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generated_from_trainer +datasets: +- mozilla-foundation/common_voice_11_0 +metrics: +- wer +base_model: openai/whisper-medium +model-index: +- name: Whisper medium nan-tw only char + results: + - task: + type: automatic-speech-recognition + name: Automatic Speech Recognition + dataset: + name: mozilla-foundation/common_voice_11_0 nan-tw + type: mozilla-foundation/common_voice_11_0 + config: nan-tw + split: test + args: nan-tw + metrics: + - type: wer + value: 45.2824427480916 + name: Wer +--- + + + +# Whisper medium nan-tw only char + +This model is a fine-tuned version of [openai/whisper-medium](https://huggingface.co/openai/whisper-medium) on the mozilla-foundation/common_voice_11_0 nan-tw dataset. +It achieves the following results on the evaluation set: +- Loss: 0.9944 +- Wer: 45.2824 +- Cer: 45.3667 + +## Model description + +More information needed + +## Intended uses & limitations + +More information needed + +## Training and evaluation data + +More information needed + +## Training procedure + +### Training hyperparameters + +The following hyperparameters were used during training: +- learning_rate: 1e-05 +- train_batch_size: 2 +- eval_batch_size: 2 +- seed: 42 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: linear +- lr_scheduler_warmup_steps: 500 +- training_steps: 5000 +- mixed_precision_training: Native AMP + +### Training results + +| Training Loss | Epoch | Step | Validation Loss | Wer | Cer | +|:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:| +| 0.5832 | 1.04 | 1000 | 1.0634 | 56.3053 | 56.4745 | +| 0.1467 | 2.08 | 2000 | 1.0407 | 50.9618 | 51.0112 | +| 0.016 | 3.13 | 3000 | 1.0226 | 46.4427 | 46.5137 | +| 0.0001 | 5.01 | 4000 | 0.9974 | 45.4656 | 45.6082 | +| 0.0001 | 6.05 | 5000 | 0.9944 | 45.2824 | 45.3667 | + + +### Framework versions + +- Transformers 4.27.0.dev0 +- Pytorch 1.13.1+cu117 +- Datasets 2.8.0 +- Tokenizers 0.13.2 diff --git a/added_tokens.json b/added_tokens.json new file mode 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了 後 ', '參 加 ', '無 錢 講 無 話 ', '二 重 埔 ', '下 痟 ', '方 向 燈 ', '控 山 ', '刀 喙 ', '嫁 翁 ', '害 物 ', '大 家 口 眾 ', '水 沖 泚 ', '曾 柏 元 ', '閩 東 語 ', '慣 練 ', '誠 濟 人 ', '富 岡 ', '心 智 圖 ', '崁 耳 仔 帽 ', '觀 光 局 ', '一 空 掠 兩 尾 ', '積 穗 ', '查 某 演 員 ', '少 年 的 你 著 聽 老 歲 仔 苦 勸 ', '交 接 ', '這 是 ', '少 昊 ', '早 暗 愛 會 記 得 疊 衫 ', '孤 鉤 股 ', '咖 啡 機 ', '相 趁 相 喊 ', '鴨 鵤 ', '中 山 堂 埕 ', '北 埔 ', '西 雙 版 納 ', '橋 仔 頭 糖 廠 ', '碎 溶 溶 ', '古 早 人 煎 草 藥 仔 ', '跩 跩 ', '雷 電 球 ', '共 人 欺 負 ', '訂 閱 ', '無 出 門 ', '五 形 配 搭 ', '西 亞 圖 ', '實 頭 ', '赤 山 堡 ', '自 販 機 ', '摔 大 眠 ', '朝 聖 地 ', '瘦 枝 落 葉 ', '臆 測 ', '一 文 不 值 ', '聚 焦 ', '挽 菜 ', '鹹 硞 硞 ', '嘉 義 農 林 學 校 ', '膨 椅 予 囡 仔 翸 歹 去 矣 ', '徐 匯 中 學 ', '大 房 食 細 房 ', '月 娘 圍 箍 ', '柴 塊 仔 ', '茹 藏 藏 ', '銅 仙 ', '你 捌 伊 無 ', '四 伨 ', '耳 桮 ', '淡 水 區 ', '番 薑 ', '北 新 竹 ', '江 北 ', '袂 曉 衰 ', '刜 ', '煞 了 代 ', '輾 天 車 ', '拍 鐵 的 ', '這 粒 蚶 仔 袂 開 喙 莫 食 較 好 ', '阮 朋 友 ', '豆 菜 底 的 ', '僥 揣 ', '一 清 二 楚 ', '機 械 學 習 ', '市 場 ', '你 咧 大 聲 啥 啦 ', '內 挖 仔 ', '大 肚 魚 仔 ', '命 冊 ', '心 事 無 人 知 我 鬱 甲 足 艱 苦 的 ', '台 灣 查 埔 人 ', '洗 手 膏 ', '解 鬱 ', '養 生 奶 ', '欱 ', '予 人 想 攏 無 ', '官 田 區 ', '走 馬 路 ', '干 焦 會 ', '貯 水 池 ', '進 前 ', '我 想 欲 去 便 所 ', '東 寧 ', '頭 家 媽 ', '倒 退 鱟 ', '欶 一 下 仔 大 氣 ', '三 八 叮 咚 ', '長 安 西 路 ', '目 睭 屎 ', '向 天 ', '毛 管 炎 ', '倚 桌 ', '故 事 ', '臭 骨 相 ', '太 空 船 ', '我 佮 人 講 話 ', '七 扣 八 扣 ', '犬 ', '飛 天 掛 桷 ', '喙 齒 佮 喙 舌 也 會 相 觸 著 ', '相 扯 ', '盤 查 某 ', '同 苦 同 甜 ', '福 德 正 神 ', '烏 嬸 黃 鸝 ', '電 風 柱 仔 ', '黃 鸝 ', '拳 頭 高 高 在 上 ', '底 蒂 ', '天 公 有 帶 著 ', '暴 風 雪 ', '加 加 ', '豆 乾 糋 ', '麥 寮 ', '澳 ', '騙 請 害 餓 ', '多 林 ', '伊 上 愛 食 炕 肉 ', '濱 海 沙 崙 ', '源 泉 ', '林 森 南 路 車 行 地 下 道 ', '你 是 家 己 開 業 抑 是 予 人 倩 ', '螺 陽 ', '馬 槽 橋 ', '崩 心 ', '歸 仁 區 ', '臺 灣 閩 南 語 常 用 詞 辭 典 ', '冊 苴 仔 ', '彼 隻 貓 仔 的 爪 仔 真 利 ', '精 髓 ', '雙 園 國 中 ', '評 審 老 師 ', '分 局 前 ', '大 直 街 ', '你 袂 䆀 ', '古 亭 國 中 ', '講 話 有 力 頭 ', '可 持 續 性 ', '大 面 ', '南 庄 鄉 ', '懷 生 國 中 ', '枝 骨 仔 ', '好 歹 命 敢 是 註 好 好 的 這 真 歹 講 ', '走 袂 去 ', '含 茄 ', '爆 料 ', '鯪 鯉 王 ', '菜 蟲 食 菜 菜 跤 死 ', '你 共 我 記 咧 ', '等 袂 赴 ', '間 接 稅 ', '山 豬 毛 鄉 ', '必 箍 銀 ', '邱 厝 ', '繃 帶 ', '龜 山 ', '闔 雺 ', '準 煞 ', '碎 糊 糊 ', '蔥 仔 餅 ', '尿 蜚 ', '我 佮 伊 無 親 ', '媽 當 奴 ', '城 內 ', '焐 冰 ', '恆 光 橋 ', '景 尾 ', '烏 白 沐 ', '霸 凌 ', '臭 鼬 ', '站 贏 頭 ', '寶 斗 厝 ', '派 大 星 ', '山 仙 楂 ', '阿 拉 伯 ', '許 世 楷 ', '顏 智 ', '師 翁 ', '金 華 國 中 ', '獨 乙 ', '北 京 語 ', '袂 堪 得 煩 ', '興 寧 街 ', '大 直 高 中 ', '損 ', '吊 樹 猴 ', '彰 化 縣 ', '塗 庫 莊 ', '搬 電 影 ', '哈 韓 ', '三 擺 兩 擺 ', '搤 塗 ', '永 春 厝 ', '橫 山 ', '河 上 洲 ', '正 斡 ', '紅 頭 嬰 仔 ', '誠 濟 ', '食 甲 九 十 外 歲 矣 閣 誠 勇 健 ', '烏 焦 蛇 ', '猶 未 傀 儡 囉 ', '硩 傷 ', '情 單 字 ', '小 坵 村 ', '身 軀 ', '散 甲 割 喉 無 血 ', '灰 窯 坑 ', '打 鼓 山 ', '密 號 ', '中 央 警 察 大 學 ', '阮 小 弟 的 風 吹 牢 佇 樹 仔 頂 ', '目 加 溜 ', '果 子 蠅 ', '王 育 德 紀 念 館 ', '姨 仔 ', '愛 綴 倯 ', '驚 死 閣 欲 看 目 連 ', '草 橄 仔 ', '雷 公 摃 死 ', '棕 蓑 猫 ', '魚 卵 醬 ', '熱 水 爐 ', '老 母 ', '瘴 氣 ', '瓦 sian', '太 麻 里 鄉 ', '毋 成 人 ', '對 牛 彈 琴 ', '較 加 嘛 會 感 冒 ', '禿 額 ', '的 確 的 代 誌 才 通 講 ', '媠 媠 無 十 全 䆀 䆀 無 加 圇 ', '一 例 一 休 ', '番 仔 挖 ', '唌 人 睏 ', '搦 屎 搦 尿 ', '大 旗 尾 ', '深 層 學 習 ', '軟 殼 ', '袂 較 大 ', '紅 奶 仔 草 ', '燉 蹄 ', '擬 徒 ', '屁 話 ', '環 狀 線 ', '袂 當 算 擺 ', '韓 國 戲 ', '十 全 大 補 ', '壽 具 ', '洗 衫 粉 ', '弄 井 ', '好 市 草 ', '峨 眉 街 ', '講 著 ', '鬥 序 碼 ', '試 看 覓 '] \ No newline at end of file diff --git a/local_data_run_speech_recognition_seq2seq_streaming.py b/local_data_run_speech_recognition_seq2seq_streaming.py new file mode 100644 index 0000000000000000000000000000000000000000..08ffdb0fb53f13a368d813360442ab07f2927fa7 --- /dev/null +++ b/local_data_run_speech_recognition_seq2seq_streaming.py @@ -0,0 +1,620 @@ +#!/usr/bin/env python +# coding=utf-8 +# Copyright 2022 The HuggingFace Team. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Fine-tuning the library models for sequence to sequence speech recognition +with 🤗 Datasets' streaming mode. +""" +# You can also adapt this script for your own sequence to sequence speech +# recognition task. Pointers for this are left as comments. +import ryNormText +import logging +import os +import re +import string +import sys +from dataclasses import dataclass, field +from typing import Any, Dict, List, Optional, Union + +import datasets +import torch +from datasets import IterableDatasetDict, interleave_datasets, load_dataset +from torch.utils.data import IterableDataset + +import evaluate +import transformers +from transformers import ( + AutoConfig, + AutoFeatureExtractor, + AutoModelForSpeechSeq2Seq, + AutoProcessor, + AutoTokenizer, + HfArgumentParser, + Seq2SeqTrainer, + Seq2SeqTrainingArguments, + TrainerCallback, + set_seed, +) +from transformers.trainer_pt_utils import IterableDatasetShard +from transformers.trainer_utils import get_last_checkpoint, is_main_process +from transformers.utils import check_min_version, send_example_telemetry +from transformers.utils.versions import require_version + +# Will error if the minimal version of Transformers is not installed. Remove at your own risks. +check_min_version("4.25.0.dev0") + +require_version("datasets>=1.18.2", "To fix: pip install -r examples/pytorch/speech-recognition/requirements.txt") + +logger = logging.getLogger(__name__) + + +@dataclass +class ModelArguments: + """ + Arguments pertaining to which model/config/tokenizer we are going to fine-tune from. + """ + + model_name_or_path: str = field( + metadata={"help": "Path to pretrained model or model identifier from huggingface.co/models"} + ) + config_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"} + ) + tokenizer_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"} + ) + feature_extractor_name: Optional[str] = field( + default=None, metadata={"help": "feature extractor name or path if not the same as model_name"} + ) + cache_dir: Optional[str] = field( + default=None, + metadata={"help": "Where to store the pretrained models downloaded from huggingface.co"}, + ) + use_fast_tokenizer: bool = field( + default=True, + metadata={"help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."}, + ) + model_revision: str = field( + default="main", + metadata={"help": "The specific model version to use (can be a branch name, tag name or commit id)."}, + ) + use_auth_token: bool = field( + default=False, + metadata={ + "help": ( + "Will use the token generated when running `huggingface-cli login` (necessary to use this script " + "with private models)." + ) + }, + ) + freeze_feature_encoder: bool = field( + default=True, metadata={"help": "Whether to freeze the feature encoder layers of the model."} + ) + freeze_encoder: bool = field( + default=False, metadata={"help": "Whether to freeze the entire encoder of the seq2seq model."} + ) + forced_decoder_ids: List[List[int]] = field( + default=None, + metadata={ + "help": ( + "A list of pairs of integers which indicates a mapping from generation indices to token indices " + "that will be forced before sampling. For example, [[0, 123]] means the first generated token " + "will always be a token of index 123." + ) + }, + ) + suppress_tokens: List[int] = field( + default=None, metadata={"help": "A list of tokens that will be suppressed at generation."} + ) + model_index_name: str = field(default=None, metadata={"help": "Pretty name for the model card."}) + + +@dataclass +class DataTrainingArguments: + """ + Arguments pertaining to what data we are going to input our model for training and eval. + """ + + dataset_name: str = field( + default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."} + ) + dataset_config_name: Optional[str] = field( + default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."} + ) + text_column: Optional[str] = field( + default=None, + metadata={"help": "The name of the column in the datasets containing the full texts (for summarization)."}, + ) + max_train_samples: Optional[int] = field( + default=None, + metadata={ + "help": ( + "For debugging purposes or quicker training, truncate the number of training examples to this " + "value if set." + ) + }, + ) + max_eval_samples: Optional[int] = field( + default=None, + metadata={ + "help": ( + "For debugging purposes or quicker training, truncate the number of evaluation examples to this " + "value if set." + ) + }, + ) + audio_column_name: str = field( + default="audio", + metadata={"help": "The name of the dataset column containing the audio data. Defaults to 'audio'"}, + ) + text_column_name: str = field( + default="text", + metadata={"help": "The name of the dataset column containing the text data. Defaults to 'text'"}, + ) + max_duration_in_seconds: float = field( + default=20.0, + metadata={ + "help": ( + "Truncate audio files that are longer than `max_duration_in_seconds` seconds to" + " 'max_duration_in_seconds`" + ) + }, + ) + min_duration_in_seconds: float = field( + default=0.0, metadata={"help": "Filter audio files that are shorter than `min_duration_in_seconds` seconds"} + ) + train_split_name: str = field( + default="train", + metadata={ + "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'" + }, + ) + eval_split_name: str = field( + default="test", + metadata={ + "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'" + }, + ) + do_lower_case: bool = field( + default=False, + metadata={"help": "Whether the target text should be lower cased."}, + ) + do_remove_punctuation: bool = field( + default=False, + metadata={"help": "Whether the target text should be striped of punctuation."}, + ) + do_normalize_eval: bool = field( + default=True, + metadata={"help": "Whether to normalise the references and predictions in the eval WER calculation."}, + ) + language: str = field( + default=None, + metadata={ + "help": ( + "Language for multilingual fine-tuning. This argument should be set for multilingual fine-tuning " + "only. For English speech recognition, it should be set to `None`." + ) + }, + ) + task: str = field( + default="transcribe", + metadata={"help": "Task, either `transcribe` for speech recognition or `translate` for speech translation."}, + ) + shuffle_buffer_size: Optional[int] = field( + default=500, + metadata={ + "help": ( + "The number of streamed examples to download before shuffling them. The large the buffer, " + "the closer it is to real offline shuffling." + ) + }, + ) + + +@dataclass +class DataCollatorSpeechSeq2SeqWithPadding: + """ + Data collator that will dynamically pad the inputs received. + Args: + processor ([`WhisperProcessor`]) + The processor used for processing the data. + decoder_start_token_id (`int`) + The begin-of-sentence of the decoder. + """ + + processor: Any + decoder_start_token_id: int + + def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]: + # split inputs and labels since they have to be of different lengths and need + # different padding methods + model_input_name = self.processor.model_input_names[0] + input_features = [{model_input_name: feature[model_input_name]} for feature in features] + label_features = [{"input_ids": feature["labels"]} for feature in features] + + batch = self.processor.feature_extractor.pad(input_features, return_tensors="pt") + + labels_batch = self.processor.tokenizer.pad(label_features, return_tensors="pt") + + # replace padding with -100 to ignore loss correctly + labels = labels_batch["input_ids"].masked_fill(labels_batch.attention_mask.ne(1), -100) + + # if bos token is appended in previous tokenization step, + # cut bos token here as it's append later anyways + if (labels[:, 0] == self.decoder_start_token_id).all().cpu().item(): + labels = labels[:, 1:] + + batch["labels"] = labels + + return batch + + +def load_streaming_dataset(dataset_name, dataset_config_name, split="train", **kwargs): + """ + Utility function to load a dataset in streaming mode. For datasets with multiple splits, + each split is loaded individually and then splits combined by taking alternating examples from + each (interleaving). + """ + # 移除 use_auth_token 參數 + if 'use_auth_token' in kwargs: + del kwargs['use_auth_token'] + if "+" in split: + # load multiple splits separated by the `+` symbol with streaming mode + dataset_splits = [ + load_dataset(dataset_name, dataset_config_name, split=split_name, streaming=True, **kwargs) + for split_name in split.split("+") + ] + # interleave multiple splits to form one dataset + interleaved_dataset = interleave_datasets(dataset_splits) + return interleaved_dataset + else: + # load a single split *with* streaming mode + dataset = load_dataset(dataset_name, dataset_config_name, data_dir="data", split=split, streaming=True, **kwargs) + return dataset + + +def main(): + # 1. Parse input arguments + # See all possible arguments in src/transformers/training_args.py + # or by passing the --help flag to this script. + # We now keep distinct sets of args, for a cleaner separation of concerns. + parser = HfArgumentParser((ModelArguments, DataTrainingArguments, Seq2SeqTrainingArguments)) + + if len(sys.argv) == 2 and sys.argv[1].endswith(".json"): + # If we pass only one argument to the script and it's the path to a json file, + # let's parse it to get our arguments. + model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1])) + else: + model_args, data_args, training_args = parser.parse_args_into_dataclasses() + + # Sending telemetry. Tracking the example usage helps us better allocate resources to maintain them. The + # information sent is the one passed as arguments along with your Python/PyTorch versions. + send_example_telemetry("run_speech_recognition_seq2seq_streaming", model_args, data_args) + + # 2. Setup logging + logging.basicConfig( + format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", + datefmt="%m/%d/%Y %H:%M:%S", + handlers=[logging.StreamHandler(sys.stdout)], + ) + log_level = training_args.get_process_log_level() + logger.setLevel(log_level) + datasets.utils.logging.set_verbosity(log_level) + transformers.utils.logging.set_verbosity(log_level) + transformers.utils.logging.enable_default_handler() + transformers.utils.logging.enable_explicit_format() + + logger.setLevel(logging.INFO if is_main_process(training_args.local_rank) else logging.WARN) + + # Log on each process the small summary: + logger.warning( + f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}" + f"distributed training: {bool(training_args.local_rank != -1)}, 16-bits training: {training_args.fp16}" + ) + logger.info(f"Training/evaluation parameters {training_args}") + + # Set the verbosity to info of the Transformers logger (on main process only): + if is_main_process(training_args.local_rank): + transformers.utils.logging.set_verbosity_info() + logger.info("Training/evaluation parameters %s", training_args) + + # 3. Detecting last checkpoint and eventually continue from last checkpoint + last_checkpoint = None + if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir: + last_checkpoint = get_last_checkpoint(training_args.output_dir) + if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0: + raise ValueError( + f"Output directory ({training_args.output_dir}) already exists and is not empty. " + "Use --overwrite_output_dir to overcome." + ) + elif last_checkpoint is not None and training_args.resume_from_checkpoint is None: + logger.info( + f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change " + "the `--output_dir` or add `--overwrite_output_dir` to train from scratch." + ) + + # Set seed before initializing model. + set_seed(training_args.seed) + + # 4. Load dataset + raw_datasets = IterableDatasetDict() + + if training_args.do_train: + raw_datasets["train"] = load_streaming_dataset( + data_args.dataset_name, + data_args.dataset_config_name, + split=data_args.train_split_name, + use_auth_token=True if model_args.use_auth_token else None, + ) + + if training_args.do_eval: + raw_datasets["eval"] = load_streaming_dataset( + data_args.dataset_name, + data_args.dataset_config_name, + split=data_args.eval_split_name, + use_auth_token=True if model_args.use_auth_token else None, + ) + + raw_datasets_features = list(next(iter(raw_datasets.values())).features.keys()) + + if data_args.audio_column_name not in raw_datasets_features: + raise ValueError( + f"--audio_column_name '{data_args.audio_column_name}' not found in dataset '{data_args.dataset_name}'. " + "Make sure to set `--audio_column_name` to the correct audio column - one of " + f"{', '.join(raw_datasets_features)}." + ) + + if data_args.text_column_name not in raw_datasets_features: + raise ValueError( + f"--text_column_name {data_args.text_column_name} not found in dataset '{data_args.dataset_name}'. " + "Make sure to set `--text_column_name` to the correct text column - one of " + f"{', '.join(raw_datasets_features)}." + ) + + # 5. Load pretrained model, tokenizer, and feature extractor + # + # Distributed training: + # The .from_pretrained methods guarantee that only one local process can concurrently + config = AutoConfig.from_pretrained( + model_args.config_name if model_args.config_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + config.update({"forced_decoder_ids": model_args.forced_decoder_ids, "suppress_tokens": model_args.suppress_tokens}) + + feature_extractor = AutoFeatureExtractor.from_pretrained( + model_args.feature_extractor_name if model_args.feature_extractor_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + tokenizer = AutoTokenizer.from_pretrained( + model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + use_fast=model_args.use_fast_tokenizer, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + model = AutoModelForSpeechSeq2Seq.from_pretrained( + model_args.model_name_or_path, + config=config, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + if model.config.decoder_start_token_id is None: + raise ValueError("Make sure that `config.decoder_start_token_id` is correctly defined") + + if model_args.freeze_feature_encoder: + model.freeze_feature_encoder() + + if model_args.freeze_encoder: + model.freeze_encoder() + model.model.encoder.gradient_checkpointing = False + + if data_args.language is not None: + # We only need to set the task id when the language is specified (i.e. in a multilingual setting) + tokenizer.set_prefix_tokens(language=data_args.language, task=data_args.task) + + # 