u5600"
- "\u55D2"
- "\u6DDD"
- "\u85DC"
- "\u7FF1"
- "\u785A"
- "\u53FC"
- "\u75F9"
- "\u817C"
- "\u8146"
- "\u4F0E"
- "\u9A8B"
- "\u6115"
- "\u8165"
- "\u62EE"
- "\u8F67"
- "\u766B"
- "\u6A61"
- "\u818A"
- "\u89D1"
- "\u5BC5"
- "\u7812"
- "\u8DBE"
- "\u9890"
- "\u6F33"
- "\u5CE8"
- "\u545C"
- "\u6DC6"
- "\u51FF"
- "\u58D5"
- "\u94E8"
- "\u8386"
- "\u7B77"
- "\u74A7"
- "\u8B6C"
- "\u5C96"
- "\u62A0"
- "\u7B1B"
- "\u53A5"
- "\u783A"
- "\u5589"
- "\u914C"
- "\u7C27"
- "\u9CB8"
- "\u8E0A"
- "\u7261"
- "\u5B1B"
- "\u7F1C"
- "\u5942"
- "\u71B9"
- "\u95FD"
- "\u998A"
- "\u80EF"
- "\u5587"
- "\u4F36"
- "\u589F"
- "\u715C"
- "\u8018"
- "\u69B7"
- "\u9A81"
- "\u7329"
- "\u8F99"
- "\u72F8"
- "\u6ED5"
- "\u8BF5"
- "\u7A92"
- "\u604D"
- "\u9AE6"
- "\u8BEB"
- "\u69A8"
- "\u71A0"
- "\u853A"
- "\u85AF"
- "\u6B46"
- "\u7CA4"
- "\u592D"
- "\u62CC"
- "\u550F"
- "\u5384"
- "\u541D"
- "\u7737"
- "\u5CEA"
- "\u62D9"
- "\u548E"
- "\u7CA5"
- "\u75F0"
- "\u7405"
- "\u7F9A"
- "\u8398"
- "\u61A8"
- "\u77B0"
- "\u7085"
- "\u5B5C"
- "\u4EA2"
- "\u7F2E"
- "\u712F"
- "\u5484"
- "\u6687"
- "\u77EE"
- "\u6C72"
- "\u7076"
- "\u95F0"
- "\u595A"
- "\u6C76"
- "\u73F2"
- "\u9E93"
- "\u618B"
- "\u5D02"
- "\u9573"
- "\u6B83"
- "\u5349"
- "\u8BE7"
- "\u77E3"
- "\u5C4E"
- "\u8046"
- "\u828B"
- "\u5C51"
- "\u7F42"
- "\u7C7D"
- "\u7EDA"
- "\u535E"
- "\u6789"
- "\u6C55"
- "\u61CB"
- "\u5AB2"
- "\u5567"
- "\u63A3"
- "\u5B09"
- "\u4EE8"
- "\u59EC"
- "\u61FF"
- "\u9985"
- "\u80FA"
- "\u6482"
- "\u776B"
- "\u86D0"
- "\u8403"
- "\u7708"
- "\u98DA"
- "\u6BD3"
- "\u6D85"
- "\u663C"
- "\u6A71"
- "\u9A7C"
- "\u6DA0"
- "\u8C29"
- "\u5A76"
- "\u819B"
- "\u62C4"
- "\u7EE3"
- "\u6805"
- "\u90AC"
- "\u6020"
- "\u9119"
- "\u54C9"
- "\u8DFA"
- "\u5E18"
- "\u6C93"
- "\u6400"
- "\u814C"
- "\u7FBF"
- "\u6CF5"
- "\u911E"
- "\u90E1"
- "\u70C3"
- "\u611A"
- "\u8559"
- "\u57A4"
- "\u950C"
- "\u67E0"
- "\u6AAC"
- "\u8471"
- "\u57A2"
- "\u532E"
- "\u5366"
- "\u61CA"
- "\u63BA"
- "\u53F1"
- "\u576F"
- "\u7CEF"
- "\u8986"
- "\u94C6"
- "\u742C"
- "\u62A1"
- "\u6F62"
- "\u68FA"
- "\u587E"
- "\u98D3"
- "\u8BC5"
- "\u7FE9"
- "\u63CD"
- "\u6A80"
- "\u9CDD"
- "\u8BAA"
- "\u7194"
- "\u675E"
- "\u5543"
- "\u6600"
- "\u7D0A"
- "\u6556"
- "\u7490"
- "\u8517"
- "\u69CC"
- "\u94D0"
- "\u6421"
- "\u78D0"
- "\u5B95"
- "\u6813"
- "\u53ED"
- "\u621F"
- "\u9877"
- "\u6FD2"
- "\u7AA6"
- "\u6441"
- "\u4FD0"
- "\u77B3"
- "\u8695"
- "\u9E4A"
- "\u8FC2"
- "\u757F"
- "\u74E3"
- "\u5A9E"
- "\u5BDD"
- "\u8E66"
- "\u55D1"
- "\u8892"
- "\u6B89"
- "\u7A1A"
- "\u4FD8"
- "\u642A"
- "\u6CBD"
- "\u5983"
- "\u55D3"
- "\u80EB"
- "\u753A"
- "\u83B4"
- "\u82E3"
- "\u75D8"
- "\u8511"
- "\u7696"
- "\u679E"
- "\u5FD0"
- "\u5FD1"
- "\u9774"
- "\u83C1"
- "\u59E5"
- "\u8BD9"
- "\u56B7"
- "\u7109"
- "\u6CA3"
- "\u9739"
- "\u96F3"
- "\u50DA"
- "\u5C27"
- "\u560E"
- "\u8BE9"
- "\u54AB"
- "\u67EC"
- "\u60EE"
- "\u72C4"
- "\u5300"
- "\u88C6"
- "\u9ECF"
- "\u91C9"
- "\u81B3"
- "\u6E3A"
- "\u82DF"
- "\u7476"
- "\u553E"
- "\u7620"
- "\u8BA7"
- "\u7766"
- "\u5F26"
- "\u5E87"
- "\u8884"
- "\u5669"
- "\u627C"
- "\u621B"
- "\u7980"
- "\u607F"
- "\u6EC1"
- "\u9EBE"
- "\u7B71"
- "\u7600"
- "\u892A"
- "\u69DF"
- "\u7F28"
- "\u7ED2"
- "\u72B7"
- "\u8338"
- "\u60CB"
- "\u55E4"
- "\u5BEE"
- "\u8902"
- "\u54B3"
- "\u7F00"
- "\u8C19"
- "\u6DA7"
- "\u70BD"
- "\u7F04"
- "\u9E5C"
- "\u780C"
- "\u8D2E"
- "\u5EB5"
- "\u96A7"
- "\u5364"
- "\u8DC6"
- "\u768B"
- "\u8757"
- "\u6D31"
- "\u572A"
- "\u9091"
- "\u9504"
- "\u835F"
- "\u6E1A"
- "\u82C7"
- "\u5B70"
- "\u9E43"
- "\u54FC"
- "\u5443"
- "\u741B"
- "\u75E3"
- "\u6479"
- "\u75FC"
- "\u956F"
- "\u5201"
- "\u79E7"
- "\u8169"
- "\u9CDE"
- "\u4E4D"
- "\u989A"
- "\u6177"
- "\u6C13"
- "\u60E6"
- "\u5351"
- "\u631D"
- "\u71A8"
- "\u6FEE"
- "\u80F3"
- "\u74E2"
- "\u7830"
- "\u6EA7"
- "\u9537"
- "\u9E20"
