ESPnet2 ASR model

`espnet/akreal_lh_small_asr2_e_branchformer_wavlm_mistral02_aed`

This model was trained by Pavel Denisov using libriheavy_small recipe in espnet.

Demo: How to use in ESPnet2

Follow the ESPnet installation instructions if you haven't done that already.

cd espnet
git checkout 18dd506fec8f0216217cae527c141f78d305a33e
pip install -e .
cd egs2/libriheavy_small/asr2
./run.sh --skip_data_prep false --skip_train true --download_model espnet/akreal_lh_small_asr2_e_branchformer_wavlm_mistral02_aed

RESULTS

Environments

date: Wed Jan 3 19:31:02 CET 2024
python version: 3.10.8 (main, Nov 14 2022, 00:00:00) [GCC 11.3.1 20220421 (Red Hat 11.3.1-3)]
espnet version: espnet 202308
pytorch version: pytorch 2.1.2+cu118
Git hash: 18dd506fec8f0216217cae527c141f78d305a33e
- Commit date: Wed Jan 3 13:30:44 2024 +0100

exp/asr_train_discrete_asr_e_branchformer_mistral02_aed_raw_wavlm_large_21_km2000_bpe_rm6000_hugging_face_ts_mistralai-Mistral-7B-Instruct-v0.2_sp

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_hf_asr_model_valid.acc.ave/test_clean	2557	102570	86.4	10.4	3.2	2.5	16.1	96.1
decode_hf_asr_model_valid.acc.ave/test_other	2815	111093	82.5	13.6	3.9	3.3	20.8	96.8
decode_hf_asr_model_valid.acc.ave/org/dev	5348	217854	83.9	12.3	3.8	2.8	18.9	96.9

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_hf_asr_model_valid.acc.ave/test_clean	2557	552463	94.5	1.5	4.0	2.6	8.1	96.1
decode_hf_asr_model_valid.acc.ave/test_other	2815	600913	92.7	2.5	4.8	3.6	10.9	96.8
decode_hf_asr_model_valid.acc.ave/org/dev	5348	1177476	93.4	2.1	4.6	3.0	9.6	96.9

