|
--- |
|
tags: |
|
- espnet |
|
- audio |
|
- automatic-speech-recognition |
|
language: zh |
|
datasets: |
|
- aishell4 |
|
license: cc-by-4.0 |
|
--- |
|
## ESPnet2 ASR model |
|
### `Dan_Berrebbi_aishell4_asr` |
|
This model was trained by dan_berrebbi using aishell4 recipe in [espnet](https://github.com/espnet/espnet/). |
|
### Demo: How to use in ESPnet2 |
|
```bash |
|
cd espnet |
|
git checkout da1a26652f7d5a019cc24ad1e0e6e844f2b57e1b |
|
pip install -e . |
|
cd egs2/aishell4/asr1 |
|
./run.sh --skip_data_prep false --skip_train true --download_model Dan_Berrebbi_aishell4_asr |
|
``` |
|
<!-- Generated by scripts/utils/show_asr_result.sh --> |
|
# RESULTS |
|
## Environments |
|
- date: `Tue Sep 21 09:36:01 EDT 2021` |
|
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]` |
|
- espnet version: `espnet 0.10.3a1` |
|
- pytorch version: `pytorch 1.9.0` |
|
- Git hash: `7887faeabbc2299922267928e190ed89cb032a36` |
|
- Commit date: `Mon Sep 20 16:25:02 2021 -0400` |
|
|
|
## asr_fine_tune5_100ep |
|
### WER |
|
|
|
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |
|
|---|---|---|---|---|---|---|---|---| |
|
|decode_asr_rnn_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|601|6.8|92.7|0.5|0.0|93.2|93.2| |
|
|decode_transformer_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|601|6.8|92.8|0.3|0.0|93.2|93.2| |
|
|
|
### CER |
|
|
|
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |
|
|---|---|---|---|---|---|---|---|---| |
|
|decode_asr_rnn_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|15936|66.9|25.6|7.5|9.8|42.9|93.2| |
|
|decode_transformer_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|15936|64.7|27.6|7.7|11.0|46.3|93.2| |
|
|
|
### TER |
|
|
|
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |
|
|---|---|---|---|---|---|---|---|---| |
|
## ASR config |
|
<details><summary>expand</summary> |
|
``` |
|
config: conf/tuning/train_asr_conformer5.yaml |
|
print_config: false |
|
log_level: INFO |
|
dry_run: false |
|
iterator_type: sequence |
|
output_dir: exp/asr_fine_tune5_100ep |
|
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 |
|
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_tensorboard: true |
|
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: 10000000 |
|
valid_batch_bins: null |
|
train_shape_file: |
|
- exp/asr_stats_raw_zh_char/train/speech_shape |
|
- exp/asr_stats_raw_zh_char/train/text_shape.char |
|
valid_shape_file: |
|
- exp/asr_stats_raw_zh_char/valid/speech_shape |
|
- exp/asr_stats_raw_zh_char/valid/text_shape.char |
|
batch_type: numel |
|
valid_batch_type: null |
|
fold_length: |
|
- 51200 |
|
- 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/train_nodev/wav.scp |
|
- speech |
|
- sound |
|