- "\u7292"
- "\u59DD"
- "\u8E44"
- "\u5BB8"
- "\u4FA5"
- "\u952D"
- "\u4F76"
- "\u6D4A"
- "\u5A6A"
- "\u78FA"
- "\u54A4"
- "\u8FE2"
- "\u6A90"
- "\u90BA"
- "\u6382"
- "\u6E32"
- "\u568E"
- "\u795B"
- "\u4F22"
- "\u53DB"
- "\u64AE"
- "\u752C"
- "\u6DCC"
- "\u701B"
- "\u673D"
- "\u9642"
- "\u5E3C"
- "\u94FF"
- "\u9535"
- "\u6F13"
- "\u9A6F"
- "\u9CA8"
- "\u6292"
- "\u8301"
- "\u67FF"
- "\u8C94"
- "\u8C85"
- "\u949D"
- "\u9CC5"
- "\u568F"
- "\u66AE"
- "\u745A"
- "\u8364"
- "\u8713"
- "\u57A3"
- "\u98A4"
- "\u6EA5"
- "\u81C3"
- "\u622E"
- "\u67A3"
- "\u4F7C"
- "\u62D7"
- "\u54C6"
- "\u55E6"
- "\u60DA"
- "\u9E25"
- "\u501A"
- "\u55E8"
- "\u8238"
- "\u8D50"
- "\u59CA"
- "\u6194"
- "\u60B4"
- "\u94F0"
- "\u9EDD"
- "\u5C7F"
- "\u79C3"
- "\u563B"
- "\u695E"
- "\u68F1"
- "\u8888"
- "\u88DF"
- "\u6C74"
- "\u63C9"
- "\u9ACB"
- "\u60B8"
- "\u69BB"
- "\u901E"
- "\u667E"
- "\u5C4C"
- "\u95F3"
- "\u75CA"
- "\u889C"
- "\u6249"
- "\u7436"
- "\u6452"
- "\u637A"
- "\u5320"
- "\u7A88"
- "\u7A95"
- "\u98D2"
- "\u732C"
- "\u871A"
- "\u840B"
- "\u86AF"
- "\u8693"
- "\u9C9F"
- "\u6F88"
- "\u6A1F"
- "\u6096"
- "\u7396"
- "\u4FFE"
- "\u62BF"
- "\u5F77"
- "\u5F7F"
- "\u8671"
- "\u72D9"
- "\u9CB6"
- "\u69FF"
- "\u70D8"
- "\u630E"
- "\u72F0"
- "\u72DE"
- "\u9083"
- "\u77AA"
- "\u4FDA"
- "\u6D95"
- "\u8C2C"
- "\u776C"
- "\u8737"
- "\u5162"
- "\u954D"
- "\u7837"
- "\u83E0"
- "\u6026"
- "\u51C4"
- "\u536F"
- "\u7352"
- "\u6E00"
- "\u8F98"
- "\u6EC7"
- "\u71CE"
- "\u564E"
- "\u874E"
- "\u7DA6"
- "\u9122"
- "\u634E"
- "\u77BF"
- "\u873F"
- "\u8712"
- "\u79A7"
- "\u6988"
- "\u9539"
- "\u6BAD"
- "\u7235"
- "\u76F9"
- "\u6DD6"
- "\u557C"
- "\u74EE"
- "\u9CD6"
- "\u9556"
- "\u73D1"
- "\u7F79"
- "\u6B86"
- "\u6396"
- "\u67DE"
- "\u7F38"
- "\u7EC5"
- "\u68D8"
- "\u7949"
- "\u80F1"
- "\u6B93"
- "\u55E1"
- "\u55F7"
- "\u7B8D"
- "\u5729"
- "\u8012"
- "\u5A55"
- "\u8151"
- "\u8426"
- "\u9E5E"
- "\u73DC"
- "\u5575"
- "\u7459"
- "\u8446"
- "\u9021"
- "\u55FD"
- "\u9955"
- "\u992E"
- "\u96BC"
- "\u599E"
- "\u997A"
- "\u53E8"
- "\u914B"
- "\u6059"
- "\u6CD7"
- "\u5F29"
- "\u9A9C"
- "\u94CE"
- "\u9176"
- "\u869D"
- "\u70C1"
- "\u533E"
- "\u4FAC"
- "\u85FB"
- "\u99A5"
- "\u9AA5"
- "\u69D0"
- "\u7F15"
- "\u693F"
- "\u8886"
- "\u740A"
- "\u7A23"
- "\u85E9"
- "\u8FF8"
- "\u8E42"
- "\u8E8F"
- "\u96BD"
- "\u4FF8"
- "\u90EB"
- "\u7C38"
- "\u7825"
- "\u9AB8"
- "\u63AE"
- "\u659B"
- "\u5578"
- "\u748B"
- "\u579B"
- "\u672D"
- "\u908B"
- "\u9062"
- "\u8572"
- "\u54C7"
- "\u78B4"
- "\u909B"
- "\u5D03"
- "\u89D0"
- "\u7B19"
- "\u88F3"
- "\u6CDE"
- "\u868C"
- "\u918D"
- "\u9190"
- "\u62F4"
- "\u821C"
- "\u6C85"
- "\u61F5"
- "\u8C15"
- "\u5E1A"
- "\u87B3"
- "\u567C"
- "\u556A"
- "\u6F31"
- "\u90DC"
- "\u7889"
- "\u572D"
- "\u8C00"
- "\u8F76"
- "\u8200"
- "\u5472"
- "\u5576"
- "\u6C1F"
- "\u740F"
- "\u5785"
- "\u5A29"
- "\u4E7E"
- "\u93D6"
- "\u727E"
- "\u80AE"
- "\u5555"
- "\u540F"
- "\u6D93"
- "\u6C26"
- "\u9525"
- "\u684E"
- "\u543F"
- "\u70CA"
- "\u659F"
- "\u6C7E"
- "\u5C90"
- "\u8004"
- "\u800B"
- "\u55F2"
- "\u80DB"
- "\u759A"
- "\u9A87"
- "\u7663"
- "\u78E1"
- "\u4F91"
- "\u6F3E"
- "\u789A"
- "\u7409"
- "\u60EC"
- "\u9041"
- "\u8038"
- "\u5CB1"
- "\u7CD7"
- "\u7F19"
- "\u80B4"
- "\u68B5"
- "\u50EE"
- "\u9E35"
- "\u60AF"
- "\u5B6A"
- "\u8385"
- "\u622C"
- "\u9701"
- "\u7C07"
- "\u9035"
- "\u501C"
- "\u50A5"
- "\u998B"
- "\u84C1"
- "\u8859"
- "\u86C0"
- "\u852B"
- "\u5D27"
- "\u541F"
- "\u7430"
- "\u552C"
- "\u6E25"
- "\u5CB7"
- "\u4EE1"
- "\u6D8E"
- "\u9E33"
- "\u9E2F"
- "\u954A"
- "\u59A7"
- "\u5B37"
- "\u5AE6"
- "\u5AD4"
- "\u6C90"
- "\u4F09"
- "\u5D9D"
- "\u9522"
- "\u7B50"
- "\u8725"
- "\u8734"
- "\u6CF1"
- "\u9A85"
- "\u5406"
- "\u64A9"
- "\u602F"
- "\u53E9"
- "\u54DF"
- "\u556C"
- "\u5CAC"
- "\u7B03"
- "\u73B3"
- "\u7441"
- "\u909D"
- "\u54A3"
- "\u77DC"
- "\u562D"