ASR config

expand

config: conf/tuning/train_discrete_asr_e_branchformer_la2_mistral02_aed_init-ctc_lr8e-4.yaml
print_config: false
log_level: INFO
drop_last_iter: false
dry_run: false
iterator_type: sequence
valid_iterator_type: null
output_dir: exp/asr_train_discrete_asr_e_branchformer_la2_mistral02_aed_init-ctc_lr8e-4_raw_wavlm_large_21_km2000_bpe_rm6000_hugging_face_ts_mistralai-Mistral-7B-Instruct-v0.2_sp
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 1
dist_backend: nccl
dist_init_method: env://
dist_world_size: 4
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 58743
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 35
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 10
nbest_averaging_interval: 0
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 2
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
use_fast_matmul: false
log_interval: null
use_matplotlib: true
use_tensorboard: true
create_graph_in_tensorboard: false
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
use_lora: false
save_lora_only: true
lora_conf: {}
pretrain_path: null
init_param:
- exp/asr_train_discrete_asr_e_branchformer_ctc_embed_tokens_mistral02_raw_wavlm_large_21_km2000_bpe_rm6000_hugging_face_ts_mistralai-Mistral-7B-Instruct-v0.2_sp/valid.cer_ctc.ave_10best.pth:::ctc
ignore_init_mismatch: false
freeze_param:
- decoder
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 150000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_hugging_face_mistralai-Mistral-7B-Instruct-v0.2_sp/train/text_shape.hugging_face
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_hugging_face_mistralai-Mistral-7B-Instruct-v0.2_sp/train/src_text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_hugging_face_mistralai-Mistral-7B-Instruct-v0.2_sp/valid/text_shape.hugging_face
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_hugging_face_mistralai-Mistral-7B-Instruct-v0.2_sp/valid/src_text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 150
- 150
sort_in_batch: descending
shuffle_within_batch: false
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
chunk_excluded_key_prefixes: []
train_data_path_and_name_and_type:
-   - dump/raw/train_small_sp/text.ts.en
    - text
    - text
-   - dump/raw/train_small_sp/text.rm.wavlm_large_21_km2000
    - src_text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/dev/text.ts.en
    - text
    - text
-   - dump/raw/dev/text.rm.wavlm_large_21_km2000
    - src_text
    - text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
exclude_weight_decay: false
exclude_weight_decay_conf: {}
optim: adam
optim_conf:
    lr: 0.0008
    weight_decay: 1.0e-06
scheduler: steplr
scheduler_conf:
    step_size: 10
    gamma: 0.5
token_list:
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- <s>
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- ס
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- 交
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- Џ
- 完
- Δ
- 义
- 보
- 向
- 换
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- 算
- 二
- پ
- ⁄
- 判
- 级
- 工
- ด
- ⠀
- 家
- レ
- 三
- 原
- 】
- 长
- া
- 管
- ѝ
- क
- 学
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- 验
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- µ
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- ›
- 제
- シ
- Ş
- 确
- 好
- 统
- 效
- 网
- "\x01"
- 物
- 아
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- 은
- ệ
- न
- 项
- 资
- こ
- 引
- ジ
- ค
- 版
- ท
- 平
- 们
- 与
- き
- 移
- ि
- 素
- 执
- 주
- ‐
- Ґ
- ี
- 板
- 问
- Ε
- 安
- 면
- 소
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- 持
- 습
- Σ
- ら
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- 心
- Π
- 打
- 」
- 상
- 「
- 检
- 库
- ÷
- 으
- 测
- ん
- े
- ُ
- 力
- 直
- 由
- ى
- 试
- 必
- 端
- ʻ
- 先
- ↑
- 命
- 도
- 전
- ห
- 员
- ɪ
- 있
- 比
- ṣ
- 時
- 择
- ذ
- テ
- ‌
- 构
- 备
- 그
- 链
- 说
- ლ
- ן
- 签
- う
- غ
- ế
- ض
- ḥ
- 启
- 력
- ო
- 付
- მ
- 索
- 特
- ג
- 西
- 대
- ├
- "\x96"
- "\x8E"
- 外
- צ
- 头
- 连
- 流
- ◄
- デ
- カ
- র
- 오
- 找
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- 🤣
- 去
- ₹
- 경
- グ
- ْ
- ¢
- 因
- "\x8F"
- Κ
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- 知
- ¶
- 像
- ♥
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- Æ
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- स
- म
- ❤
- あ
- 样
- 起
- 台
- 读
- 角
- 南
- 整
- 订
- ''
- ט
- マ
- ্
- 우
- ն
- 您
- ئ
- 基
- 水
- 생
- ‑
- 나
- 画
- 描
- 击
- っ
- 라
- ნ
- ր
- 业
- ბ
- 别
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- त
- 给
- 문
- 形
- 控
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- 동
- Њ
- ⁠
- 东
- ป
- 州
- 排
- 세
- 装
- 할
- Ć
- ∞
- 海
- 城
- 键
- 径
- 호
- 화
- ្
- 料
- ơ
- ी
- ウ
- 具
- ブ
- 块
- 再
- ố
- 电
- ；
- 위
- 两
- 而
- 장
- آ
- Ț
- バ
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- 令
- キ
- ّ
- 값
- 번
- 만
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- ल
- ▲
- 异
- 光
- 客
- 非
- ị
- "\x81"
- þ
- 設
- 述
- 합
- ？
- ✔
- 导
- ṇ
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- ˙
- Τ
- も
- 구
- 镇
- 작
- ░
- 步
- ộ
- 活
- พ
- ←
- ǎ
- จ
- 束
- ـ
- "\x91"
- 那
- प
- エ
- 志
- 么
- 运
- 北
- 超
- ་
- 布
- ώ
- ͡
- 少
- 파
- ʃ
- ム
- "\x95"
- 卡
- ন
- Μ
- ɑ
- 😉
- 辑
- 원
- 美
- 产
- 利
- 모
- 联
- 界
- 체
- 种
- 王
- ľ
- 여
- 메
- 域
- ვ
- 立
- 록
- 게
- إ
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- ո
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- ☆
- Ñ
- 조
- 動
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- 과
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- ា
- 되
- ե
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- ¬
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- 填
- 待
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- დ
- Ї
- 额
- 음
- 四
- だ
- 회
- 止
- 率
- 环
- パ
- 래
- 闭
- ̀
- 语
- 개
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- 藏
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- 된
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- 선
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- ≥
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- 🤷
- せ
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- "\x87"
- 造
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- Ā
- "\x98"
- 石
- よ
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- 展
- ¯
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- უ
- ✓
- თ
- 供
- 명
- ξ
- 己
- 且
- 插
- 景
- 切
- ไ
- 없
- ョ
- 及
- Ν
- 미
- ث
- 데
- 价
- 乡
- ह
- チ
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- "\x8D"
- ≈
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- 저
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- 听
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- 秒
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- "\x9C"
- 🚀
- 거
- 재
- "\x82"
- 場
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- 중
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- द
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- ء
- ‡
- 候
- 共
- 크
- ธ
- 설
- 快
- 友
- ְ
- 车
- 推
- 花
- 言
- چ
- 至
- 開
- 校
- 個
- 村
- つ
- ▌
- ப
- 결
- ņ
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- ន
- 达
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- ナ
- 场
- 影
- 🏻
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- ظ
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- ▼
- お
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- 微
- ờ
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- 행
- 《
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- ọ
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- த
- "\x90"
- ų
- 마
- 않
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- 계
- 연
- 五
- Ź
- め
- 很
- 간
- 無
- ប
- 社
- Ê
- 书
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- 云
- └
- ζ
- ،
- 搜
- 신
- 유
- ‏
- ✅
- ⭐
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- 川
- 後
- 范
- 民
- 治
- 章
- ề
- 바
- ә
- ⚭
- 河
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- √
- Ă
- Γ
- 坐
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- 추
- 受
- ♀
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- 林
- 치
- ﬁ
- ▒
- 张
- 着
- 访
- 考
- 教
- ग
- 准
- 印
- 精
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- ち
- 围
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- 때
- 随
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- 况
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- 표
- 반
- 英
- ʰ
- 👍
- ज
- 带
- 為
- 续
- ɨ
- 처
- ₂
- 클
- 群
- 현
- 风
- 购
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- 방
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- 缩
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- Ё
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- 야
- ម
- Ő
- 感
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- 変
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- 父
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- ʲ
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- 强
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- ミ
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- 당
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- 匹
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- 코
- ল
- ŭ
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- ニ
- "\x12"
- ʒ
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- "\x06"
- 단
- 今
- ʔ
- ट
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- 안
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- ～
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- 深
- 금
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- 释
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- 野
- 防
- Η
- ө
- ψ
- ボ
- "\x9A"
- 各
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- 句
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- Φ
- ѣ
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- 男
- 글
- 식
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- 복
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- 申
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- ▀
- ↔
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- 青
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- 递
- প
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- 绑
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- "\x10"
- ử
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- 환
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- Θ
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- 差
- 采
- 디
- ĩ
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- 背
- 배
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- 객
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- ἐ
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- 百
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- Β
- श
- ¸
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- 死
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- 검
- Χ
- 것
- 八
- 览
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- 唯
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- ¤
- 페
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- 锁
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- Ô
- "\x13"
- ṃ
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- 享
- 积
- "\x88"
- 😊
- 典
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- 六
- 便
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- 简
- 继
- 仅
- 尾
- "\x8B"
- வ
- կ
- "\x83"
- 영
- 火
- 湖
- 書
- 발
- ハ
- 循
- 术
- 結
- ļ
- 乐
- 滤
- 종
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- ὶ
- 满
- ╝
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- 封
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- 색
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- 數
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- 삭
- 実
- 레
- ſ
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- "\x0E"
- 母
- 더
- 임
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- 几
- 双
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- Ρ
- ἀ
- 標
- 長
- 档
- 태
- ペ
- 본
- "\x8C"
- 底
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- 예
- ▬
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- 李
- Υ
- "\x05"
- "\x02"
- 替
- 운
- 射
- "\x18"
- 매
- "\x11"