6. Resample speech dataset if necessary + dataset_sampling_rate = next(iter(raw_datasets.values())).features[data_args.audio_column_name].sampling_rate + if dataset_sampling_rate != feature_extractor.sampling_rate: + raw_datasets = raw_datasets.cast_column( + data_args.audio_column_name, datasets.features.Audio(sampling_rate=feature_extractor.sampling_rate) + ) + + # 7. Preprocessing the datasets. + # We need to read the audio files as arrays and tokenize the targets. + max_input_length = data_args.max_duration_in_seconds * feature_extractor.sampling_rate + min_input_length = data_args.min_duration_in_seconds * feature_extractor.sampling_rate + audio_column_name = data_args.audio_column_name + text_column_name = data_args.text_column_name + model_input_name = feature_extractor.model_input_names[0] + do_lower_case = data_args.do_lower_case + do_remove_punctuation = data_args.do_remove_punctuation + + punctuation_to_remove = string.punctuation.replace("'", "") # don't remove apostrophes + punctuation_to_remove_regex = f"[{''.join(punctuation_to_remove)}]" + + if data_args.max_train_samples is not None: + raw_datasets["train"] = raw_datasets["train"].take(data_args.max_train_samples) + + if data_args.max_eval_samples is not None: + raw_datasets["eval"] = raw_datasets["eval"].take(data_args.max_eval_samples) + + def prepare_dataset(batch): + # process audio + sample = batch[audio_column_name] + inputs = feature_extractor(sample["array"], sampling_rate=sample["sampling_rate"]) + # process audio length + batch[model_input_name] = inputs.get(model_input_name)[0] + batch["input_length"] = len(sample["array"]) + + # process targets (only char no rome) + input_str = batch[text_column_name].lower().split('(')[0] if do_lower_case else batch[text_column_name].split('(')[0] + + if do_remove_punctuation: + input_str = re.sub(punctuation_to_remove_regex, " ", input_str).strip() + input_str = re.sub("\s\s+", " ", input_str) + batch["labels"] = tokenizer(input_str).input_ids + return batch + + with training_args.main_process_first(desc="dataset map pre-processing"): + vectorized_datasets = raw_datasets.map( + prepare_dataset, + remove_columns=raw_datasets_features, + ).with_format("torch") + + if training_args.do_train: + vectorized_datasets["train"] = vectorized_datasets["train"].shuffle( + buffer_size=data_args.shuffle_buffer_size, + seed=training_args.seed, + ) + + # filter training data that is shorter than min_input_length or longer than + # max_input_length + def is_audio_in_length_range(length): + return min_input_length < length < max_input_length + + if training_args.do_train: + vectorized_datasets["train"] = vectorized_datasets["train"].filter( + is_audio_in_length_range, + input_columns=["input_length"], + ) + + # 8. Load Metric + cer_metric = evaluate.load("cer") + wer_metric = evaluate.load("wer") + do_normalize_eval = data_args.do_normalize_eval + + def compute_metrics(pred): + pred_ids = pred.predictions + + pred.label_ids[pred.label_ids == -100] = tokenizer.pad_token_id + + pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True, normalize=do_normalize_eval) + # we do not want to group tokens when computing the metrics + label_str = tokenizer.batch_decode(pred.label_ids, skip_special_tokens=True, normalize=do_normalize_eval) + cer = 100 * cer_metric.compute(predictions=pred_str, references=label_str) + pred_str = [ryNormText.separ_char_word(x) for x in pred_str] + label_str = [ryNormText.separ_char_word(x) for x in label_str] + p = open('pred.txt','w') + p.write(f'{pred_str=}') + p.close() + p = open('label.txt','w') + p.write(f'{label_str=}') + p.close() + wer = 100 * wer_metric.compute(predictions=pred_str, references=label_str) + return {"wer": wer, "cer": cer} + + # 9. Create a single speech processor + if is_main_process(training_args.local_rank): + # save feature extractor, tokenizer and config + feature_extractor.save_pretrained(training_args.output_dir) + tokenizer.save_pretrained(training_args.output_dir) + config.save_pretrained(training_args.output_dir) + + processor = AutoProcessor.from_pretrained(training_args.output_dir) + + # 10. Define data collator + data_collator = DataCollatorSpeechSeq2SeqWithPadding( + processor=processor, + decoder_start_token_id=model.config.decoder_start_token_id, + ) + + # 11. Configure Trainer + # Trainer callback to reinitialise and reshuffle the streamable datasets at the beginning of each epoch + class ShuffleCallback(TrainerCallback): + def on_epoch_begin(self, args, state, control, train_dataloader, **kwargs): + if isinstance(train_dataloader.dataset, IterableDatasetShard): + pass # set_epoch() is handled by the Trainer + elif isinstance(train_dataloader.dataset, IterableDataset): + train_dataloader.dataset.set_epoch(train_dataloader.dataset._epoch + 1) + + # Initialize Trainer + trainer = Seq2SeqTrainer( + model=model, + args=training_args, + train_dataset=vectorized_datasets["train"] if training_args.do_train else None, + eval_dataset=vectorized_datasets["eval"] if training_args.do_eval else None, + tokenizer=feature_extractor, + data_collator=data_collator, + compute_metrics=compute_metrics if training_args.predict_with_generate else None, + callbacks=[ShuffleCallback()], + ) + + # 12. Training + if training_args.do_train: + checkpoint = None + if training_args.resume_from_checkpoint is not None: + checkpoint = training_args.resume_from_checkpoint + elif last_checkpoint is not None: + checkpoint = last_checkpoint + train_result = trainer.train(resume_from_checkpoint=checkpoint) + trainer.save_model() # Saves the feature extractor too for easy upload + + metrics = train_result.metrics + if data_args.max_train_samples: + metrics["train_samples"] = data_args.max_train_samples + trainer.log_metrics("train", metrics) + trainer.save_metrics("train", metrics) + trainer.save_state() + + # 13. Evaluation + results = {} + if training_args.do_eval: + logger.info("*** Evaluate ***") + metrics = trainer.evaluate( + + metric_key_prefix="eval", + max_length=training_args.generation_max_length, + num_beams=training_args.generation_num_beams, + ) + if data_args.max_eval_samples: + metrics["eval_samples"] = data_args.max_eval_samples + + trainer.log_metrics("eval", metrics) + trainer.save_metrics("eval", metrics) + + # 14. Write Training Stats + kwargs = { + "finetuned_from": model_args.model_name_or_path, + "tasks": "automatic-speech-recognition", + "tags": "whisper-event", + } + if data_args.dataset_name is not None: + kwargs["dataset_tags"] = data_args.dataset_name + if data_args.dataset_config_name is not None: + kwargs["dataset"] = f"{data_args.dataset_name} {data_args.dataset_config_name}" + else: + kwargs["dataset"] = data_args.dataset_name + if "common_voice" in data_args.dataset_name: + kwargs["language"] = data_args.dataset_config_name + if model_args.model_index_name is not None: + kwargs["model_name"] = model_args.model_index_name + + if training_args.push_to_hub: + trainer.push_to_hub(**kwargs) + else: + trainer.create_model_card(**kwargs) + + return results + + +if __name__ == "__main__": + main() diff --git a/local_data_run_speech_recognition_seq2seq_streaming_first_evaluate.py b/local_data_run_speech_recognition_seq2seq_streaming_first_evaluate.py new file mode 100644 index 0000000000000000000000000000000000000000..763572812b6ef769c0009da11162e7b9b8499873 --- /dev/null +++ b/local_data_run_speech_recognition_seq2seq_streaming_first_evaluate.py @@ -0,0 +1,635 @@ +#!/usr/bin/env python +# coding=utf-8 +# Copyright 2022 The HuggingFace Team. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Fine-tuning the library models for sequence to sequence speech recognition +with 🤗 Datasets' streaming mode. +""" +# You can also adapt this script for your own sequence to sequence speech +# recognition task. Pointers for this are left as comments. +import ryNormText +import logging +import os +import re +import string +import sys +from dataclasses import dataclass, field +from typing import Any, Dict, List, Optional, Union + +import datasets +import torch +from datasets import IterableDatasetDict, interleave_datasets, load_dataset +from torch.utils.data import IterableDataset + +import evaluate +import transformers +from transformers import ( + AutoConfig, + AutoFeatureExtractor, + AutoModelForSpeechSeq2Seq, + AutoProcessor, + AutoTokenizer, + HfArgumentParser, + Seq2SeqTrainer, + Seq2SeqTrainingArguments, + TrainerCallback, + set_seed, +) +from transformers.trainer_pt_utils import IterableDatasetShard +from transformers.trainer_utils import get_last_checkpoint, is_main_process +from transformers.utils import check_min_version, send_example_telemetry +from transformers.utils.versions import require_version + +# Will error if the minimal version of Transformers is not installed. Remove at your own risks. +check_min_version("4.25.0.dev0") + +require_version("datasets>=1.18.2", "To fix: pip install -r examples/pytorch/speech-recognition/requirements.txt") + +logger = logging.getLogger(__name__) + + +@dataclass +class ModelArguments: + """ + Arguments pertaining to which model/config/tokenizer we are going to fine-tune from. + """ + + model_name_or_path: str = field( + metadata={"help": "Path to pretrained model or model identifier from huggingface.co/models"} + ) + config_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"} + ) + tokenizer_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"} + ) + feature_extractor_name: Optional[str] = field( + default=None, metadata={"help": "feature extractor name or path if not the same as model_name"} + ) + cache_dir: Optional[str] = field( + default=None, + metadata={"help": "Where to store the pretrained models downloaded from huggingface.co"}, + ) + use_fast_tokenizer: bool = field( + default=True, + metadata={"help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."}, + ) + model_revision: str = field( + default="main", + metadata={"help": "The specific model version to use (can be a branch name, tag name or commit id)."}, + ) + use_auth_token: bool = field( + default=False, + metadata={ + "help": ( + "Will use the token generated when running `huggingface-cli login` (necessary to use this script " + "with private models)." + ) + }, + ) + freeze_feature_encoder: bool = field( + default=True, metadata={"help": "Whether to freeze the feature encoder layers of the model."} + ) + freeze_encoder: bool = field( + default=False, metadata={"help": "Whether to freeze the entire encoder of the seq2seq model."} + ) + forced_decoder_ids: List[List[int]] = field( + default=None, + metadata={ + "help": ( + "A list of pairs of integers which indicates a mapping from generation indices to token indices " + "that will be forced before sampling. For example, [[0, 123]] means the first generated token " + "will always be a token of index 123." + ) + }, + ) + suppress_tokens: List[int] = field( + default=None, metadata={"help": "A list of tokens that will be suppressed at generation."} + ) + model_index_name: str = field(default=None, metadata={"help": "Pretty name for the model card."}) + + +@dataclass +class DataTrainingArguments: + """ + Arguments pertaining to what data we are going to input our model for training and eval. + """ + + dataset_name: str = field( + default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."} + ) + dataset_config_name: Optional[str] = field( + default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."} + ) + text_column: Optional[str] = field( + default=None, + metadata={"help": "The name of the column in the datasets containing the full texts (for summarization)."}, + ) + max_train_samples: Optional[int] = field( + default=None, + metadata={ + "help": ( + "For debugging purposes or quicker training, truncate the number of training examples to this " + "value if set." + ) + }, + ) + max_eval_samples: Optional[int] = field( + default=None, + metadata={ + "help": ( + "For debugging purposes or quicker training, truncate the number of evaluation examples to this " + "value if set." + ) + }, + ) + audio_column_name: str = field( + default="audio", + metadata={"help": "The name of the dataset column containing the audio data. Defaults to 'audio'"}, + ) + text_column_name: str = field( + default="text", + metadata={"help": "The name of the dataset column containing the text data. Defaults to 'text'"}, + ) + max_duration_in_seconds: float = field( + default=20.0, + metadata={ + "help": ( + "Truncate audio files that are longer than `max_duration_in_seconds` seconds to" + " 'max_duration_in_seconds`" + ) + }, + ) + min_duration_in_seconds: float = field( + default=0.0, metadata={"help": "Filter audio files that are shorter than `min_duration_in_seconds` seconds"} + ) + train_split_name: str = field( + default="train", + metadata={ + "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'" + }, + ) + eval_split_name: str = field( + default="test", + metadata={ + "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'" + }, + ) + do_lower_case: bool = field( + default=False, + metadata={"help": "Whether the target text should be lower cased."}, + ) + do_remove_punctuation: bool = field( + default=False, + metadata={"help": "Whether the target text should be striped of punctuation."}, + ) + do_normalize_eval: bool = field( + default=True, + metadata={"help": "Whether to normalise the references and predictions in the eval WER calculation."}, + ) + language: str = field( + default=None, + metadata={ + "help": ( + "Language for multilingual fine-tuning. This argument should be set for multilingual fine-tuning " + "only. For English speech recognition, it should be set to `None`." + ) + }, + ) + task: str = field( + default="transcribe", + metadata={"help": "Task, either `transcribe` for speech recognition or `translate` for speech translation."}, + ) + shuffle_buffer_size: Optional[int] = field( + default=500, + metadata={ + "help": ( + "The number of streamed examples to download before shuffling them. The large the buffer, " + "the closer it is to real offline shuffling." + ) + }, + ) + + +@dataclass +class DataCollatorSpeechSeq2SeqWithPadding: + """ + Data collator that will dynamically pad the inputs received. + Args: + processor ([`WhisperProcessor`]) + The processor used for processing the data. + decoder_start_token_id (`int`) + The begin-of-sentence of the decoder. + """ + + processor: Any + decoder_start_token_id: int + + def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]: + # split inputs and labels since they have to be of different lengths and need + # different padding methods + model_input_name = self.processor.model_input_names[0] + input_features = [{model_input_name: feature[model_input_name]} for feature in features] + label_features = [{"input_ids": feature["labels"]} for feature in features] + + batch = self.processor.feature_extractor.pad(input_features, return_tensors="pt") + + labels_batch = self.processor.tokenizer.pad(label_features, return_tensors="pt") + + # replace padding with -100 to ignore loss correctly + labels = labels_batch["input_ids"].masked_fill(labels_batch.attention_mask.ne(1), -100) + + # if bos token is appended in previous tokenization step, + # cut bos token here as it's append later anyways + if (labels[:, 0] == self.decoder_start_token_id).all().cpu().item(): + labels = labels[:, 1:] + + batch["labels"] = labels + + return batch + + +def load_streaming_dataset(dataset_name, dataset_config_name, split="train", **kwargs): + """ + Utility function to load a dataset in streaming mode. For datasets with multiple splits, + each split is loaded individually and then splits combined by taking alternating examples from + each (interleaving). + """ + # 移除 use_auth_token 參數 + if 'use_auth_token' in kwargs: + del kwargs['use_auth_token'] + if "+" in split: + # load multiple splits separated by the `+` symbol with streaming mode + dataset_splits = [ + load_dataset(dataset_name, dataset_config_name, split=split_name, streaming=True, **kwargs) + for split_name in split.split("+") + ] + # interleave multiple splits to form one dataset + interleaved_dataset = interleave_datasets(dataset_splits) + return interleaved_dataset + else: + # load a single split *with* streaming mode + dataset = load_dataset(dataset_name, dataset_config_name, data_dir="data_com", split=split, streaming=True, **kwargs) + return dataset + + +def main(): + # 1. Parse input arguments + # See all possible arguments in src/transformers/training_args.py + # or by passing the --help flag to this script. + # We now keep distinct sets of args, for a cleaner separation of concerns. + parser = HfArgumentParser((ModelArguments, DataTrainingArguments, Seq2SeqTrainingArguments)) + + if len(sys.argv) == 2 and sys.argv[1].endswith(".json"): + # If we pass only one argument to the script and it's the path to a json file, + # let's parse it to get our arguments. + model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1])) + else: + model_args, data_args, training_args = parser.parse_args_into_dataclasses() + + # Sending telemetry. Tracking the example usage helps us better allocate resources to maintain them. The + # information sent is the one passed as arguments along with your Python/PyTorch versions. + send_example_telemetry("run_speech_recognition_seq2seq_streaming", model_args, data_args) + + # 2. Setup logging + logging.basicConfig( + format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", + datefmt="%m/%d/%Y %H:%M:%S", + handlers=[logging.StreamHandler(sys.stdout)], + ) + log_level = training_args.get_process_log_level() + logger.setLevel(log_level) + datasets.utils.logging.set_verbosity(log_level) + transformers.utils.logging.set_verbosity(log_level) + transformers.utils.logging.enable_default_handler() + transformers.utils.logging.enable_explicit_format() + + logger.setLevel(logging.INFO if is_main_process(training_args.local_rank) else logging.WARN) + + # Log on each process the small summary: + logger.warning( + f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}" + f"distributed training: {bool(training_args.local_rank != -1)}, 16-bits training: {training_args.fp16}" + ) + logger.info(f"Training/evaluation parameters {training_args}") + + # Set the verbosity to info of the Transformers logger (on main process only): + if is_main_process(training_args.local_rank): + transformers.utils.logging.set_verbosity_info() + logger.info("Training/evaluation parameters %s", training_args) + + # 3. Detecting last checkpoint and eventually continue from last checkpoint + last_checkpoint = None + if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir: + last_checkpoint = get_last_checkpoint(training_args.output_dir) + if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0: + raise ValueError( + f"Output directory ({training_args.output_dir}) already exists and is not empty. " + "Use --overwrite_output_dir to overcome." + ) + elif last_checkpoint is not None and training_args.resume_from_checkpoint is None: + logger.info( + f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change " + "the `--output_dir` or add `--overwrite_output_dir` to train from scratch." + ) + + # Set seed before initializing model. + set_seed(training_args.seed) + + # 4. Load dataset + raw_datasets = IterableDatasetDict() + + if training_args.do_train: + raw_datasets["train"] = load_streaming_dataset( + data_args.dataset_name, + data_args.dataset_config_name, + split=data_args.train_split_name, + use_auth_token=True if model_args.use_auth_token else None, + ) + + if training_args.do_eval: + raw_datasets["eval"] = load_streaming_dataset( + data_args.dataset_name, + data_args.dataset_config_name, + split=data_args.eval_split_name, + use_auth_token=True if model_args.use_auth_token else None, + ) + + raw_datasets_features = list(next(iter(raw_datasets.values())).features.keys()) + + if data_args.audio_column_name not in raw_datasets_features: + raise ValueError( + f"--audio_column_name '{data_args.audio_column_name}' not found in dataset '{data_args.dataset_name}'. " + "Make sure to set `--audio_column_name` to the correct audio column - one of " + f"{', '.join(raw_datasets_features)}." + ) + + if data_args.text_column_name not in raw_datasets_features: + raise ValueError( + f"--text_column_name {data_args.text_column_name} not found in dataset '{data_args.dataset_name}'. " + "Make sure to set `--text_column_name` to the correct text column - one of " + f"{', '.join(raw_datasets_features)}." + ) + + # 5. Load pretrained model, tokenizer, and feature extractor + # + # Distributed training: + # The .from_pretrained methods guarantee that only one local process can concurrently + config = AutoConfig.from_pretrained( + model_args.config_name if model_args.config_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + config.update({"forced_decoder_ids": model_args.forced_decoder_ids, "suppress_tokens": model_args.suppress_tokens}) + + feature_extractor = AutoFeatureExtractor.from_pretrained( + model_args.feature_extractor_name if model_args.feature_extractor_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + tokenizer = AutoTokenizer.from_pretrained( + model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + use_fast=model_args.use_fast_tokenizer, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + model = AutoModelForSpeechSeq2Seq.from_pretrained( + model_args.model_name_or_path, + config=config, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + if model.config.decoder_start_token_id is None: + raise ValueError("Make sure that `config.decoder_start_token_id` is correctly defined") + + if model_args.freeze_feature_encoder: + model.freeze_feature_encoder() + + if model_args.freeze_encoder: + model.freeze_encoder() + model.model.encoder.gradient_checkpointing = False + + if data_args.language is not None: + # We only need to set the task id when the language is specified (i.e. in a multilingual setting) + tokenizer.set_prefix_tokens(language=data_args.language, task=data_args.task) + + # 6. Resample speech dataset if necessary + dataset_sampling_rate = next(iter(raw_datasets.values())).features[data_args.audio_column_name].sampling_rate + if dataset_sampling_rate != feature_extractor.sampling_rate: + raw_datasets = raw_datasets.cast_column( + data_args.audio_column_name, datasets.features.Audio(sampling_rate=feature_extractor.sampling_rate) + ) + + # 7. Preprocessing the datasets. + # We need to read the audio files as arrays and tokenize the targets. + max_input_length = data_args.max_duration_in_seconds * feature_extractor.sampling_rate + min_input_length = data_args.min_duration_in_seconds * feature_extractor.sampling_rate + audio_column_name = data_args.audio_column_name + text_column_name = data_args.text_column_name + model_input_name = feature_extractor.model_input_names[0] + do_lower_case = data_args.do_lower_case + do_remove_punctuation = data_args.do_remove_punctuation + + punctuation_to_remove = string.punctuation.replace("'", "") # don't remove apostrophes + punctuation_to_remove_regex = f"[{''.join(punctuation_to_remove)}]" + + if data_args.max_train_samples is not None: + raw_datasets["train"] = raw_datasets["train"].take(data_args.max_train_samples) + + if data_args.max_eval_samples is not None: + raw_datasets["eval"] = raw_datasets["eval"].take(data_args.max_eval_samples) + + def prepare_dataset(batch): + # process audio + sample = batch[audio_column_name] + inputs = feature_extractor(sample["array"], sampling_rate=sample["sampling_rate"]) + # process audio length + batch[model_input_name] = inputs.get(model_input_name)[0] + batch["input_length"] = len(sample["array"]) + + # process targets (only char no rome) + input_str = batch[text_column_name].lower().split('(')[0] if do_lower_case else batch[text_column_name].split('(')[0] + + if do_remove_punctuation: + input_str = re.sub(punctuation_to_remove_regex, " ", input_str).strip() + input_str = re.sub("\s\s+", " ", input_str) + batch["labels"] = tokenizer(input_str).input_ids + return batch + + with training_args.main_process_first(desc="dataset map pre-processing"): + vectorized_datasets = raw_datasets.map( + prepare_dataset, + remove_columns=raw_datasets_features, + ).with_format("torch") + + if training_args.do_train: + vectorized_datasets["train"] = vectorized_datasets["train"].shuffle( + buffer_size=data_args.shuffle_buffer_size, + seed=training_args.seed, + ) + + # filter training data that is shorter than min_input_length or longer than + # max_input_length + def is_audio_in_length_range(length): + return min_input_length < length < max_input_length + + if training_args.do_train: + vectorized_datasets["train"] = vectorized_datasets["train"].filter( + is_audio_in_length_range, + input_columns=["input_length"], + ) + + # 8. Load Metric + cer_metric = evaluate.load("cer") + wer_metric = evaluate.load("wer") + do_normalize_eval = data_args.do_normalize_eval + + def compute_metrics(pred): + pred_ids = pred.predictions + + pred.label_ids[pred.label_ids == -100] = tokenizer.pad_token_id + + pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True, normalize=do_normalize_eval) + # we do not want to group tokens when computing the metrics + label_str = tokenizer.batch_decode(pred.label_ids, skip_special_tokens=True, normalize=do_normalize_eval) + cer = 100 * cer_metric.compute(predictions=pred_str, references=label_str) + pred_str = [ryNormText.separ_char_word(x) for x in pred_str] + label_str = [ryNormText.separ_char_word(x) for x in label_str] + p = open('pred.txt','w') + p.write(f'{pred_str=}') + p.close() + p = open('label.txt','w') + p.write(f'{label_str=}') + p.close() + wer = 100 * wer_metric.compute(predictions=pred_str, references=label_str) + return {"wer": wer, "cer": cer} + + # 9. Create a single speech processor + if is_main_process(training_args.local_rank): + # save feature extractor, tokenizer and config + feature_extractor.save_pretrained(training_args.output_dir) + tokenizer.save_pretrained(training_args.output_dir) + config.save_pretrained(training_args.output_dir) + + processor = AutoProcessor.from_pretrained(training_args.output_dir) + + # 10. Define data collator + data_collator = DataCollatorSpeechSeq2SeqWithPadding( + processor=processor, + decoder_start_token_id=model.config.decoder_start_token_id, + ) + + # 11. Configure Trainer + # Trainer callback to reinitialise and reshuffle the streamable datasets at the beginning of each epoch + class ShuffleCallback(TrainerCallback): + def on_epoch_begin(self, args, state, control, train_dataloader, **kwargs): + if isinstance(train_dataloader.dataset, IterableDatasetShard): + pass # set_epoch() is handled by the Trainer + elif isinstance(train_dataloader.dataset, IterableDataset): + train_dataloader.dataset.set_epoch(train_dataloader.dataset._epoch + 1) + + # Initialize Trainer + trainer = Seq2SeqTrainer( + model=model, + args=training_args, + train_dataset=vectorized_datasets["train"] if training_args.do_train else None, + eval_dataset=vectorized_datasets["eval"] if training_args.do_eval else None, + tokenizer=feature_extractor, + data_collator=data_collator, + compute_metrics=compute_metrics if training_args.predict_with_generate else None, + callbacks=[ShuffleCallback()], + ) + + # 12. Training + if training_args.do_train: + checkpoint = None + if training_args.resume_from_checkpoint is not None: + checkpoint = training_args.resume_from_checkpoint + elif last_checkpoint is not None: + checkpoint = last_checkpoint + + # Evaluate before training starts + if training_args.do_eval: + logger.info("*** Evaluate before training ***") + metrics = trainer.evaluate( + metric_key_prefix="eval", + max_length=training_args.generation_max_length, + num_beams=training_args.generation_num_beams, + ) + if data_args.max_eval_samples: + metrics["eval_samples"] = data_args.max_eval_samples + + trainer.log_metrics("eval", metrics) + trainer.save_metrics("eval", metrics) + + train_result = trainer.train(resume_from_checkpoint=checkpoint) + trainer.save_model() # Saves the feature extractor too for easy upload + + metrics = train_result.metrics + if data_args.max_train_samples: + metrics["train_samples"] = data_args.max_train_samples + trainer.log_metrics("train", metrics) + trainer.save_metrics("train", metrics) + trainer.save_state() + + # 13. Evaluation + results = {} + if training_args.do_eval: + logger.info("*** Evaluate ***") + metrics = trainer.evaluate( + + metric_key_prefix="eval", + max_length=training_args.generation_max_length, + num_beams=training_args.generation_num_beams, + ) + if data_args.max_eval_samples: + metrics["eval_samples"] = data_args.max_eval_samples + + trainer.log_metrics("eval", metrics) + trainer.save_metrics("eval", metrics) + + # 14. Write Training Stats + kwargs = { + "finetuned_from": model_args.model_name_or_path, + "tasks": "automatic-speech-recognition", + "tags": "whisper-event", + } + if data_args.dataset_name is not None: + kwargs["dataset_tags"] = data_args.dataset_name + if data_args.dataset_config_name is not None: + kwargs["dataset"] = f"{data_args.dataset_name} {data_args.dataset_config_name}" + else: + kwargs["dataset"] = data_args.dataset_name + if "common_voice" in data_args.dataset_name: + kwargs["language"] = data_args.dataset_config_name + if model_args.model_index_name is not None: + kwargs["model_name"] = model_args.model_index_name + + if training_args.push_to_hub: + trainer.push_to_hub(**kwargs) + else: + trainer.create_model_card(**kwargs) + + return results + + +if __name__ == "__main__": + main() diff --git a/merges.txt b/merges.txt new file mode 100644 index 0000000000000000000000000000000000000000..6038932a2a1f09a66991b1c2adae0d14066fa29e --- /dev/null +++ b/merges.txt @@ -0,0 +1,50001 @@ +#version: 0.2 +Ġ t +Ġ a +Ġt h +i n +e r +Ġ w +Ġ s +o u +Ġth e +r e +o n +a t +e n +Ġ c +i t +i s +Ġ b +n d +Ġ d +Ġ m +Ġ h +Ġ o +in g +e s +Ġ p +Ġt o +a n +Ġ f +o r +l l +Ġ I +Ġ l +Ġ y +a r +Ġ g +Ġy ou +e d +Ġa nd +Ġ in +Ġo f +a s +Ġ n +o m +i c +Ġth at +u s +e t +v e +a l +o w +l e +Ġ is +Ġ e +Ġ it +o t +' s +Ġb e +i on +Ġ T +Ġw h +Ġ A +en t +Ġ S +Ġ re +a y +Ġw e +Ġ on +er e +Ġh a +u t +a c +i d +i g +o s +k e +v er +i m +Ġ Ð +ĠT h +a m +a ll +Ġf or +e l +c h +r o +Ġth is +Ġs t +Ġ W +Ġ u +a d +ou t +i r +l d +c t +Ġ k +i f +Ġg o +. . +Ð ¾ +it h +l y +h t +q u +Ġ - +Ġd o +Ġ j +Ġha ve +Ġ B +Ġa n +Ġw ith +Ġa re +Ġ r +Ġd e +Ġs e +Ġs o +Ġ v +s t +i ll +u r +Ġl i +Ġ M +es t +o d +all y +' t +us t +Ġa s +Ġ C +c e +Ġm e +Ð ° +Ð µ +i l +Ġ H +Ġw as +t er +t h +Ġc an +an t +Ġc om +ou r +ig ht +Ġ Y +at ion +ĠA nd +o l +Ġs h +Ñ Ĥ +o p +s e +Ġn ot +ĠS o +Ġn e +u n +Ġa b +Ġli ke +Ġa t +Ġ D +i e +Ġh e +Ġc on +Ġc h +o re +Ġa l +Ġo r +Ġ qu +Ġ O +om e +r a +u l +Ġ N +p p +Ġyou r +ou ld +Ġ P +Ġf r +g e +er s +' re +Ð ¸ +Ġthe y +Ġwh at +us e +Ġa ll +ĠTh e +Ġ L +es s +e m +Ġk n +Ġj ust +ar t +Ġp ro +ver y +u m +Ġl o +Ġ ì +Ġm y +o k +Ġe x +a b +Ġth ere +Ġb ut +Ġkn ow +Ġs u +Ġ G +Ñ ģ +Ġ E +Ġm a +о Ð +Ġ en +Ġab out +ĠI t +is t +Ġw or +r i +in d +Ġon e +at e +a nd +in k +Ġl e +or t +' m +Ġ F +ic h +Ñ Ģ +id e +Ġg et +Ġ out +.. . +Ġw ill +ã ģ +i ve +Ð ½ +Ġfr om +a in +ĠW e +Ġu p +p e +re s +c a +Ġ R +Ġ if +Ġp l +Ġd on +ac k +Ġ 1 +Ġ " +Ġt r +Ġ us +ĠW h +it y +Ġ J +ĠY ou +Ġh ere +h er +Ġs ome +ou g +a k +ar d +Ġgo ing +Ġu n +m ent +Ġth ink +Ġp e +en d +Ġ ( +ca use +Ġt im +as t +à © +Ġ our +Ġw ant +am e +i es +Ġ ë +u d +in e +Ġre ally +Ġt e +Ġse e +c i +Ġb y +s o +u re +os e +Ġ [ +a re +Ġm ore +a h +on e +c k +op le +а Ð +Ġthe n +Ġth ing +Ġthe m +v en +ou nd +os t +on g +e ct +Ġr ight +a g +Ġin t +Ġpe ople +Ġwh en +ou s +p l +Ġtim e +Ġ im +Ġwh o +Ġ 2 +a p +Ġbe cause +h ing +Ġn o +ic e +Ġlo ok +Ġh as +Ġw ould +Ġh ow +ac t +Ġf e +n t +oug h +Ġp r +ĠB ut +Ġs ay +Ñ ĥ +Ġn ow +Ġm an +Ġ very +Ġwor k +i z +Ġ K +i v +it t +Ġa r +e p +Ġc l +Ġwh ich +Ġc o +an s +' ve +Ġs a +f f +' ll +Ġan y +Ġa ct +Ġy e +b er +ac h +a ge +p er +Ġal so +f er +Ġthe se +Ġa d +е Ð +th er +ac e +ic k +a ke +re at +i re +u e +Ġa g +Ġ U +u ch +ion s +r y +0 0 +n a +Ġd id +Ġqu e +Ġha d +Ġe very +ĠH e +Ġl a +Ġw ay +Ġs p +b le +ĠTh is +as s +Ġthe ir +it e +Ġne ed +Ġp art +Ġw ere +Ġb ack +i p +ow n +om et +b e +as e +Ġma ke +ir st +i a +en ce +an g +an k +Ġg ot +Ġp re +Ġcon t +Ġo ther +p t +ĠTh at +o g +Ġgo od +Ġint o +al k +Ġbe en +Ġa m +Ġo ver +u ally +Ġ â +ì Ŀ +Ġu nd +h e +w ay +Ġg r +Ñ Į +Ġd if +Ġp er +Ñ ı +ĠI n +Ġt w +on d +ar s +in t +or m +Ġl ot +Ġwh ere +Ġ à +Ġ V +Ġs omet +Ð » +en s +Ġg u +Ġa c +u g +Ñ ĭ +Ä ± +Ġf irst +re e +Ġh is +itt le +Ġim p +Ġm o +a v +Ġl ittle +ĠWh at +Ġm uch +Ġ z +Ġ ê +ab le +ĠÐ ¿ +Ġp o +Ġcom p +n e +Ġd is +Ġl et +an ce +Ġh er +Ġthing s +Ġst art +ul t +Ġa pp +Ġre s +Ġf o +Ġc ould +Ġin ter +Ġth ose +Ġd es +Ġwe ll +Ġtw o +Ġk ind +x t +res s +el y +à ¤ +Ġb r +Ġth r +ĠÐ ² +Ġ i +is h +Ġdif fer +Ġ ro +ĠS t +Ġsomet hing +Ġt ake +Ġb o +y s +Ġsh e +Ġt alk +l o +Ñ ĩ +Ġe ven +Ð º +ã Ģ +ĠÐ ½ +Ġb u +ĠI f +Ġd own +ĠC h +ad e +ation s +Ġ use +or d +Ġof f +Ġact ually +Ġs pe +d u +at ed +at er +os s +n ing +à ¼ +Ġdo es +Ġ Ñģ +Ġne w +Ġb et +ve l +c ess +p le +Ġha pp +t ing +on na +Ġ es +Ġd ay +Ġon ly +ig n +k ay +s el +ent s +ou nt +i ld +i le +Ġs c +Ġh im +Ġag ain +v ing +Ġg onna +Ġcom m +Ġh el +ot her +Ġ ke +ic al +Ġ 3 +Ġe l +Ġthr ough +Ġcom e +ar k +d ay +i er +à ³ +Ġth an +ĠThe y +Ġm ay +Ġs er +í ķ +Ġc all +Ġdiffer ent +Ġsh ould +ĠTh ere +ar y +ĠN ow +ã Ĥ +th ing +w e +or y +f ter +Ġp ut +or s +i al +ë ĭ +Ġund er +Ġin c +ĠY e +u b +f orm +Ġv ide +à ¸ +ver s +Ġfe el +à ¡ +od y +f t +f ore +Ġe m +g et +Ġsa id +it ion +Ġre c +i ous +at ch +Ġtr y +Ġhel p +Ġsh ow +Ð ´ +Ġb it +u ll +Ð ² +ÑĤ о +g r +Ġpl ay +if e +a il +ĠYe ah +Ġqu est +Ġman y +Ġp ers +Ġg reat +Ã Ń +Ġ est +n g +Ġâ Ļ +t y +l a +ĠO h +Ġ × +à ® +ĠB e +ad y +Ġm ost +ct ion +ĠN o +Ġdo ing +Ġbe ing +Ġto o +c es +Ġb l +. 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"categorise": "categorize", + "categorised": "categorized", + "categorises": "categorizes", + "categorising": "categorizing", + "cauterise": "cauterize", + "cauterised": "cauterized", + "cauterises": "cauterizes", + "cauterising": "cauterizing", + "cavilled": "caviled", + "cavilling": "caviling", + "centigramme": "centigram", + "centigrammes": "centigrams", + "centilitre": "centiliter", + "centilitres": "centiliters", + "centimetre": "centimeter", + "centimetres": "centimeters", + "centralise": "centralize", + "centralised": "centralized", + "centralises": "centralizes", + "centralising": "centralizing", + "centre": "center", + "centred": "centered", + "centrefold": "centerfold", + "centrefolds": "centerfolds", + "centrepiece": "centerpiece", + "centrepieces": "centerpieces", + "centres": "centers", + "channelled": "channeled", + "channelling": "channeling", + "characterise": "characterize", + "characterised": "characterized", + "characterises": "characterizes", + "characterising": 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"conceptualises": "conceptualizes", + "conceptualising": "conceptualizing", + "connexion": "connection", + "connexions": "connections", + "contextualise": "contextualize", + "contextualised": "contextualized", + "contextualises": "contextualizes", + "contextualising": "contextualizing", + "cosier": "cozier", + "cosies": "cozies", + "cosiest": "coziest", + "cosily": "cozily", + "cosiness": "coziness", + "cosy": "cozy", + "councillor": "councilor", + "councillors": "councilors", + "counselled": "counseled", + "counselling": "counseling", + "counsellor": "counselor", + "counsellors": "counselors", + "crenelated": "crenellated", + "criminalise": "criminalize", + "criminalised": "criminalized", + "criminalises": "criminalizes", + "criminalising": "criminalizing", + "criticise": "criticize", + "criticised": "criticized", + "criticises": "criticizes", + "criticising": "criticizing", + "crueller": "crueler", + "cruellest": "cruelest", + "crystallisation": "crystallization", + "crystallise": "crystallize", + "crystallised": "crystallized", + "crystallises": "crystallizes", + "crystallising": "crystallizing", + "cudgelled": "cudgeled", + "cudgelling": "cudgeling", + "customise": "customize", + "customised": "customized", + "customises": "customizes", + "customising": "customizing", + "cypher": "cipher", + "cyphers": "ciphers", + "decentralisation": "decentralization", + "decentralise": "decentralize", + "decentralised": "decentralized", + "decentralises": "decentralizes", + "decentralising": "decentralizing", + "decriminalisation": "decriminalization", + "decriminalise": "decriminalize", + "decriminalised": "decriminalized", + "decriminalises": "decriminalizes", + "decriminalising": "decriminalizing", + "defence": "defense", + "defenceless": "defenseless", + "defences": "defenses", + "dehumanisation": "dehumanization", + "dehumanise": "dehumanize", + "dehumanised": "dehumanized", + "dehumanises": "dehumanizes", + "dehumanising": "dehumanizing", + "demeanour": "demeanor", + "demilitarisation": "demilitarization", + "demilitarise": "demilitarize", + "demilitarised": "demilitarized", + "demilitarises": "demilitarizes", + "demilitarising": "demilitarizing", + "demobilisation": "demobilization", + "demobilise": "demobilize", + "demobilised": "demobilized", + "demobilises": "demobilizes", + "demobilising": "demobilizing", + "democratisation": "democratization", + "democratise": "democratize", + "democratised": "democratized", + "democratises": "democratizes", + "democratising": "democratizing", + "demonise": "demonize", + "demonised": "demonized", + "demonises": "demonizes", + "demonising": "demonizing", + "demoralisation": "demoralization", + "demoralise": "demoralize", + "demoralised": "demoralized", + "demoralises": "demoralizes", + "demoralising": "demoralizing", + "denationalisation": "denationalization", + "denationalise": "denationalize", + "denationalised": "denationalized", + "denationalises": "denationalizes", + "denationalising": "denationalizing", + "deodorise": "deodorize", + "deodorised": "deodorized", + "deodorises": "deodorizes", + "deodorising": "deodorizing", + "depersonalise": "depersonalize", + "depersonalised": "depersonalized", + "depersonalises": "depersonalizes", + "depersonalising": "depersonalizing", + "deputise": "deputize", + "deputised": "deputized", + "deputises": "deputizes", + "deputising": "deputizing", + "desensitisation": "desensitization", + "desensitise": "desensitize", + "desensitised": "desensitized", + "desensitises": "desensitizes", + "desensitising": "desensitizing", + "destabilisation": "destabilization", + "destabilise": "destabilize", + "destabilised": "destabilized", + "destabilises": "destabilizes", + "destabilising": "destabilizing", + "dialled": "dialed", + "dialling": "dialing", + "dialogue": "dialog", + "dialogues": "dialogs", + "diarrhoea": "diarrhea", + "digitise": "digitize", + "digitised": "digitized", + "digitises": "digitizes", + "digitising": "digitizing", + "disc": "disk", + "discolour": "discolor", + "discoloured": "discolored", + "discolouring": "discoloring", + "discolours": "discolors", + "discs": "disks", + "disembowelled": "disemboweled", + "disembowelling": "disemboweling", + "disfavour": "disfavor", + "dishevelled": "disheveled", + "dishonour": "dishonor", + "dishonourable": "dishonorable", + "dishonourably": "dishonorably", + "dishonoured": "dishonored", + "dishonouring": "dishonoring", + "dishonours": "dishonors", + "disorganisation": "disorganization", + "disorganised": "disorganized", + "distil": "distill", + "distils": "distills", + "dramatisation": "dramatization", + "dramatisations": "dramatizations", + "dramatise": "dramatize", + "dramatised": "dramatized", + "dramatises": "dramatizes", + "dramatising": "dramatizing", + "draught": "draft", + "draughtboard": "draftboard", + "draughtboards": "draftboards", + "draughtier": "draftier", + "draughtiest": "draftiest", + "draughts": "drafts", + "draughtsman": "draftsman", + "draughtsmanship": "draftsmanship", + "draughtsmen": "draftsmen", + "draughtswoman": "