Instructions to use pyf98/jsut_e_branchformer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ESPnet
How to use pyf98/jsut_e_branchformer with ESPnet:
from espnet2.bin.asr_inference import Speech2Text model = Speech2Text.from_pretrained( "pyf98/jsut_e_branchformer" ) speech, rate = soundfile.read("speech.wav") text, *_ = model(speech)[0] - Notebooks
- Google Colab
- Kaggle
| tags: | |
| - espnet | |
| - audio | |
| - automatic-speech-recognition | |
| language: jp | |
| datasets: | |
| - jsut | |
| license: cc-by-4.0 | |
| ## ESPnet2 ASR model | |
| ### `pyf98/jsut_e_branchformer` | |
| This model was trained by Yifan Peng using jsut recipe in [espnet](https://github.com/espnet/espnet/). | |
| References: | |
| - [E-Branchformer: Branchformer with Enhanced merging for speech recognition (SLT 2022)](https://arxiv.org/abs/2210.00077) | |
| - [Branchformer: Parallel MLP-Attention Architectures to Capture Local and Global Context for Speech Recognition and Understanding (ICML 2022)](https://proceedings.mlr.press/v162/peng22a.html) | |
| ### Demo: How to use in ESPnet2 | |
| Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) | |
| if you haven't done that already. | |
| ```bash | |
| cd espnet | |
| git checkout a9b9e8efbd96d00dac33203bb3b5240ee6789800 | |
| pip install -e . | |
| cd egs2/jsut/asr1 | |
| ./run.sh --skip_data_prep false --skip_train true --download_model pyf98/jsut_e_branchformer | |
| ``` | |
| <!-- Generated by scripts/utils/show_asr_result.sh --> | |
| # RESULTS | |
| ## Environments | |
| - date: `Mon Feb 20 21:37:20 CST 2023` | |
| - python version: `3.9.15 (main, Nov 24 2022, 14:31:59) [GCC 11.2.0]` | |
| - espnet version: `espnet 202301` | |
| - pytorch version: `pytorch 1.13.1` | |
| - Git hash: `8fa6361886c246afbd90c6e2ef98596628bdeaa8` | |
| - Commit date: `Fri Feb 17 16:47:46 2023 -0600` | |
| ## exp/asr_train_asr_e_branchformer_e16_conv15_raw_jp_char_sp | |
| ### WER | |
| |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| | |
| |---|---|---|---|---|---|---|---|---| | |
| |decode_transformer_lm_lm_train_lm_jp_char_valid.loss.ave_asr_model_valid.acc.ave/dev|250|250|14.8|85.2|0.0|0.0|85.2|85.2| | |
| |decode_transformer_lm_lm_train_lm_jp_char_valid.loss.ave_asr_model_valid.acc.ave/eval1|250|250|12.0|88.0|0.0|0.0|88.0|88.0| | |
| ### CER | |
| |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| | |
| |---|---|---|---|---|---|---|---|---| | |
| |decode_transformer_lm_lm_train_lm_jp_char_valid.loss.ave_asr_model_valid.acc.ave/dev|250|6349|89.3|8.4|2.2|1.1|11.8|85.2| | |
| |decode_transformer_lm_lm_train_lm_jp_char_valid.loss.ave_asr_model_valid.acc.ave/eval1|250|5928|88.2|9.6|2.2|1.1|13.0|88.0| | |
| ### TER | |
| |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| | |
| |---|---|---|---|---|---|---|---|---| | |
| ## ASR config | |
| <details><summary>expand</summary> | |
| ``` | |
| config: conf/tuning/train_asr_e_branchformer_e16_conv15.yaml | |
| print_config: false | |
| log_level: INFO | |
| dry_run: false | |
| iterator_type: sequence | |
| output_dir: exp/asr_train_asr_e_branchformer_e16_conv15_raw_jp_char_sp | |
| ngpu: 1 | |
| seed: 0 | |
| num_workers: 1 | |
| num_att_plot: 3 | |
| dist_backend: nccl | |
| dist_init_method: env:// | |
| dist_world_size: null | |
| dist_rank: null | |
| local_rank: 0 | |
| dist_master_addr: null | |
| dist_master_port: null | |
| dist_launcher: null | |
| multiprocessing_distributed: false | |
| unused_parameters: false | |
| sharded_ddp: false | |
| cudnn_enabled: true | |
| cudnn_benchmark: false | |
| cudnn_deterministic: true | |
| collect_stats: false | |
| write_collected_feats: false | |
| max_epoch: 100 | |
| 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: 3 | |
| grad_clip_type: 2.0 | |
| grad_noise: false | |
| accum_grad: 1 | |
| no_forward_run: false | |
| resume: true | |
| train_dtype: float32 | |
| use_amp: 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 | |
| pretrain_path: null | |
| init_param: [] | |
| ignore_init_mismatch: false | |
| freeze_param: [] | |
| num_iters_per_epoch: null | |
| batch_size: 20 | |
| valid_batch_size: null | |
| batch_bins: 15000000 | |
| valid_batch_bins: null | |
| train_shape_file: | |
| - exp/asr_stats_raw_jp_char_sp/train/speech_shape | |