- "\u9997"
- "\u5A40"
- "\u9ED4"
- "\u951F"
- "\u5570"
- "\u7FCC"
- "\u94E0"
- "\u8C89"
- "\u737E"
- "\u9163"
- "\u6963"
- "\u4F43"
- "\u7435"
- "\u8306"
- "\u7699"
- "\u51CB"
- "\u655D"
- "\u5323"
- "\u5D58"
- "\u5B93"
- "\u830E"
- "\u6942"
- "\u7AF2"
- "\u762A"
- "\u4F97"
- "\u94E3"
- "\u85B0"
- "\u7832"
- "\u7FA3"
- "\u6DFC"
- "\u895F"
- "\u598A"
- "\u5A20"
- "\u7F61"
- "\u7601"
- "\u6930"
- "\u70D9"
- "\u5457"
- "\u8343"
- "\u768E"
- "\u6B9A"
- "\u814B"
- "\u9ABC"
- "\u8153"
- "\u69AD"
- "\u9698"
- "\u5509"
- "\u94EE"
- "\u72E9"
- "\u62A8"
- "\u5CC1"
- "\u7CB1"
- "\u9602"
- "\u53A9"
- "\u83A0"
- "\u5429"
- "\u5490"
- "\u778C"
- "\u870A"
- "\u606C"
- "\u8191"
- "\u8E09"
- "\u8DC4"
- "\u988D"
- "\u6710"
- "\u759D"
- "\u6BC2"
- "\u79E3"
- "\u821B"
- "\u708A"
- "\u6F2F"
- "\u6CE0"
- "\u5598"
- "\u64B5"
- "\u72E1"
- "\u733E"
- "\u94C2"
- "\u949B"
- "\u835E"
- "\u62ED"
- "\u4E1E"
- "\u6F2D"
- "\u7ECC"
- "\u57DC"
- "\u63B0"
- "\u72C8"
- "\u951C"
- "\u83E9"
- "\u5F1B"
- "\u5BF0"
- "\u79E4"
- "\u705E"
- "\u9ECD"
- "\u84DF"
- "\u5D5B"
- "\u6989"
- "\u5E44"
- "\u988A"
- "\u7F24"
- "\u6726"
- "\u80E7"
- "\u51A5"
- "\u781D"
- "\u9540"
- "\u5919"
- "\u71CA"
- "\u835A"
- "\u6D48"
- "\u82E1"
- "\u773A"
- "\u966C"
- "\u5BD0"
- "\u4F58"
- "\u6FD1"
- "\u4EC4"
- "\u6954"
- "\u80DA"
- "\u5D69"
- "\u6D19"
- "\u8BD3"
- "\u961C"
- "\u6D5A"
- "\u89CA"
- "\u89CE"
- "\u66F0"
- "\u6035"
- "\u5156"
- "\u7A20"
- "\u5D4B"
- "\u824B"
- "\u7BEA"
- "\u7425"
- "\u739F"
- "\u8934"
- "\u891B"
- "\u55B1"
- "\u865E"
- "\u9B47"
- "\u51C7"
- "\u5F89"
- "\u561F"
- "\u81C6"
- "\u728A"
- "\u54CE"
- "\u9751"
- "\u4FFA"
- "\u586C"
- "\u59AF"
- "\u5A0C"
- "\u8708"
- "\u86A3"
- "\u6063"
- "\u6C8F"
- "\u78F4"
- "\u970E"
- "\u8DB8"
- "\u9E92"
- "\u6C2A"
- "\u7F07"
- "\u6C81"
- "\u7583"
- "\u6078"
- "\u7629"
- "\u6684"
- "\u61A9"
- "\u796F"
- "\u60F0"
- "\u6E89"
- "\u6CB1"
- "\u8BF2"
- "\u7B08"
- "\u64D8"
- "\u4EB3"
- "\u5B7A"
- "\u5FEA"
- "\u779F"
- "\u64DE"
- "\u7638"
- "\u63AC"
- "\u5501"
- "\u8E5A"
- "\u5321"
- "\u7C95"
- "\u9CB7"
- "\u6CD3"
- "\u53F5"
- "\u55E3"
- "\u772F"
- "\u70B7"
- "\u73FA"
- "\u6F15"
- "\u8C11"
- "\u54AF"
- "\u55EC"
- "\u7F30"
- "\u5372"
- "\u58D1"
- "\u9776"
- "\u968D"
- "\u5520"
- "\u6FE1"
- "\u76CE"
- "\u9A8A"
- "\u8171"
- "\u9798"
- "\u62E7"
- "\u75EB"
- "\u5BA6"
- "\u8BF6"
- "\u690B"
- "\u9F3E"
- "\u6E4D"
- "\u6BD7"
- "\u916A"
- "\u8D66"
- "\u7095"
- "\u7118"
- "\u5958"
- "\u9082"
- "\u9005"
- "\u5984"
- "\u9A90"
- "\u5352"
- "\u55B5"
- "\u89E5"
- "\u772C"
- "\u7EA3"
- "\u61B7"
- "\u8983"
- "\u5B40"
- "\u828A"
- "\u5B62"
- "\u60F6"
- "\u8FE5"
- "\u7EB0"
- "\u5480"
- "\u9E3E"
- "\u7BAB"
- "\u6666"
- "\u6CEF"
- "\u781A"
- "\u542D"
- "\u7962"
- "\u63E9"
- "\u5228"
- "\u73CF"
- "\u64B8"
- "\u5140"
- "\u75C9"
- "\u631B"
- "\u80E4"
- "\u5DFF"
- "\u7EB6"
- "\u9541"
- "\u54FA"
- "\u5494"
- "\u5693"
- "\u7A3C"
- "\u7116"
- "\u59A4"
- "\u59A9"
- "\u6F5E"
- "\u96CC"
- "\u683E"
- "\u4F8D"
- "\u7172"
- "\u5ADA"
- "\u7AFD"
- "\u606A"
- "\u9708"
- "\u8D5D"
- "\u83BA"
- "\u7736"
- "\u6853"
- "\u69CE"
- "\u9991"
- "\u6DAE"
- "\u67AD"
- "\u5F87"
- "\u6D35"
- "\u578C"
- "\u6635"
- "\u8936"
- "\u55BD"
- "\u812F"
- "\u5B71"
- "\u9068"
- "\u8C1A"
- "\u70F7"
- "\u643D"
- "\u916F"
- "\u67B7"
- "\u6849"
- "\u54A7"
- "\u7ABF"
- "\u62C8"
- "\u6593"
- "\u8DDB"
- "\u8E76"
- "\u761F"
- "\u4FED"
- "\u975B"
- "\u810D"
- <sos/eos>
token_type: char
train_data_path_and_name_and_type:
- - dump/fbank_pitch/srctexts
- text
- text
train_dtype: float32
train_shape_file:
- exp/lm_stats/train/text_shape.char
use_amp: false
use_preprocessor: true
val_scheduler_criterion:
- valid
- loss
valid_batch_bins: null
valid_batch_size: null
valid_batch_type: null
valid_data_path_and_name_and_type:
- - dump/fbank_pitch/dev/text
- text
- text
valid_max_cache_size: null
valid_shape_file:
- exp/lm_stats/valid/text_shape.char
write_collected_feats: false
conformer/34e9cabc2c29fd0e3a2917ffa525d98b/meta.yaml 0 → 100644
View file @ c007ba1a
espnet: 0.9.0
files:
asr_model_file: exp/asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp/valid.acc.ave_10best.pth
lm_file: exp/lm_train_lm_transformer_char_batch_bins2000000/valid.loss.ave_10best.pth
python: "3.7.3 (default, Mar 27 2019, 22:11:17) \n[GCC 7.3.0]"
timestamp: 1603088092.704853
torch: 1.6.0
yaml_files:
asr_train_config: exp/asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp/config.yaml
lm_train_config: exp/lm_train_lm_transformer_char_batch_bins2000000/config.yaml
conformer/README.md 0 → 100644
View file @ c007ba1a
egg文件夹要替换到环境中，中间更改了batchsize，还加入了时间性能计算打点
\ No newline at end of file
conformer/asr_inference_onnx.py 0 → 100644
View file @ c007ba1a
#!/usr/bin/env python3
"""
ONNX Inference Pipeline for AISHELL Dataset
This script implements a complete ONNX inference pipeline similar to asr_inference.sh,
but using Python instead of shell scripts for easier maintenance and customization.
Features:
- Data loading and preparation
- ONNX model inference
- Batch processing support
- RTF (Real Time Factor) calculation
- WER (Word Error Rate) evaluation
- Parallel processing
Usage:
python asr_inference_python.py --onnx_exp exp/conformer_onnx --test_sets "test dev"
python asr_inference_python.py --onnx_exp exp/conformer_onnx --batch_size 4 --use_quantized
"""
import argparse
import logging
import os
import sys
import time
from pathlib import Path
from typing import Dict, List, Optional, Tuple
import numpy as np
import soundfile as sf
from multiprocessing import Pool, cpu_count
# Import espnet_onnx modules
try:
from espnet_onnx import Speech2Text
except ImportError:
print("Error: espnet_onnx is not installed. Please install it first.")
sys.exit(1)
# Set up logging
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
)
logger = logging.getLogger(__name__)
class ASRInferencePipeline:
"""Complete ONNX inference pipeline for ASR"""
def __init__(self, args):
self.args = args
self.setup_directories()
def setup_directories(self):
"""Set up directory structure"""
self.onnx_exp = Path(self.args.onnx_exp)
if not self.onnx_exp.exists():
raise FileNotFoundError(f"ONNX experiment directory not found: {self.onnx_exp}")
# Create inference directory
inference_tag = "decode_onnx"
if self.args.use_quantized:
inference_tag += "_quantized"
inference_tag += f"_batch{self.args.batch_size}"
self.inference_dir = self.onnx_exp / inference_tag
self.inference_dir.mkdir(exist_ok=True)
logger.info(f"Inference directory: {self.inference_dir}")
def load_data(self, test_set):
"""Load data from directory structure or wav.scp file"""
data_dir = Path(self.args.data_dir) / test_set
wav_data = []
text_data = {}
utt2spk = {}
# First try to load from standard Kaldi format (wav.scp, text, utt2spk)
wav_scp_path = data_dir / "wav.scp"
if wav_scp_path.exists():
logger.info(f"Loading data from standard Kaldi format: {wav_scp_path}")
# Load wav.scp
with open(wav_scp_path, 'r', encoding='utf-8') as f:
for line in f:
parts = line.strip().split()
if len(parts) < 2:
continue
utt_id, audio_path = parts[0], ' '.join(parts[1:])
wav_data.append((utt_id, audio_path))
# Load text
text_path = data_dir / "text"
if text_path.exists():
with open(text_path, 'r', encoding='utf-8') as f:
for line in f:
parts = line.strip().split()
if len(parts) < 2:
continue
utt_id, text = parts[0], ' '.join(parts[1:])
text_data[utt_id] = text
# Load utt2spk
utt2spk_path = data_dir / "utt2spk"
if utt2spk_path.exists():
with open(utt2spk_path, 'r', encoding='utf-8') as f:
for line in f:
parts = line.strip().split()
if len(parts) < 2:
continue
utt_id, spk_id = parts[0], parts[1]
utt2spk[utt_id] = spk_id
else:
# Try to load from directory structure (speaker directories containing wav files)
logger.info(f"Loading data from directory structure: {data_dir}")
# Check if data_dir exists
if not data_dir.exists():
raise FileNotFoundError(f"Data directory not found: {data_dir}")
# Look for speaker directories (like S0724)
for speaker_dir in data_dir.iterdir():
if speaker_dir.is_dir() and speaker_dir.name.startswith('S'):
speaker_id = speaker_dir.name
logger.info(f"Found speaker directory: {speaker_id}")
# Look for wav files in speaker directory
for wav_file in speaker_dir.glob('*.wav'):
if wav_file.is_file():
# Create utt_id from speaker_id and wav filename
utt_id = f"{speaker_id}_{wav_file.stem}"
audio_path = str(wav_file)
wav_data.append((utt_id, audio_path))
utt2spk[utt_id] = speaker_id
logger.debug(f"Added utterance: {utt_id} -> {audio_path}")
if not wav_data:
# Try one more approach: look for wav files directly in test_set directory
logger.info(f"Looking for wav files directly in: {data_dir}")
for wav_file in data_dir.glob('*.wav'):
if wav_file.is_file():
utt_id = wav_file.stem
audio_path = str(wav_file)
wav_data.append((utt_id, audio_path))
utt2spk[utt_id] = "unknown"
logger.debug(f"Added utterance: {utt_id} -> {audio_path}")
if not wav_data:
raise FileNotFoundError(f"No audio files found in: {data_dir}\n" +
"Please check if the directory contains wav files or a wav.scp file")
logger.info(f"Loaded {len(wav_data)} utterances from {test_set}")
return wav_data, text_data, utt2spk
def split_data(self, wav_data, num_jobs):
"""Split data into chunks for parallel processing"""
chunk_size = (len(wav_data) + num_jobs - 1) // num_jobs
chunks = []
for i in range(num_jobs):
start = i * chunk_size
end = min((i + 1) * chunk_size, len(wav_data))
if start < end:
chunks.append(wav_data[start:end])
return chunks
def initialize_model(self):
"""Initialize ONNX model"""
try:
# Use espnet_onnx's Speech2Text class
from espnet_onnx import Speech2Text
providers = ['CPUExecutionProvider']
if self.args.device == 'gpu':
providers = ['CUDAExecutionProvider', 'CPUExecutionProvider']
model = Speech2Text(
# tag_name=str(self.onnx_exp.name),
model_dir=str(self.onnx_exp),
providers=providers,
use_quantized=self.args.use_quantized
)
logger.info("ONNX model initialized successfully")
return model
except Exception as e:
logger.error(f"Error initializing model: {e}")
raise
def process_chunk(self, chunk, onnx_exp, use_quantized, device, test_set, job_id):
"""Process a chunk of data"""
results = {}
processing_times = {}
try:
# Initialize model in this process
from espnet_onnx import Speech2Text
providers = ['CPUExecutionProvider']
if device == 'gpu':
providers = ['CUDAExecutionProvider', 'CPUExecutionProvider']
model = Speech2Text(
tag_name=str(onnx_exp.name),
model_dir=str(onnx_exp),
providers=providers,
use_quantized=use_quantized
)
logger.info(f"Model initialized in process {job_id}")
except Exception as e:
logger.error(f"Error initializing model in process {job_id}: {e}")
# Return empty results
for utt_id, _ in chunk:
results[utt_id] = []
processing_times[utt_id] = {'error': f'Model initialization failed: {e}'}
return results, processing_times
for utt_id, audio_path in chunk:
try:
# Load audio
start_time = time.time()
audio, rate = sf.read(audio_path)
audio_load_time = time.time() - start_time
# Perform inference
infer_start = time.time()
model_results = model(audio)
infer_time = time.time() - infer_start
# Store results
results[utt_id] = model_results
processing_times[utt_id] = {
'total': time.time() - start_time,
'audio_load': audio_load_time,
'inference': infer_time,
'audio_length': len(audio) / rate
}
if job_id == 0 and len(results) % 10 == 0:
logger.info(f"Processed {len(results)} utterances in job {job_id}")
except Exception as e:
logger.error(f"Error processing {utt_id}: {e}")