draftswoman", + "draughtswomen": "draftswomen", + "draughty": "drafty", + "drivelled": "driveled", + "drivelling": "driveling", + "duelled": "dueled", + "duelling": "dueling", + "economise": "economize", + "economised": "economized", + "economises": "economizes", + "economising": "economizing", + "editorialise": "editorialize", + "editorialised": "editorialized", + "editorialises": "editorializes", + "editorialising": "editorializing", + "edoema": "edema", + "empathise": "empathize", + "empathised": "empathized", + "empathises": "empathizes", + "empathising": "empathizing", + "emphasise": "emphasize", + "emphasised": "emphasized", + "emphasises": "emphasizes", + "emphasising": "emphasizing", + "enamelled": "enameled", + "enamelling": "enameling", + "enamoured": "enamored", + "encyclopaedia": "encyclopedia", + "encyclopaedias": "encyclopedias", + "encyclopaedic": "encyclopedic", + "endeavour": "endeavor", + "endeavoured": "endeavored", + "endeavouring": "endeavoring", + "endeavours": "endeavors", + "energise": "energize", + "energised": "energized", + "energises": "energizes", + "energising": "energizing", + "enrol": "enroll", + "enrols": "enrolls", + "enthral": "enthrall", + "enthrals": "enthralls", + "epaulette": "epaulet", + "epaulettes": "epaulets", + "epicentre": "epicenter", + "epicentres": "epicenters", + "epilogue": "epilog", + "epilogues": "epilogs", + "epitomise": "epitomize", + "epitomised": "epitomized", + "epitomises": "epitomizes", + "epitomising": "epitomizing", + "equalisation": "equalization", + "equalise": "equalize", + "equalised": "equalized", + "equaliser": "equalizer", + "equalisers": "equalizers", + "equalises": "equalizes", + "equalising": "equalizing", + "eulogise": "eulogize", + "eulogised": "eulogized", + "eulogises": "eulogizes", + "eulogising": "eulogizing", + "evangelise": "evangelize", + "evangelised": "evangelized", + "evangelises": "evangelizes", + "evangelising": "evangelizing", + "exorcise": "exorcize", + "exorcised": "exorcized", + "exorcises": "exorcizes", + "exorcising": "exorcizing", + "extemporisation": "extemporization", + "extemporise": "extemporize", + "extemporised": "extemporized", + "extemporises": "extemporizes", + "extemporising": "extemporizing", + "externalisation": "externalization", + "externalisations": "externalizations", + "externalise": "externalize", + "externalised": "externalized", + "externalises": "externalizes", + "externalising": "externalizing", + "factorise": "factorize", + "factorised": "factorized", + "factorises": "factorizes", + "factorising": "factorizing", + "faecal": "fecal", + "faeces": "feces", + "familiarisation": "familiarization", + "familiarise": "familiarize", + "familiarised": "familiarized", + "familiarises": "familiarizes", + "familiarising": "familiarizing", + "fantasise": "fantasize", + "fantasised": "fantasized", + "fantasises": "fantasizes", + "fantasising": "fantasizing", + "favour": "favor", + "favourable": "favorable", + "favourably": "favorably", + "favoured": "favored", + "favouring": "favoring", + "favourite": "favorite", + "favourites": "favorites", + "favouritism": "favoritism", + "favours": "favors", + "feminise": "feminize", + "feminised": "feminized", + "feminises": "feminizes", + "feminising": "feminizing", + "fertilisation": "fertilization", + "fertilise": "fertilize", + "fertilised": "fertilized", + "fertiliser": "fertilizer", + "fertilisers": "fertilizers", + "fertilises": "fertilizes", + "fertilising": "fertilizing", + "fervour": "fervor", + "fibre": "fiber", + "fibreglass": "fiberglass", + "fibres": "fibers", + "fictionalisation": "fictionalization", + "fictionalisations": "fictionalizations", + "fictionalise": "fictionalize", + "fictionalised": "fictionalized", + "fictionalises": "fictionalizes", + "fictionalising": "fictionalizing", + "fillet": "filet", + "filleted": "fileted", + "filleting": "fileting", + "fillets": "filets", + "finalisation": "finalization", + "finalise": "finalize", + "finalised": "finalized", + "finalises": "finalizes", + "finalising": "finalizing", + "flautist": "flutist", + "flautists": "flutists", + "flavour": "flavor", + "flavoured": "flavored", + "flavouring": "flavoring", + "flavourings": "flavorings", + "flavourless": "flavorless", + "flavours": "flavors", + "flavoursome": "flavorsome", + "flyer / flier": "flier / flyer", + "foetal": "fetal", + "foetid": "fetid", + "foetus": "fetus", + "foetuses": "fetuses", + "formalisation": "formalization", + "formalise": "formalize", + "formalised": "formalized", + "formalises": "formalizes", + "formalising": "formalizing", + "fossilisation": "fossilization", + "fossilise": "fossilize", + "fossilised": "fossilized", + "fossilises": "fossilizes", + "fossilising": "fossilizing", + "fraternisation": "fraternization", + "fraternise": "fraternize", + "fraternised": "fraternized", + "fraternises": "fraternizes", + "fraternising": "fraternizing", + "fulfil": "fulfill", + "fulfilment": "fulfillment", + "fulfils": "fulfills", + "funnelled": "funneled", + "funnelling": "funneling", + "gage": "gauge", + "gaged": "gauged", + "gages": "gauges", + "gaging": "gauging", + "galvanise": "galvanize", + "galvanised": "galvanized", + "galvanises": "galvanizes", + "galvanising": "galvanizing", + "gambolled": "gamboled", + "gambolling": "gamboling", + "gaol": "jail", + "gaolbird": "jailbird", + "gaolbirds": "jailbirds", + "gaolbreak": "jailbreak", + "gaolbreaks": "jailbreaks", + "gaoled": "jailed", + "gaoler": "jailer", + "gaolers": "jailers", + "gaoling": "jailing", + "gaols": "jails", + "gasses": "gases", + "generalisation": "generalization", + "generalisations": "generalizations", + "generalise": "generalize", + "generalised": "generalized", + "generalises": "generalizes", + "generalising": "generalizing", + "ghettoise": "ghettoize", + "ghettoised": "ghettoized", + "ghettoises": "ghettoizes", + "ghettoising": "ghettoizing", + "gipsies": "gypsies", + "glamor": "glamour", + "glamorise": "glamorize", + "glamorised": "glamorized", + "glamorises": "glamorizes", + "glamorising": "glamorizing", + "globalisation": "globalization", + "globalise": "globalize", + "globalised": "globalized", + "globalises": "globalizes", + "globalising": "globalizing", + "glueing": "gluing", + "goitre": "goiter", + "goitres": "goiters", + "gonorrhoea": "gonorrhea", + "gramme": "gram", + "grammes": "grams", + "gravelled": "graveled", + "grey": "gray", + "greyed": "grayed", + "greying": "graying", + "greyish": "grayish", + "greyness": "grayness", + "greys": "grays", + "grovelled": "groveled", + "grovelling": "groveling", + "groyne": "groin", + "groynes": "groins", + "gruelling": "grueling", + "gruellingly": "gruelingly", + "gryphon": "griffin", + "gryphons": "griffins", + "gynaecological": "gynecological", + "gynaecologist": "gynecologist", + "gynaecologists": "gynecologists", + "gynaecology": "gynecology", + "haematological": "hematological", + "haematologist": "hematologist", + "haematologists": "hematologists", + "haematology": "hematology", + "haemoglobin": "hemoglobin", + "haemophilia": "hemophilia", + "haemophiliac": "hemophiliac", + "haemophiliacs": "hemophiliacs", + "haemorrhage": "hemorrhage", + "haemorrhaged": "hemorrhaged", + "haemorrhages": "hemorrhages", + "haemorrhaging": "hemorrhaging", + "haemorrhoids": "hemorrhoids", + "harbour": "harbor", + "harboured": "harbored", + "harbouring": "harboring", + "harbours": "harbors", + "harmonisation": "harmonization", + "harmonise": "harmonize", + "harmonised": "harmonized", + "harmonises": "harmonizes", + "harmonising": "harmonizing", + "homoeopath": "homeopath", + "homoeopathic": "homeopathic", + "homoeopaths": "homeopaths", + "homoeopathy": "homeopathy", + "homogenise": "homogenize", + "homogenised": "homogenized", + "homogenises": "homogenizes", + "homogenising": "homogenizing", + "honour": "honor", + "honourable": "honorable", + "honourably": "honorably", + "honoured": "honored", + "honouring": "honoring", + "honours": "honors", + "hospitalisation": "hospitalization", + "hospitalise": "hospitalize", + "hospitalised": "hospitalized", + "hospitalises": "hospitalizes", + "hospitalising": "hospitalizing", + "humanise": "humanize", + "humanised": "humanized", + "humanises": "humanizes", + "humanising": "humanizing", + "humour": "humor", + "humoured": "humored", + "humouring": "humoring", + "humourless": "humorless", + "humours": "humors", + "hybridise": "hybridize", + "hybridised": "hybridized", + "hybridises": "hybridizes", + "hybridising": "hybridizing", + "hypnotise": "hypnotize", + "hypnotised": "hypnotized", + "hypnotises": "hypnotizes", + "hypnotising": "hypnotizing", + "hypothesise": "hypothesize", + "hypothesised": "hypothesized", + "hypothesises": "hypothesizes", + "hypothesising": "hypothesizing", + "idealisation": "idealization", + "idealise": "idealize", + "idealised": "idealized", + "idealises": "idealizes", + "idealising": "idealizing", + "idolise": "idolize", + "idolised": "idolized", + "idolises": "idolizes", + "idolising": "idolizing", + "immobilisation": "immobilization", + "immobilise": "immobilize", + "immobilised": "immobilized", + "immobiliser": "immobilizer", + "immobilisers": "immobilizers", + "immobilises": "immobilizes", + "immobilising": "immobilizing", + "immortalise": "immortalize", + "immortalised": "immortalized", + "immortalises": "immortalizes", + "immortalising": "immortalizing", + "immunisation": "immunization", + "immunise": "immunize", + "immunised": "immunized", + "immunises": "immunizes", + "immunising": "immunizing", + "impanelled": "impaneled", + "impanelling": "impaneling", + "imperilled": "imperiled", + "imperilling": "imperiling", + "individualise": "individualize", + "individualised": "individualized", + "individualises": "individualizes", + "individualising": "individualizing", + "industrialise": "industrialize", + "industrialised": "industrialized", + "industrialises": "industrializes", + "industrialising": "industrializing", + "inflexion": "inflection", + "inflexions": "inflections", + "initialise": "initialize", + "initialised": "initialized", + "initialises": "initializes", + "initialising": "initializing", + "initialled": "initialed", + "initialling": "initialing", + "instal": "install", + "instalment": "installment", + "instalments": "installments", + "instals": "installs", + "instil": "instill", + "instils": "instills", + "institutionalisation": "institutionalization", + "institutionalise": "institutionalize", + "institutionalised": "institutionalized", + "institutionalises": "institutionalizes", + "institutionalising": "institutionalizing", + "intellectualise": "intellectualize", + "intellectualised": "intellectualized", + "intellectualises": "intellectualizes", + "intellectualising": "intellectualizing", + "internalisation": "internalization", + "internalise": "internalize", + "internalised": "internalized", + "internalises": "internalizes", + "internalising": "internalizing", + "internationalisation": "internationalization", + "internationalise": "internationalize", + "internationalised": "internationalized", + "internationalises": "internationalizes", + "internationalising": "internationalizing", + "ionisation": "ionization", + "ionise": "ionize", + "ionised": "ionized", + "ioniser": "ionizer", + "ionisers": "ionizers", + "ionises": "ionizes", + "ionising": "ionizing", + "italicise": "italicize", + "italicised": "italicized", + "italicises": "italicizes", + "italicising": "italicizing", + "itemise": "itemize", + "itemised": "itemized", + "itemises": "itemizes", + "itemising": "itemizing", + "jeopardise": "jeopardize", + "jeopardised": "jeopardized", + "jeopardises": "jeopardizes", + "jeopardising": "jeopardizing", + "jewelled": "jeweled", + "jeweller": "jeweler", + "jewellers": "jewelers", + "jewellery": "jewelry", + "judgement": "judgment", + "kilogramme": "kilogram", + "kilogrammes": "kilograms", + "kilometre": "kilometer", + "kilometres": "kilometers", + "labelled": "labeled", + "labelling": "labeling", + "labour": "labor", + "laboured": "labored", + "labourer": "laborer", + "labourers": "laborers", + "labouring": "laboring", + "labours": "labors", + "lacklustre": "lackluster", + "legalisation": "legalization", + "legalise": "legalize", + "legalised": "legalized", + "legalises": "legalizes", + "legalising": "legalizing", + "legitimise": "legitimize", + "legitimised": "legitimized", + "legitimises": "legitimizes", + "legitimising": "legitimizing", + "leukaemia": "leukemia", + "levelled": "leveled", + "leveller": "leveler", + "levellers": "levelers", + "levelling": "leveling", + "libelled": "libeled", + "libelling": "libeling", + "libellous": "libelous", + "liberalisation": "liberalization", + "liberalise": "liberalize", + "liberalised": "liberalized", + "liberalises": "liberalizes", + "liberalising": "liberalizing", + "licence": "license", + "licenced": "licensed", + "licences": "licenses", + "licencing": "licensing", + "likeable": "likable", + "lionisation": "lionization", + "lionise": "lionize", + "lionised": "lionized", + "lionises": "lionizes", + "lionising": "lionizing", + "liquidise": "liquidize", + "liquidised": "liquidized", + "liquidiser": "liquidizer", + "liquidisers": "liquidizers", + "liquidises": "liquidizes", + "liquidising": "liquidizing", + "litre": "liter", + "litres": "liters", + "localise": "localize", + "localised": "localized", + "localises": "localizes", + "localising": "localizing", + "louvre": "louver", + "louvred": "louvered", + "louvres": "louvers", + "lustre": "luster", + "magnetise": "magnetize", + "magnetised": "magnetized", + "magnetises": "magnetizes", + "magnetising": "magnetizing", + "manoeuvrability": "maneuverability", + "manoeuvrable": "maneuverable", + "manoeuvre": "maneuver", + "manoeuvred": "maneuvered", + "manoeuvres": "maneuvers", + "manoeuvring": "maneuvering", + "manoeuvrings": "maneuverings", + "marginalisation": "marginalization", + "marginalise": "marginalize", + "marginalised": "marginalized", + "marginalises": "marginalizes", + "marginalising": "marginalizing", + "marshalled": "marshaled", + "marshalling": "marshaling", + "marvelled": "marveled", + "marvelling": "marveling", + "marvellous": "marvelous", + "marvellously": "marvelously", + "materialisation": "materialization", + "materialise": "materialize", + "materialised": "materialized", + "materialises": "materializes", + "materialising": "materializing", + "maximisation": "maximization", + "maximise": "maximize", + "maximised": "maximized", + "maximises": "maximizes", + "maximising": "maximizing", + "meagre": "meager", + "mechanisation": "mechanization", + "mechanise": "mechanize", + "mechanised": "mechanized", + "mechanises": "mechanizes", + "mechanising": "mechanizing", + "mediaeval": "medieval", + "memorialise": "memorialize", + "memorialised": "memorialized", + "memorialises": "memorializes", + "memorialising": "memorializing", + "memorise": "memorize", + "memorised": "memorized", + "memorises": "memorizes", + "memorising": "memorizing", + "mesmerise": "mesmerize", + "mesmerised": "mesmerized", + "mesmerises": "mesmerizes", + "mesmerising": "mesmerizing", + "metabolise": "metabolize", + "metabolised": "metabolized", + "metabolises": "metabolizes", + "metabolising": "metabolizing", + "metre": "meter", + "metres": "meters", + "mhm": "hmm", + "micrometre": "micrometer", + "micrometres": "micrometers", + "militarise": "militarize", + "militarised": "militarized", + "militarises": "militarizes", + "militarising": "militarizing", + "milligramme": "milligram", + "milligrammes": "milligrams", + "millilitre": "milliliter", + "millilitres": "milliliters", + "millimetre": "millimeter", + "millimetres": "millimeters", + "miniaturisation": "miniaturization", + "miniaturise": "miniaturize", + "miniaturised": "miniaturized", + "miniaturises": "miniaturizes", + "miniaturising": "miniaturizing", + "minibusses": "minibuses", + "minimise": "minimize", + "minimised": "minimized", + "minimises": "minimizes", + "minimising": "minimizing", + "misbehaviour": "misbehavior", + "misdemeanour": "misdemeanor", + "misdemeanours": "misdemeanors", + "misspelt": "misspelled", + "mitre": "miter", + "mitres": "miters", + "mm": "hmm", + "mmm": "hmm", + "mobilisation": "mobilization", + "mobilise": "mobilize", + "mobilised": "mobilized", + "mobilises": "mobilizes", + "mobilising": "mobilizing", + "modelled": "modeled", + "modeller": "modeler", + "modellers": "modelers", + "modelling": "modeling", + "modernise": "modernize", + "modernised": "modernized", + "modernises": "modernizes", + "modernising": "modernizing", + "moisturise": "moisturize", + "moisturised": "moisturized", + "moisturiser": "moisturizer", + "moisturisers": "moisturizers", + "moisturises": "moisturizes", + "moisturising": "moisturizing", + "monologue": "monolog", + "monologues": "monologs", + "monopolisation": "monopolization", + "monopolise": "monopolize", + "monopolised": "monopolized", + "monopolises": "monopolizes", + "monopolising": "monopolizing", + "moralise": "moralize", + "moralised": "moralized", + "moralises": "moralizes", + "moralising": "moralizing", + "motorised": "motorized", + "mould": "mold", + "moulded": "molded", + "moulder": "molder", + "mouldered": "moldered", + "mouldering": "moldering", + "moulders": "molders", + "mouldier": "moldier", + "mouldiest": "moldiest", + "moulding": "molding", + "mouldings": "moldings", + "moulds": "molds", + "mouldy": "moldy", + "moult": "molt", + "moulted": "molted", + "moulting": "molting", + "moults": "molts", + "moustache": "mustache", + "moustached": "mustached", + "moustaches": "mustaches", + "moustachioed": "mustachioed", + "multicoloured": "multicolored", + "nationalisation": "nationalization", + "nationalisations": "nationalizations", + "nationalise": "nationalize", + "nationalised": "nationalized", + "nationalises": "nationalizes", + "nationalising": "nationalizing", + "naturalisation": "naturalization", + "naturalise": "naturalize", + "naturalised": "naturalized", + "naturalises": "naturalizes", + "naturalising": "naturalizing", + "neighbour": "neighbor", + "neighbourhood": "neighborhood", + "neighbourhoods": "neighborhoods", + "neighbouring": "neighboring", + "neighbourliness": "neighborliness", + "neighbourly": "neighborly", + "neighbours": "neighbors", + "neutralisation": "neutralization", + "neutralise": "neutralize", + "neutralised": "neutralized", + "neutralises": "neutralizes", + "neutralising": "neutralizing", + "normalisation": "normalization", + "normalise": "normalize", + "normalised": "normalized", + "normalises": "normalizes", + "normalising": "normalizing", + "odour": "odor", + "odourless": "odorless", + "odours": "odors", + "oesophagus": "esophagus", + "oesophaguses": "esophaguses", + "oestrogen": "estrogen", + "offence": "offense", + "offences": "offenses", + "omelette": "omelet", + "omelettes": "omelets", + "optimise": "optimize", + "optimised": "optimized", + "optimises": "optimizes", + "optimising": "optimizing", + "organisation": "organization", + "organisational": "organizational", + "organisations": "organizations", + "organise": "organize", + "organised": "organized", + "organiser": "organizer", + "organisers": "organizers", + "organises": "organizes", + "organising": "organizing", + "orthopaedic": "orthopedic", + "orthopaedics": "orthopedics", + "ostracise": "ostracize", + "ostracised": "ostracized", + "ostracises": "ostracizes", + "ostracising": "ostracizing", + "outmanoeuvre": "outmaneuver", + "outmanoeuvred": "outmaneuvered", + "outmanoeuvres": "outmaneuvers", + "outmanoeuvring": "outmaneuvering", + "overemphasise": "overemphasize", + "overemphasised": "overemphasized", + "overemphasises": "overemphasizes", + "overemphasising": "overemphasizing", + "oxidisation": "oxidization", + "oxidise": "oxidize", + "oxidised": "oxidized", + "oxidises": "oxidizes", + "oxidising": "oxidizing", + "paederast": "pederast", + "paederasts": "pederasts", + "paediatric": "pediatric", + "paediatrician": "pediatrician", + "paediatricians": "pediatricians", + "paediatrics": "pediatrics", + "paedophile": "pedophile", + "paedophiles": "pedophiles", + "paedophilia": "pedophilia", + "palaeolithic": "paleolithic", + "palaeontologist": "paleontologist", + "palaeontologists": "paleontologists", + "palaeontology": "paleontology", + "panelled": "paneled", + "panelling": "paneling", + "panellist": "panelist", + "panellists": "panelists", + "paralyse": "paralyze", + "paralysed": "paralyzed", + "paralyses": "paralyzes", + "paralysing": "paralyzing", + "parcelled": "parceled", + "parcelling": "parceling", + "parlour": "parlor", + "parlours": "parlors", + "particularise": "particularize", + "particularised": "particularized", + "particularises": "particularizes", + "particularising": "particularizing", + "passivisation": "passivization", + "passivise": "passivize", + "passivised": "passivized", + "passivises": "passivizes", + "passivising": "passivizing", + "pasteurisation": "pasteurization", + "pasteurise": "pasteurize", + "pasteurised": "pasteurized", + "pasteurises": "pasteurizes", + "pasteurising": "pasteurizing", + "patronise": "patronize", + "patronised": "patronized", + "patronises": "patronizes", + "patronising": "patronizing", + "patronisingly": "patronizingly", + "pedalled": "pedaled", + "pedalling": "pedaling", + "pedestrianisation": "pedestrianization", + "pedestrianise": "pedestrianize", + "pedestrianised": "pedestrianized", + "pedestrianises": "pedestrianizes", + "pedestrianising": "pedestrianizing", + "penalise": "penalize", + "penalised": "penalized", + "penalises": "penalizes", + "penalising": "penalizing", + "pencilled": "penciled", + "pencilling": "penciling", + "personalise": "personalize", + "personalised": "personalized", + "personalises": "personalizes", + "personalising": "personalizing", + "pharmacopoeia": "pharmacopeia", + "pharmacopoeias": "pharmacopeias", + "philosophise": "philosophize", + "philosophised": "philosophized", + "philosophises": "philosophizes", + "philosophising": "philosophizing", + "philtre": "filter", + "philtres": "filters", + "phoney": "phony", + "plagiarise": "plagiarize", + "plagiarised": "plagiarized", + "plagiarises": "plagiarizes", + "plagiarising": "plagiarizing", + "plough": "plow", + "ploughed": "plowed", + "ploughing": "plowing", + "ploughman": "plowman", + "ploughmen": "plowmen", + "ploughs": "plows", + "ploughshare": "plowshare", + "ploughshares": "plowshares", + "polarisation": "polarization", + "polarise": "polarize", + "polarised": "polarized", + "polarises": "polarizes", + "polarising": "polarizing", + "politicisation": "politicization", + "politicise": "politicize", + "politicised": "politicized", + "politicises": "politicizes", + "politicising": "politicizing", + "popularisation": "popularization", + "popularise": "popularize", + "popularised": "popularized", + "popularises": "popularizes", + "popularising": "popularizing", + "pouffe": "pouf", + "pouffes": "poufs", + "practise": "practice", + "practised": "practiced", + "practises": "practices", + "practising": "practicing", + "praesidium": "presidium", + "praesidiums": "presidiums", + "pressurisation": "pressurization", + "pressurise": "pressurize", + "pressurised": "pressurized", + "pressurises": "pressurizes", + "pressurising": "pressurizing", + "pretence": "pretense", + "pretences": "pretenses", + "primaeval": "primeval", + "prioritisation": "prioritization", + "prioritise": "prioritize", + "prioritised": "prioritized", + "prioritises": "prioritizes", + "prioritising": "prioritizing", + "privatisation": "privatization", + "privatisations": "privatizations", + "privatise": "privatize", + "privatised": "privatized", + "privatises": "privatizes", + "privatising": "privatizing", + "professionalisation": "professionalization", + "professionalise": "professionalize", + "professionalised": "professionalized", + "professionalises": "professionalizes", + "professionalising": "professionalizing", + "programme": "program", + "programmes": "programs", + "prologue": "prolog", + "prologues": "prologs", + "propagandise": "propagandize", + "propagandised": "propagandized", + "propagandises": "propagandizes", + "propagandising": "propagandizing", + "proselytise": "proselytize", + "proselytised": "proselytized", + "proselytiser": "proselytizer", + "proselytisers": "proselytizers", + "proselytises": "proselytizes", + "proselytising": "proselytizing", + "psychoanalyse": "psychoanalyze", + "psychoanalysed": "psychoanalyzed", + "psychoanalyses": "psychoanalyzes", + "psychoanalysing": "psychoanalyzing", + "publicise": "publicize", + "publicised": "publicized", + "publicises": "publicizes", + "publicising": "publicizing", + "pulverisation": "pulverization", + "pulverise": "pulverize", + "pulverised": "pulverized", + "pulverises": "pulverizes", + "pulverising": "pulverizing", + "pummelled": "pummel", + "pummelling": "pummeled", + "pyjama": "pajama", + "pyjamas": "pajamas", + "pzazz": "pizzazz", + "quarrelled": "quarreled", + "quarrelling": "quarreling", + "radicalise": "radicalize", + "radicalised": "radicalized", + "radicalises": "radicalizes", + "radicalising": "radicalizing", + "rancour": "rancor", + "randomise": "randomize", + "randomised": "randomized", + "randomises": "randomizes", + "randomising": "randomizing", + "rationalisation": "rationalization", + "rationalisations": "rationalizations", + "rationalise": "rationalize", + "rationalised": "rationalized", + "rationalises": "rationalizes", + "rationalising": "rationalizing", + "ravelled": "raveled", + "ravelling": "raveling", + "realisable": "realizable", + "realisation": "realization", + "realisations": "realizations", + "realise": "realize", + "realised": "realized", + "realises": "realizes", + "realising": "realizing", + "recognisable": "recognizable", + "recognisably": "recognizably", + "recognisance": "recognizance", + "recognise": "recognize", + "recognised": "recognized", + "recognises": "recognizes", + "recognising": "recognizing", + "reconnoitre": "reconnoiter", + "reconnoitred": "reconnoitered", + "reconnoitres": "reconnoiters", + "reconnoitring": "reconnoitering", + "refuelled": "refueled", + "refuelling": "refueling", + "regularisation": "regularization", + "regularise": "regularize", + "regularised": "regularized", + "regularises": "regularizes", + "regularising": "regularizing", + "remodelled": "remodeled", + "remodelling": "remodeling", + "remould": "remold", + "remoulded": "remolded", + "remoulding": "remolding", + "remoulds": "remolds", + "reorganisation": "reorganization", + "reorganisations": "reorganizations", + "reorganise": "reorganize", + "reorganised": "reorganized", + "reorganises": "reorganizes", + "reorganising": "reorganizing", + "revelled": "reveled", + "reveller": "reveler", + "revellers": "revelers", + "revelling": "reveling", + "revitalise": "revitalize", + "revitalised": "revitalized", + "revitalises": "revitalizes", + "revitalising": "revitalizing", + "revolutionise": "revolutionize", + "revolutionised": "revolutionized", + "revolutionises": "revolutionizes", + "revolutionising": "revolutionizing", + "rhapsodise": "rhapsodize", + "rhapsodised": "rhapsodized", + "rhapsodises": "rhapsodizes", + "rhapsodising": "rhapsodizing", + "rigour": "rigor", + "rigours": "rigors", + "ritualised": "ritualized", + "rivalled": "rivaled", + "rivalling": "rivaling", + "romanticise": "romanticize", + "romanticised": "romanticized", + "romanticises": "romanticizes", + "romanticising": "romanticizing", + "rumour": "rumor", + "rumoured": "rumored", + "rumours": "rumors", + "sabre": "saber", + "sabres": "sabers", + "saltpetre": "saltpeter", + "sanitise": "sanitize", + "sanitised": "sanitized", + "sanitises": "sanitizes", + "sanitising": "sanitizing", + "satirise": "satirize", + "satirised": "satirized", + "satirises": "satirizes", + "satirising": "satirizing", + "saviour": "savior", + "saviours": "saviors", + "savour": "savor", + "savoured": "savored", + "savouries": "savories", + "savouring": "savoring", + "savours": "savors", + "savoury": "savory", + "scandalise": "scandalize", + "scandalised": "scandalized", + "scandalises": "scandalizes", + "scandalising": "scandalizing", + "sceptic": "skeptic", + "sceptical": "skeptical", + "sceptically": "skeptically", + "scepticism": "skepticism", + "sceptics": "skeptics", + "sceptre": "scepter", + "sceptres": "scepters", + "scrutinise": "scrutinize", + "scrutinised": "scrutinized", + "scrutinises": "scrutinizes", + "scrutinising": "scrutinizing", + "secularisation": "secularization", + "secularise": "secularize", + "secularised": "secularized", + "secularises": "secularizes", + "secularising": "secularizing", + "sensationalise": "sensationalize", + "sensationalised": "sensationalized", + "sensationalises": "sensationalizes", + "sensationalising": "sensationalizing", + "sensitise": "sensitize", + "sensitised": "sensitized", + "sensitises": "sensitizes", + "sensitising": "sensitizing", + "sentimentalise": "sentimentalize", + "sentimentalised": "sentimentalized", + "sentimentalises": "sentimentalizes", + "sentimentalising": "sentimentalizing", + "sepulchre": "sepulcher", + "sepulchres": "sepulchers", + "serialisation": "serialization", + "serialisations": "serializations", + "serialise": "serialize", + "serialised": "serialized", + "serialises": "serializes", + "serialising": "serializing", + "sermonise": "sermonize", + "sermonised": "sermonized", + "sermonises": "sermonizes", + "sermonising": "sermonizing", + "sheikh": "sheik", + "shovelled": "shoveled", + "shovelling": "shoveling", + "shrivelled": "shriveled", + "shrivelling": "shriveling", + "signalise": "signalize", + "signalised": "signalized", + "signalises": "signalizes", + "signalising": "signalizing", + "signalled": "signaled", + "signalling": "signaling", + "smoulder": "smolder", + "smouldered": "smoldered", + "smouldering": "smoldering", + "smoulders": "smolders", + "snivelled": "sniveled", + "snivelling": "sniveling", + "snorkelled": "snorkeled", + "snorkelling": "snorkeling", + "snowplough": "snowplow", + "snowploughs": "snowplow", + "socialisation": "socialization", + "socialise": "socialize", + "socialised": "socialized", + "socialises": "socializes", + "socialising": "socializing", + "sodomise": "sodomize", + "sodomised": "sodomized", + "sodomises": "sodomizes", + "sodomising": "sodomizing", + "solemnise": "solemnize", + "solemnised": "solemnized", + "solemnises": "solemnizes", + "solemnising": "solemnizing", + "sombre": "somber", + "specialisation": "specialization", + "specialisations": "specializations", + "specialise": "specialize", + "specialised": "specialized", + "specialises": "specializes", + "specialising": "specializing", + "spectre": "specter", + "spectres": "specters", + "spiralled": "spiraled", + "spiralling": "spiraling", + "splendour": "splendor", + "splendours": "splendors", + "squirrelled": "squirreled", + "squirrelling": "squirreling", + "stabilisation": "stabilization", + "stabilise": "stabilize", + "stabilised": "stabilized", + "stabiliser": "stabilizer", + "stabilisers": "stabilizers", + "stabilises": "stabilizes", + "stabilising": "stabilizing", + "standardisation": "standardization", + "standardise": "standardize", + "standardised": "standardized", + "standardises": "standardizes", + "standardising": "standardizing", + "stencilled": "stenciled", + "stencilling": "stenciling", + "sterilisation": "sterilization", + "sterilisations": "sterilizations", + "sterilise": "sterilize", + "sterilised": "sterilized", + "steriliser": "sterilizer", + "sterilisers": "sterilizers", + "sterilises": "sterilizes", + "sterilising": "sterilizing", + "stigmatisation": "stigmatization", + "stigmatise": "stigmatize", + "stigmatised": "stigmatized", + "stigmatises": "stigmatizes", + "stigmatising": "stigmatizing", + "storey": "story", + "storeys": "stories", + "subsidisation": "subsidization", + "subsidise": "subsidize", + "subsidised": "subsidized", + "subsidiser": "subsidizer", + "subsidisers": "subsidizers", + "subsidises": "subsidizes", + "subsidising": "subsidizing", + "succour": "succor", + "succoured": "succored", + "succouring": "succoring", + "succours": "succors", + "sulphate": "sulfate", + "sulphates": "sulfates", + "sulphide": "sulfide", + "sulphides": "sulfides", + "sulphur": "sulfur", + "sulphurous": "sulfurous", + "summarise": "summarize", + "summarised": "summarized", + "summarises": "summarizes", + "summarising": "summarizing", + "swivelled": "swiveled", + "swivelling": "swiveling", + "symbolise": "symbolize", + "symbolised": "symbolized", + "symbolises": "symbolizes", + "symbolising": "symbolizing", + "sympathise": "sympathize", + "sympathised": "sympathized", + "sympathiser": "sympathizer", + "sympathisers": "sympathizers", + "sympathises": "sympathizes", + "sympathising": "sympathizing", + "synchronisation": "synchronization", + "synchronise": "synchronize", + "synchronised": "synchronized", + "synchronises": "synchronizes", + "synchronising": "synchronizing", + "synthesise": "synthesize", + "synthesised": "synthesized", + "synthesiser": "synthesizer", + "synthesisers": "synthesizers", + "synthesises": "synthesizes", + "synthesising": "synthesizing", + "syphon": "siphon", + "syphoned": "siphoned", + "syphoning": "siphoning", + "syphons": "siphons", + "systematisation": "systematization", + "systematise": "systematize", + "systematised": "systematized", + "systematises": "systematizes", + "systematising": "systematizing", + "tantalise": "tantalize", + "tantalised": "tantalized", + "tantalises": "tantalizes", + "tantalising": "tantalizing", + "tantalisingly": "tantalizingly", + "tasselled": "tasseled", + "technicolour": "technicolor", + "temporise": "temporize", + "temporised": "temporized", + "temporises": "temporizes", + "temporising": "temporizing", + "tenderise": "tenderize", + "tenderised": "tenderized", + "tenderises": "tenderizes", + "tenderising": "tenderizing", + "terrorise": "terrorize", + "terrorised": "terrorized", + "terrorises": "terrorizes", + "terrorising": "terrorizing", + "theatre": "theater", + "theatregoer": "theatergoer", + "theatregoers": "theatergoers", + "theatres": "theaters", + "theorise": "theorize", + "theorised": "theorized", + "theorises": "theorizes", + "theorising": "theorizing", + "tonne": "ton", + "tonnes": "tons", + "towelled": "toweled", + "towelling": "toweling", + "toxaemia": "toxemia", + "tranquillise": "tranquilize", + "tranquillised": "tranquilized", + "tranquilliser": "tranquilizer", + "tranquillisers": "tranquilizers", + "tranquillises": "tranquilizes", + "tranquillising": "tranquilizing", + "tranquillity": "tranquility", + "tranquillize": "tranquilize", + "tranquillized": "tranquilized", + "tranquillizer": "tranquilizer", + "tranquillizers": "tranquilizers", + "tranquillizes": "tranquilizes", + "tranquillizing": "tranquilizing", + "tranquilly": "tranquility", + "transistorised": "transistorized", + "traumatise": "traumatize", + "traumatised": "traumatized", + "traumatises": "traumatizes", + "traumatising": "traumatizing", + "travelled": "traveled", + "traveller": "traveler", + "travellers": "travelers", + "travelling": "traveling", + "travelog": "travelogue", + "travelogs": "travelogues", + "trialled": "trialed", + "trialling": "trialing", + "tricolour": "tricolor", + "tricolours": "tricolors", + "trivialise": "trivialize", + "trivialised": "trivialized", + "trivialises": "trivializes", + "trivialising": "trivializing", + "tumour": "tumor", + "tumours": "tumors", + "tunnelled": "tunneled", + "tunnelling": "tunneling", + "tyrannise": "tyrannize", + "tyrannised": "tyrannized", + "tyrannises": "tyrannizes", + "tyrannising": "tyrannizing", + "tyre": "tire", + "tyres": "tires", + "unauthorised": "unauthorized", + "uncivilised": "uncivilized", + "underutilised": "underutilized", + "unequalled": "unequaled", + "unfavourable": "unfavorable", + "unfavourably": "unfavorably", + "unionisation": "unionization", + "unionise": "unionize", + "unionised": "unionized", + "unionises": "unionizes", + "unionising": "unionizing", + "unorganised": "unorganized", + "unravelled": "unraveled", + "unravelling": "unraveling", + "unrecognisable": "unrecognizable", + "unrecognised": "unrecognized", + "unrivalled": "unrivaled", + "unsavoury": "unsavory", + "untrammelled": "untrammeled", + "urbanisation": "urbanization", + "urbanise": "urbanize", + "urbanised": "urbanized", + "urbanises": "urbanizes", + "urbanising": "urbanizing", + "utilisable": "utilizable", + "utilisation": "utilization", + "utilise": "utilize", + "utilised": "utilized", + "utilises": "utilizes", + "utilising": "utilizing", + "valour": "valor", + "vandalise": "vandalize", + "vandalised": "vandalized", + "vandalises": "vandalizes", + "vandalising": "vandalizing", + "vaporisation": "vaporization", + "vaporise": "vaporize", + "vaporised": "vaporized", + "vaporises": "vaporizes", + "vaporising": "vaporizing", + "vapour": "vapor", + "vapours": "vapors", + "verbalise": "verbalize", + "verbalised": "verbalized", + "verbalises": "verbalizes", + "verbalising": "verbalizing", + "victimisation": "victimization", + "victimise": "victimize", + "victimised": "victimized", + "victimises": "victimizes", + "victimising": "victimizing", + "videodisc": "videodisk", + "videodiscs": "videodisks", + "vigour": "vigor", + "visualisation": "visualization", + "visualisations": "visualizations", + "visualise": "visualize", + "visualised": "visualized", + "visualises": "visualizes", + "visualising": "visualizing", + "vocalisation": "vocalization", + "vocalisations": "vocalizations", + "vocalise": "vocalize", + "vocalised": "vocalized", + "vocalises": "vocalizes", + "vocalising": "vocalizing", + "vulcanised": "vulcanized", + "vulgarisation": "vulgarization", + "vulgarise": "vulgarize", + "vulgarised": "vulgarized", + "vulgarises": "vulgarizes", + "vulgarising": "vulgarizing", + "waggon": "wagon", + "waggons": "wagons", + "watercolour": "watercolor", + "watercolours": "watercolors", + "weaselled": "weaseled", + "weaselling": "weaseling", + "westernisation": "westernization", + "westernise": "westernize", + "westernised": "westernized", + "westernises": "westernizes", + "westernising": "westernizing", + "womanise": "womanize", + "womanised": "womanized", + "womaniser": "womanizer", + "womanisers": "womanizers", + "womanises": "womanizes", + "womanising": "womanizing", + "woollen": "woolen", + "woollens": "woolens", + "woollies": "woolies", + "woolly": "wooly", + "worshipped": "worshiped", + "worshipper": "worshiper", + "worshipping": "worshiping", + "yodelled": "yodeled", + "yodelling": "yodeling", + "yoghourt": "yogurt", + "yoghourts": "yogurts", + "yoghurt": "yogurt", + "yoghurts": "yogurts" +} diff --git a/pred.txt b/pred.txt new file mode 100644 index 0000000000000000000000000000000000000000..2fc67baa9a0b417de3e63e1e43924aed685209fc --- /dev/null +++ b/pred.txt @@ -0,0 +1 @@ +pred_str=['新 莊 仔 ', '煎 仔 ', '白 色 ', '盲 價 大 道 ', '我 伨 你 ', '心 肝 較 大 牛 氣 ', '北 權 路 ', '孔 廟 文 化 園 區 ', '芥 池 麵 粉 ', '加 速 ', '目 睭 磕 磕 講 白 癮 ', '客 運 的 ', '太 陽 能 ', '掩 來 差 氣 ', '漢 堡 ', '林 作 水 ', '免 庫 權 ', '藥 廠 ', '閣 跤 ', '三 言 兩 語 ', '煎 包 ', '文 主 公 廟 ', '欲 ', '著 西 ', '菜 頭 莊 ', '相 拄 頭 ', '鹹 體 送 到 臺 北 了 後 ', '參 加 ', '無 錢 講 無 話 ', '二 重 埔 ', '哈 銷 ', '豐 興 汀 ', '礁 山 ', '桌 碎 ', '過 湧 ', '海 面 ', '大 雞 口 眾 ', '水 沖 池 ', '前 壁 園 ', '面 當 義 ', '灌 鰮 ', '誠 濟 人 ', '富 岡 ', '心 智 圖 ', '看 魚 無 ', '觀 光 局 ', '一 空 掠 兩 尾 ', '水 ', '十 五 延 元 ', '少 年 呢 你 著 聽 老 花 仔 苦 囝 ', '溝 接 ', '這 世 ', '笑 號 ', '早 暗 愛 會 記 你 拆 山 ', '孤 交 古 ', '咖 啡 機 ', '相 趁 相 喊 ', '阿 角 ', '中 山 湯 池 ', '北 埔 ', '西 雙 板 納 ', '橋 頭 糖 廠 ', '細 溶 溶 ', '古 早 人 煎 草 藥 仔 ', '跩 跩 ', '雷 電 球 ', '共 人 池 夫 ', '靈 活 ', '無 出 門 ', '五 行 配 搭 ', '西 亞 圖 ', '濟 頭 ', '赤 山 寶 ', '自 焚 池 ', '聖 大 面 ', '著 性 地 ', '山 機 落 葉 ', '逆 觸 ', '一 文 不 值 ', '自 焦 ', '免 菜 ', '鹹 硞 硞 ', '嘉 義 農 林 學 校 ', '碰 意 予 囡 仔 分 歹 氣 矣 ', '匙 匯 中 學 ', '大 盤 食 細 盤 ', '過 年 維 庫 ', '柴 底 仔 ', '如 沖 沖 ', '東 線 ', '你 把 伊 無 ', '四 伨 ', '亦 飛 ', '淡 水 區 ', '番 薑 ', '北 新 竹 ', '東 北 ', '袂 曉 衰 ', '糊 ', '煞 了 臺 ', '輪 天 車 ', '拍 鐵 的 ', '這 粒 蛤 仔 袂 開 喙 莽 食 較 好 ', '源 平 湧 ', '豆 菜 底 ', '囂 碎 ', '一 清 二 掣 ', '機 械 學 習 ', '汐 場 ', '你 咧 大 聲 啥 啦 ', '內 湖 仔 ', '大 肚 魚 仔 ', '命 切 ', '心 思 無 人 知 我 有 加 足 工 庫 的 ', '臺 灣 十 部 人 ', '西 邱 溝 ', '解 物 ', '陽 生 年 ', '福 ', '予 人 想 攏 無 ', '官 田 區 ', '走 馬 路 ', '甘 若 蝦 ', '底 水 池 ', '浸 泉 ', '我 想 欲 去 便 所 ', '東 寧 ', '頭 家 媽 ', '倒 退 後 ', '數 日 呢 矣 大 氣 ', '三 八 叮 咚 ', '中 安 西 路 ', '目 睭 細 ', '向 天 ', '無 光 炎 ', '我 就 ', '故 事 ', '草 骨 上 ', '太 空 船 ', '我 共 人 講 話 ', '七 口 八 口 ', '見 ', '飛 天 掛 鉴 ', '碎 氣 加 碎 池 也 會 相 觸 著 ', '相 廁 ', '盤 十 五 ', '東 庫 東 田 ', '福 德 正 神 ', '烏 金 黃 鯉 ', '電 風 橋 仔 ', '風 雷 ', '軍 頭 哥 哥 在 襄 ', '底 池 ', '天 公 有 大 著 ', '暴 風 雪 ', '過 街 ', '豆 乾 糋 ', '袂 聊 ', '鱷 ', '騙 赤 海 鵰 ', '桌 林 ', '伊 上 愛 食 控 碼 ', '濱 海 山 鰮 ', '源 泉 ', '林 森 南 路 車 行 大 學 道 ', '你 是 家 己 開 業 亦 是 予 人 請 ', '禮 陽 ', '馬 座 橋 ', '芳 心 ', '貴 仁 區 ', '臺 灣 馬 南 義 襄 陽 師 師 電 ', '切 池 仔 ', '去 見 貓 仔 的 鳥 仔 真 來 ', '精 細 ', '雙 園 國 中 ', '評 審 老 師 ', '分 局 前 ', '大 直 街 ', '你 袂 ', '古 亭 國 中 ', '公 園 有 力 頭 ', '可 持 續 性 ', '大 面 ', '南 層 鄉 ', '懷 生 國 中 ', '巨 骨 仔 ', '好 歹 名 敢 是 做 好 好 的 這 真 歹 講 ', '走 袂 志 ', '鑑 橋 ', '薄 寮 ', '勞 里 王 ', '菜 蟲 食 菜 菜 跤 死 ', '你 共 我 記 咧 ', '等 袂 赴 ', '簡 接 碎 ', '山 豬 無 兄 ', '必 箍 銀 ', '溪 厝 ', '冰 大 ', '牛 山 ', '踏 門 ', '尊 紮 ', '水 箍 箍 ', '藏 仔 餅 ', '藥 廢 ', '我 介 意 無 親 ', '媽 當 奴 ', '生 來 ', '務 兵 ', '星 光 橋 ', '經 濟 ', '烏 白 目 ', '霸 凌 ', '草 藥 ', '誠 明 頭 ', '寶 斗 厝 ', '拍 大 車 ', '山 仙 紮 ', '阿 拉 伯 ', '箍 細 塊 ', '顏 智 ', '思 王 ', '金 華 國 中 ', '獨 乙 ', '伯 爭 義 ', '袂 堪 得 煩 ', '興 寧 街 ', '臺 德 國 中 ', '算 ', '著 手 溝 ', '彰 化 縣 ', '塗 庫 莊 ', '無 電 影 ', '客 汗 ', '三 擺 兩 擺 ', '厚 圖 ', '永 川 厝 ', '懷 山 ', '和 尚 洲 ', '正 月 ', '烏 頭 鞭 仔 ', '誠 濟 ', '食 到 九 十 外 歲 矣 閣 誠 勇 驚 ', '烏 焦 蛇 ', '要 袂 加 咧 路 ', '地 上 ', '真 單 字 ', '相 箍 村 ', '新 區 ', '散 到 割 喉 無 血 ', '匯 陽 溪 ', '打 箍 山 ', '密 號 ', '中 央 警 察 大 學 ', '管 相 豬 的 風 吹 著 佇 樹 仔 頂 ', '目 加 溜 ', '雞 池 神 ', '王 逆 德 紀 念 館 ', '伊 亞 ', '愛 著 鬆 ', '行 死 閣 會 看 無 連 ', '草 干 目 ', '雷 光 公 司 ', '張 水 暴 ', '魚 卵 醬 ', '熱 水 爐 ', '老 母 ', '縱 氣 ', '額 線 ', '泰 馬 里 鄉 ', '毋 成 人 ', '隊 牛 大 前 ', '客 家 也 會 感 冒 ', '吐 血 ', '的 確 的 代 誌 才 通 講 ', '媠 媠 無 十 重 買 買 無 加 農 ', '一 袋 一 收 ', '番 仔 鰮 ', '啥 人 看 ', '六 西 六 州 ', '大 支 尾 ', '深 層 學 習 ', '軀 礐 ', '袂 較 大 ', '紅 奶 仔 草 ', '燉 蹄 ', '擬 徒 ', '匯 圖 ', '權 重 線 ', '袂 當 算 擺 ', '韓 國 戲 ', '十 全 大 埔 ', '壽 具 ', '西 山 分 ', '龍 舍 ', '好 似 草 ', '糯 米 芽 ', '光 著 ', '倒 數 尾 ', '似 看 賣 '] \ No newline at end of file diff --git a/preprocessor_config.json b/preprocessor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..91876762a536a746d268353c5cba57286e76b058 --- /dev/null +++ b/preprocessor_config.json @@ -0,0 +1,14 @@ +{ + "chunk_length": 30, + "feature_extractor_type": "WhisperFeatureExtractor", + "feature_size": 80, + "hop_length": 160, + "n_fft": 400, + "n_samples": 480000, + "nb_max_frames": 3000, + "padding_side": "right", + "padding_value": 0.0, + "processor_class": "WhisperProcessor", + "return_attention_mask": false, + "sampling_rate": 16000 +} diff --git a/pytorch_model.bin b/pytorch_model.bin new file mode 100644 index 0000000000000000000000000000000000000000..26310520bdfa1090fea185eba6170bf94bd12954 --- /dev/null +++ b/pytorch_model.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b342399c8b0cd943f4d47e8fe025ee74c94323c03953e46a6c9fcf73d1e42d7 +size 135 diff --git a/run copy.sh b/run copy.sh new file mode 100644 index 0000000000000000000000000000000000000000..06683e4c2978ef0ffbbdf216d2ac47fe5a699ede --- /dev/null +++ b/run copy.sh @@ -0,0 +1,34 @@ +python3 run_speech_recognition_seq2seq_streaming.py \ +--model_name_or_path="openai/whisper-medium" \ +--dataset_name="mozilla-foundation/common_voice_11_0" \ +--dataset_config_name="nan-tw" \ +--language="chinese" \ +--train_split_name="train" \ +--eval_split_name="test" \ +--model_index_name="Whisper medium nan-tw" \ +--max_steps="5000" \ +--output_dir="./" \ +--per_device_train_batch_size="2" \ +--per_device_eval_batch_size="2" \ +--logging_steps="25" \ +--learning_rate="1e-5" \ +--warmup_steps="500" \ +--evaluation_strategy="steps" \ +--eval_steps="1000" \ +--save_strategy="steps" \ +--save_steps="1000" \ +--generation_max_length="225" \ +--length_column_name="input_length" \ +--max_duration_in_seconds="30" \ +--text_column_name="sentence" \ +--freeze_feature_encoder="False" \ +--report_to="tensorboard" \ +--gradient_checkpointing \ +--fp16 \ +--overwrite_output_dir \ +--do_train \ +--do_eval \ +--predict_with_generate \ +--do_normalize_eval \ +--use_auth_token \ +--optim="adamw_bnb_8bit" diff --git a/run.sh b/run.sh new file mode 100644 index 0000000000000000000000000000000000000000..1fb8ffaf1e536e00c724089200f9856d7231cb5f --- /dev/null +++ b/run.sh @@ -0,0 +1,35 @@ +python3 local_data_run_speech_recognition_seq2seq_streaming_first_evaluate.py \ +--model_name_or_path="openai/whisper-medium" \ +--dataset_name="audiofolder" \ +--dataset_config_name="nan-tw" \ +--language="chinese" \ +--train_split_name="train" \ +--eval_split_name="test" \ +--model_index_name="Whisper medium nan-tw common voice" \ +--max_steps="5000" \ +--output_dir="./" \ +--per_device_train_batch_size="2" \ +--per_device_eval_batch_size="2" \ +--logging_steps="25" \ +--learning_rate="1e-5" \ +--warmup_steps="500" \ +--evaluation_strategy="steps" \ +--eval_steps="1000" \ +--save_strategy="steps" \ +--save_steps="1000" \ +--generation_max_length="225" \ +--length_column_name="input_length" \ +--max_duration_in_seconds="30" \ +--text_column_name="sentence" \ +--freeze_feature_encoder="False" \ +--report_to="tensorboard" \ +--gradient_checkpointing \ +--fp16 \ +--overwrite_output_dir \ +--do_train \ +--do_eval \ +--predict_with_generate \ +--do_normalize_eval \ +--use_auth_token \ +--push_to_hub="True" \ +--optim="adamw_bnb_8bit" diff --git a/run_speech_recognition_seq2seq_streaming.py b/run_speech_recognition_seq2seq_streaming.py new file mode 100644 index 0000000000000000000000000000000000000000..b51a8f44759289fd1230d818a9dd5797a97b85d2 --- /dev/null +++ b/run_speech_recognition_seq2seq_streaming.py @@ -0,0 +1,617 @@ +#!/usr/bin/env python +# coding=utf-8 +# Copyright 2022 The HuggingFace Team. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Fine-tuning the library models for sequence to sequence speech recognition +with 🤗 Datasets' streaming mode. +""" +# You can also adapt this script for your own sequence to sequence speech +# recognition task. Pointers for this are left as comments. +import ryNormText +import logging +import os +import re +import string +import sys +from dataclasses import dataclass, field +from typing import Any, Dict, List, Optional, Union + +import datasets +import torch +from datasets import IterableDatasetDict, interleave_datasets, load_dataset +from torch.utils.data import IterableDataset + +import evaluate +import transformers +from transformers import ( + AutoConfig, + AutoFeatureExtractor, + AutoModelForSpeechSeq2Seq, + AutoProcessor, + AutoTokenizer, + HfArgumentParser, + Seq2SeqTrainer, + Seq2SeqTrainingArguments, + TrainerCallback, + set_seed, +) +from transformers.trainer_pt_utils import IterableDatasetShard +from transformers.trainer_utils import get_last_checkpoint, is_main_process +from transformers.utils import check_min_version, send_example_telemetry +from transformers.utils.versions import require_version + +# Will error if the minimal version of Transformers is not installed. Remove at your own risks. +check_min_version("4.25.0.dev0") + +require_version("datasets>=1.18.2", "To fix: pip install -r examples/pytorch/speech-recognition/requirements.txt") + +logger = logging.getLogger(__name__) + + +@dataclass +class ModelArguments: + """ + Arguments pertaining to which model/config/tokenizer we are going to fine-tune from. + """ + + model_name_or_path: str = field( + metadata={"help": "Path to pretrained model or model identifier from huggingface.co/models"} + ) + config_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"} + ) + tokenizer_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"} + ) + feature_extractor_name: Optional[str] = field( + default=None, metadata={"help": "feature extractor name or path if not the same as model_name"} + ) + cache_dir: Optional[str] = field( + default=None, + metadata={"help": "Where to store the pretrained models downloaded from huggingface.co"}, + ) + use_fast_tokenizer: bool = field( + default=True, + metadata={"help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."}, + ) + model_revision: str = field( + default="main", + metadata={"help": "The specific model version to use (can be a branch name, tag name or commit id)."}, + ) + use_auth_token: bool = field( + default=False, + metadata={ + "help": ( + "Will use the token generated when running `huggingface-cli login` (necessary to use this script " + "with private models)." + ) + }, + ) + freeze_feature_encoder: bool = field( + default=True, metadata={"help": "Whether to freeze the feature encoder layers of the model."} + ) + freeze_encoder: bool = field( + default=False, metadata={"help": "Whether to freeze the entire encoder of the seq2seq model."} + ) + forced_decoder_ids: List[List[int]] = field( + default=None, + metadata={ + "help": ( + "A list of pairs of integers which indicates a mapping from generation indices to token indices " + "that will be forced before sampling. For example, [[0, 123]] means the first generated token " + "will always be a token of index 123." + ) + }, + ) + suppress_tokens: List[int] = field( + default=None, metadata={"help": "A list of tokens that will be suppressed at generation."} + ) + model_index_name: str = field(default=None, metadata={"help": "Pretty name for the model card."}) + + +@dataclass +class DataTrainingArguments: + """ + Arguments pertaining to what data we are going to input our model for training and eval. + """ + + dataset_name: str = field( + default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."} + ) + dataset_config_name: Optional[str] = field( + default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."} + ) + text_column: Optional[str] = field( + default=None, + metadata={"help": "The name of the column in the datasets containing the full texts (for summarization)."}, + ) + max_train_samples: Optional[int] = field( + default=None, + metadata={ + "help": ( + "For debugging purposes or quicker training, truncate the number of training examples to this " + "value if set." + ) + }, + ) + max_eval_samples: Optional[int] = field( + default=None, + metadata={ + "help": ( + "For debugging purposes or quicker training, truncate the number of evaluation examples to this " + "value if set." + ) + }, + ) + audio_column_name: str = field( + default="audio", + metadata={"help": "The name of the dataset column containing the audio data. Defaults to 'audio'"}, + ) + text_column_name: str = field( + default="text", + metadata={"help": "The name of the dataset column containing the text data. Defaults to 'text'"}, + ) + max_duration_in_seconds: float = field( + default=20.0, + metadata={ + "help": ( + "Truncate audio files that are longer than `max_duration_in_seconds` seconds to" + " 'max_duration_in_seconds`" + ) + }, + ) + min_duration_in_seconds: float = field( + default=0.0, metadata={"help": "Filter audio files that are shorter than `min_duration_in_seconds` seconds"} + ) + train_split_name: str = field( + default="train", + metadata={ + "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'" + }, + ) + eval_split_name: str = field( + default="test", + metadata={ + "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'" + }, + ) + do_lower_case: bool = field( + default=False, + metadata={"help": "Whether the target text should be lower cased."}, + ) + do_remove_punctuation: bool = field( + default=False, + metadata={"help": "Whether the target text should be striped of punctuation."}, + ) + do_normalize_eval: bool = field( + default=True, + metadata={"help": "Whether to normalise the references and predictions in the eval WER calculation."}, + ) + language: str = field( + default=None, + metadata={ + "help": ( + "Language for multilingual fine-tuning. This argument should be set for multilingual fine-tuning " + "only. For English speech recognition, it should be set to `None`." + ) + }, + ) + task: str = field( + default="transcribe", + metadata={"help": "Task, either `transcribe` for speech recognition or `translate` for speech translation."}, + ) + shuffle_buffer_size: Optional[int] = field( + default=500, + metadata={ + "help": ( + "The number of streamed examples to download before shuffling them. The large the buffer, " + "the closer it is to real offline shuffling." + ) + }, + ) + + +@dataclass +class DataCollatorSpeechSeq2SeqWithPadding: + """ + Data collator that will dynamically pad the inputs received. + Args: + processor ([`WhisperProcessor`]) + The processor used for processing the data. + decoder_start_token_id (`int`) + The begin-of-sentence of the decoder. + """ + + processor: Any + decoder_start_token_id: int + + def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]: + # split inputs and labels since they have to be of different lengths and need + # different padding methods + model_input_name = self.processor.model_input_names[0] + input_features = [{model_input_name: feature[model_input_name]} for feature in features] + label_features = [{"input_ids": feature["labels"]} for feature in features] + + batch = self.processor.feature_extractor.pad(input_features, return_tensors="pt") + + labels_batch = self.processor.tokenizer.pad(label_features, return_tensors="pt") + + # replace padding with -100 to ignore loss correctly + labels = labels_batch["input_ids"].masked_fill(labels_batch.attention_mask.ne(1), -100) + + # if bos token is appended in previous tokenization step, + # cut bos token here as it's append later anyways + if (labels[:, 0] == self.decoder_start_token_id).all().cpu().item(): + labels = labels[:, 1:] + + batch["labels"] = labels + + return batch + + +def load_streaming_dataset(dataset_name, dataset_config_name, split="train", **kwargs): + """ + Utility function to load a dataset in streaming mode. For datasets with multiple splits, + each split is loaded individually and then splits combined by taking alternating examples from + each (interleaving). + """ + if "+" in split: + # load multiple splits separated by the `+` symbol with streaming mode + dataset_splits = [ + load_dataset(dataset_name, dataset_config_name, split=split_name, streaming=True, **kwargs) + for split_name in split.split("+") + ] + # interleave multiple splits to form one dataset + interleaved_dataset = interleave_datasets(dataset_splits) + return interleaved_dataset + else: + # load a single split *with* streaming mode + dataset = load_dataset(dataset_name, dataset_config_name, split=split, streaming=True, **kwargs) + return dataset + + +def main(): + # 1. Parse input arguments + # See all possible arguments in src/transformers/training_args.py + # or by passing the --help flag to this script. + # We now keep distinct sets of args, for a cleaner separation of concerns. + parser = HfArgumentParser((ModelArguments, DataTrainingArguments, Seq2SeqTrainingArguments)) + + if len(sys.argv) == 2 and sys.argv[1].endswith(".json"): + # If we pass only one argument to the script and it's the path to a json file, + # let's parse it to get our arguments. + model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1])) + else: + model_args, data_args, training_args = parser.parse_args_into_dataclasses() + + # Sending telemetry. Tracking the example usage helps us better allocate resources to maintain them. The + # information sent is the one passed as arguments along with your Python/PyTorch versions. + send_example_telemetry("run_speech_recognition_seq2seq_streaming", model_args, data_args) + + # 2. Setup logging + logging.basicConfig( + format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", + datefmt="%m/%d/%Y %H:%M:%S", + handlers=[logging.StreamHandler(sys.stdout)], + ) + log_level = training_args.get_process_log_level() + logger.setLevel(log_level) + datasets.utils.logging.set_verbosity(log_level) + transformers.utils.logging.set_verbosity(log_level) + transformers.utils.logging.enable_default_handler() + transformers.utils.logging.enable_explicit_format() + + logger.setLevel(logging.INFO if is_main_process(training_args.local_rank) else logging.WARN) + + # Log on each process the small summary: + logger.warning( + f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}" + f"distributed training: {bool(training_args.local_rank != -1)}, 16-bits training: {training_args.fp16}" + ) + logger.info(f"Training/evaluation parameters {training_args}") + + # Set the verbosity to info of the Transformers logger (on main process only): + if is_main_process(training_args.local_rank): + transformers.utils.logging.set_verbosity_info() + logger.info("Training/evaluation parameters %s", training_args) + + # 3. Detecting last checkpoint and eventually continue from last checkpoint + last_checkpoint = None + if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir: + last_checkpoint = get_last_checkpoint(training_args.output_dir) + if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0: + raise ValueError( + f"Output directory ({training_args.output_dir}) already exists and is not empty. " + "Use --overwrite_output_dir to overcome." + ) + elif last_checkpoint is not None and training_args.resume_from_checkpoint is None: + logger.info( + f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change " + "the `--output_dir` or add `--overwrite_output_dir` to train from scratch." + ) + + # Set seed before initializing model. + set_seed(training_args.seed) + + # 4. Load dataset + raw_datasets = IterableDatasetDict() + + if training_args.do_train: + raw_datasets["train"] = load_streaming_dataset( + data_args.dataset_name, + data_args.dataset_config_name, + split=data_args.train_split_name, + use_auth_token=True if model_args.use_auth_token else None, + ) + + if training_args.do_eval: + raw_datasets["eval"] = load_streaming_dataset( + data_args.dataset_name, + data_args.dataset_config_name, + split=data_args.eval_split_name, + use_auth_token=True if model_args.use_auth_token else None, + ) + + raw_datasets_features = list(next(iter(raw_datasets.values())).features.keys()) + + if data_args.audio_column_name not in raw_datasets_features: + raise ValueError( + f"--audio_column_name '{data_args.audio_column_name}' not found in dataset '{data_args.dataset_name}'. " + "Make sure to set `--audio_column_name` to the correct audio column - one of " + f"{', '.join(raw_datasets_features)}." + ) + + if data_args.text_column_name not in raw_datasets_features: + raise ValueError( + f"--text_column_name {data_args.text_column_name} not found in dataset '{data_args.dataset_name}'. " + "Make sure to set `--text_column_name` to the correct text column - one of " + f"{', '.join(raw_datasets_features)}." + ) + + # 5. Load pretrained model, tokenizer, and feature extractor + # + # Distributed training: + # The .from_pretrained methods guarantee that only one local process can concurrently + config = AutoConfig.from_pretrained( + model_args.config_name if model_args.config_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + config.update({"forced_decoder_ids": model_args.forced_decoder_ids, "suppress_tokens": model_args.suppress_tokens}) + + feature_extractor = AutoFeatureExtractor.from_pretrained( + model_args.feature_extractor_name if model_args.feature_extractor_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + tokenizer = AutoTokenizer.from_pretrained( + model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + use_fast=model_args.use_fast_tokenizer, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + model = AutoModelForSpeechSeq2Seq.from_pretrained( + model_args.model_name_or_path, + config=config, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + if model.config.decoder_start_token_id is None: + raise ValueError("Make sure that `config.decoder_start_token_id` is correctly defined") + + if model_args.freeze_feature_encoder: + model.freeze_feature_encoder() + + if model_args.freeze_encoder: + model.freeze_encoder() + model.model.encoder.gradient_checkpointing = False + + if data_args.language is not None: + # We only need to set the task id when the language is specified (i.e. in a multilingual setting) + tokenizer.set_prefix_tokens(language=data_args.language, task=data_args.task) + + # 6. Resample speech dataset if necessary + dataset_sampling_rate = next(iter(raw_datasets.values())).features[data_args.audio_column_name].sampling_rate + if dataset_sampling_rate != feature_extractor.sampling_rate: + raw_datasets = raw_datasets.cast_column( + data_args.audio_column_name, datasets.features.Audio(sampling_rate=feature_extractor.sampling_rate) + ) + + # 7. Preprocessing the datasets. + # We need to read the audio files as arrays and tokenize the targets. + max_input_length = data_args.max_duration_in_seconds * feature_extractor.sampling_rate + min_input_length = data_args.min_duration_in_seconds * feature_extractor.sampling_rate + audio_column_name = data_args.audio_column_name + text_column_name = data_args.text_column_name + model_input_name = feature_extractor.model_input_names[0] + do_lower_case = data_args.do_lower_case + do_remove_punctuation = data_args.do_remove_punctuation + + punctuation_to_remove = string.punctuation.replace("'", "") # don't remove apostrophes + punctuation_to_remove_regex = f"[{''.join(punctuation_to_remove)}]" + + if data_args.max_train_samples is not None: + raw_datasets["train"] = raw_datasets["train"].take(data_args.max_train_samples) + + if data_args.max_eval_samples is not None: + raw_datasets["eval"] = raw_datasets["eval"].take(data_args.max_eval_samples) + + def prepare_dataset(batch): + # process audio + sample = batch[audio_column_name] + inputs = feature_extractor(sample["array"], sampling_rate=sample["sampling_rate"]) + # process audio length + batch[model_input_name] = inputs.get(model_input_name)[0] + batch["input_length"] = len(sample["array"]) + + # process targets (only char no rome) + input_str = batch[text_column_name].lower().split('(')[0] if do_lower_case else batch[text_column_name].split('(')[0] + + if do_remove_punctuation: + input_str = re.sub(punctuation_to_remove_regex, " ", input_str).strip() + input_str = re.sub("\s\s+", " ", input_str) + batch["labels"] = tokenizer(input_str).input_ids + return batch + + with training_args.main_process_first(desc="dataset map pre-processing"): + vectorized_datasets = raw_datasets.map( + prepare_dataset, + remove_columns=raw_datasets_features, + ).with_format("torch") + + if training_args.do_train: + vectorized_datasets["train"] = vectorized_datasets["train"].shuffle( + buffer_size=data_args.shuffle_buffer_size, + seed=training_args.seed, + ) + + # filter training data that is shorter than min_input_length or longer than + # max_input_length + def is_audio_in_length_range(length): + return min_input_length < length < max_input_length + + if training_args.do_train: + vectorized_datasets["train"] = vectorized_datasets["train"].filter( + is_audio_in_length_range, + input_columns=["input_length"], + ) + + # 8. Load Metric + cer_metric = evaluate.load("cer") + wer_metric = evaluate.load("wer") + do_normalize_eval = data_args.do_normalize_eval + + def compute_metrics(pred): + pred_ids = pred.predictions + + pred.label_ids[pred.label_ids == -100] = tokenizer.pad_token_id + + pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True, normalize=do_normalize_eval) + # we do not want to group tokens when computing the metrics + label_str = tokenizer.batch_decode(pred.label_ids, skip_special_tokens=True, normalize=do_normalize_eval) + cer = 100 * cer_metric.compute(predictions=pred_str, references=label_str) + pred_str = [ryNormText.separ_char_word(x) for x in pred_str] + label_str = [ryNormText.separ_char_word(x) for x in label_str] + p = open('pred.txt','w') + p.write(f'{pred_str=}') + p.close() + p = open('label.txt','w') + p.write(f'{label_str=}') + p.close() + wer = 100 * wer_metric.compute(predictions=pred_str, references=label_str) + return {"wer": wer, "cer": cer} + + # 9. Create a single speech processor + if is_main_process(training_args.local_rank): + # save feature extractor, tokenizer and config + feature_extractor.save_pretrained(training_args.output_dir) + tokenizer.save_pretrained(training_args.output_dir) + config.save_pretrained(training_args.output_dir) + + processor = AutoProcessor.from_pretrained(training_args.output_dir) + + # 10. Define data collator + data_collator = DataCollatorSpeechSeq2SeqWithPadding( + processor=processor, + decoder_start_token_id=model.config.decoder_start_token_id, + ) + + # 11. Configure Trainer + # Trainer callback to reinitialise and reshuffle the streamable datasets at the beginning of each epoch + class ShuffleCallback(TrainerCallback): + def on_epoch_begin(self, args, state, control, train_dataloader, **kwargs): + if isinstance(train_dataloader.dataset, IterableDatasetShard): + pass # set_epoch() is handled by the Trainer + elif isinstance(train_dataloader.dataset, IterableDataset): + train_dataloader.dataset.set_epoch(train_dataloader.dataset._epoch + 1) + + # Initialize Trainer + trainer = Seq2SeqTrainer( + model=model, + args=training_args, + train_dataset=vectorized_datasets["train"] if training_args.do_train else None, + eval_dataset=vectorized_datasets["eval"] if training_args.do_eval else None, + tokenizer=feature_extractor, + data_collator=data_collator, + compute_metrics=compute_metrics if training_args.predict_with_generate else None, + callbacks=[ShuffleCallback()], + ) + + # 12. Training + if training_args.do_train: + checkpoint = None + if training_args.resume_from_checkpoint is not None: + checkpoint = training_args.resume_from_checkpoint + elif last_checkpoint is not None: + checkpoint = last_checkpoint + train_result = trainer.train(resume_from_checkpoint=checkpoint) + trainer.save_model() # Saves the feature extractor too for easy upload + + metrics = train_result.metrics + if data_args.max_train_samples: + metrics["train_samples"] = data_args.max_train_samples + trainer.log_metrics("train", metrics) + trainer.save_metrics("train", metrics) + trainer.save_state() + + # 13. Evaluation + results = {} + if training_args.do_eval: + logger.info("*** Evaluate ***") + metrics = trainer.evaluate( + + metric_key_prefix="eval", + max_length=training_args.generation_max_length, + num_beams=training_args.generation_num_beams, + ) + if data_args.max_eval_samples: + metrics["eval_samples"] = data_args.max_eval_samples + + trainer.log_metrics("eval", metrics) + trainer.save_metrics("eval", metrics) + + # 14. Write Training Stats + kwargs = { + "finetuned_from": model_args.model_name_or_path, + "tasks": "automatic-speech-recognition", + "tags": "whisper-event", + } + if data_args.dataset_name is not None: + kwargs["dataset_tags"] = data_args.dataset_name + if data_args.dataset_config_name is not None: + kwargs["dataset"] = f"{data_args.dataset_name} {data_args.dataset_config_name}" + else: + kwargs["dataset"] = data_args.dataset_name + if "common_voice" in data_args.dataset_name: + kwargs["language"] = data_args.dataset_config_name + if model_args.model_index_name is not None: + kwargs["model_name"] = model_args.model_index_name + + if training_args.push_to_hub: + trainer.push_to_hub(**kwargs) + else: + trainer.create_model_card(**kwargs) + + return results + + +if __name__ == "__main__": + main() diff --git a/runs/May27_19-41-29_DESKTOP-EVSD799/1685187714.55857/events.out.tfevents.1685187714.DESKTOP-EVSD799.25803.1 b/runs/May27_19-41-29_DESKTOP-EVSD799/1685187714.55857/events.out.tfevents.1685187714.DESKTOP-EVSD799.25803.1 new file mode 100644 index 0000000000000000000000000000000000000000..66100a68961ef076f6546f47a2294f4730eb8788 --- /dev/null +++ b/runs/May27_19-41-29_DESKTOP-EVSD799/1685187714.55857/events.out.tfevents.1685187714.DESKTOP-EVSD799.25803.1 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b8e273f15bb28107c6019ee0e2bed78203992ee066322efd5080ecb07a220ccc +size 129 diff --git a/runs/May27_19-41-29_DESKTOP-EVSD799/events.out.tfevents.1685187714.DESKTOP-EVSD799.25803.0 b/runs/May27_19-41-29_DESKTOP-EVSD799/events.out.tfevents.1685187714.DESKTOP-EVSD799.25803.0 new file mode 100644 index 0000000000000000000000000000000000000000..bc9c38efe81777d62c59e70ee82b472ed696e9d3 --- /dev/null +++ b/runs/May27_19-41-29_DESKTOP-EVSD799/events.out.tfevents.1685187714.DESKTOP-EVSD799.25803.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:272e91d4a7b8b74d6ca6acf2fecda6c4c9cbde85869d4e4322e11b77ee333f8c +size 130 diff --git a/runs/May27_19-41-29_DESKTOP-EVSD799/events.out.tfevents.1685191671.DESKTOP-EVSD799.25803.2 b/runs/May27_19-41-29_DESKTOP-EVSD799/events.out.tfevents.1685191671.DESKTOP-EVSD799.25803.2 new file mode 100644 index 0000000000000000000000000000000000000000..206fbcaf72f00fb95afc25dcef59c95028147e2d --- /dev/null +++ b/runs/May27_19-41-29_DESKTOP-EVSD799/events.out.tfevents.1685191671.DESKTOP-EVSD799.25803.2 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f997e82251581473f084079d2ebf0a7b276b51541184fd23195993c61671fcf9 +size 128 diff --git a/runs/Nov29_01-15-14_19115951741f/events.out.tfevents.1732843151.19115951741f.2594.0 b/runs/Nov29_01-15-14_19115951741f/events.out.tfevents.1732843151.19115951741f.2594.0 new file mode 100644 index 0000000000000000000000000000000000000000..02070ada56cd4c5f0c3000c213615f6538d4597b --- /dev/null +++ b/runs/Nov29_01-15-14_19115951741f/events.out.tfevents.1732843151.19115951741f.2594.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d82c041e25b4b4424b8a829adf3dfdcd151b372d2d52f546a7064f4e7f6f1068 +size 17772 diff --git a/ryNormText.py b/ryNormText.py new file mode 100644 index 0000000000000000000000000000000000000000..a6490f2e05f05d4a1db86427a6af9aaf5e2bb6ee --- /dev/null +++ b/ryNormText.py @@ -0,0 +1,81 @@ +import string, re, opencc + + +全型2半型= str.maketrans( + ' 0123456789' + 'abcdefghijklmnopqrstuvwxyz' + 'ABCDEFGHIJKLMNOPQRSTUVWXYZ' + '!゛#$%&()*+、ー。/:;〈=〉?@[]^_‘{|}~', + ' 0123456789' + 'abcdefghijklmnopqrstuvwxyz' + 'ABCDEFGHIJKLMNOPQRSTUVWXYZ' + '!"#$%&()*+,-./:;<=>?@[]^_`{|}~' + ) + +def 把怪字修進unicode(xStr): + xStr= re.sub('\uf5c3','𪜶', xStr) + return xStr + +def ryNormText(s): + """ + <<>> ==> 刪除 + 標點 ==> 空白 + 連續空白 ==> 1個空白 + 簡繁 + """ + + punc1= string.punctuation # 這是為英文 + punc1 + punc2= '。,﹐、!?::;『』「」…,\n' # 這是為中文,尚未完備!! + + punc= f"[{punc1}{punc2}]" ## 這是 regular expression 的 pattern + + ## <<>> ==> 刪除 + s= re.sub('<<>>','',s) + + # 標點 ==> 空白 + s= re.sub(punc,' ',s) + + + # 連續空白 ==> 1個空白 + s= re.sub('[ ]+',' ',s) + + + # 空白 ==> 刪除 + s= re.sub(' ','',s) + + s= 把怪字修進unicode(s) + + # 簡繁 + s= opencc.OpenCC('s2tw').convert(s) + + + return s + +import unicodedata +import re + + +def separ_char_word(inputString= '我是呂仁園 Renyuan Lyu'): + + inputString= 把怪字修進unicode(inputString) + + y= '' + for x in inputString: + y += x + try: + un= unicodedata.name(x) + if un.startswith('CJK'): + y += ' ' + else: + pass + except Exception as ex: + y = ' '+y+' ' + print(f'ryErr:(def 中英分開:){ex= }\t【{x= }】\t{inputString= }') + + y= re.sub('[ ]+',' ', y) #連續空白只保留1個空白 + return y + +#q= 中英分開('大家好 da jia hao 我是呂仁園 I am Renyuan Lyu') + +#print(q) \ No newline at end of file diff --git a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000000000000000000000000000000000000..bf69932dca4b3719b59fdd8f6cc1978109509f6c --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1,139 @@ +{ + "additional_special_tokens": [ + "<|endoftext|>", + "<|startoftranscript|>", + "<|en|>", + "<|zh|>", + "<|de|>", + "<|es|>", + "<|ru|>", + "<|ko|>", + "<|fr|>", + "<|ja|>", + "<|pt|>", + "<|tr|>", + "<|pl|>", + "<|ca|>", + "<|nl|>", + "<|ar|>", + "<|sv|>", + "<|it|>", + "<|id|>", + "<|hi|>", + "<|fi|>", + "<|vi|>", + "<|he|>", + "<|uk|>", + "<|el|>", + "<|ms|>", + "<|cs|>", + "<|ro|>", + "<|da|>", + "<|hu|>", + "<|ta|>", + "<|no|>", + "<|th|>", + "<|ur|>", + "<|hr|>", + "<|bg|>", + "<|lt|>", + "<|la|>", + "<|mi|>", + "<|ml|>", + "<|cy|>", + "<|sk|>", + "<|te|>", + "<|fa|>", + "<|lv|>", + "<|bn|>", + "<|sr|>", + "<|az|>", + "<|sl|>", + "<|kn|>", + "<|et|>", + "<|mk|>", + "<|br|>", + "<|eu|>", + "<|is|>", + "<|hy|>", + "<|ne|>", + "<|mn|>", + "<|bs|>", + "<|kk|>", + "<|sq|>", + "<|sw|>", + "<|gl|>", + "<|mr|>", + "<|pa|>", + "<|si|>", + "<|km|>", + "<|sn|>", + "<|yo|>", + "<|so|>", + "<|af|>", + "<|oc|>", + "<|ka|>", + "<|be|>", + "<|tg|>", + "<|sd|>", + "<|gu|>", + "<|am|>", + "<|yi|>", + "<|lo|>", + "<|uz|>", + "<|fo|>", + "<|ht|>", + "<|ps|>", + "<|tk|>", + "<|nn|>", + "<|mt|>", + "<|sa|>", + "<|lb|>", + "<|my|>", + "<|bo|>", + "<|tl|>", + "<|mg|>", + "<|as|>", + "<|tt|>", + "<|haw|>", + "<|ln|>", + "<|ha|>", + "<|ba|>", + "<|jw|>", + "<|su|>", + "<|translate|>", + "<|transcribe|>", + "<|startoflm|>", + "<|startofprev|>", + "<|nocaptions|>", + "<|notimestamps|>" + ], + "bos_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "eos_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "pad_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "unk_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..513a5b03131d55339b86f759dc96112e07e7cb62 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,264896 @@ +{ + "version": "1.0", + "truncation": null, + "padding": null, + "added_tokens": [ + { + "id": 50257, + "content": "<|endoftext|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 50258, + "content": "<|startoftranscript|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 50259, + "content": "<|en|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 50260, + "content": "<|zh|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 50261, + "content": "<|de|>", + "single_word": false, + "lstrip": false, + 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"Ġresolve": 14151, + "ĠSaf": 14152, + "ĠGun": 14153, + "Ġcompound": 14154, + "Ġë°°": 14155, + "ĠMusik": 14156, + "âĻ«": 14157, + "Ġchaos": 14158, + "ĠWhenever": 14159, + "Ġeuros": 14160, + "Ġorchest": 14161, + "Ġrefriger": 14162, + "alan": 14163, + "ื": 14164, + "ĠAmazing": 14165, + "Ġpud": 14166, + "agan": 14167, + "Ġjeszcze": 14168, + "isy": 14169, + "Ġaccuracy": 14170, + "ĠAma": 14171, + "isode": 14172, + "ëĮĢ": 14173, + "Ġinterpretation": 14174, + "ĠLiber": 14175, + "æ·": 14176, + "cam": 14177, + "Ġevolved": 14178, + "ĠKay": 14179, + "ÑĨÑĭ": 14180, + "Ġcreator": 14181, + "itas": 14182, + "Ġalarm": 14183, + "Ġcelebration": 14184, + "zent": 14185, + "Ġfuncion": 14186, + "Ġov": 14187, + "umbling": 14188, + "Ġ%": 14189, + "à¸Ī": 14190, + "Ġrestrictions": 14191, + "Ġнав": 14192, + "ĠKinder": 14193, + "Ġbanana": 14194, + "ÑĮÑı": 14195, + "Ġdiameter": 14196, + "Ġnorthern": 14197, + "urers": 14198, + "ĠPas": 14199, + "æĪijçļĦ": 14200, + "Ġworkforce": 14201, + "Ġjung": 14202, + "Ġguarante": 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30500, + "Ġlifts": 30501, + "ĠMeat": 30502, + "Ġsavez": 30503, + "íĸĪëįĺ": 30504, + "Men": 30505, + "Ġdismant": 30506, + "거를": 30507, + "Ġinsulation": 30508, + "Ġscall": 30509, + "Ġspooky": 30510, + "Ġparc": 30511, + "Ġballet": 30512, + "ĠWhatsApp": 30513, + "Ġfranc": 30514, + "Ġdeliberate": 30515, + "ĠíħĮ": 30516, + "Ġmars": 30517, + "ĠZur": 30518, + "Pr": 30519, + "disciplinary": 30520, + "Ġobsession": 30521, + "ме": 30522, + "Ġmarching": 30523, + "ĠEmergency": 30524, + "iguous": 30525, + "Ġszy": 30526, + "ĠLands": 30527, + "Ġboarding": 30528, + "ĠпоÑĩÑĤи": 30529, + "Ġenvy": 30530, + "Ġcompassionate": 30531, + "Ġmerci": 30532, + "Ġdesirable": 30533, + "dale": 30534, + "Ġcanım": 30535, + "ĠAntar": 30536, + "temps": 30537, + "Ġconfigured": 30538, + "ĠCompared": 30539, + "neh": 30540, + "icating": 30541, + "Ġnickel": 30542, + "ÙĪÙĤ": 30543, + "ÙĥÙĪÙĨ": 30544, + "opes": 30545, + "Ġformulas": 30546, + "ĠÐķÑģÑĤÑĮ": 30547, + "Ġpobl": 30548, + "ĠPJ": 30549, + "ĠLud": 30550, + "ä»ĬåĽŀ": 30551, + "ĠBrid": 30552, + "ĠHog": 30553, + "ĠBris": 30554, + "Jen": 30555, + "Ġshading": 30556, + "ĠYas": 30557, + "Ġdisturbed": 30558, + "Ġrecommending": 30559, + "Ġcé": 30560, + "ĠHOW": 30561, + "ìĹĪìĸ´": 30562, + "Ġreversed": 30563, + "ĠInterestingly": 30564, + "ioxid": 30565, + "åħŃ": 30566, + "Ġìĺ¤ì¼ĢìĿ´": 30567, + "ếu": 30568, + "xx": 30569, + "Ġouais": 30570, + "ĠYouTubers": 30571, + "ĠRosa": 30572, + "ĠHaupt": 30573, + "jadi": 30574, + "Ġvlogs": 30575, + "Ġcultura": 30576, + "ĠLeadership": 30577, + "ĠHep": 30578, + "Ġillum": 30579, + "´ëıĻ": 30580, + "Ġcustomized": 30581, + "Ġmarca": 30582, + "Ġquatro": 30583, + "Ġнаг": 30584, + "ĠSpaceX": 30585, + "ĠEigen": 30586, + "asting": 30587, + "ĠolduÄŁu": 30588, + "Ġforts": 30589, + "ãģī": 30590, + "riment": 30591, + "iencia": 30592, + "Ġtenir": 30593, + "roffen": 30594, + "Ġ1979": 30595, + "Ġcie": 30596, + "ĠëIJĺê³ł": 30597, + "Ġescri": 30598, + "ÏĮÏĤ": 30599, + "íı¬": 30600, + "uzzy": 30601, + "Cong": 30602, + "ìĿ¸ìĿ´": 30603, + "Great": 30604, + "sil": 30605, + "éch": 30606, + "ãģ¨ãģĭ": 30607, + "Ġmultic": 30608, + "ĠDisk": 30609, + "²ķ": 30610, + "Ġfazla": 30611, + "Ġlevant": 30612, + "Ġabajo": 30613, + "urry": 30614, + "stru": 30615, + "Ġ먹ëĬĶ": 30616, + "Ġaccessory": 30617, + "Ġдвиг": 30618, + "ĠRid": 30619, + "2019": 30620, + "Ġdownstream": 30621, + "æķ¸": 30622, + "Ġkaz": 30623, + "utan": 30624, + "Ġcharcoal": 30625, + "Ġafect": 30626, + "wu": 30627, + "Ġcontexts": 30628, + "Ġfeared": 30629, + "ĠìĦ¤": 30630, + "Ġhistories": 30631, + "Ġfas": 30632, + "ensible": 30633, + "Ġcocoa": 30634, + "illar": 30635, + "geons": 30636, + "Ġspirituality": 30637, + "ĠPew": 30638, + "Ġpharmacy": 30639, + "Ġpassions": 30640, + "Ġbos": 30641, + "Ġallá": 30642, + "Ġthriving": 30643, + "ĠReact": 30644, + "Ġoccupy": 30645, + "Ġwithdrawal": 30646, + "Ġallowance": 30647, + "ĠFraktion": 30648, + "Ġbuddies": 30649, + "Ġidle": 30650, + "Ġdissolved": 30651, + "Ġprevalent": 30652, + "Ġmilitar": 30653, + "Ġsensing": 30654, + "Ġpojaw": 30655, + "Ġancora": 30656, + "Ġabundant": 30657, + "Ġhairst": 30658, + "ãģĤãĤĮ": 30659, + "Ġtwee": 30660, + "Ġnächste": 30661, + "ĠMöglichkeit": 30662, + "Ġhoo": 30663, + "ufficient": 30664, + "Ġfantast": 30665, + "Ġedible": 30666, + "Ġëĸ¨ìĸ´ì": 30667, + "ìĽĥ": 30668, + "Ġvein": 30669, + "ucci": 30670, + "Ġdevotion": 30671, + "Ġconcealer": 30672, + "income": 30673, + "Ġrecycled": 30674, + "ĠìĬ¤íĥĢ": 30675, + "Ġpontos": 30676, + "Ġdessus": 30677, + "Ġvérit": 30678, + "Ġreflections": 30679, + "ĠAA": 30680, + "Ġtakeaway": 30681, + "bare": 30682, + "ĠContact": 30683, + "eil": 30684, + "ĠHear": 30685, + "Ġmirac": 30686, + "ĠGerilim": 30687, + "ĠÑģамÑĭй": 30688, + "Ġvivo": 30689, + "Ġkilograms": 30690, + "ĠCrim": 30691, + "ût": 30692, + "78": 30693, + "Ġsincerely": 30694, + "raz": 30695, + "Ġë³µ": 30696, + "Ġarriv": 30697, + "Ġconception": 30698, + "ĠPersian": 30699, + "Ġsjäl": 30700, + "Ġstarring": 30701, + "ĠìķĦ무": 30702, + "ĠForever": 30703, + "еÑģÑĤÑĮ": 30704, + "Ġveil": 30705, + "Ġsubtit": 30706, + "odka": 30707, + "ĠоÑĤноÑĪ": 30708, + "Ġcooks": 30709, + "енÑı": 30710, + "Kay": 30711, + "Ġniños": 30712, + "ĠPhone": 30713, + "Ġstitching": 30714, + "Ġfingerprint": 30715, + "é¢ĺ": 30716, + "λά": 30717, + "Ġdedicate": 30718, + "ĠLob": 30719, + "Ġblacks": 30720, + "ĠBle": 30721, + "bout": 30722, + "ĠÄijang": 30723, + "Ġeks": 30724, + "Ġsquash": 30725, + "ĠKü": 30726, + "odi": 30727, + "ĠnÆ°á»Ľc": 30728, + "Ġvoyage": 30729, + "Ġplayful": 30730, + "ĠØ¥ÙĦÙī": 30731, + "anic": 30732, + "Ġcondemn": 30733, + "ĠBöyle": 30734, + "ĠPolize": 30735, + "ãĤ¿ãĥ¼": 30736, + "Ġayuda": 30737, + "Ġpam": 30738, + "à¹Ħà¸Ľ": 30739, + "ĠKathy": 30740, + "един": 30741, + "нова": 30742, + "Ġbrig": 30743, + "eger": 30744, + "Ġeagle": 30745, + "Ġvisions": 30746, + "ĠíķŃìĥģ": 30747, + "Ġshitty": 30748, + "Ġhott": 30749, + "ĠBritt": 30750, + "utors": 30751, + "ENTE": 30752, + "æĽ²": 30753, + "Ġphon": 30754, + "ĠBing": 30755, + "ĠподдеÑĢж": 30756, + "spring": 30757, + "æĸ¯": 30758, + "etten": 30759, + "Ġpilgr": 30760, + "Ġediyor": 30761, + "енÑĤÑĭ": 30762, + "aggio": 30763, + "Ġjul": 30764, + "Ġcomprend": 30765, + "teil": 30766, + "Ġز": 30767, + "Ġperformers": 30768, + "Ġinfamous": 30769, + "ĠMK": 30770, + "çª": 30771, + "æ³ģ": 30772, + "otle": 30773, + "eff": 30774, + "ĠHash": 30775, + "Ġcoward": 30776, + "ĠBRA": 30777, + "ĠDD": 30778, + "Ġcomida": 30779, + "Ġplata": 30780, + "Ġflap": 30781, + "ĠMehr": 30782, + "ribution": 30783, + "ĠYemen": 30784, + "Ġmysteries": 30785, + "ĠÄ°yi": 30786, + "Ġstell": 30787, + "Ġeyeliner": 30788, + "Ġdeles": 30789, + "Ġnailed": 30790, + "Ġillnesses": 30791, + "Ġstacks": 30792, + "Ġtrabajar": 30793, + "flower": 30794, + "ciu": 30795, + "Ġcrude": 30796, + "Ġsubstantially": 30797, + "Ġhomem": 30798, + "Ġnephew": 30799, + "Ġstamps": 30800, + "Ġcarbs": 30801, + "ÑĮÑĤе": 30802, + "mooth": 30803, + "Ġtunnels": 30804, + "acie": 30805, + "æ³¢": 30806, + "ĠSeñ": 30807, + "ĠHera": 30808, + "ĠìķĦëĭĪìĹIJìļĶ": 30809, + "ĠWyoming": 30810, + "ĠHDMI": 30811, + "ĠLis": 30812, + "ución": 30813, + "Ġsteer": 30814, + "оÑİ": 30815, + "иÑĤа": 30816, + "NT": 30817, + "Ġìĸ¼êµ´": 30818, + "Ġpalms": 30819, + "Ġneon": 30820, + "ованиÑı": 30821, + "Ġfiltering": 30822, + "Ġjouer": 30823, + "ĠHö": 30824, + "ĠнеÑģ": 30825, + "ê²łìĸ´ìļĶ": 30826, + "Ġ81": 30827, + "Ġstoryline": 30828, + "Ġprzep": 30829, + "Ġthanking": 30830, + "ĠBoeing": 30831, + "Ġsoftly": 30832, + "jem": 30833, + "алÑĮнÑĭÑħ": 30834, + "Ġflashlight": 30835, + "ĠпÑĥ": 30836, + "ĠWOMAN": 30837, + "ắc": 30838, + "ÃŃch": 30839, + "Ġluxurious": 30840, + "Ġwün": 30841, + "Ġimpactful": 30842, + "Ġconson": 30843, + "reu": 30844, + "irring": 30845, + "ifter": 30846, + "Ġconstituents": 30847, + "èIJ½": 30848, + "Ġ94": 30849, + "ĠTou": 30850, + "gom": 30851, + "ĠìĥĿê°ģìĿĦ": 30852, + "Ġstereotypes": 30853, + "Ġmożli": 30854, + "åĪĨ享": 30855, + "Ĥ¨": 30856, + "Ġpencils": 30857, + "ĠÑģлож": 30858, + "Ġihrem": 30859, + "ĠBesch": 30860, + "ĠKoh": 30861, + "ĠEntscheid": 30862, + "Ġlek": 30863, + "Ġförs": 30864, + "Ġtotalmente": 30865, + "Ġlively": 30866, + "Ġentropy": 30867, + "Ġdiscern": 30868, + "ĠÐĹна": 30869, + "Ġdov": 30870, + "Ġmythology": 30871, + "è¨ĺå¾Ĺ": 30872, + "apanese": 30873, + "Ġapproximate": 30874, + "аÑĤив": 30875, + "ifiable": 30876, + "ĠSeo": 30877, + "åĢĴ": 30878, + "´ìĭ¬íŀĪ": 30879, + "Ġìĺ·": 30880, + "Ġtemporal": 30881, + "ĠiT": 30882, + "Ġestat": 30883, + "ким": 30884, + "Ġsprink": 30885, + "Ġgrund": 30886, + "Ġinfantry": 30887, + "Ġschaffen": 30888, + "ç´Ħ": 30889, + "Ġank": 30890, + "riages": 30891, + "ĠYeon": 30892, + "ĠMoroc": 30893, + "Ġinvasive": 30894, + "ģĶ": 30895, + "Ġparenting": 30896, + "ĠRis": 30897, + "ibile": 30898, + "Ġmods": 30899, + "å½¢": 30900, + "ĠпÑĢовеÑĢ": 30901, + "ĠThing": 30902, + "ĠWherever": 30903, + "Ġacknowledging": 30904, + "Ġpawn": 30905, + "ummer": 30906, + "orb": 30907, + "69": 30908, + "Ġretrouve": 30909, + "Ġrelies": 30910, + "ĠHighway": 30911, + "Ġawe": 30912, + "ãģ§ãģĻãģĭ": 30913, + "itaire": 30914, + "Ġapplicant": 30915, + "Ġaisle": 30916, + "worm": 30917, + "Ġpayload": 30918, + "Ġcarre": 30919, + "ĠBach": 30920, + "æł¼": 30921, + "Ġì¹ľêµ¬ë": 30922, + "ние": 30923, + "ĠitÃŃs": 30924, + "onnaise": 30925, + "sol": 30926, + "èı¯": 30927, + "algia": 30928, + "Ġrocking": 30929, + "Ġbesten": 30930, + "rites": 30931, + "^^": 30932, + "иной": 30933, + "Ġbaixo": 30934, + "Ġ기ìĸµ": 30935, + "оÑĤÑĢи": 30936, + "sim": 30937, + "Ġincarn": 30938, + "ëĭ¤ìĿĮ": 30939, + "Ġlick": 30940, + "sided": 30941, + "Ġ71": 30942, + "forder": 30943, + "Ġresonance": 30944, + "Ġtegen": 30945, + "Ġmetaph": 30946, + "owser": 30947, + "Ġ×IJ׳×Ĺ׳×ķ": 30948, + "?ãĢį": 30949, + "Ġspielen": 30950, + "Ġvolley": 30951, + "ĶìĿ´íģ¬ìĹħ": 30952, + "looked": 30953, + "Ġsentenced": 30954, + "Ġmultiplying": 30955, + "Ġideals": 30956, + "Ġwahrscheinlich": 30957, + "Ġdeposits": 30958, + "bilir": 30959, + "Ġeffet": 30960, + "illon": 30961, + "Īë§Į": 30962, + "Ġtestimon": 30963, + "Ġzawsze": 30964, + "ĠпÑĢоÑĨеÑģÑģ": 30965, + "ĠLav": 30966, + "ä¸įéĮ¯": 30967, + "Ġtravailler": 30968, + "Ġlaisse": 30969, + "ĠMountains": 30970, + "ĠÑĢоб": 30971, + "Ġexamined": 30972, + "itus": 30973, + "Was": 30974, + "лÑĭ": 30975, + "Ġattributed": 30976, + "ĠìĬ¹": 30977, + "ĠBaron": 30978, + "Ġgep": 30979, + "Ġattent": 30980, + "ĠCollection": 30981, + "Ġtheat": 30982, + "ĠCai": 30983, + "Ġwells": 30984, + "Ġhumano": 30985, + "çĹħ": 30986, + "ĠHast": 30987, + "ĠÑħоÑĤÑı": 30988, + "czas": 30989, + "Ġpermits": 30990, + "Ġlegg": 30991, + "Ġepo": 30992, + "ĠFen": 30993, + "Ġthi": 30994, + "ĠFoi": 30995, + "Ġélect": 30996, + "Ġ83": 30997, + "Ġoverth": 30998, + "Ġè¬Ŀè¬Ŀ": 30999, + "Ġtenant": 31000, + "è²·": 31001, + "Next": 31002, + "Ġpraised": 31003, + "security": 31004, + "ĠImpact": 31005, + "为ä»Ģä¹Ī": 31006, + "Ġvouch": 31007, + "Ġnegó": 31008, + "Ġunve": 31009, + "Ġcriticize": 31010, + "ĠKenya": 31011, + "Ġtactic": 31012, + "Ġlogr": 31013, + "Ġpois": 31014, + "Ġpapa": 31015, + "speaks": 31016, + "ðŁij": 31017, + "ispers": 31018, + "Ġsurplus": 31019, + "Ġcolder": 31020, + "åįĹ": 31021, + "åIJ¬": 31022, + "plets": 31023, + "ĠVienna": 31024, + "ĠLead": 31025, + "Ġaerial": 31026, + "ĠTah": 31027, + "енÑĤов": 31028, + "ĠGreeks": 31029, + "Cam": 31030, + "Ġmáxim": 31031, + "Ġkuin": 31032, + "chio": 31033, + "Ġdemonstrates": 31034, + "anos": 31035, + "ĠCert": 31036, + "ĠÑįн": 31037, + "Ġblogs": 31038, + "ĠìĦľìļ¸": 31039, + "Ġbeams": 31040, + "иков": 31041, + "Ġprompted": 31042, + "Ġfrightening": 31043, + "ĠPorsche": 31044, + "ãģĪãģ¦": 31045, + "larını": 31046, + "Ġchilling": 31047, + "isphere": 31048, + "Ġflashing": 31049, + "ĠKard": 31050, + "bread": 31051, + "Ġexh": 31052, + "Ġtycker": 31053, + "Ġecological": 31054, + "ĠMae": 31055, + "Ġ×ŀ×IJ×ķ×ĵ": 31056, + "ĠëĤĺëıĦ": 31057, + "лон": 31058, + "yss": 31059, + "Ġpergunt": 31060, + "Ġprix": 31061, + "izzard": 31062, + "Ġcancers": 31063, + "Ġ91": 31064, + "susp": 31065, + "ĠItem": 31066, + "ÅŁa": 31067, + "Ġpest": 31068, + "ĠtakÄħ": 31069, + "Ġlymph": 31070, + "ĠPatri": 31071, + "fill": 31072, + "Ġreconna": 31073, + "Ġoptimism": 31074, + "Ġmimic": 31075, + "Ġì²ľ": 31076, + "ĠMadame": 31077, + "ocy": 31078, + "lining": 31079, + "åijĬ訴": 31080, + "erme": 31081, + "Ġfolders": 31082, + "ĠczÅĤ": 31083, + "uchar": 31084, + "Ġcurso": 31085, + "Ġbreach": 31086, + "ниÑĤÑĮ": 31087, + "ĠpamiÄĻ": 31088, + "Ġelig": 31089, + "Ġautop": 31090, + "Flow": 31091, + "Ġprogrammed": 31092, + "ĠProcess": 31093, + "Ġfigur": 31094, + "ĠSF": 31095, + "ĠEles": 31096, + "Ġprogrammes": 31097, + "Ġdizzy": 31098, + "ìĭľê°Ħ": 31099, + "Ġлибо": 31100, + "Ġsniff": 31101, + "ĠSebastian": 31102, + "ĠHye": 31103, + "Ġ4000": 31104, + "Ġpermite": 31105, + "æ¢Ŀ": 31106, + "ĠзаÑī": 31107, + "Ġguit": 31108, + "ĠDais": 31109, + "Ġaccordance": 31110, + "Ġmodular": 31111, + "ogeneous": 31112, + "æĭį": 31113, + "Ġpouquinho": 31114, + "Ġartillery": 31115, + "Ġlubric": 31116, + "Ġvolcan": 31117, + "ĠNH": 31118, + "ðŁ¤": 31119, + "Ġdean": 31120, + "Rh": 31121, + "Ġministre": 31122, + "åĿIJ": 31123, + "ĠInv": 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"Ġespañol": 31177, + "olin": 31178, + "лÑİд": 31179, + "Ġgrâce": 31180, + "allen": 31181, + "ĠPhilos": 31182, + "ĠErst": 31183, + "ĠìĥĪ": 31184, + "ĠVid": 31185, + "Give": 31186, + "OH": 31187, + "μο": 31188, + "ĠPare": 31189, + "Ġmetabolism": 31190, + "Ġmaple": 31191, + "Ġaxle": 31192, + "ĠDy": 31193, + "Ġkomme": 31194, + "Ïİν": 31195, + "Ġgreatness": 31196, + "Ġverified": 31197, + "Ġspé": 31198, + "ĠFahrenheit": 31199, + "ĠBren": 31200, + "ĠConfeder": 31201, + "Ġhistoire": 31202, + "Ġeliminating": 31203, + "ĠAdding": 31204, + "ĠAbi": 31205, + "æĿİ": 31206, + "Ġhospitality": 31207, + "tim": 31208, + "Ġbonito": 31209, + "Ġpartes": 31210, + "ĠдÑĢÑĥгиÑħ": 31211, + "ĠShay": 31212, + "ĠSed": 31213, + "Ġregrets": 31214, + "Ñıми": 31215, + "Ġtenants": 31216, + "éĢŁ": 31217, + "ĠPTS": 31218, + "Ġdevi": 31219, + "ĠLate": 31220, + "uez": 31221, + "Ġsöyl": 31222, + "ãĤ»": 31223, + "Ġìŀ¬ë°Į": 31224, + "Ġtoggle": 31225, + "Ġmasking": 31226, + "алÑĮного": 31227, + "Ġpersön": 31228, + "Ġamerican": 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32321, + "Ġsignatures": 32322, + "Ġliters": 32323, + "IJë©´": 32324, + "ĠÑģвоего": 32325, + "Ġskiing": 32326, + "ĠÐľÐ¾Ñģ": 32327, + "Ġadopting": 32328, + "Ġhaft": 32329, + "Ġsymmetric": 32330, + "ĠLiqu": 32331, + "Ġthyroid": 32332, + "Ġmisin": 32333, + "lude": 32334, + "Ġhull": 32335, + "ĠXD": 32336, + "ĠGust": 32337, + "zeich": 32338, + "Ġvibrations": 32339, + "Ġesemp": 32340, + "ĠвÑģÑİ": 32341, + "ĠQuem": 32342, + "Ġübrig": 32343, + "ĠSke": 32344, + "ĠLynch": 32345, + "rooms": 32346, + "artet": 32347, + "fest": 32348, + "Ġfrüher": 32349, + "Ġlure": 32350, + "ä¸į好æĦıæĢĿ": 32351, + "ĠìķĮìķĦ": 32352, + "ĠWIN": 32353, + "ĠRYAN": 32354, + "ĠкоÑĤоÑĢÑĥÑİ": 32355, + "ĠKash": 32356, + "Ġ×Ķ×ŀ": 32357, + "Ġsafeg": 32358, + "ĠHallelujah": 32359, + "ĠдвÑĥÑħ": 32360, + "Ġstaple": 32361, + "Ġsediment": 32362, + "ĠActs": 32363, + "Ġblaming": 32364, + "Ġmainland": 32365, + "Ġsporting": 32366, + "Ġdecorations": 32367, + "Ġexecuting": 32368, + "Ġparan": 32369, + "ĠDollar": 32370, + "Ġprojections": 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"Tiffany": 37953, + "eee": 37954, + "çij": 37955, + "orem": 37956, + "Ġinacc": 37957, + "Ġjurisdictions": 37958, + "ĠKardash": 37959, + "æľº": 37960, + "Il": 37961, + "ĠSinn": 37962, + "åĭķçĶ»": 37963, + "Ġathletics": 37964, + "cÄĻ": 37965, + "Ġloosely": 37966, + "Ġdieta": 37967, + "Ag": 37968, + "Ġ??": 37969, + "ĠëĮĢíijľ": 37970, + "Ġsuperv": 37971, + "Ġnutrit": 37972, + "Ġdrifting": 37973, + "ĠìĦłìĥĿëĭĺ": 37974, + "ĠпонÑıл": 37975, + "ĠVictory": 37976, + "ÙĦØ©": 37977, + "×ķ׳×Ķ": 37978, + "ĠпиÑĪ": 37979, + "Ġshaved": 37980, + "Ġmesure": 37981, + "onden": 37982, + "Ùĥر": 37983, + "Ġexile": 37984, + "ĠDesde": 37985, + "ĠPinterest": 37986, + "Ġattachments": 37987, + "Ġhombres": 37988, + "Ġfines": 37989, + "ĠìĦ¸ìĥģ": 37990, + "Ġsleeps": 37991, + "ĠTaco": 37992, + "ĠIRA": 37993, + "rios": 37994, + "Ġoll": 37995, + "etes": 37996, + "Ġunut": 37997, + "fashioned": 37998, + "Ġtreball": 37999, + "ĠNearly": 38000, + "ĠÑĢеалÑĮно": 38001, + "Ġchil": 38002, + "éĢ±": 38003, + "ÄŁa": 38004, + "ĠMEL": 38005, + "roscop": 38006, + "ĠCG": 38007, + "Ġvenge": 38008, + "Ġdishwasher": 38009, + "algic": 38010, + "Ġmodifier": 38011, + "Ġembassy": 38012, + "timer": 38013, + "emics": 38014, + "Ġintricate": 38015, + "Ġevet": 38016, + "ĠëĮĢë°ķ": 38017, + "Ġisot": 38018, + "ĠнаÑĥÑĩ": 38019, + "ĠQuiz": 38020, + "reso": 38021, + "δÏİ": 38022, + "Ġyelled": 38023, + "Ġfeder": 38024, + "ELLER": 38025, + "Ġexceeded": 38026, + "onas": 38027, + "icano": 38028, + "ĠживоÑĤ": 38029, + "ĠMao": 38030, + "ĠKazuto": 38031, + "Ġãħĭãħĭãħĭãħĭ": 38032, + "Ġfrontline": 38033, + "ĠHungarian": 38034, + "Ġüberall": 38035, + "awat": 38036, + "Ġgrips": 38037, + "ições": 38038, + "arnya": 38039, + "ĠÍ¡": 38040, + "Ġseid": 38041, + "Ġanak": 38042, + "Ġacabou": 38043, + "íķij": 38044, + "Ġnotorious": 38045, + "ĠGodzilla": 38046, + "Ġovercoming": 38047, + "ĠPend": 38048, + "Ġolabilir": 38049, + "ülme": 38050, + "Ġerhalten": 38051, + "ãĤīãģĦ": 38052, + "ê·¹": 38053, + "ĠMeter": 38054, + "Ġstaan": 38055, + "Ol": 38056, + "Ġchats": 38057, + "ĠBuenos": 38058, + "ÃŃve": 38059, + "aluable": 38060, + "Ġstrategically": 38061, + "Ġcomprised": 38062, + "ĠпеÑĢÑģонаж": 38063, + "Ġwann": 38064, + "ĠCen": 38065, + "ниÑĤе": 38066, + "Łģ": 38067, + "ĠÑĤобой": 38068, + "iad": 38069, + "ĠkardeÅŁim": 38070, + "ĠCongressman": 38071, + "reaming": 38072, + "homme": 38073, + "Ġcommunaut": 38074, + "Ġalcoholic": 38075, + "Ġpickled": 38076, + "Ġacord": 38077, + "position": 38078, + "egól": 38079, + "Ġtroubling": 38080, + "ĠMarcheg": 38081, + "Ġzumindest": 38082, + "Ġseamlessly": 38083, + "Ġolun": 38084, + "ĠTVs": 38085, + "ĠпÑĢакÑĤиÑĩеÑģки": 38086, + "Ġbackend": 38087, + "ãģĵãĤĵãģ«ãģ¡ãģ¯": 38088, + "idable": 38089, + "Ġgadget": 38090, + "Ġfaço": 38091, + "ĠMarchegiani": 38092, + "Ġë°¤": 38093, + "Ġaccidental": 38094, + "ĠLP": 38095, + "Ġeldest": 38096, + "ĠAdmiral": 38097, + "ĠnÄĥm": 38098, + "lever": 38099, + "Ġpastel": 38100, + "Ġfondo": 38101, + "Connie": 38102, + "Ġtercer": 38103, + "Ġpact": 38104, + "ĠMonte": 38105, + "Ġmeats": 38106, + "ĠSMS": 38107, + "ĠAustralians": 38108, + "ç¼": 38109, + "Rhett": 38110, + "Ġexactement": 38111, + "Ġë¹¼": 38112, + "ĠMOD": 38113, + "ç¡": 38114, + "ĠRapt": 38115, + "ĠNoch": 38116, + "Ġabort": 38117, + "ĠNaval": 38118, + "ĠFuji": 38119, + "INTER": 38120, + "ĠновÑĭй": 38121, + "Ġmiejsce": 38122, + "ĠICU": 38123, + "ĠGraduate": 38124, + "ĠGlen": 38125, + "ardi": 38126, + "ĠÈĺ": 38127, + "Ġsolder": 38128, + "Ġprofessions": 38129, + "Ġorthog": 38130, + "omn": 38131, + "introdu": 38132, + "ĠDenise": 38133, + "ìŀIJ를": 38134, + "Ġcorrespondence": 38135, + "AMA": 38136, + "Ġinflict": 38137, + "Ġfand": 38138, + "ĠGü": 38139, + "ĠÑĩеÑĤ": 38140, + "Ġtraced": 38141, + "Ġpatents": 38142, + "Ġambush": 38143, + "Ġlotta": 38144, + "ffer": 38145, + "ĠWagner": 38146, + "Ġimperson": 38147, + "Ġextrêmement": 38148, + "ÙĤت": 38149, + "conduct": 38150, + "Att": 38151, + "ĠMueller": 38152, + "ĠAlicia": 38153, + "Ġcyc": 38154, + "Ġhacker": 38155, + "Ġtys": 38156, + "Ġhail": 38157, + "ĠзаÑıв": 38158, + "Ġpasso": 38159, + "Ġì¶Ķê°Ģ": 38160, + "ĠÎĪ": 38161, + "Ġpackaged": 38162, + "ĠCynthia": 38163, + "heet": 38164, + "ä¸ŃåĽ½": 38165, + "ĠNissan": 38166, + "ĠQuesto": 38167, + "é¨": 38168, + "did": 38169, + "Ġμια": 38170, + "ĠEllis": 38171, + "ĠAnalysis": 38172, + "cemos": 38173, + "Ġaseg": 38174, + "ĠMyster": 38175, + "ĠCao": 38176, + "Ġtuv": 38177, + "ĠIndustry": 38178, + "ì£¼ê³ł": 38179, + "otal": 38180, + "Ġpequeño": 38181, + "bras": 38182, + "Ġcomprehend": 38183, + "ĠSimpson": 38184, + "ÑģÑĤвие": 38185, + "ocracy": 38186, + "иÑĩеÑģки": 38187, + "ĠMush": 38188, + "ĠLaurie": 38189, + "Ġtriangular": 38190, + "ĠPresents": 38191, + "ĠKunden": 38192, + "ç´¹": 38193, + "æѦ": 38194, + "ĠIss": 38195, + "ĠDeck": 38196, + "á»ĥn": 38197, + "ĠDarkness": 38198, + "Ġinflammatory": 38199, + "eremiah": 38200, + "Ġwarmed": 38201, + "veyard": 38202, + "ĠMemory": 38203, + "etty": 38204, + "Ġtaxpayers": 38205, + "à¸ĵ": 38206, + "Ø¡": 38207, + "Ġpractise": 38208, + "ëĭ¬ë": 38209, + "Ġdrilled": 38210, + "mÃ¼ÅŁ": 38211, + "logo": 38212, + "ĠFach": 38213, + "¤ë¡ľ": 38214, + "Ġübrigens": 38215, + "Ġkonnten": 38216, + "Ġnormalmente": 38217, + "Ġargues": 38218, + "ilingual": 38219, + "°ë¥¼": 38220, + "egal": 38221, + "Ġtravaill": 38222, + "ovy": 38223, + "аÑĤо": 38224, + "Ġruth": 38225, + "ĠLights": 38226, + "Ġconsisted": 38227, + "×ijר×Ļ×Ŀ": 38228, + "Ġstereotype": 38229, + "Ġpayer": 38230, + "ĠRee": 38231, + "ĠAirbnb": 38232, + "Ġdrowned": 38233, + "ĠZoe": 38234, + "Ġcanopy": 38235, + "Ġbarr": 38236, + "ĠноÑĩ": 38237, + "Ġpagan": 38238, + "Ġjars": 38239, + "Ġrê": 38240, + "erver": 38241, + "æĪ¿": 38242, + "ieben": 38243, + "Ġespect": 38244, + "ĠFi": 38245, + "Ġunwilling": 38246, + "Ġtechnician": 38247, + "ặt": 38248, + "member": 38249, + "ĠCanal": 38250, + "سÙħ": 38251, + "Ġlieber": 38252, + "Ġinference": 38253, + "Ġhonoring": 38254, + "åijµ": 38255, + "ĠCampaign": 38256, + "Ġlineage": 38257, + "ĠStress": 38258, + "Ġvictories": 38259, + "Ġdeja": 38260, + "×£": 38261, + "êtes": 38262, + "blick": 38263, + "Ġменее": 38264, + "oths": 38265, + "ĠCouple": 38266, + "Jason": 38267, + "ĠNicolas": 38268, + "екÑģ": 38269, + "lib": 38270, + "Ġherramient": 38271, + "Ġ×IJ×ķ×ŀר": 38272, + "Ġвидим": 38273, + "millimeter": 38274, + "Ġsilhouette": 38275, + "Ġdriveway": 38276, + "Ġcherish": 38277, + "ãħłãħł": 38278, + "Ġransom": 38279, + "Ġinterdisciplinary": 38280, + "ĠPortal": 38281, + "Ġtrag": 38282, + "thood": 38283, + "Ġtedious": 38284, + "Ġglossy": 38285, + "Ġprépar": 38286, + "ĠCay": 38287, + "ĠTook": 38288, + "ĠBottom": 38289, + "Ġzig": 38290, + "å«": 38291, + "åį±": 38292, + "represented": 38293, + "à¹Ģลย": 38294, + "Ġdesarrollo": 38295, + "ìĦľë": 38296, + "Ġviscos": 38297, + "Ġmilligram": 38298, + "ĠGund": 38299, + "Ġferment": 38300, + "drum": 38301, + "Ġdrawers": 38302, + "Laugh": 38303, + "Ġpelos": 38304, + "Ġpavement": 38305, + "Ġmemoir": 38306, + "avait": 38307, + "Ġ2050": 38308, + "¤ë¥¼": 38309, + "Ġrazón": 38310, + "Ġflourish": 38311, + "Ġstern": 38312, + "ä¸Ī": 38313, + "ĠChung": 38314, + "Ġserpent": 38315, + "ĠGentlemen": 38316, + "羣çļĦå¾Ī": 38317, + "kook": 38318, + "Ġlut": 38319, + "importe": 38320, + "parent": 38321, + "Ġwsz": 38322, + "Ġscree": 38323, + "ĠMitarbeiter": 38324, + "å·´": 38325, + "mut": 38326, + "Ġìĸĺ기를": 38327, + "Ġsemble": 38328, + "ĠOW": 38329, + "Ġinvestigator": 38330, + "ĠCheryl": 38331, + "ĠGerald": 38332, + "Ġprere": 38333, + "Ġcompares": 38334, + "nyt": 38335, + "Ġdiferença": 38336, + "?-": 38337, + "Ġquá": 38338, + "ר×Ļ": 38339, + "Sen": 38340, + "Ġheps": 38341, + "Ġgratuit": 38342, + "Ġconsort": 38343, + "ĠSTOP": 38344, + "ĠProtestant": 38345, + "Ġelectrode": 38346, + "âĹ": 38347, + "Ġsecurely": 38348, + "иÑĩеÑģкой": 38349, + "Ġtää": 38350, + "Ġregisters": 38351, + "ĠHeavenly": 38352, + "ogly": 38353, + "issä": 38354, + "ĠPhysics": 38355, + "ĠMerkel": 38356, + "Ġrév": 38357, + "éĻ¢": 38358, + "Ġerased": 38359, + "ĠSacramento": 38360, + "Ġcoffin": 38361, + "Ġexacer": 38362, + "Ġlanz": 38363, + "Ġpoets": 38364, + "ulif": 38365, + "Ġì¹ĺë": 38366, + "ĠNerd": 38367, + "ĠNCT": 38368, + "ĠHour": 38369, + "nehmer": 38370, + "ŀĺëıĦ": 38371, + "ĠPrinci": 38372, + "Sw": 38373, + "mies": 38374, + "armed": 38375, + "ĠBeatles": 38376, + "Ġpropagation": 38377, + "Ġexchanged": 38378, + "Ġcumulative": 38379, + "Ġì§ijìĹIJ": 38380, + "Ġdefeating": 38381, + "æĬ±": 38382, + "bels": 38383, + "Ġwes": 38384, + "ĠOdyssey": 38385, + "ä½łæĥ³": 38386, + "avior": 38387, + "ĠìľĦìĹIJ": 38388, + "Ġbrit": 38389, + "Ġhijo": 38390, + "DAY": 38391, + "ĠاÙĦتÙĬ": 38392, + "ĠСеÑĢг": 38393, + "Ñĥка": 38394, + "edsiÄĻ": 38395, + "Ġimpos": 38396, + "Ġellas": 38397, + "Ġfirearms": 38398, + "ĠNR": 38399, + "Ġ×ij×IJ": 38400, + "ĠÐŁÐ¾ÐºÐ°": 38401, + "awi": 38402, + "ĠìĦ±ê³µ": 38403, + "Ġpupils": 38404, + "ĠTack": 38405, + "Ġfrase": 38406, + "ĠShip": 38407, + "Ġstad": 38408, + "举": 38409, + "ĠGreater": 38410, + "unun": 38411, + "immung": 38412, + "grown": 38413, + "ĠNXT": 38414, + "ĠAmericas": 38415, + "fox": 38416, + "Ġmanten": 38417, + "éłIJåĤĻ": 38418, + "ĠÑģок": 38419, + "Ġrikt": 38420, + "lectric": 38421, + "deep": 38422, + "ĠзнаеÑĪÑĮ": 38423, + "Ġbenut": 38424, + "ĠInfrast": 38425, + "ĠEmir": 38426, + "ĠоÑĤпÑĢав": 38427, + "ĠKimchi": 38428, + "ĠFinnish": 38429, + "´ìłģ": 38430, + "inaire": 38431, + "Ġoike": 38432, + "æ¸ħæ¥ļ": 38433, + "Ġhostage": 38434, + "ĠButton": 38435, + "ÙĤÙĬ": 38436, + "eking": 38437, + "ĠKazakh": 38438, + "Ġcomforting": 38439, + "Ġsog": 38440, + "Ġgreeted": 38441, + "guitar": 38442, + "payer": 38443, + "Ġrelational": 38444, + "Ġconstruir": 38445, + "çī¹åĪ¥": 38446, + "opian": 38447, + "ĠVolume": 38448, + "ieth": 38449, + "ÑģÑĤвом": 38450, + "urrection": 38451, + "liÅĽmy": 38452, + "Ġhemisphere": 38453, + "ĠBean": 38454, + "IGN": 38455, + "Ġkötü": 38456, + "ĠFallout": 38457, + "Ġbrace": 38458, + "ç¹¼çºĮ": 38459, + "ÏĢά": 38460, + "ĠHAS": 38461, + "Ġgé": 38462, + "Ġcharacterize": 38463, + "ặc": 38464, + "ĠMilky": 38465, + "Ġtumors": 38466, + "Ġnuit": 38467, + "ĠGaz": 38468, + "ĠìŀĪëĭ¤ëĬĶ": 38469, + "ĠгаÑĢ": 38470, + "essment": 38471, + "ĠAbe": 38472, + "Ġë½ij": 38473, + "ĠEinsatz": 38474, + "JIN": 38475, + "jä": 38476, + "Cry": 38477, + "ĠPromised": 38478, + "ĠÑģеÑĢд": 38479, + "okus": 38480, + "Ġscalable": 38481, + "ĠпоÑģмоÑĤÑĢеÑĤÑĮ": 38482, + "ücklich": 38483, + "Ġrealism": 38484, + "Ġmayo": 38485, + "Ġjuvenile": 38486, + "Ġheadlights": 38487, + "ĠgörÃ¼ÅŁ": 38488, + "ĠReform": 38489, + "Ġhalves": 38490, + "czne": 38491, + "Ġbreakup": 38492, + "żej": 38493, + "Ġrätt": 38494, + "Day": 38495, + "ĠìĿ¼ë³¸": 38496, + "Ġmuerte": 38497, + "Ġtunes": 38498, + "ĠSmile": 38499, + "record": 38500, + "Ġrecherche": 38501, + "atisfied": 38502, + "Ġpozi": 38503, + "Ġcelebrations": 38504, + "isexual": 38505, + "ĠROB": 38506, + "thirds": 38507, + "ĠFortune": 38508, + "ĠÑĤой": 38509, + "Ġbranded": 38510, + "loo": 38511, + "Ġdud": 38512, + "Ġrandomized": 38513, + "Ġcombin": 38514, + "ä¸ĢäºĽ": 38515, + "ieran": 38516, + "czenia": 38517, + "įãĥ«": 38518, + "Ġcurator": 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