| - exp/asr_stats_raw_jp_char_sp/train/text_shape.char | |
| valid_shape_file: | |
| - exp/asr_stats_raw_jp_char_sp/valid/speech_shape | |
| - exp/asr_stats_raw_jp_char_sp/valid/text_shape.char | |
| batch_type: numel | |
| valid_batch_type: null | |
| fold_length: | |
| - 80000 | |
| - 150 | |
| sort_in_batch: descending | |
| sort_batch: descending | |
| multiple_iterator: false | |
| chunk_length: 500 | |
| chunk_shift_ratio: 0.5 | |
| num_cache_chunks: 1024 | |
| train_data_path_and_name_and_type: | |
| - - dump/raw/tr_no_dev_sp/wav.scp | |
| - speech | |
| - sound | |
| - - dump/raw/tr_no_dev_sp/text | |
| - text | |
| - text | |
| valid_data_path_and_name_and_type: | |
| - - dump/raw/dev/wav.scp | |
| - speech | |
| - sound | |
| - - dump/raw/dev/text | |
| - 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: 4.0 | |
| scheduler: noamlr | |
| scheduler_conf: | |
| model_size: 256 | |
| warmup_steps: 25000 | |
| token_list: | |
| - <blank> | |
| - <unk> | |
| - 、 | |
| - の | |
| - 。 | |
| - い | |
| - に | |
| - る | |
| - た | |
| - は | |
| - を | |
| - て | |
| - し | |
| - が | |
| - で | |
| - と | |
| - な | |
| - ー | |
| - か | |
| - す | |
| - っ | |
| - れ | |
| - ま | |
| - ら | |
| - こ | |
| - り | |
| - も | |
| - く | |
| - う | |
| - あ | |
| - ン | |
| - さ | |
| - き | |
| - だ | |
| - よ | |
| - け | |
| - ス | |
| - ル | |
| - ん | |
| - め | |
| - そ | |
| - ト | |
| - ど | |
| - え | |
| - つ | |
| - 人 | |
| - イ | |
| - お | |
| - ッ | |
| - や | |
| - ク | |
| - リ | |
| - ア | |
| - わ | |
| - ち | |
| - ラ | |
| - ば | |
| - せ | |
| - 行 | |
| - シ | |
| - ド | |
| - 大 | |
| - 一 | |
| - 彼 | |
| - 時 | |
| - タ | |
| - 中 | |
| - レ | |
| - 出 | |
| - フ | |
| - み | |
| - 日 | |
| - 見 | |
| - ュ | |
| - カ | |
| - 生 | |
| - ジ | |
| - 間 | |
| - チ | |
| - バ | |
| - 分 | |
| - 入 | |
| - ィ | |
| - 事 | |
| - 上 | |
| - 手 | |
| - ウ | |
| - プ | |
| - 物 | |
| - ニ | |
| - 本 | |
| - テ | |
| - ろ | |
| - コ | |
| - 自 | |
| - ロ | |
| - ャ | |
| - 者 | |
| - 合 | |
| - , | |
| - 気 | |
| - ム | |
| - 女 | |
| - ェ | |
| - エ | |
| - マ | |
| - 方 | |
| - ず | |
| - 的 | |
| - 私 | |
| - じ | |
| - デ | |
| - メ | |
| - 地 | |
| - 場 | |
| - グ | |
| - べ | |
| - 力 | |
| - キ | |
| - 言 | |
| - 子 | |
| - 部 | |
| - 国 | |
| - 持 | |
| - 用 | |
| - 学 | |
| - 動 | |
| - ブ | |
| - 会 | |
| - パ | |
| - ズ | |
| - オ | |
| - 発 | |
| - 業 | |
| - 後 | |
| - ほ | |
| - 通 | |
| - 前 | |
| - 多 | |
| - 何 | |
| - ツ | |
| - 高 | |
| - ミ | |
| - ビ | |
| - 長 | |
| - 体 | |
| - 下 | |
| - サ | |
| - へ | |
| - 目 | |
| - 表 | |
| - 要 | |
| - ご | |
| - 立 | |
| - 来 | |
| - 話 | |
| - 性 | |
| - む | |
| - 現 | |
| - げ | |
| - 食 | |
| - 定 | |
| - 金 | |
| - 年 | |
| - ョ | |
| - 小 | |
| - 思 | |
| - ょ | |
| - ベ | |
| - 家 | |
| - 取 | |
| - 作 | |
| - 々 | |
| - 明 | |
| - 今 | |
| - 度 | |
| - 車 | |
| - 全 | |
| - 同 | |
| - ネ | |
| - 知 | |
| - 理 | |
| - 名 | |
| - び | |
| - セ | |
| - 受 | |
| - ナ | |
| - 最 | |
| - ピ | |
| - 当 | |
| - 使 | |
| - 対 | |
| - 所 | |
| - 関 | |
| - 代 | |
| - ダ | |
| - 少 | |
| - 主 | |
| - 道 | |
| - 戦 | |
| - 成 | |
| - 心 | |
| - 電 | |
| - 面 | |
| - ね | |
| - 身 | |
| - ケ | |
| - 機 | |
| - 実 | |
| - モ | |
| - 新 | |
| - 法 | |
| - 記 | |
| - 意 | |
| - 空 | |
| - 必 | |
| - 書 | |
| - 水 | |
| - 外 | |
| - 1 | |
| - ギ | |
| - 料 | |
| - 不 | |
| - 山 | |
| - 語 | |
| - 内 | |
| - '1' | |
| - 社 | |
| - 世 | |
| - ぶ | |
| - ァ | |
| - 強 | |
| - ガ | |
| - ぐ | |
| - 化 | |
| - 在 | |
| - 向 | |
| - 切 | |
| - 重 | |
| - ポ | |
| - ハ | |
| - ボ | |
| - 変 | |
| - 無 | |
| - 付 | |
| - 神 | |
| - 感 | |
| - 病 | |
| - 回 | |
| - 近 | |
| - 結 | |
| - 着 | |
| - 音 | |
| - 屋 | |
| - 利 | |
| - 能 | |
| - 特 | |
| - 王 | |
| - 達 | |
| - 海 | |
| - 院 | |
| - 乗 | |
| - 点 | |
| - ォ | |
| - 相 | |
| - 際 | |
| - ホ | |
| - 二 | |
| - 品 | |
| - 様 | |
| - 数 | |
| - 産 | |
| - ペ | |
| - 番 | |
| - 色 | |
| - 開 | |
| - 聞 | |
| - 落 | |
| - 校 | |
| - 男 | |
| - 約 | |
| - ぎ | |
| - ゃ | |
| - 原 | |
| - 足 | |
| - ワ | |
| - 運 | |
| - 悪 | |
| - 転 | |
| - 文 | |
| - 風 | |
| - 常 | |
| - 情 | |
| - 界 | |
| - 考 | |
| - 流 | |
| - 以 | |
| - 議 | |
| - 口 | |
| - 告 | |
| - 形 | |
| - 教 | |
| - 仕 | |
| - 込 | |
| - 期 | |
| - ヒ | |
| - 問 | |
| - 反 | |
| - 線 | |
| - 市 | |
| - 続 | |
| - 件 | |
| - 解 | |
| - 認 | |
| - 指 | |
| - 0 | |
| - 楽 | |
| - 連 | |
| - 親 | |
| - ザ | |
| - 員 | |
| - 画 | |
| - 死 | |
| - 状 | |
| - ヴ | |
| - '0' | |
| - 良 | |
| - 他 | |
| - 直 | |
| - 三 | |
| - 呼 | |
| - 経 | |
| - 務 | |
| - ゴ | |