results[utt_id] = []
processing_times[utt_id] = {'error': str(e)}
return results, processing_times
def run_inference(self, test_set, wav_data):
"""Run inference on test set"""
test_dir = self.inference_dir / test_set
test_dir.mkdir(exist_ok=True, parents=True)
log_dir = test_dir / "logdir"
log_dir.mkdir(exist_ok=True)
# Split data
num_jobs = min(self.args.inference_nj, len(wav_data))
chunks = self.split_data(wav_data, num_jobs)
logger.info(f"Processing {test_set} with {num_jobs} parallel jobs")
# Run parallel processing
results = {}
processing_times = {}
if num_jobs > 1:
# Use multiprocessing
with Pool(num_jobs) as pool:
tasks = []
for i, chunk in enumerate(chunks):
task = pool.apply_async(
self.process_chunk,
(chunk, self.onnx_exp, self.args.use_quantized, self.args.device, test_set, i)
)
tasks.append(task)
# Collect results
for task in tasks:
chunk_results, chunk_times = task.get()
results.update(chunk_results)
processing_times.update(chunk_times)
else:
# Single process - initialize model here
try:
from espnet_onnx import Speech2Text
providers = ['CPUExecutionProvider']
if self.args.device == 'gpu':
providers = ['CUDAExecutionProvider', 'CPUExecutionProvider']
model = Speech2Text(
tag_name=str(self.onnx_exp.name),
model_dir=str(self.onnx_exp),
providers=providers,
use_quantized=self.args.use_quantized
)
logger.info("Model initialized in main process")
# Process chunk
for utt_id, audio_path in chunks[0]:
try:
# Load audio
start_time = time.time()
audio, rate = sf.read(audio_path)
audio_load_time = time.time() - start_time
# Perform inference
infer_start = time.time()
model_results = model(audio)
infer_time = time.time() - infer_start
# Store results
results[utt_id] = model_results
processing_times[utt_id] = {
'total': time.time() - start_time,
'audio_load': audio_load_time,
'inference': infer_time,
'audio_length': len(audio) / rate
}
if len(results) % 10 == 0:
logger.info(f"Processed {len(results)} utterances")
except Exception as e:
logger.error(f"Error processing {utt_id}: {e}")
results[utt_id] = []
processing_times[utt_id] = {'error': str(e)}
except Exception as e:
logger.error(f"Error initializing model: {e}")
# Return empty results
for utt_id, _ in chunks[0]:
results[utt_id] = []
processing_times[utt_id] = {'error': f'Model initialization failed: {e}'}
# Save processing times for RTF calculation
times_path = log_dir / "processing_times.json"
import json
with open(times_path, 'w', encoding='utf-8') as f:
json.dump(processing_times, f, indent=2, ensure_ascii=False)
logger.info(f"Inference completed for {test_set}")
return results, processing_times
def save_results(self, test_set, results):
"""Save inference results"""
test_dir = self.inference_dir / test_set
recog_dir = test_dir / "1best_recog"
recog_dir.mkdir(exist_ok=True)
# Save text results
text_path = recog_dir / "text"
token_path = recog_dir / "token"
score_path = recog_dir / "score"
with open(text_path, 'w', encoding='utf-8') as f_text, \
open(token_path, 'w', encoding='utf-8') as f_token, \
open(score_path, 'w', encoding='utf-8') as f_score:
for utt_id, model_results in sorted(results.items()):
if not model_results:
f_text.write(f"{utt_id} <empty>\n")
continue
# Get first result
text, tokens, token_ids, hyp = model_results[0]
# Write results
f_text.write(f"{utt_id} {text}\n")
f_token.write(f"{utt_id} {' '.join(tokens)}\n")
f_score.write(f"{utt_id} {hyp.score}\n")
logger.info(f"Results saved for {test_set}")
def calculate_rtf(self, test_set, processing_times):
"""Calculate Real Time Factor"""
test_dir = self.inference_dir / test_set
log_dir = test_dir / "logdir"
# Calculate RTF
total_audio_time = 0
total_processing_time = 0
valid_utterances = 0
for utt_id, times in processing_times.items():
if 'error' in times:
continue