- 🏼
- 票
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- Ò
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- մ
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- 普
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- 속
- 括
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- ট
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- Ы
- 走
- ữ
- ‬
- 归
- 점
- 🔥
- 었
- 連
- 私
- 청
- 刘
- 免
- 
- 奖
- 見
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- 받
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- "\x84"
- 钟
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- 든
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- 
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- ქ
- 亮
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- ̂
- ٹ
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- ˌ
- 均
- ''
- 官
- 适
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- 久
- 春
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- 皇
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- 池
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- 품
- 現
- 檔
- ば
- ⴰ
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- 玩
- 固
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- 
- ☽
- 银
- "\x03"
- ┃
- 👏
- 불
- 攻
- へ
- 决
- ⊙
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- च
- 機
- 義
- ɲ
- "\x15"
- 했
- ẩ
- 愛
- 矩
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- ặ
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- Ь
- 绘
- 负
- ổ
- ய
- 汉
- 編
- ێ
- ്
- じ
- 카
- 似
- ں
- や
- 認
- "\x0F"
- 過
- 통
- ▪
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- 买
- 住
- ╚
- 😁
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- 려
- 학
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- ỉ
- 她
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- "\x14"
- į
- 준
- "\x04"
- ฟ
- ♣
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- 军
- 爱
- ٱ
- 七
- 차
- 币
- ♠
- 哈
- 阅
- 介
- 观
- 區
- ˜
- ً
- 又
- 冲
- 朝
- 姓
- 课
- 龍
- 각
- ∈
- 米
- ƒ
- 喜
- 夜
- 团
- ⇒
- 远
- "\x1A"
- ὐ
- 承
- ಿ
- 室
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- अ
- 罗
- 🙏
- 软
- 🟡
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- ؟
- း
- ᴇ
- ユ
- 토
- 策
- ̄
- 국
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- 协
- 营
- 関
- 吉
- 💀
- 奇
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- ︙
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- 赋
- 巴
- 占
- 假
- ṅ
- 透
- 項
- ħ
- 馬
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- Ľ
- լ
- 券
- 같
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- 對
- 월
- 激
- "\x17"
- 戦
- 独
- 訊
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- ở
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- 降
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- 尼
- 血
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- ్
- ῶ
- 🟠
- 良
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- Ћ
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- 偐
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- 使
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- <sos/eos>
init: null
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: null
    zero_infinity: true
    bias: true
    length_adaptor_n_layers: 0
    hidden_size: 0
use_preprocessor: true
token_type: hugging_face
src_token_type: bpe
bpemodel: mistralai/Mistral-7B-Instruct-v0.2
src_bpemodel: data/token_list/src_bpe_unigram6000_rm_wavlm_large_21_km2000/bpe.model
non_linguistic_symbols: null
cleaner: null
g2p: null
tokenizer_encode_conf: null
src_tokenizer_encode_conf:
    enable_sampling: true
    alpha: 0.4
    nbest_size: -1
frontend: embed
frontend_conf:
    embed_dim: 512
    positional_dropout_rate: 0.1
specaug: specaug
specaug_conf:
    apply_time_warp: false
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: false
    freq_mask_width_range:
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    num_freq_mask: 0
    apply_time_mask: true
    time_mask_width_ratio_range:
    - 0.0
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    num_time_mask: 10
preencoder: null
preencoder_conf: {}
encoder: e_branchformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    attention_layer_type: rel_selfattn
    pos_enc_layer_type: rel_pos
    rel_pos_type: latest
    cgmlp_linear_units: 1024
    cgmlp_conv_kernel: 31
    use_linear_after_conv: false
    gate_activation: identity
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv1d2
    layer_drop_rate: 0.0
    linear_units: 1024
    positionwise_layer_type: linear
    use_ffn: true
    macaron_ffn: true
    merge_conv_kernel: 31
postencoder: length_adaptor
postencoder_conf:
    length_adaptor_n_layers: 2
    output_layer: linear
    output_size: 4096
decoder: hugging_face_transformers
decoder_conf:
    model_name_or_path: mistralai/Mistral-7B-Instruct-v0.2
    causal_lm: true
    prefix: '[INST] Repeat the sentence: "'
    postfix: "\"\n\n [/INST]"
    from_pretrained_kwargs:
        attn_implementation: flash_attention_2
        torch_dtype: auto
model: discrete_asr
model_conf:
    ctc_weight: 0.0
    lsm_weight: 0.0
    length_normalized_loss: false
    share_decoder_input_output_embed: false
    share_encoder_decoder_input_embed: false
    ignore_id: 2
    sym_blank: </s>
    sym_sos: <s>
    sym_eos: </s>
required:
- output_dir
- src_token_list
- token_list
version: '202308'
distributed: true

Citing ESPnet

@inproceedings{watanabe2018espnet,
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  title={{ESPnet}: End-to-End Speech Processing Toolkit},
  year={2018},
  booktitle={Proceedings of Interspeech},
  pages={2207--2211},
  doi={10.21437/Interspeech.2018-1456},
  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
}

or arXiv:

@misc{watanabe2018espnet,
  title={ESPnet: End-to-End Speech Processing Toolkit},
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  year={2018},
  eprint={1804.00015},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}