- - dump/raw/train_nodev/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 |
|
optim: adam |
|
optim_conf: |
|
lr: 4.0 |
|
scheduler: noamlr |
|
scheduler_conf: |
|
model_size: 256 |
|
warmup_steps: 25000 |
|
token_list: |
|
- <blank> |
|
- <unk> |
|
- ， |
|
- 的 |
|
- 是 |
|
- 个 |
|
- 这 |
|
- 一 |
|
- 。 |
|
- 就 |
|
- 儿 |
|
- 嗯 |
|
- 们 |
|
- 呃 |
|
- 我 |
|
- 有 |
|
- <sil> |
|
- 那 |
|
- 说 |
|
- 不 |
|
- 些 |
|
- 也 |
|
- 他 |
|
- 你 |
|
- 要 |
|
- 后 |
|
- 以 |
|
- 咱 |
|
- 在 |
|
- 啊 |
|
- 了 |
|
- 然 |
|
- 家 |
|
- 都 |
|
- 来 |
|
- 还 |
|
- 可 |
|
- 子 |
|
- 下 |
|
- 上 |
|
- 时 |
|
- 比 |
|
- 话 |
|
- 孩 |
|
- 呢 |
|
- 去 |
|
- 人 |
|
- 好 |
|
- 对 |
|
- 能 |
|
- 么 |
|
- 吧 |
|
- 学 |
|
- 多 |
|
- 到 |
|
- 看 |
|
- 为 |
|
- 进 |
|
- 把 |
|
- 大 |
|
- 做 |
|
- 生 |
|
- 种 |
|
- 品 |
|
- 给 |
|
- 没 |
|
- 行 |
|
- 现 |
|
- 小 |
|
- 会 |
|
- 作 |
|
- 较 |
|
- 方 |
|
- 块 |
|
- 业 |
|
- 让 |
|
- 点 |
|
- 定 |
|
- 因 |
|
- 什 |
|
- 长 |
|
- 面 |
|
- 如 |
|
- 安 |
|
- 客 |
|
- 问 |
|
- 过 |
|
- 车 |
|
- 出 |
|
- 啦 |
|
- 边 |
|
- 候 |
|
- 主 |
|
- 所 |
|
- 题 |
|
- 买 |
|
- 销 |
|
- 天 |
|
- 意 |
|
- 自 |
|
- 全 |
|
- 动 |
|
- 工 |
|
- '&' |
|
- 老 |
|
- 或 |
|
- 者 |
|
- 年 |
|
- 着 |
|
- 实 |
|
- 活 |
|
- 理 |
|
- 包 |
|
- 样 |
|
- 再 |
|
- 区 |
|
- 用 |
|
- 呀 |
|
- 零 |
|
- 员 |
|
- 发 |
|
- 先 |
|
- 部 |
|
- 放 |
|
- 门 |
|
- 情 |
|
- 像 |
|
- 分 |
|
- 售 |
|
- 很 |
|
- 开 |
|
- 己 |
|
- 十 |
|
- 括 |
|
- 跟 |
|
- 事 |
|
- 需 |
|
- 更 |
|
- 其 |
|
- 装 |
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- 市 |
|
- 成 |
|
- 里 |
|
- 物 |
|
- 别 |
|
- 间 |
|
- 第 |
|
- 次 |
|
- 中 |
|
- 提 |
|
- 超 |
|
- 顾 |
|
- 保 |
|
- 感 |
|
- 加 |
|
- 量 |
|
- 二 |
|
- 和 |
|
- 各 |
|
- 嘛 |
|
- 新 |
|
- 每 |
|
- 完 |
|
- 力 |
|
- 消 |
|
- 得 |
|
- 店 |
|
- 本 |
|
- 通 |
|
- 习 |
|
- 觉 |
|
- 道 |
|
- 心 |
|
- 校 |
|
- 菜 |
|
- 交 |
|
- 哪 |
|
- 产 |
|
- 于 |
|
- 位 |
|
- 电 |
|
- 想 |
|
- 三 |
|
- 况 |
|
- 度 |
|
- 期 |
|
- 应 |
|
- 但 |
|
- 教 |
|
- 体 |
|
- 常 |
|
- 师 |
|
- 它 |
|
- 高 |
|
- 前 |
|
- 之 |
|
- 西 |
|
- 特 |
|
- 商 |
|
- 果 |
|
- 场 |
|
- 重 |
|
- 防 |
|
- 管 |
|
- 起 |
|
- 地 |
|
- 该 |
|
- 东 |
|
- 少 |
|
- 打 |
|
- 费 |
|
- 当 |
|
- 带 |
|
- 服 |
|
- 口 |
|
- 购 |
|
- 知 |
|
- 回 |
|
- 同 |
|
- 钱 |
|
- 外 |
|
- 户 |
|
- 注 |
|
- 促 |
|
- 价 |
|
- 解 |
|
- <#> |
|
- 水 |
|
- 百 |
|
- 今 |
|
- 太 |
|
- 最 |
|
- 报 |
|
- 怎 |
|
- 才 |
|
- 等 |
|
- 及 |
|
- 关 |
|
- <-> |
|
- 肯 |
|
- 火 |
|
- 机 |
|
- 流 |
|
- 制 |
|
- 送 |
|
- 手 |
|
- 确 |
|
- 法 |
|
- 写 |
|
- 玩 |
|
- 传 |
|
- 路 |
|
- 班 |
|
- 查 |
|
- 招 |
|
- 卖 |
|
- 几 |
|
- 正 |
|
- 合 |
|
- 够 |
|
- 五 |
|
- 引 |
|
- 容 |
|
- 只 |
|
- 男 |
|
- 日 |
|
- 四 |
|
- 宣 |
|
- 反 |
|
- 两 |
|
- 清 |
|
- 处 |
|
- 周 |
|
- 单 |
|
- 首 |
|
- 课 |
|
- 衣 |
|
- 便 |
|
- 身 |
|
- 气 |
|
- 针 |
|
- 奶 |
|
- 六 |
|
- 经 |
|
- 接 |
|
- 女 |
|
- 育 |
|
- 鲜 |
|
- 赠 |
|
- 试 |
|
- 停 |
|
- 晚 |
|
- 类 |
|
- 故 |
|
- 入 |
|
- 性 |
|
- 增 |
|
- 食 |
|
- 满 |
|
- 格 |
|
- 基 |
|
- 备 |
|
- 洗 |
|
- 培 |
|
- 质 |
|
- 美 |
|
- 明 |