if 'audio_length' in times and 'total' in times:
total_audio_time += times['audio_length']
total_processing_time += times['total']
valid_utterances += 1
if valid_utterances > 0:
rtf = total_processing_time / total_audio_time
avg_audio_time = total_audio_time / valid_utterances
avg_processing_time = total_processing_time / valid_utterances
rtf_results = {
'rtf': rtf,
'total_audio_time': total_audio_time,
'total_processing_time': total_processing_time,
'valid_utterances': valid_utterances,
'avg_audio_time': avg_audio_time,
'avg_processing_time': avg_processing_time
}
# Save RTF results
rtf_path = log_dir / "rtf_results.json"
import json
with open(rtf_path, 'w', encoding='utf-8') as f:
json.dump(rtf_results, f, indent=2)
logger.info(f"RTF for {test_set}: {rtf:.4f}")
logger.info(f"Average audio length: {avg_audio_time:.2f}s")
logger.info(f"Average processing time: {avg_processing_time:.2f}s")
return rtf_results
else:
logger.warning(f"No valid utterances for RTF calculation in {test_set}")
return None
def calculate_wer(self, test_set, results, text_data):
"""Calculate Word Error Rate"""
test_dir = self.inference_dir / test_set
score_dir = test_dir / "score"
score_dir.mkdir(exist_ok=True)
# Prepare reference and hypothesis
references = []
hypotheses = []
valid_utterances = 0
for utt_id, model_results in results.items():
if utt_id not in text_data:
continue
if not model_results:
continue
# Get reference and hypothesis
reference = text_data[utt_id]
hypothesis = model_results[0][0] if model_results else ""
if reference and hypothesis:
references.append(reference)
hypotheses.append(hypothesis)
valid_utterances += 1
if valid_utterances == 0:
logger.warning(f"No valid utterances for WER calculation in {test_set}")
return None
# Calculate WER
try:
# Use jiwer if available
import jiwer
wer = jiwer.wer(references, hypotheses)
cer = jiwer.cer(references, hypotheses)
wer_results = {
'wer': wer * 100,
'cer': cer * 100,
'num_utterances': valid_utterances,
'references': references,
'hypotheses': hypotheses
}
# Save WER results
wer_path = score_dir / "wer_results.json"
import json
with open(wer_path, 'w', encoding='utf-8') as f:
json.dump(wer_results, f, indent=2, ensure_ascii=False)
# Save detailed results
detail_path = score_dir / "wer_details.txt"
with open(detail_path, 'w', encoding='utf-8') as f:
f.write(f"WER: {wer*100:.2f}%\n")
f.write(f"CER: {cer*100:.2f}%\n")
f.write(f"Number of utterances: {valid_utterances}\n\n")
for i, (ref, hyp) in enumerate(zip(references, hypotheses)):
f.write(f"Utterance {i+1}:\n")
f.write(f"Reference: {ref}\n")
f.write(f"Hypothesis: {hyp}\n\n")
logger.info(f"WER for {test_set}: {wer*100:.2f}%")
logger.info(f"CER for {test_set}: {cer*100:.2f}%")
return wer_results
except ImportError:
logger.warning("jiwer not installed, skipping WER calculation")
logger.warning("Install with: pip install jiwer")
return None
except Exception as e:
logger.error(f"Error calculating WER: {e}")
return None
def process_test_set(self, test_set):
"""Process a single test set"""
logger.info(f"Processing test set: {test_set}")
# Load data
wav_data, text_data, utt2spk = self.load_data(test_set)
if not wav_data:
logger.warning(f"No data found for {test_set}")
return
# Run inference
results, processing_times = self.run_inference(test_set, wav_data)
# Save results
self.save_results(test_set, results)
# Calculate RTF
self.calculate_rtf(test_set, processing_times)
# Calculate WER
if text_data:
self.calculate_wer(test_set, results, text_data)
else:
logger.warning(f"No reference text found for WER calculation in {test_set}")
logger.info(f"Completed processing {test_set}")
def run(self):
"""Run the complete pipeline"""
logger.info("Starting ONNX inference pipeline")
start_time = time.time()
# Process each test set
for test_set in self.args.test_sets.split():