| - 予 | |
| - 集 | |
| - 失 | |
| - 命 | |
| - 引 | |
| - 送 | |
| - 計 | |
| - 論 | |
| - 急 | |
| - 次 | |
| - 天 | |
| - ひ | |
| - ざ | |
| - 正 | |
| - 存 | |
| - 公 | |
| - 味 | |
| - 母 | |
| - 過 | |
| - 野 | |
| - 可 | |
| - 決 | |
| - 2 | |
| - 共 | |
| - 信 | |
| - 夜 | |
| - 供 | |
| - 有 | |
| - 先 | |
| - 置 | |
| - 製 | |
| - 違 | |
| - 調 | |
| - 加 | |
| - 支 | |
| - 初 | |
| - 駅 | |
| - 球 | |
| - 士 | |
| - 好 | |
| - 友 | |
| - 制 | |
| - 愛 | |
| - 両 | |
| - 朝 | |
| - 十 | |
| - 飛 | |
| - 伝 | |
| - '2' | |
| - 果 | |
| - 美 | |
| - 歩 | |
| - ソ | |
| - 顔 | |
| - 真 | |
| - 軍 | |
| - 交 | |
| - 州 | |
| - 保 | |
| - 別 | |
| - 月 | |
| - 判 | |
| - 選 | |
| - 民 | |
| - ・ | |
| - 術 | |
| - 頭 | |
| - 走 | |
| - ヌ | |
| - 格 | |
| - 題 | |
| - 治 | |
| - 放 | |
| - ノ | |
| - ヤ | |
| - 止 | |
| - 由 | |
| - 張 | |
| - 白 | |
| - 団 | |
| - 願 | |
| - 雨 | |
| - 係 | |
| - 降 | |
| - 説 | |
| - 断 | |
| - 痛 | |
| - 害 | |
| - 馬 | |
| - 川 | |
| - 撃 | |
| - 族 | |
| - ぼ | |
| - 活 | |
| - 東 | |
| - 読 | |
| - 残 | |
| - 払 | |
| - 紙 | |
| - 確 | |
| - 難 | |
| - 投 | |
| - 争 | |
| - 組 | |
| - 進 | |
| - 広 | |
| - 報 | |
| - 位 | |
| - 技 | |
| - 義 | |
| - 類 | |
| - 席 | |
| - '5' | |
| - 起 | |
| - 葉 | |
| - 限 | |
| - 態 | |
| - ゲ | |
| - 配 | |
| - 五 | |
| - 構 | |
| - 素 | |
| - 試 | |
| - 住 | |
| - 政 | |
| - 得 | |
| - 石 | |
| - '3' | |
| - 誰 | |
| - 単 | |
| - 台 | |
| - 売 | |
| - 非 | |
| - 覚 | |
| - 古 | |
| - 求 | |
| - 質 | |
| - 和 | |
| - 接 | |
| - 域 | |
| - 値 | |
| - 安 | |
| - ヨ | |
| - 任 | |
| - 然 | |
| - 速 | |
| - 号 | |
| - 験 | |
| - 平 | |
| - 注 | |
| - 火 | |
| - 建 | |
| - 第 | |
| - 領 | |
| - 優 | |
| - 店 | |
| - 船 | |
| - 終 | |
| - 木 | |
| - 局 | |
| - 備 | |
| - 造 | |
| - 囲 | |
| - 始 | |
| - 姿 | |
| - 等 | |
| - 町 | |
| - 我 | |
| - 科 | |
| - 式 | |
| - 節 | |
| - 四 | |
| - 勢 | |
| - 客 | |
| - ゆ | |
| - 役 | |
| - 設 | |
| - 効 | |
| - 周 | |
| - 飲 | |
| - 土 | |
| - 負 | |
| - 待 | |
| - 為 | |
| - 元 | |
| - 参 | |
| - 量 | |
| - 田 | |
| - 肉 | |
| - 異 | |
| - 殺 | |
| - 夫 | |
| - 医 | |
| - 故 | |
| - 打 | |
| - 側 | |
| - 苦 | |
| - づ | |
| - 修 | |
| - 消 | |
| - 魔 | |
| - 3 | |
| - 買 | |
| - 証 | |
| - 絶 | |
| - 追 | |
| - 八 | |
| - 低 | |
| - 返 | |
| - 費 | |
| - 応 | |
| - 振 | |
| - 極 | |
| - 熱 | |
| - 個 | |
| - 若 | |
| - 与 | |
| - 離 | |
| - 早 | |
| - 路 | |
| - 光 | |
| - 圧 | |
| - 門 | |
| - 細 | |
| - 険 | |
| - 容 | |
| - 観 | |
| - 半 | |
| - 移 | |
| - 権 | |
| - 倒 | |
| - 犯 | |
| - 念 | |
| - 突 | |
| - 曲 | |
| - 敵 | |
| - 酒 | |
| - 星 | |
| - 薬 | |
| - 処 | |
| - 価 | |
| - 器 | |
| - 鉄 | |
| - 療 | |
| - 増 | |
| - 望 | |
| - 防 | |
| - 師 | |
| - 種 | |
| - 西 | |
| - 遺 | |
| - 便 | |
| - 乳 | |
| - 都 | |
| - 額 | |
| - 室 | |
| - 区 | |
| - 装 | |
| - ゼ | |
| - 花 | |
| - 収 | |
| - 商 | |
| - 漁 | |
| - 君 | |
| - 勝 | |
| - 南 | |
| - 申 | |
| - 遅 | |
| - 息 | |
| - 段 | |
| - 再 | |
| - 声 | |
| - 退 | |
| - 冷 | |
| - 京 | |
| - 帰 | |
| - 父 | |
| - 絵 | |
| - 服 | |
| - 介 | |
| - 競 | |
| - 腕 | |
| - 積 | |
| - 精 | |
| - 差 | |
| - 枚 | |
| - 職 | |
| - 5 | |
| - 黒 | |
| - 赤 | |
| - 基 | |
| - 許 | |
| - 攻 | |
| - 図 | |
| - 氏 | |
| - 級 | |
| - 階 | |
| - 習 | |
| - 恐 | |
| - 給 | |
| - '4' | |
| - 登 | |
| - 済 | |
| - 育 | |
| - 列 | |
| - 根 | |
| - 舞 | |
| - 短 | |
| - 去 | |
| - 座 | |
| - 御 | |
| - 太 | |
| - 演 | |
| - 英 | |
| - 各 | |
| - 視 | |
| - 温 | |
| - 脈 | |
| - 境 | |
| - 館 | |
| - 宇 | |
| - 減 | |
| - 闘 | |
| - 宙 | |
| - 青 | |
| - 罪 | |
| - 村 | |
| - 訳 | |
| - 示 | |
| - 除 | |
| - ぞ | |
| - 功 | |
| - 独 | |
| - 旅 | |
| - 警 | |
| - 官 | |
| - 寝 | |
| - 敗 | |
| - 属 | |
| - 央 | |
| - 僕 | |
| - 資 | |
| - 識 | |
| - 散 | |
| - 満 | |
| - 円 | |
| - 兼 | |
| - 六 | |
| - 静 | |
| - 左 | |
| - 歌 | |
| - 七 | |
| - 港 | |
| - 園 | |
| - 寄 | |
| - 遠 | |
| - 米 | |
| - 写 | |
| - 導 | |
| - 守 | |
| - 工 | |
| - 惑 | |
| - 協 | |
| - 及 | |
| - 提 | |
| - 候 | |
| - 総 | |
| - 逆 | |
| - 頼 | |
| - 従 | |
| - ぬ | |
| - 助 | |
| - 背 | |
| - 遊 | |
| - 激 | |
| - 老 | |
| - 派 | |
| - 研 | |
| - 九 | |
| - 営 | |
| - 描 | |
| - 皇 | |
| - 牛 | |
| - 完 | |
| - 影 | |
| - 浮 | |
| - 戻 | |
| - 案 | |
| - 横 | |
| - 暴 | |
| - 閉 | |
| - 夏 | |
| - 映 | |
| - 笑 | |
| - 被 | |
| - 犬 | |
| - 普 | |
| - 護 | |
| - 酸 | |
| - 兵 | |
| - 策 | |
| - 農 | |
| - 薄 | |
| - 腹 | |
| - ユ | |
| - 婚 | |
| - 歯 | |
| - 島 | |
| - 辺 | |
| - 波 | |
| - 想 | |
| - 恋 | |
| - ふ | |
| - 改 | |
| - 般 | |
| - 例 | |
| - 歳 | |
| - 型 | |
| - 比 | |
| - 照 | |
| - 欠 | |
| - 養 | |
| - 弾 | |
| - 骨 | |
| - 橋 | |
| - 街 | |
| - 髪 | |
| - 税 | |
| - 午 | |
| - 季 | |
| - 破 | |
| - 算 | |
| - 渡 | |
| - 察 | |
| - 筋 | |
| - 途 | |
| - 栄 | |
| - 禁 | |
| - 毎 | |
| - 象 | |
| - 困 | |
| - 乱 | |
| - 混 | |
| - 究 | |
| - 戸 | |
| - 票 | |
| - '9' | |
| - 曜 | |
| - 6 | |
| - 抜 | |
| - 歴 | |
| - 史 | |
| - 血 | |
| - 礼 | |
| - 損 | |
| - 深 | |
| - 仲 | |
| - 武 | |
| - 像 | |
| - 首 | |
| - 休 | |
| - ヘ | |
| - 述 | |
| - 留 | |
| - 字 | |
| - 魚 | |
| - 材 | |
| - 布 | |
| - 企 | |
| - 帯 | |
| - 標 | |
| - 宿 | |
| - 陸 | |
| - 洗 | |
| - 妻 | |
| - 隠 | |
| - 昔 | |
| - 固 | |
| - 訪 | |
| - 専 | |
| - 救 | |
| - 井 | |
| - 拠 | |
| - 末 | |
| - 衆 | |
| - 洋 | |
| - 岸 | |
| - 束 | |
| - 延 | |
| - 省 | |
| - 沿 | |
| - 寺 | |
| - 右 | |
| - 含 | |
| - 府 | |
| - 換 | |
| - 週 | |
| - 8 | |
| - 貴 | |
| - 条 | |
| - 北 | |
| - 百 | |
| - 端 | |
| - 管 | |
| - 爆 | |
| - 福 | |
| - 練 | |
| - 程 | |
| - 徒 | |
| - 焼 | |
| - 越 | |
| - 統 | |
| - 将 | |
| - 率 | |
| - 授 | |
| - 壁 | |
| - 万 | |
| - 隣 | |
| - 霊 | |
| - 婦 | |
| - 植 | |
| - 慣 | |
| - 織 | |
| - 居 | |
| - 荷 | |
| - 請 | |
| - 系 | |
| - 否 | |
| - 押 | |
| - 宮 | |
| - 預 | |
| - 録 | |
| - 響 | |
| - 簡 | |
| - 鳥 | |
| - 暗 | |
| - 幸 | |
| - 労 | |
| - 4 | |
| - 余 | |
| - 詳 | |
| - 猫 | |
| - 傾 | |
| - 挙 | |
| - 折 | |
| - 並 | |
| - 緒 | |
| - 毛 | |
| - 跡 | |
| - 因 | |
| - 板 | |
| - 灰 | |
| - 頃 | |
| - 煙 | |
| - 陽 | |
| - 捕 | |
| - 健 | |
| - 9 | |
| - 喜 | |
| - 割 | |
| - 軽 | |
| - 巻 | |
| - 玉 | |
| - 娘 | |
| - 燃 | |
| - 剣 | |
| - 輪 | |
| - 滅 | |
| - 症 | |
| - 滑 | |
| - 賞 | |
| - 鳴 | |
| - 訴 | |
| - ぱ | |
| - 杯 | |
| - 夕 | |
| - 阪 | |
| - 丸 | |
| - 銃 | |
| - 徴 | |
| - 雪 | |
| - 迎 | |
| - 屈 | |
| - 危 | |
| - 縁 | |
| - 忘 | |
| - 働 | |
| - 射 | |
| - 令 | |
| - 恵 | |
| - 厳 | |
| - 障 | |
| - 硬 | |
| - 弱 | |
| - 亡 | |
| - 聖 | |
| - 兄 | |
| - 皆 | |
| - 驚 | |
| - 検 | |
| - 藩 | |
| - 埋 | |
| - 句 | |
| - 答 | |
| - 層 | |
| - 環 | |
| - 尊 | |
| - 催 | |
| - 避 | |
| - 昨 | |
| - 岩 | |
| - 益 | |
| - 編 | |
| - 包 | |
| - 繁 | |
| - 具 | |
| - 未 | |
| - 油 | |
| - 規 | |
| - 替 | |
| - 納 | |
| - 7 | |
| - 航 | |
| - 博 | |
| - 角 | |
| - 査 | |
| - 拝 | |
| - 裏 | |
| - 志 | |
| - 脚 | |
| - 緊 | |
| - '7' | |
| - 豊 | |
| - 慢 | |
| - 森 | |
| - 況 | |
| - 裁 | |
| - 晩 | |
| - 覆 | |
| - 冊 | |
| - 札 | |
| - 載 | |
| - 財 | |
| - 占 | |
| - 源 | |
| - 雄 | |
| - 邦 | |
| - 脱 | |
| - 準 | |
| - 銀 | |
| - 招 | |
| - 符 | |
| - 適 | |
| - 司 | |
| - 展 | |
| - 嫌 | |
| - 脳 | |
| - 晴 | |
| - 販 | |
| - 探 | |
| - 鎮 | |
| - 弁 | |
| - 抱 | |
| - 略 | |
| - 奏 | |
| - 柄 | |
| - 掲 | |
| - 香 | |
| - 胞 | |
| - 勘 | |
| - 獲 | |
| - 快 | |
| - 汚 | |
| - 刻 | |
| - 責 | |
| - 芸 | |
| - 謝 | |
| - 推 | |
| - 厚 | |
| - 庭 | |
| - 茶 | |
| - 版 | |
| - 腰 | |
| - 匹 | |
| - 臓 | |
| - 易 | |
| - 炭 | |
| - 密 | |
| - 免 | |
| - 吹 | |
| - 印 | |
| - 傷 | |
| - 既 | |
| - 塩 | |
| - 評 | |
| - 著 | |
| - 召 | |
| - 菌 | |
| - 欲 | |
| - 盛 | |
| - 趣 | |
| - 依 | |
| - 釣 | |
| - 景 | |
| - 借 | |
| - 至 | |
| - 施 | |
| - 浴 | |
| - 誤 | |
| - 草 | |
| - 更 | |
| - 鍵 | |
| - 掛 | |
| - 邪 | |
| - 泣 | |
| - 春 | |
| - 河 | |
| - 奥 | |
| - 片 | |
| - 隊 | |
| - 築 | |
| - 吉 | |
| - 箱 | |
| - 豆 | |
| - ぴ | |
| - 怖 | |
| - 討 | |
| - 拍 | |
| - 雑 | |
| - 帝 | |
| - 宝 | |
| - 床 | |
| - 侵 | |
| - 担 | |
| - 干 | |
| - 墓 | |
| - 刀 | |
| - 妃 | |
| - 壊 | |
| - 超 | |
| - 隔 | |
| - 眠 | |
| - 砂 | |
| - 緑 | |
| - ぜ | |
| - 慮 | |
| - 宗 | |
| - 模 | |
| - 吸 | |
| - 届 | |
| - 頂 | |
| - 炎 | |
| - 噂 | |
| - 乾 | |
| - 順 | |
| - 詰 | |
| - 康 | |
| - 刺 | |
| - 勤 | |
| - 刑 | |
| - 城 | |
| - 荒 | |
| - 革 | |
| - 祖 | |
| - 芝 | |
| - 飾 | |
| - 泊 | |
| - 握 | |
| - 幅 | |
| - 揺 | |
| - 華 | |
| - ぽ | |
| - 併 | |
| - 粒 | |
| - 巣 | |
| - 署 | |
| - 範 | |
| - 冠 | |
| - 肝 | |
| - 履 | |
| - '6' | |
| - 銭 | |
| - 復 | |
| - 紀 | |
| - 露 | |
| - 偶 | |
| - 甲 | |
| - 騒 | |
| - 卒 | |
| - 善 | |
| - 党 | |
| - 扱 | |
| - 微 | |
| - 姉 | |
| - 抗 | |
| - 採 | |
| - 群 | |
| - 胸 | |
| - 県 | |
| - 逃 | |
| - 柔 | |
| - 興 | |
| - 清 | |
| - 冬 | |
| - 律 | |
| - 尾 | |
| - 賛 | |
| - 孫 | |
| - 鈴 | |
| - 絡 | |
| - 筆 | |
| - 妙 | |
| - 針 | |
| - 補 | |
| - 襲 | |
| - 仮 | |
| - 毒 | |
| - 溶 | |
| - 富 | |
| - 勉 | |
| - 丁 | |
| - 仏 | |
| - 伴 | |
| - 締 | |
| - 鉱 | |
| - 靴 | |
| - 悲 | |
| - 窓 | |
| - 弟 | |
| - 秘 | |
| - 己 | |
| - 怪 | |
| - 撮 | |
| - 迷 | |
| - 液 | |
| - 揚 | |
| - 疎 | |
| - 夢 | |
| - 児 | |
| - 虫 | |
| - 仰 | |
| - 腐 | |
| - 盗 | |
| - 概 | |
| - 核 | |
| - 複 | |
| - 湖 | |
| - 停 | |
| - 秒 | |
| - 称 | |
| - 妖 | |
| - 旨 | |
| - '8' | |
| - 林 | |
| - 駄 | |
| - 迫 | |
| - 冒 | |
| - 誘 | |
| - 塗 | |
| - 諸 | |
| - 永 | |
| - 劇 | |
| - 貨 | |
| - 眼 | |
| - 祭 | |
| - 互 | |
| - 砲 | |
| - 封 | |
| - 疑 | |
| - 課 | |
| - 臣 | |
| - 昼 | |
| - 詩 | |
| - 俺 | |
| - 触 | |
| - 幼 | |
| - 俳 | |
| - 郵 | |
| - 到 | |
| - 駆 | |
| - 豪 | |
| - 岡 | |
| - 控 | |
| - 疲 | |
| - 瞬 | |
| - 戒 | |
| - 似 | |
| - 監 | |
| - 殿 | |
| - 継 | |
| - 稿 | |
| - 膜 | |
| - 魅 | |
| - 皿 | |
| - 偉 | |
| - 卵 | |
| - 灯 | |
| - 忍 | |
| - 袋 | |
| - 郎 | |
| - 辞 | |
| - 暮 | |
| - 煮 | |
| - 伸 | |
| - 了 | |
| - 則 | |
| - 釈 | |
| - 裕 | |
| - 樹 | |
| - 底 | |
| - 糸 | |
| - 羽 | |
| - 談 | |
| - 悔 | |
| - 透 | |
| - 飯 | |
| - 浸 | |
| - 皮 | |
| - 暖 | |
| - 奮 | |
| - 械 | |
| - 紹 | |
| - 魂 | |
| - 染 | |
| - 洞 | |
| - 裂 | |
| - 巡 | |
| - 菜 | |
| - 宅 | |
| - 績 | |
| - 葬 | |
| - 秋 | |
| - 尽 | |
| - 駐 | |
| - 却 | |
| - 繰 | |
| - 甘 | |
| - 儀 | |
| - 傘 | |
| - 鼻 | |
| - 診 | |
| - 奪 | |
| - 麗 | |
| - 距 | |
| - 寒 | |
| - 抑 | |
| - 麦 | |
| - 援 | |
| - 氷 | |
| - 審 | |
| - 患 | |
| - 陣 | |
| - 衝 | |
| - 憶 | |
| - 充 | |
| - 怒 | |
| - 耐 | |
| - ヶ | |
| - 稲 | |
| - 崩 | |
| - 聴 | |
| - 均 | |
| - 鋼 | |
| - 踏 | |
| - 遭 | |
| - 黄 | |
| - 典 | |
| - 廃 | |
| - 繋 | |
| - 濃 | |
| - 秀 | |
| - 粉 | |
| - 遇 | |
| - 臭 | |
| - 如 | |
| - 倉 | |
| - 湯 | |
| - 泉 | |
| - 株 | |
| - 測 | |
| - 講 | |
| - 盟 | |
| - 努 | |
| - 恥 | |
| - 狂 | |
| - 堅 | |
| - 畑 | |
| - 貧 | |
| - 彩 | |
| - 鹿 | |
| - 祝 | |
| - 碑 | |
| - 棚 | |
| - 執 | |
| - 才 | |
| - 耳 | |
| - 焦 | |
| - 拳 | |
| - ぷ | |
| - 揮 | |
| - 久 | |
| - 騎 | |
| - 鯨 | |
| - 偽 | |
| - 緩 | |
| - 遣 | |
| - 携 | |
| - 舌 | |
| - 糖 | |
| - 房 | |
| - 虚 | |
| - 辛 | |
| - 暑 | |
| - 塞 | |
| - 鬼 | |
| - 鋭 | |
| - 麻 | |
| - 澄 | |
| - ぺ | |
| - 郡 | |
| - 汗 | |
| - 刃 | |
| - 姫 | |
| - 潰 | |
| - 滴 | |
| - 劣 | |
| - 承 | |
| - ゅ | |
| - 奴 | |
| - 棄 | |
| - 翌 | |
| - 唯 | |
| - 嘘 | |
| - 寿 | |
| - 昇 | |
| - 詞 | |
| - 妹 | |
| - 舎 | |
| - 巨 | |
| - 索 | |
| - 贈 | |
| - 輸 | |
| - 購 | |
| - 威 | |
| - 輩 | |
| - 旧 | |
| - 牧 | |
| - 貸 | |
| - 宴 | |
| - 刈 | |
| - 貯 | |
| - 整 | |
| - 濯 | |
| - 千 | |
| - 犠 | |
| - 牲 | |
| - 凍 | |
| - 災 | |
| - 嵐 | |
| - 析 | |
| - 衣 | |
| - 崖 | |
| - 紛 | |
| - 奇 | |
| - 希 | |
| - 咲 | |
| - 懸 | |
| - 肩 | |
| - 寂 | |
| - 賄 | |
| - 芽 | |
| - 悩 | |
| - 肥 | |
| - 懐 | |
| - 震 | |
| - 鏡 | |
| - 搭 | |
| - 謀 | |
| - 帳 | |
| - 酔 | |
| - 敷 | |
| - 竜 | |
| - 爪 | |
| - 盤 | |
| - 殊 | |
| - 憎 | |
| - 慕 | |
| - ゥ | |
| - 僧 | |
| - 章 | |
| - 瓶 | |
| - 寧 | |
| - 随 | |
| - 殖 | |
| - 縮 | |
| - 漆 | |
| - 漢 | |
| - 沈 | |
| - 没 | |
| - 幕 | |
| - 坊 | |
| - 籠 | |
| - 椅 | |
| - 綿 | |
| - 松 | |
| - 狭 | |
| - 飼 | |
| - 漫 | |
| - 翻 | |
| - 穴 | |
| - 較 | |
| - 脇 | |
| - 衛 | |
| - 脅 | |
| - 委 | |
| - 覧 | |
| - 渉 | |
| - 綺 | |
| - 炉 | |
| - 操 | |
| - 棒 | |
| - 枯 | |
| - 陥 | |
| - 致 | |
| - 踊 | |
| - 掘 | |
| - 僚 | |
| - 拒 | |
| - 就 | |
| - 欧 | |
| - 挑 | |
| - 陰 | |
| - 珍 | |
| - 机 | |
| - 徳 | |
| - 訓 | |
| - 削 | |
| - 賂 | |
| - 肌 | |
| - 涼 | |
| - 拡 | |
| - 溢 | |
| - 臨 | |
| - 挨 | |
| - 拶 | |
| - 敬 | |
| - 搬 | |
| - 翼 | |
| - 癒 | |
| - 鉢 | |
| - 喰 | |
| - 狙 | |
| - 垂 | |
| - 棟 | |
| - 艦 | |
| - 茂 | |
| - 鮮 | |
| - 躍 | |
| - 鍛 | |
| - 禰 | |
| - 讃 | |
| - 俵 | |
| - 喉 | |
| - 渇 | |
| - 捨 | |
| - 叩 | |
| - 佐 | |
| - 脂 | |
| - 衰 | |
| - 湿 | |
| - 双 | |
| - 壮 | |
| - 網 | |
| - 祈 | |
| - 郊 | |
| - 哀 | |
| - 絞 | |
| - 黙 | |
| - 漂 | |
| - 錠 | |
| - 忙 | |
| - 忠 | |
| - 渋 | |
| - 谷 | |
| - 枝 | |
| - 喧 | |
| - 穀 | |
| - 譲 | |
| - 癖 | |
| - 暇 | |
| - 慎 | |
| - 憂 | |
| - 往 | |
| - 飽 | |
| - 蛇 | |
| - 伏 | |
| - 蓄 | |
| - 淡 | |
| - 池 | |
| - 旦 | |
| - 喫 | |
| - 坂 | |
| - 嘆 | |
| - 猟 | |
| - 韓 | |
| - 郷 | |
| - 項 | |
| - 卑 | |
| - 怨 | |
| - 殴 | |
| - 幽 | |
| - 狩 | |
| - 鼓 | |
| - 涙 | |
| - 排 | |
| - 貢 | |
| - 筒 | |
| - 挟 | |
| - 券 | |
| - 桜 | |
| - 廊 | |
| - 孤 | |
| - 弓 | |
| - 竹 | |
| - 躊 | |
| - 躇 | |
| - 薦 | |
| - 滞 | |
| - 寮 | |
| - 粘 | |
| - 洒 | |
| - 紫 | |
| - 悟 | |
| - 尋 | |
| - 梅 | |
| - 彫 | |
| - '-' | |
| - 晶 | |
| - 謙 | |
| - 岳 | |
| - 墨 | |
| - 潤 | |
| - 扉 | |
| - 擬 | |
| - ゾ | |
| - 沢 | |
| - 徹 | |
| - 潔 | |
| - 糧 | |
| - 培 | |
| - 藤 | |
| - 拾 | |
| - 濡 | |
| - 胃 | |
| - 堂 | |
| - 唇 | |
| - 庫 | |
| - 智 | |
| - 粗 | |
| - 嘩 | |
| - 蔵 | |
| - 創 | |
| - 猛 | |
| - 呂 | |
| - 偏 | |
| - 窮 | |
| - 雲 | |
| - 羊 | |
| - 熟 | |
| - 還 | |
| - 傍 | |
| - 懲 | |
| - 江 | |
| - 輝 | |
| - 猿 | |
| - 丈 | |
| - 鶏 | |
| - 吐 | |
| - 択 | |
| - 跳 | |
| - 維 | |
| - 剤 | |
| - 腫 | |
| - 漏 | |
| - 添 | |
| - 縫 | |
| - 呪 | |
| - 掃 | |
| - 曇 | |
| - 眺 | |
| - 慈 | |
| - 幾 | |
| - 巧 | |
| - 雷 | |
| - 稼 | |
| - 沸 | |
| - 溝 | |
| - 里 | |
| - 斬 | |
| - 摂 | |
| - 茎 | |
| - 旗 | |
| - 蹴 | |
| - 紅 | |
| - 孔 | |
| - 惜 | |
| - 祀 | |
| - 雰 | |
| - 苗 | |
| - 憧 | |
| - 藻 | |
| - 稚 | |
| - 穂 | |
| - 煩 | |
| - 薩 | |
| - 丘 | |
| - 窒 | |
| - 弦 | |
| - 架 | |
| - 杖 | |
| - 冥 | |
| - 蓋 | |
| - 鈍 | |
| - 庁 | |
| - 琉 | |
| - 飄 | |
| - 寓 | |
| - 樫 | |
| - 嶋 | |
| - 鵜 | |
| - 瀬 | |
| - 淵 | |
| - 寵 | |
| - 髣 | |
| - 髴 | |
| - 渠 | |
| - 璧 | |
| - 促 | |
| - 勇 | |
| - 獄 | |
| - 顧 | |
| - 仙 | |
| - 栽 | |
| - 契 | |
| - 酷 | |
| - 逮 | |
| - 闇 | |
| - 亜 | |
| - 肺 | |
| - 凄 | |
| - 頻 | |
| - 醜 | |
| - 枠 | |
| - 絹 | |
| - 虎 | |
| - 赦 | |
| - 堪 | |
| - 泳 | |
| - 膚 | |
| - 励 | |
| - 誠 | |
| - 穫 | |
| - 批 | |
| - 之 | |
| - 賃 | |
| - 旬 | |
| - 幹 | |
| - 砕 | |
| - 蒸 | |
| - 烈 | |
| - 齢 | |
| - 把 | |
| - 伯 | |
| - 膨 | |
| - 挫 | |
| - 純 | |
| - 誕 | |
| - 倍 | |
| - 膝 | |
| - 幻 | |
| - 献 | |
| - 撲 | |
| - 鉛 | |
| - 嬉 | |
| - 撤 | |
| - 矢 | |
| - 纏 | |
| - 舗 | |
| - 喋 | |
| - 浄 | |
| - 遂 | |
| - 苔 | |
| - 銘 | |
| - 醸 | |
| - 奉 | |
| - 尻 | |
| - 塊 | |
| - 唱 | |
| - 恨 | |
| - 憩 | |
| - 紋 | |
| - 遮 | |
| - 凝 | |
| - 徐 | |
| - 駒 | |
| - 詠 | |
| - 崇 | |
| - 喪 | |
| - 柱 | |
| - 隙 | |
| - 扇 | |
| - 酢 | |
| - 喚 | |
| - 羨 | |
| - 雌 | |
| - 豚 | |
| - 邸 | |
| - 芯 | |
| - 債 | |
| - 姓 | |
| - 玄 | |
| - 匠 | |
| - 錬 | |
| - 潟 | |
| - 妓 | |
| - 啓 | |
| - 剝 | |
| - 「 | |
| - 」 | |
| - 肪 | |
| - 乙 | |
| - 痩 | |
| - 飢 | |
| - 軒 | |
| - 塁 | |
| - 錯 | |
| - 逝 | |
| - 迦 | |
| - 怠 | |
| - 盾 | |
| - 疫 | |
| - 看 | |
| - 峡 | |
| - 浅 | |
| - 湾 | |
| - 貞 | |
| - 賀 | |
| - 囚 | |
| - 誉 | |
| - 脆 | |
| - 欺 | |
| - 叔 | |
| - 妬 | |
| - 羅 | |
| - 珠 | |
| - 笛 | |
| - 刷 | |
| - 摘 | |
| - 妨 | |
| - 斜 | |
| - 抵 | |
| - 吠 | |
| - 愁 | |
| - 沖 | |
| - 罰 | |
| - 貿 | |
| - 洪 | |
| - 乏 | |
| - 誓 | |
| - 貫 | |
| - 惨 | |
| - 捜 | |
| - 盆 | |
| - 閣 | |
| - 誇 | |
| - 哨 | |
| - 箇 | |
| - 償 | |
| - 痢 | |
| - 倫 | |
| - 髄 | |
| - 穏 | |
| - 拭 | |
| - 潮 | |
| - 綱 | |
| - 虐 | |
| - 縛 | |
| - 荘 | |
| - 唄 | |
| - 舟 | |
| - 梗 | |
| - 菓 | |
| - 恩 | |
| - 督 | |
| - 獣 | |
| - 凶 | |
| - 敏 | |
| - 轄 | |
| - 褐 | |
| - 泡 | |
| - 餌 | |
| - 漬 | |
| - 童 | |
| - 襦 | |
| - 袢 | |
| - 塚 | |
| - 暦 | |
| - 墳 | |
| - 鐘 | |
| - 掴 | |
| - 庶 | |
| - 唐 | |
| - 畳 | |
| - 即 | |
| - 吏 | |
| - 循 | |
| - 艶 | |
| - 腔 | |
| - 霜 | |
| - 咽 | |
| - 那 | |
| - 腺 | |
| - 唾 | |
| - 侍 | |
| - 箋 | |
| - 狼 | |
| - 憤 | |
| - 隅 | |
| - 蜂 | |
| - 燥 | |
| - 逸 | |
| - 仁 | |
| - 瓦 | |
| - 琴 | |
| - 藍 | |
| - 潜 | |
| - 陶 | |
| - 篤 | |
| - 縄 | |
| - 渦 | |
| - 鎖 | |
| - 鋳 | |
| - 該 | |
| - 浦 | |
| - 蚕 | |
| - 丼 | |
| - 是 | |
| - 摩 | |
| - 頸 | |
| - 叱 | |
| - ? | |
| - 霞 | |
| - 函 | |
| - 帽 | |
| - 序 | |
| - 溺 | |
| - 牢 | |
| - 践 | |
| - 勧 | |
| - 挿 | |
| - 葛 | |
| - 槽 | |
| - 浜 | |
| - 副 | |
| - 歓 | |
| - 剥 | |
| - 賢 | |
| - 謹 | |
| - 悼 | |
| - 頑 | |
| - 汽 | |
| - 嫁 | |
| - 縦 | |
| - 迅 | |
| - 鍋 | |
| - 征 | |
| - 矯 | |
| - 雅 | |
| - 炊 | |
| - 濫 | |
| - 騙 | |
| - 堤 | |
| - 賜 | |
| - 繕 | |
| - 旋 | |
| - 昆 | |
| - 紳 | |
| - 肘 | |
| - 棋 | |
| - 譜 | |
| - 睡 | |
| - 宛 | |
| - 崎 | |
| - 克 | |
| - 禎 | |
| - 籍 | |
| - 妥 | |
| - 陪 | |
| - 瘍 | |
| - 凡 | |
| - 叫 | |
| - 繊 | |
| - 霧 | |
| - 磨 | |
| - 貼 | |
| - 哺 | |
| - 雇 | |
| - 靖 | |
| - 挽 | |
| - 窟 | |
| - 胆 | |
| - 掌 | |
| - 乃 | |
| - 聡 | |
| - 錐 | |
| - 狐 | |
| - 椎 | |
| - 卸 | |
| - 浪 | |
| - 貌 | |
| - 錦 | |
| - 炒 | |
| - 廷 | |
| - 袖 | |
| - 兆 | |
| - 津 | |
| - 又 | |
| - 億 | |
| - 辱 | |
| - 鶴 | |
| - 襟 | |
| - 訟 | |
| - 寸 | |
| - 伺 | |
| - 融 | |
| - 噛 | |
| - 帆 | |
| - 搾 | |
| - 剛 | |
| - 柵 | |
| - 謡 | |
| - 懇 | |
| - 筑 | |
| - 噴 | |
| - 曖 | |
| - 昧 | |
| - 薪 | |
| - 礁 | |
| - 裸 | |
| - 麓 | |
| - 痕 | |
| - 罵 | |
| - 嬢 | |
| - 刹 | |
| - 擦 | |
| - 俗 | |
| - 慌 | |
| - 畏 | |
| - 逓 | |
| - 侯 | |
| - 爵 | |
| - 忌 | |
| - 淫 | |
| - 濁 | |
| - 鑑 | |
| - 嫡 | |
| - 菊 | |
| - 妊 | |
| - 弄 | |
| - 醒 | |
| - 勃 | |
| - 亀 | |
| - 泥 | |
| - 餅 | |
| - 紡 | |
| - 陳 | |
| - 拙 | |
| - 戯 | |
| - 嚢 | |
| - 升 | |
| - 酌 | |
| - 薔 | |
| - 薇 | |
| - 塾 | |
| - 甚 | |
| - 疾 | |
| - 賠 | |
| - 軟 | |
| - 凹 | |
| - 凸 | |
| - 眉 | |
| - 慶 | |
| - 曹 | |
| - 頓 | |
| - 軸 | |
| - 酪 | |
| - 杏 | |
| - 托 | |
| - 泌 | |
| - 椒 | |
| - 芳 | |
| - 憑 | |
| - 桃 | |
| - 暁 | |
| - 抽 | |
| - 彰 | |
| - 冶 | |
| - 銅 | |
| - 諭 | |
| - 礎 | |
| - 賭 | |
| - 捻 | |
| - 桑 | |
| - 岐 | |
| - 坐 | |
| - 嗅 | |
| - 硫 | |
| - 斥 | |
| - 匂 | |
| - 峰 | |
| - 但 | |
| - 尼 | |
| - 閥 | |
| - 奔 | |
| - 埼 | |
| - 奈 | |
| - 飴 | |
| - 酵 | |
| - 肢 | |
| - 朽 | |
| - 殆 | |
| - 麺 | |
| - 砦 | |
| - 廓 | |
| - 耗 | |
| - 弘 | |
| - 捗 | |
| - 湧 | |
| - 慰 | |
| - 閑 | |
| - 萎 | |
| - 括 | |
| - 禅 | |
| - 殻 | |
| - 埃 | |
| - 緯 | |
| - I | |
| - 刊 | |
| - 貝 | |
| - 絨 | |
| - 毯 | |
| - 措 | |
| - 勾 | |
| - 煽 | |
| - 鼠 | |
| - 辰 | |
| - 賦 | |
| - 矛 | |
| - 罹 | |
| - 鬱 | |
| - 僅 | |
| - 弥 | |
| - 馳 | |
| - 婆 | |
| - 祉 | |
| - 募 | |
| - 須 | |
| - 詐 | |
| - 轟 | |
| - 鯉 | |
| - 鱒 | |
| - 累 | |
| - 稽 | |
| - 涯 | |
| - 其 | |
| - 巾 | |
| - 喝 | |
| - 伍 | |
| - 需 | |
| - 罠 | |
| - 鳩 | |
| - 沼 | |
| - 恢 | |
| - 戚 | |
| - 扶 | |
| - 腱 | |
| - 冗 | |
| - 綴 | |
| - 酬 | |
| - 昭 | |
| - 呆 | |
| - 憾 | |
| - 寛 | |
| - 遥 | |
| - 沃 | |
| - 阻 | |
| - 拷 | |
| - 坦 | |
| - 偵 | |
| - 貰 | |
| - 擁 | |
| - 溜 | |
| - 惧 | |
| - 敢 | |
| - 垣 | |
| - 軌 | |
| - 隻 | |
| - 寡 | |
| - 蜘 | |
| - 蛛 | |
| - 侮 | |
| - 諺 | |
| - 綾 | |
| - 諾 | |
| - 瞭 | |
| - 髷 | |
| - 衡 | |
| - 庸 | |
| - 朱 | |
| - 饒 | |
| - 圏 | |
| - 賊 | |
| - 汁 | |
| - 詣 | |
| - 鎧 | |
| - 掟 | |
| - 裔 | |
| - 斯 | |
| - 臍 | |
| - 嫉 | |
| - 乞 | |
| - 傑 | |
| - 枕 | |
| - 悠 | |
| - 遍 | |
| - 壇 | |
| - 屍 | |
| - 嗜 | |
| - 苛 | |
| - 嘲 | |
| - 繭 | |
| - 股 | |
| - 閃 | |
| - 胡 | |
| - 柳 | |
| - 朗 | |
| - 粧 | |
| - 坑 | |
| - 娠 | |
| - 倣 | |
| - 戴 | |
| - 爽 | |
| - 虜 | |
| - 据 | |
| - 諦 | |
| - 播 | |
| - 宰 | |
| - 赴 | |
| - 躯 | |
| - 漸 | |
| - 蔽 | |
| - 盲 | |
| - 牙 | |
| - 顎 | |
| - 誌 | |
| - 遡 | |
| - 遷 | |
| - 謎 | |
| - 芋 | |
| - 勲 | |
| - 蛍 | |
| - 綻 | |
| - 諮 | |
| - 褒 | |
| - 雀 | |
| - 撚 | |
| - 扁 | |
| - 應 | |
| - 婿 | |
| - 蘇 | |
| - 詔 | |
| - 堆 | |
| - 貪 | |
| - 姦 | |
| - 峠 | |
| - 窯 | |
| - 伎 | |
| - 憬 | |
| - 梁 | |
| - 阿 | |
| - 棺 | |
| - 披 | |
| - 畝 | |
| - 堺 | |
| - 跨 | |
| - 郭 | |
| - 朴 | |
| - 拘 | |
| - 愚 | |
| - 臼 | |
| - 尺 | |
| - 顕 | |
| - 唆 | |
| - 斑 | |
| - 宵 | |
| - 煎 | |
| - 抹 | |
| - 桐 | |
| - 菩 | |
| - 叉 | |
| - 鎌 | |
| - 謄 | |
| - 睦 | |
| - 夷 | |
| - 洲 | |
| - 耕 | |
| - 灌 | |
| - 漑 | |
| - 聚 | |
| - 畔 | |
| - 秩 | |
| - 陛 | |
| - 瞳 | |
| - 弔 | |
| - 栓 | |
| - 侶 | |
| - 楊 | |
| - 骸 | |
| - 堀 | |
| - 賓 | |
| - 卿 | |
| - 澤 | |
| - 灘 | |
| - 坪 | |
| - 鞘 | |
| - 漠 | |
| - 傲 | |
| - 粋 | |
| - 匿 | |
| - 妄 | |
| - 硝 | |
| - 娼 | |
| - 恭 | |
| - 蓮 | |
| - 陵 | |
| - 渓 | |
| - 艇 | |
| - 淑 | |
| - 覗 | |
| - 釜 | |
| - 捉 | |
| - 桟 | |
| - 鞭 | |
| - 墟 | |
| - 孝 | |
| - 凧 | |
| - 豹 | |
| - 薫 | |
| - 傭 | |
| - 廻 | |
| - 蚊 | |
| - A | |
| - 些 | |
| - 怯 | |
| - 宣 | |
| - 頁 | |
| - 伊 | |
| - 杭 | |
| - 『 | |
| - 』 | |
| - 彗 | |
| - 託 | |
| - 麒 | |
| - 麟 | |
| - 幣 | |
| - 鮫 | |
| - 檻 | |
| - 某 | |
| - 剖 | |
| - 肖 | |
| - 騰 | |
| - 栗 | |
| - 箸 | |
| - . | |
| - 碁 | |
| - 幌 | |
| - 垢 | |
| - 鳶 | |
| - 鷲 | |
| - 畜 | |
| - 鞄 | |
| - 氾 | |
| - 弊 | |
| - 奨 | |
| - 娯 | |
| - 曾 | |
| - 琥 | |
| - 珀 | |
| - 径 | |
| - 簿 | |
| - 采 | |
| - 磯 | |
| - 雹 | |
| - 鞍 | |
| - 姪 | |
| - 疵 | |
| - 缶 | |
| - 屠 | |
| - 圭 | |
| - 沙 | |
| - 汰 | |
| - 虹 | |
| - 舛 | |
| - 靜 | |
| - 茜 | |
| - 檎 | |
| - 這 | |
| - 磁 | |
| - 巳 | |
| - 窩 | |
| - 揃 | |
| - 鉾 | |
| - 墜 | |
| - 鉦 | |
| - 灼 | |
| - 倹 | |
| - 胴 | |
| - 享 | |
| - 剰 | |
| - 饉 | |
| - 韻 | |
| - 塀 | |
| - 儲 | |
| - 塹 | |
| - 壕 | |
| - 暢 | |
| - 零 | |
| - 尚 | |
| - 祥 | |
| - 拓 | |
| - 嘔 | |
| - 憺 | |
| - 憲 | |
| - 錆 | |
| - 宜 | |
| - 丹 | |
| - 艘 | |
| - 只 | |
| - 屁 | |
| - 哲 | |
| - ぁ | |
| - 隆 | |
| - 葡 | |
| - 萄 | |
| - 隷 | |
| - 讐 | |
| - 蛮 | |
| - 笹 | |
| - 蟲 | |
| - 鱗 | |
| - 疇 | |
| - 狡 | |
| - 撒 | |
| - 旺 | |
| - 楕 | |
| - 洩 | |
| - 橙 | |
| - 呈 | |
| - 媛 | |
| - 酎 | |
| - 嚥 | |
| - 剪 | |
| - 燗 | |
| - 衿 | |
| - 裾 | |
| - 劫 | |
| - 伐 | |
| - 憚 | |
| - 峻 | |
| - 謁 | |
| - 鬘 | |
| - 糾 | |
| - 蔭 | |
| - 鷹 | |
| - 熔 | |
| - 蝶 | |
| - 靄 | |
| - 惹 | |
| - 斧 | |
| - 欣 | |
| - 翠 | |
| - 尖 | |
| - 颯 | |
| - 踪 | |
| - 衷 | |
| - 鍔 | |
| - 蹂 | |
| - 躙 | |
| - 蝕 | |
| - 笠 | |
| - 邑 | |
| - 斗 | |
| - 爬 | |
| - 繍 | |
| - 泰 | |
| - 舷 | |
| - 炸 | |
| - 脊 | |
| - 弯 | |
| - 迭 | |
| - 胥 | |
| - 吟 | |
| - 癇 | |
| - 遵 | |
| - 膳 | |
| - 篩 | |
| - 牌 | |
| - 竿 | |
| - 叙 | |
| - 恒 | |
| - 諧 | |
| - 謔 | |
| - 瑞 | |
| - 弐 | |
| - 痼 | |
| - 攫 | |
| - 班 | |
| - 漿 | |
| - 塔 | |
| - 脹 | |
| - 慨 | |
| - 閲 | |
| - 俊 | |
| - 祓 | |
| - 朕 | |
| - 塑 | |
| - 餃 | |
| - 串 | |
| - 菱 | |
| - 咎 | |
| - 臆 | |
| - 斎 | |
| - 准 | |
| - 紺 | |
| - 禕 | |
| - 痘 | |
| - 煉 | |
| - 嘴 | |
| - 蔑 | |
| - 款 | |
| - 覇 | |
| - 趙 | |
| - 龐 | |
| - 煖 | |
| - 賑 | |
| - 凌 | |
| - 肴 | |
| - 楓 | |
| - 陀 | |
| - 獅 | |
| - 熊 | |
| - 卓 | |
| - 慄 | |
| - 礬 | |
| - 枷 | |
| - 渥 | |
| - 羞 | |
| - 礦 | |
| - 拐 | |
| - 槍 | |
| - 叛 | |
| - 勅 | |
| - 橈 | |
| - 亭 | |
| - 柿 | |
| - 儒 | |
| - 瓜 | |
| - 茨 | |
| - 壱 | |
| - 茅 | |
| - 葺 | |
| - 樽 | |
| - 欄 | |
| - 肯 | |
| - 賤 | |
| - 攀 | |
| - 岬 | |
| - 宦 | |
| - 后 | |
| - 剽 | |
| - 窃 | |
| - 塵 | |
| - 昏 | |
| - 廂 | |
| - 簀 | |
| - 疸 | |
| - 憐 | |
| - 絆 | |
| - 頒 | |
| - 逐 | |
| - 斉 | |
| - 蝦 | |
| - 叶 | |
| - 舶 | |
| - 于 | |
| - 頚 | |
| - 遜 | |
| - 瞞 | |
| - 曰 | |
| - 董 | |
| - 宋 | |
| - 畿 | |
| - 抄 | |
| - 柑 | |
| - 橘 | |
| - 愉 | |
| - 悦 | |
| - 虞 | |
| - 頤 | |
| - 闕 | |
| - 扈 | |
| - 鵬 | |
| - 辣 | |
| - 糞 | |
| - 鉤 | |
| - 粛 | |
| - 俸 | |
| - 寥 | |
| - 嵌 | |
| - 呉 | |
| - 楷 | |
| - 荼 | |
| - 枳 | |
| - 龍 | |
| - 丙 | |
| - 寅 | |
| - 篭 | |
| - 墾 | |
| - 薯 | |
| - 枢 | |
| - 詮 | |
| - 訂 | |
| - 腸 | |
| - 珂 | |
| - 祟 | |
| - 珊 | |
| - 瑚 | |
| - 韮 | |
| - 袍 | |
| - 斐 | |
| - 堵 | |
| - 屯 | |
| - 丞 | |
| - 凛 | |
| - 套 | |
| - 帥 | |
| - 毀 | |
| - 枡 | |
| - 櫓 | |
| - 姻 | |
| - 蜜 | |
| - 卜 | |
| - 戊 | |
| - 鰭 | |
| - 吊 | |
| - 桁 | |
| - 姜 | |
| - 竣 | |
| - 兜 | |
| - 胎 | |
| - 聊 | |
| - 馴 | |
| - 氣 | |
| - 祠 | |
| - 祐 | |
| - 聳 | |
| - 梨 | |
| - 辿 | |
| - 捧 | |
| - 暫 | |
| - 噌 | |
| - 盃 | |
| - 跪 | |
| - 狗 | |
| - 殉 | |
| - 蛭 | |
| - 且 | |
| - 爛 | |
| - 雛 | |
| - 尿 | |
| - 箔 | |
| - 哉 | |
| - 惰 | |
| - 撓 | |
| - 牽 | |
| - 壌 | |
| - 滲 | |
| - 諏 | |
| - 痴 | |
| - 扮 | |
| - 鰻 | |
| - 猜 | |
| - 玩 | |
| - 焜 | |
| - 竈 | |
| - 唸 | |
| - 斤 | |
| - 糊 | |
| - 栃 | |
| - 厄 | |
| - 紐 | |
| - 歪 | |
| - 蒙 | |
| - 玲 | |
| - 嘱 | |
| - 孺 | |
| - 朋 | |
| - 膣 | |
| - 肛 | |
| - 賈 | |
| - 熏 | |
| - 汎 | |
| - 嚇 | |
| - 饅 | |
| - 楼 | |
| - 毬 | |
| - 賽 | |
| - 厠 | |
| - 鍬 | |
| - 翁 | |
| - 劉 | |
| - 錮 | |
| - 恣 | |
| - 摯 | |
| - 璽 | |
| - 晒 | |
| - 漱 | |
| - 租 | |
| - 曽 | |
| - 填 | |
| - 焚 | |
| - 疹 | |
| - 茄 | |
| - 錘 | |
| - 頬 | |
| - 瑠 | |
| - 璃 | |
| - 贅 | |
| - 蝉 | |
| - P | |
| - C | |
| - 彙 | |
| - 喩 | |
| - 啄 | |
| - 鴉 | |
| - 祷 | |
| - 杳 | |
| - 睨 | |
| - 拉 | |
| - 羹 | |
| - 鱠 | |
| - 餓 | |
| - 堕 | |
| - 緻 | |
| - 尉 | |
| - 眈 | |
| - 槌 | |
| - 訃 | |
| - 禍 | |
| - 阜 | |
| - 佳 | |
| - 掻 | |
| - 痒 | |
| - 罷 | |
| - 滋 | |
| - 附 | |
| - 劾 | |
| - 弧 | |
| - 嗣 | |
| - 腎 | |
| - 猶 | |
| - ヂ | |
| - 爺 | |
| - 甥 | |
| - 舐 | |
| - 佃 | |
| - 藪 | |
| - 髭 | |
| - 剃 | |
| - 狛 | |
| - U | |
| - F | |
| - O | |
| - 拗 | |
| - 惚 | |
| - 釘 | |
| - ! | |
| - 膿 | |
| - 珈 | |
| - 琲 | |
| - 斟 | |
| - 淳 | |
| - % | |
| - X | |
| - 斡 | |
| - H | |
| - ',' | |
| - <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 | |
| 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' | |
| short_noise_thres: 0.5 | |
| aux_ctc_tasks: [] | |
| frontend: default | |
| frontend_conf: | |
| n_fft: 512 | |
| win_length: 400 | |
| hop_length: 160 | |
| fs: 16000 | |
| specaug: null | |
| specaug_conf: {} | |
| normalize: global_mvn | |
| normalize_conf: | |
| stats_file: exp/asr_stats_raw_jp_char_sp/train/feats_stats.npz | |
| model: espnet | |
| model_conf: | |
| ctc_weight: 0.3 | |
| lsm_weight: 0.1 | |
| length_normalized_loss: false | |
| 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: 15 | |
| use_linear_after_conv: false | |
| gate_activation: identity | |
| num_blocks: 16 | |
| dropout_rate: 0.1 | |
| positional_dropout_rate: 0.1 | |
| attention_dropout_rate: 0.1 | |
| input_layer: conv2d | |
| layer_drop_rate: 0.0 | |
| linear_units: 1024 | |
| positionwise_layer_type: linear | |
| use_ffn: true | |
| macaron_ffn: true | |
| merge_conv_kernel: 15 | |
| postencoder: null | |
| postencoder_conf: {} | |
| decoder: transformer | |
| decoder_conf: | |
| input_layer: embed | |
| num_blocks: 6 | |
| linear_units: 2048 | |
| dropout_rate: 0.1 | |
| preprocessor: default | |
| preprocessor_conf: {} | |
| required: | |
| - output_dir | |
| - token_list | |
| version: '202301' | |
| distributed: false | |
| ``` | |
| </details> | |
| ### Citing ESPnet | |
| ```BibTex | |
| @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: | |
| ```bibtex | |
| @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} | |
| } | |
| ``` | |