|
- 整 |
|
- 化 |
|
- 公 |
|
- 案 |
|
- 哎 |
|
- 吸 |
|
- 原 |
|
- 易 |
|
- 幺 |
|
- 总 |
|
- 尽 |
|
- 优 |
|
- 而 |
|
- 建 |
|
- 责 |
|
- 啥 |
|
- 干 |
|
- 月 |
|
- 使 |
|
- 找 |
|
- 季 |
|
- 望 |
|
- 器 |
|
- 目 |
|
- 识 |
|
- 低 |
|
- 听 |
|
- 烟 |
|
- 相 |
|
- 早 |
|
- 检 |
|
- 护 |
|
- 摆 |
|
- 住 |
|
- 直 |
|
- 从 |
|
- 务 |
|
- 希 |
|
- 导 |
|
- 内 |
|
- 八 |
|
- 持 |
|
- 近 |
|
- 配 |
|
- 叫 |
|
- 见 |
|
- 设 |
|
- 吗 |
|
- 非 |
|
- 调 |
|
- 程 |
|
- 拿 |
|
- 训 |
|
- <%> |
|
- 结 |
|
- 标 |
|
- 挺 |
|
- 花 |
|
- <$> |
|
- 受 |
|
- 式 |
|
- 求 |
|
- 平 |
|
- 换 |
|
- 具 |
|
- 愿 |
|
- 货 |
|
- 牌 |
|
- 专 |
|
- 轻 |
|
- 推 |
|
- 妈 |
|
- 司 |
|
- 辆 |
|
- 存 |
|
- 名 |
|
- 且 |
|
- 欢 |
|
- 喜 |
|
- 吃 |
|
- 数 |
|
- 段 |
|
- 议 |
|
- 控 |
|
- 往 |
|
- 礼 |
|
- 决 |
|
- 走 |
|
- 养 |
|
- 免 |
|
- 惠 |
|
- 园 |
|
- 档 |
|
- 谁 |
|
- 真 |
|
- 快 |
|
- 置 |
|
- 幼 |
|
- 乐 |
|
- 证 |
|
- 向 |
|
- 厂 |
|
- 简 |
|
- 声 |
|
- 视 |
|
- 划 |
|
- 绩 |
|
- 适 |
|
- 集 |
|
- 搞 |
|
- 办 |
|
- 规 |
|
- 灾 |
|
- 造 |
|
- 准 |
|
- 必 |
|
- 任 |
|
- 险 |
|
- 响 |
|
- 毕 |
|
- 群 |
|
- 鞋 |
|
- 九 |
|
- 嘞 |
|
- 信 |
|
- 库 |
|
- 计 |
|
- 认 |
|
- 奖 |
|
- 表 |
|
- 无 |
|
- 影 |
|
- 头 |
|
- 卡 |
|
- 告 |
|
- 考 |
|
- 抽 |
|
- 竟 |
|
- 选 |
|
- 帮 |
|
- 何 |
|
- 修 |
|
- 酒 |
|
- 尤 |
|
- 线 |
|
- 穿 |
|
- 讲 |
|
- 光 |
|
- 留 |
|
- 讨 |
|
- 随 |
|
- 请 |
|
- 卫 |
|
- 系 |
|
- 队 |
|
- 失 |
|
- 双 |
|
- 庭 |
|
- 强 |
|
- 微 |
|
- 折 |
|
- 色 |
|
- 半 |
|
- 否 |
|
- 立 |
|
- 差 |
|
- 沟 |
|
- 冬 |
|
- 批 |
|
- 害 |
|
- 已 |
|
- 危 |
|
- 白 |
|
- 爆 |
|
- 节 |
|
- 参 |
|
- 逛 |
|
- 搭 |
|
- 风 |
|
- 朋 |
|
- 友 |
|
- 环 |
|
- 验 |
|
- 评 |
|
- 严 |
|
- 般 |
|
- 效 |
|
- 舞 |
|
- 饭 |
|
- 境 |
|
- 负 |
|
- 又 |
|
- 底 |
|
- 术 |
|
- 刚 |
|
- 件 |
|
- 罚 |
|
- 助 |
|
- 态 |
|
- 状 |
|
- 室 |
|
- 房 |
|
- 游 |
|
- 息 |
|
- 领 |
|
- 难 |
|
- 警 |
|
- 按 |
|
- 级 |
|
- 错 |
|
- 利 |
|
- 与 |
|
- 餐 |
|
- 陪 |
|
- 蹈 |
|
- 论 |
|
- 记 |
|
- 许 |
|
- 马 |
|
- 算 |
|
- 楼 |
|
- 型 |
|
- 排 |
|
- 广 |
|
- 值 |
|
- 油 |
|
- 糕 |
|
- 楚 |
|
- 步 |
|
- 至 |
|
- 拉 |
|
- 紧 |
|
- 灯 |
|
- 升 |
|
- 七 |
|
- 共 |
|
- 努 |
|
- 除 |
|
- 展 |
|
- 形 |
|
- 元 |
|
- 网 |
|
- 宜 |
|
- 营 |
|
- 兴 |
|
- 互 |
|
- 蛋 |
|
- 燃 |
|
- 冷 |
|
- 条 |
|
- 思 |
|
- 巡 |
|
- 净 |
|
- 须 |
|
- 遇 |
|
- 落 |
|
- 禁 |
|
- 科 |
|
- 款 |
|
- 哦 |
|
- 止 |
|
- 采 |
|
- 材 |
|
- 介 |
|
- 套 |
|
- 围 |
|
- 维 |
|
- 旦 |
|
- 切 |
|
- 显 |
|
- 汇 |
|
- 损 |
|
- 速 |
|
- 越 |
|
- 模 |
|
- 假 |
|
- 精 |
|
- 稍 |
|
- 书 |
|
- 绍 |
|
- 父 |
|
- 积 |
|
- 策 |
|
- 示 |
|
- 骑 |
|
- 改 |
|
- 跑 |
|
- 运 |
|
- 变 |
|
- 洁 |
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- 仓 |
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- 鱼 |
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- 绝 |
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- 诶 |
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- 伤 |
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- 细 |
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- 职 |
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- 离 |
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- 慢 |
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- 素 |
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- 睡 |
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- 爱 |
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- 母 |
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- 率 |
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- 爸 |
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- 登 |
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- 取 |
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- 指 |
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- 背 |
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- 言 |
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- 街 |
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- 窗 |
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- 艺 |
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- 颜 |
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- 初 |
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- 野 |
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- 璃 |
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- 义 |
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- B |
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- 煤 |
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- 富 |
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- 踩 |
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- 途 |
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- 右 |
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- 刮 |
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- 普 |
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- 答 |
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- 霜 |
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- 录 |
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- 烦 |
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- 治 |
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- 粗 |
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- 址 |
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- 若 |
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- 染 |
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- 含 |
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- 药 |
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- 陌 |
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- 研 |
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- 催 |
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- 拨 |
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- 刀 |
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- 巾 |
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- 烫 |
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- 迅 |
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- 织 |
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- 救 |
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- 吹 |
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- 仔 |
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- 称 |
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- 聚 |
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- P |
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- 侣 |
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- 伍 |
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- 甚 |
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- 世 |
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- 界 |
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- 嘻 |
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- 辈 |
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- Q |
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- 尾 |
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- 邻 |
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- 载 |
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- 添 |
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- 盯 |
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- 艳 |
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- 婚 |
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- 贝 |
|
- 俺 |
|
- 耽 |
|
- 怀 |
|
- 恐 |
|
- 赋 |
|
- 脑 |
|
- 焉 |
|
- 愣 |
|
- 呵 |
|
- 噼 |
|
- 啪 |
|
- 虚 |
|
- 河 |
|
- 归 |
|
- 绊 |
|
- 械 |
|
- 扬 |
|
- 筒 |
|
- 靴 |
|
- 束 |
|
- 彩 |
|
- 荐 |
|
- 沙 |
|
- 迎 |
|
- 荡 |
|
- 凌 |
|
- 昂 |
|
- 碑 |
|
- 蹦 |
|
- 扉 |
|
- 泼 |
|
- 丰 |
|
- 滴 |
|
- 沾 |
|
- 亭 |
|
- 粘 |
|
- 奇 |
|
- 饼 |
|
- 牙 |
|
- 娃 |
|
- 杯 |
|
- 踢 |
|
- 嘿 |
|
- 抛 |
|
- 枯 |
|
- 剔 |
|
- 苗 |
|
- 纹 |
|
- 永 |
|
- 津 |
|
- 唉 |
|
- 趁 |
|
- 屡 |
|
- 逮 |
|
- 戒 |
|
- 肃 |
|
- 仁 |
|
- 肇 |
|
- 醉 |
|
- 糟 |
|
- 馈 |
|
- 横 |
|
- 扭 |
|
- 盔 |
|
- 侧 |
|
- 鲁 |
|
- 莽 |
|
- 飙 |
|
- 稿 |
|
- 逐 |
|
- 谋 |
|
- 京 |
|
- 苏 |
|
- 宁 |
|
- 驻 |
|
- 咨 |
|
- 旷 |
|
- 拓 |
|
- 杆 |
|
- 秤 |
|
- 叮 |
|
- 嘱 |
|
- 咋 |
|
- 炊 |
|
- 怪 |
|
- 婆 |
|
- 阎 |
|
- 王 |
|
- 饿 |
|
- 鬼 |
|
- 惨 |
|
- 渡 |
|
- 坎 |
|
- 囤 |
|
- 甲 |
|
- 蛙 |
|
- 鲤 |
|
- 桂 |
|
- 石 |
|
- 玉 |
|
- 溪 |
|
- 华 |
|
- 窝 |
|
- 截 |
|
- 秩 |
|
- 嗨 |
|
- 芹 |
|
- 梨 |
|
- 蕉 |
|
- S |
|
- 煲 |
|
- 汤 |
|
- 鲫 |
|
- 揽 |
|
- 挡 |
|
- 柚 |
|
- 瑞 |
|
- 匹 |
|
- '2' |
|
- 踹 |
|
- 吵 |
|
- 凶 |
|
- 矩 |
|
- 迟 |
|
- 脾 |
|
- 纳 |
|
- 朵 |
|
- 墨 |
|
- 袖 |
|
- 链 |
|
- 钩 |
|
- 笼 |
|
- 熄 |
|
- 盆 |
|
- 殴 |
|
- 欺 |
|
- 诈 |
|
- 厕 |
|
- 娱 |
|
- 爬 |
|
- 威 |
|
- 胁 |
|
- 阅 |
|
- 赌 |
|
- 拢 |
|
- 症 |
|
- 伪 |
|
- 脂 |
|
- 堪 |
|
- 盛 |
|
- 蚊 |
|
- 蝇 |
|
- 煎 |
|
- 晰 |
|
- 柔 |
|
- 涩 |
|
- 汁 |
|
- 腹 |
|
- 胃 |
|
- 痉 |
|
- 挛 |
|
- 颗 |
|
- 粒 |
|
- 匀 |
|
- 败 |
|
- 历 |
|
- 佳 |
|
- 乏 |
|
- 寄 |
|
- 残 |
|
- 杀 |
|
- 剂 |
|
- 疾 |
|
- 衍 |
|
- 溅 |
|
- 倘 |
|
- 褶 |
|
- 席 |
|
- 启 |
|
- 遮 |
|
- 槽 |
|
- 递 |
|
- 橱 |
|
- 迹 |
|
- 镁 |
|
- 泄 |
|
- 阀 |
|
- 柴 |
|
- 阻 |
|
- 恋 |
|
- 盲 |
|
- 浓 |
|
- 捂 |
|
- 腰 |
|
- 姿 |
|
- 缝 |
|
- 肿 |
|
- 焦 |
|
- 骗 |
|
- 伺 |
|
- 嘘 |
|
- 掩 |
|
- 褥 |
|
- 帘 |
|
- 籍 |
|
- 锥 |
|
- 锋 |
|
- 尖 |
|
- 锐 |
|
- 祸 |
|
- 秒 |
|
- 李 |
|
- 伸 |
|
- 浏 |
|
- 览 |
|
- 航 |
|
- 讯 |
|
- 谨 |
|
- 慎 |
|
- 匪 |
|
- 劫 |
|
- 医 |
|
- 族 |
|
- 忧 |
|
- 孤 |
|
- 拜 |
|
- 窄 |
|
- 唯 |
|
- 搁 |
|
- 朝 |
|
- 尺 |
|
- 盟 |
|
- 波 |
|
- 隆 |
|
- 词 |
|
- 村 |
|
- 娶 |
|
- 媳 |
|
- 县 |
|
- 聘 |
|
- 醇 |
|
- 泡 |
|
- 坨 |
|
- 淋 |
|
- 延 |
|
- 柱 |
|
- 肾 |
|
- 蒸 |
|
- 槛 |
|
- 赚 |
|
- 凡 |
|
- 恩 |
|
- 厚 |
|
- 赞 |
|
- 茎 |
|
- 蒜 |
|
- 苔 |
|
- 甘 |
|
- 菠 |
|
- 涮 |
|
- 霾 |
|
- 仍 |
|
- 云 |
|
- 追 |
|
- 丽 |
|
- 盖 |
|
- 欧 |
|
- 莱 |
|
- 雅 |
|
- 婴 |
|
- 孕 |
|
- 敲 |
|
- 约 |
|
- 惰 |
|
- 谱 |
|
- 射 |
|
- 惑 |
|
- 睹 |
|
- 奉 |
|
- 诚 |
|
- 惶 |
|
- 卓 |
|
- 勉 |
|
- 聪 |
|
- 疼 |
|
- 弃 |
|
- 奴 |
|
- 隶 |
|
- 嚷 |
|
- 眠 |
|
- 躺 |
|
- 乒 |
|
- 乓 |
|
- 琴 |
|
- 挖 |
|
- 掘 |
|
- 阵 |
|
- 浆 |
|
- 索 |
|
- 呼 |
|
- 古 |
|
- 弥 |
|
- 熔 |
|
- 抱 |
|
- 怨 |
|
- 猫 |
|
- 笑 |
|
- 挣 |
|
- 黑 |
|
- 猛 |
|
- 令 |
|
- 核 |
|
- 磊 |
|
- 橙 |
|
- 吨 |
|
- 吊 |
|
- 蘸 |
|
- 氮 |
|
- 罐 |
|
- 战 |
|
- 懈 |
|
- 渐 |
|
- 胜 |
|
- 命 |
|
- 抬 |
|
- 缘 |
|
- 睦 |
|
- 扮 |
|
- 珠 |
|
- 颁 |
|
- 蔼 |
|
- 凳 |
|
- 饰 |
|
- 缤 |
|
- 晶 |
|
- 抵 |
|
- 遥 |
|
- 腿 |
|
- 拍 |
|
- 妻 |
|
- 羽 |
|
- 绒 |
|
- 梳 |
|
- 袄 |
|
- 述 |
|
- 跆 |
|
- 屈 |
|
- 脱 |
|
- 朗 |
|
- 劝 |
|
- 胆 |
|
- 腔 |
|
- 圆 |
|
- 亚 |
|
- 宴 |
|
- 编 |
|
- 肢 |
|
- 壶 |
|
- 暑 |
|
- 怒 |
|
- 描 |
|
- 绕 |
|
- 悦 |
|
- 忆 |
|
- 嗓 |
|
- 胖 |
|
- 疙 |
|
- 瘩 |
|
- 哒 |
|
- 碴 |
|
- 棱 |
|
- 炒 |
|
- 井 |
|
- 漫 |
|
- 烘 |
|
- 焙 |
|
- 涤 |
|
- 船 |
|
- 纱 |
|
- 君 |
|
- 茉 |
|
- 莉 |
|
- 钙 |
|
- 瞩 |
|
- <_> |
|
- 塌 |
|
- 嗷 |
|
- 屁 |
|
- 股 |
|
- 绪 |
|
- 勇 |
|
- 奋 |
|
- 荣 |
|
- 诲 |
|
- 卑 |
|
- 挫 |
|
- 昧 |
|
- 疲 |
|
- 惫 |
|
- 册 |
|
- 呈 |
|
- 僵 |
|
- 熬 |
|
- 敬 |
|
- 呦 |
|
- <sos/eos> |
|
init: null |
|
input_size: null |
|
ctc_conf: |
|
dropout_rate: 0.0 |
|
ctc_type: builtin |
|
reduce: true |
|
ignore_nan_grad: true |
|
model_conf: |
|
ctc_weight: 0.3 |
|
lsm_weight: 0.1 |
|
length_normalized_loss: false |
|
use_preprocessor: true |
|
token_type: char |
|
bpemodel: null |
|
non_linguistic_symbols: /ocean/projects/cis210027p/berrebbi/espnet/egs2/aishell4/asr1/data/nlsyms.txt |
|
cleaner: null |
|
g2p: null |
|
speech_volume_normalize: null |
|
rir_scp: null |
|
rir_apply_prob: 1.0 |
|
noise_scp: null |
|
noise_apply_prob: 1.0 |
|
noise_db_range: '13_15' |
|
frontend: default |
|
frontend_conf: |
|
n_fft: 512 |
|
win_length: 400 |
|
hop_length: 160 |
|
fs: 16k |
|
specaug: specaug |
|
specaug_conf: |
|
apply_time_warp: true |
|
time_warp_window: 5 |
|
time_warp_mode: bicubic |
|
apply_freq_mask: true |
|
freq_mask_width_range: |
|
- 0 |
|
- 30 |
|
num_freq_mask: 2 |
|
apply_time_mask: true |
|
time_mask_width_range: |
|
- 0 |
|
- 40 |
|
num_time_mask: 2 |
|
normalize: global_mvn |
|
normalize_conf: |
|
stats_file: exp/asr_stats_raw_zh_char/train/feats_stats.npz |
|
preencoder: null |
|
preencoder_conf: {} |
|
encoder: conformer |
|
encoder_conf: |
|
input_layer: conv2d |
|
num_blocks: 12 |
|
linear_units: 2048 |
|
dropout_rate: 0.1 |
|
output_size: 256 |
|
attention_heads: 4 |
|
attention_dropout_rate: 0.0 |
|
pos_enc_layer_type: rel_pos |
|
selfattention_layer_type: rel_selfattn |
|
activation_type: swish |
|
macaron_style: true |
|
use_cnn_module: true |
|
cnn_module_kernel: 15 |
|
postencoder: null |
|
postencoder_conf: {} |
|
decoder: transformer |
|
decoder_conf: |
|
input_layer: embed |
|
num_blocks: 6 |
|
linear_units: 2048 |
|
dropout_rate: 0.1 |
|
required: |
|
- output_dir |
|
- token_list |
|
version: 0.10.3a1 |
|
distributed: false |
|
``` |
|
</details> |
|
## LM config |
|
<details><summary>expand</summary> |
|
``` |
|
config: conf/train_lm_transformer.yaml |
|
print_config: false |
|
log_level: INFO |
|
dry_run: false |
|
iterator_type: sequence |
|
output_dir: exp/lm_nuit |
|
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: 15 |
|
patience: null |
|
val_scheduler_criterion: |
|
- valid |
|
- loss |
|
early_stopping_criterion: |
|
- valid |
|
- loss |
|
- min |
|
best_model_criterion: |
|
- - valid |
|
- loss |
|
- min |
|
keep_nbest_models: 10 |
|
grad_clip: 5.0 |
|
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_tensorboard: true |
|
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: 2000000 |
|
valid_batch_bins: null |
|
train_shape_file: |
|
- exp/lm_stats_zh_char/train/text_shape.char |
|
valid_shape_file: |
|
- exp/lm_stats_zh_char/valid/text_shape.char |
|
batch_type: numel |
|
valid_batch_type: null |
|
fold_length: |
|
- 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/lm_train.txt |
|
- text |
|
- text |
|
valid_data_path_and_name_and_type: |
|
- - 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 |
|
optim: adam |
|
optim_conf: |
|
lr: 0.005 |
|
scheduler: warmuplr |
|
scheduler_conf: |
|
warmup_steps: 25000 |
|
token_list: |
|
- <blank> |
|
- <unk> |
|
- ， |
|
- 的 |
|
- 是 |
|
- 个 |
|
- 这 |
|
- 一 |
|
- 。 |
|
- 就 |
|
- 儿 |
|
- 嗯 |
|
- 们 |
|
- 呃 |
|
- 我 |
|
- 有 |
|
- <sil> |
|
- 那 |
|
- 说 |
|
- 不 |
|
- 些 |
|
- 也 |
|
- 他 |
|
- 你 |
|
- 要 |
|
- 后 |
|
- 以 |
|
- 咱 |
|
- 在 |
|
- 啊 |
|
- 了 |
|
- 然 |
|
- 家 |
|
- 都 |
|
- 来 |
|
- 还 |
|
- 可 |
|
- 子 |
|
- 下 |
|
- 上 |
|
- 时 |
|
- 比 |
|
- 话 |
|
- 孩 |
|
- 呢 |
|
- 去 |
|
- 人 |
|
- 好 |
|
- 对 |
|
- 能 |
|
- 么 |
|
- 吧 |
|
- 学 |
|
- 多 |
|
- 到 |
|
- 看 |
|
- 为 |
|
- 进 |
|
- 把 |
|
- 大 |
|
- 做 |
|
- 生 |
|
- 种 |
|
- 品 |
|
- 给 |
|
- 没 |
|
- 行 |
|
- 现 |
|
- 小 |
|
- 会 |
|
- 作 |
|
- 较 |
|
- 方 |
|
- 块 |
|
- 业 |
|
- 让 |
|
- 点 |
|
- 定 |
|
- 因 |
|
- 什 |
|
- 长 |
|
- 面 |
|
- 如 |
|
- 安 |
|
- 客 |
|
- 问 |
|
- 过 |
|
- 车 |
|
- 出 |
|
- 啦 |
|
- 边 |
|
- 候 |
|
- 主 |
|
- 所 |
|
- 题 |
|
- 买 |
|
- 销 |
|
- 天 |
|
- 意 |
|
- 自 |
|
- 全 |
|
- 动 |
|
- 工 |
|
- '&' |
|
- 老 |
|
- 或 |
|
- 者 |
|
- 年 |
|
- 着 |
|
- 实 |
|
- 活 |
|
- 理 |
|
- 包 |
|
- 样 |
|
- 再 |
|
- 区 |
|
- 用 |
|
- 呀 |
|
- 零 |
|
- 员 |
|
- 发 |
|
- 先 |
|
- 部 |
|
- 放 |
|
- 门 |
|
- 情 |
|
- 像 |
|
- 分 |
|
- 售 |
|
- 很 |
|
- 开 |
|
- 己 |
|
- 十 |
|
- 括 |
|
- 跟 |
|
- 事 |
|
- 需 |
|
- 更 |
|
- 其 |
|
- 装 |
|
- 市 |
|
- 成 |
|
- 里 |
|
- 物 |
|
- 别 |
|
- 间 |
|
- 第 |
|
- 次 |
|
- 中 |
|
- 提 |
|
- 超 |
|
- 顾 |
|
- 保 |
|
- 感 |
|
- 加 |
|
- 量 |
|
- 二 |
|
- 和 |
|
- 各 |
|
- 嘛 |
|
- 新 |
|
- 每 |
|
- 完 |
|
- 力 |
|
- 消 |
|
- 得 |
|
- 店 |
|
- 本 |
|
- 通 |
|
- 习 |
|
- 觉 |
|
- 道 |
|
- 心 |
|
- 校 |
|
- 菜 |
|
- 交 |
|
- 哪 |
|
- 产 |
|
- 于 |
|
- 位 |
|
- 电 |
|
- 想 |
|
- 三 |
|
- 况 |
|
- 度 |
|
- 期 |
|
- 应 |
|
- 但 |
|
- 教 |
|
- 体 |
|
- 常 |
|
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|
- 粗 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
- A |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
- 箱 |
|
- ？ |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
- 景 |
|
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|
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|
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|
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|
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- Q |
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|
- 尾 |
|
- 浇 |
|
- 遛 |
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|
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|
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- 遵 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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init: null |
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model_conf: |
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ignore_id: 0 |
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use_preprocessor: true |
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token_type: char |
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bpemodel: null |
|
non_linguistic_symbols: /ocean/projects/cis210027p/berrebbi/espnet/egs2/aishell4/asr1/data/nlsyms.txt |
|
cleaner: null |
|
g2p: null |
|
lm: transformer |
|
lm_conf: |
|
pos_enc: null |
|
embed_unit: 128 |
|
att_unit: 512 |
|
head: 8 |
|
unit: 2048 |
|
layer: 16 |
|
dropout_rate: 0.1 |
|
required: |
|
- output_dir |
|
- token_list |
|
version: 0.10.3a1 |
|
distributed: false |
|
``` |
|
</details> |
|
|