self.process_test_set(test_set)
# Print summary
total_time = time.time() - start_time
logger.info(f"\n=== Pipeline Summary ===")
logger.info(f"Total processing time: {total_time:.2f} seconds")
logger.info(f"Test sets processed: {self.args.test_sets}")
logger.info(f"ONNX experiment: {self.args.onnx_exp}")
logger.info(f"Batch size: {self.args.batch_size}")
logger.info(f"Device: {self.args.device}")
logger.info(f"Parallel jobs: {self.args.inference_nj}")
# Print detailed results
for test_set in self.args.test_sets.split():
test_dir = self.inference_dir / test_set
# Print WER results
wer_path = test_dir / "score" / "wer_results.json"
if wer_path.exists():
import json
with open(wer_path, 'r', encoding='utf-8') as f:
wer_results = json.load(f)
logger.info(f"\n=== {test_set} WER Results ===")
logger.info(f"WER: {wer_results.get('wer', 'N/A'):.2f}%")
logger.info(f"CER: {wer_results.get('cer', 'N/A'):.2f}%")
logger.info(f"Utterances: {wer_results.get('num_utterances', 0)}")
# Print RTF results
rtf_path = test_dir / "logdir" / "rtf_results.json"
if rtf_path.exists():
import json
with open(rtf_path, 'r', encoding='utf-8') as f:
rtf_results = json.load(f)
logger.info(f"\n=== {test_set} RTF Results ===")
logger.info(f"RTF: {rtf_results.get('rtf', 'N/A'):.4f}")
logger.info(f"Total audio time: {rtf_results.get('total_audio_time', 0):.2f}s")
logger.info(f"Total processing time: {rtf_results.get('total_processing_time', 0):.2f}s")
logger.info("\nPipeline completed successfully!")
def main():
"""Main function"""
import argparse
parser = argparse.ArgumentParser(
description="ONNX Inference Pipeline for AISHELL Dataset",
formatter_class=argparse.ArgumentDefaultsHelpFormatter
)
# Required arguments
parser.add_argument(
"--onnx_exp",
type=str,
required=True,
help="ONNX experiment directory"
)
# Data arguments
parser.add_argument(
"--data_dir",
type=str,
default="./data",
help="Data directory containing test sets"
)
parser.add_argument(
"--test_sets",
type=str,
default="test",
help="Test sets to process (space-separated)"
)
# Inference arguments
parser.add_argument(
"--batch_size",
type=int,
default=1,
help="Batch size for inference"
)
parser.add_argument(
"--device",
type=str,
default="cpu",
choices=["cpu", "gpu"],
help="Device to use for inference"
)
parser.add_argument(
"--inference_nj",
type=int,
default=4,
help="Number of parallel jobs for inference"
)
parser.add_argument(
"--use_quantized",
action="store_true",
help="Use quantized ONNX models"
)
# Logging
parser.add_argument(
"--log_level",
type=str,
default="INFO",
choices=["DEBUG", "INFO", "WARNING", "ERROR"],
help="Logging level"
)
args = parser.parse_args()
# Set logging level
logging.getLogger().setLevel(args.log_level)
# Run pipeline
try:
pipeline = ASRInferencePipeline(args)
pipeline.run()
except Exception as e:
logger.error(f"Error running pipeline: {e}")
import traceback
traceback.print_exc()
sys.exit(1)
if __name__ == "__main__":
main()
\ No newline at end of file
conformer/asr_inference_onnx.sh 0 → 100644
View file @ c007ba1a
python asr_inference_onnx.py \
--onnx_exp /home/sunzhq/workspace/yidong-infer/conformer/onnx_models/transformer_lm \
--test_sets "test" \
--data_dir /data/datasets/0/data_aishell/wav \
# --batch_size 4
# --tag_name transformer_lm
# # 使用量化模型
# python asr_inference_onnx.py --onnx_exp exp/conformer_onnx --use_quantized --batch_size 4
# # 使用GPU加速
# python asr_inference_onnx.py --onnx_exp exp/conformer_onnx --device gpu --inference_nj 8
# - --onnx_exp : ONNX实验目录（必需）
# - --data_dir : 数据目录（默认：./data）
# - --test_sets : 测试集名称（默认：test）
# - --batch_size : 批量大小（默认：1）
# - --device : 推理设备（cpu/gpu，默认：cpu）
# - --inference_nj : 并行任务数（默认：4）
# - --use_quantized : 使用量化模型
\ No newline at end of file
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment