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    # Simple Transformers - Getting Started ###### tags: `simpletransformers notes` `processing` ## 介紹 Simple Transformers **Simple Transformers** 是一個 Python 的 NLP 套件/框架,旨在減少使用 Transformer 模型時的複雜步驟。 而它的簡化工作,是基於 [Hugging Face](https://huggingface.co/) 團隊和他們的 [Transformers](https://github.com/huggingface/transformers) 套件。 而 Simple Transformers 所提供的簡化工作內容,是將常見的 NLP 任務類型,包括文本分類、QA、語言模型...... 等等都先定義好一個類別,所以每種特定任務類型都會有一個屬於自己的 Simple Transformers 模型可以直接套用。 按照官方網站的說明,大致上支援以下任務類型: - Text Classification - Token Classifcation - Question Answering - Language Modeling - Language Generation - Multi-Model Classification - Conversational AI - Text Representation Generation 而每一個特定任務,都會依循著 Simple Transformers 定義的使用模板: 1. 初始化(initialize) 2. 訓練(train) 3. 測試(evaluate) 4. 預測(predict) 官方的介紹中列出了這樣做的五大好處,但作為一位每一種任務類型都有接觸過的使用者(**有三類還曾實作於商業應用**),我想,最大的好處莫過於簡單部屬、容易上手。 看到前一位同事留下來、應由我交接的程式碼中,清楚地使用 simpletransformers 套件完成了訓練工作,trace code 起來哪叫一個輕鬆。 --- ## Installation **(備註:安裝時,建議使用 conda 或 python-venv 這類的虛擬環境工具)** <br/> ### 安裝套件 wabdb 是一個可以在 Web 瀏覽器中追蹤並可視化實驗進度的工具。 ``` pip3 install torch pip3 install transformers pip3 install simpletransformers pip3 install wandb ``` ### 升級套件 而 simpletransformers 是基於 Hugging Face 所開發的 transformers,所以建議都將其更新到最新的版本。 ``` pip3 install -U simpletransformers pip3 install -U transformers ``` --- ## 使用方法 ### 不同任務的模型架構 如同上述,Simple Transformers 的使用方法是依照你目前要解決的 NLP 任務類型。 簡單來說,大概分成以下步驟: 1. 依照你的任務類型,建立起對應的模型 2. 使用 train_model() 來訓練模型 3. 使用 eval_model() 來評估模型 4. 使用 predict() 來讓模型進行預測(使用無標記資料) 依照不同任務,可以使用的模型架構分別如下: | 任務類型 | 模型架構 | | :-: | :-: | | Binary and multi-class text classification | Classification | | Conversational AI (chatbot) | ConvAIModel | | Language generation | LanguageGenerationModel | | Language model training/fine-tune | LanguageModelingModel | |Multi-label text classification|MultiLabelClassificationModel| |Multi-modal classification (text and image data combined) | MultiModalClassificationModel | | Named entity recognition | NERModel | | Question answering | QuestionAnsweringModel | | Regression | ClassificationModel | | Sentence-pair classification | ClassificationModel | |Text Representation Generation | RepresentationModel | |Document Retrieval|RetrievalModel| **要注意的是,不同的模型可能會有不同的配置與參數。** ### 建立一個特定任務的模型 要建立一個特定任務的模型,最重要的就是 model_type 以及 model_name 這兩個參數。 - **model_type**: 需要填入支援的模型架構(比如說 BERT、XLNET...) - **model_name**: 需要填入已經有架構及權重的預訓練模型,最常見的就是 Hugging Face 的 transforms 預訓練模型、或是你自己保存含有模型文件的目錄 以下是相關範例程式碼: ```python= # coding: utf-8 from simpletransformers.classification import ClassificationModel # Load a pre-trained model model = ClassificationModel( "roberta", "roberta-base", ) # Load a community model model = ClassificationModel( "bert", "KB/bert-base-swedish-cased", ) # Load a local save model = ClassificationModel( "bert", "outputs/best_model", ) ``` <br/> ### CUDA 相關配置 如果你要啟用 CUDA,可以將 use_cuda 設為 True。 ```python= # coding: utf-8 from simpletransformers.classification import ClassificationModel model = ClassificationModel( "roberta", "roberta-base", use_cuda=True, ) ``` 但要注意的是,如果當前 CUDA 屬於不可用的狀態(**比如說並未安裝相關 library**),那麼這個參數會讓你的腳本報錯。 所以文檔中是建議搭配 torch 的檢查機制來決定是否啟用 CUDA。 ```python= # coding: utf-8 import torch from simpletransformers.classification import ClassificationModel cuda_available = torch.cuda.is_available() model = ClassificationModel( "roberta", "roberta-base", use_cuda=cuda_available, ) ``` ### 設定模型參數 Simple Transformers 的模型自然包含了相當多的參數提供使用者選擇。而正如前述,有許多的參數是特定任務所特有的,但與此同時也有許多參數是深度學習所共有的,比方說 batch size 跟 learning rate 之類。 在這裡就依照官方文檔羅列出共通參數,任務所特有的參數就放置在特有任務的說明章節中提及(這部份也與官方文檔一致) | Argument | Type | Default | Description | | :-: | :-: | :-: | :-: | |adafactor_beta1|float|0|Coefficient|used|for|computing|running|averages|of|gradient.| |adafactor_clip_threshold|float|1.0|Threshold|of|root|mean|square|of|final|gradient|update.| |adafactor_decay_rate|float|-0.8|Coefficient|used|to|compute|running|averages|of|square.| |adafactor_eps|tuple|(1e-30,|1e-3)|Regularization|constants|for|square|gradient|and|parameter|scale|respectively.| |adafactor_relative_step|bool|True|If|True,|time-dependent|learning|rate|is|computed|instead|of|external|learning|rate.| |adafactor_scale_parameter|bool|True|If|True,|learning|rate|is|scaled|by|root|mean|square.| |adafactor_warmup_init|bool|True|Time-dependent|learning|rate|computation|depends|on|whether|warm-up|initialization|is|being|used.| |adam_epsilon|float|1e-8|Epsilon|hyperparameter|used|in|AdamOptimizer.| |best_model_dir|str|outputs/best_model|The|directory|where|the|best|model|(model|checkpoints)|will|be|saved|(based|on|eval_during_training)| |cache_dir|str|cache_dir|The|directory|where|cached|files|will|be|saved.| |config|dict|{}|A|dictionary|containing|configuration|options|that|should|be|overriden|in|a|model’s|config.| |cosine_schedule_num_cycles|float|0.5|The|number|of|waves|in|the|cosine|schedule|if|cosine_schedule_With_warmup|is|used.|The|number|of|hard|restarts|if|cosine_with_hard_restarts_schedule_with_warmup|is|used.| |dataloader_num_workers|int|cpu_count|()|-|2|if|cpu_count|()|>|2|else|1|Number|of|worker|processed|to|use|with|the|Pytorch|dataloader.| |do_lower_case|bool|False|Set|to|True|when|using|uncased|models.| |dynamic_quantize|bool|False|Set|to|True|to|use|dynamic|quantization.| |early_stopping_consider_epochs|bool|False|If|True,|end|of|epoch|evaluation|score|will|be|considered|for|early|stopping.| |early_stopping_delta|float|0|The|improvement|over|best_eval_loss|necessary|to|count|as|a|better|checkpoint.| |early_stopping_metric|str|eval_loss|The|metric|that|should|be|used|with|early|stopping.|(Should|be|computed|during|eval_during_training).| |early_stopping_metric_minimize|bool|True|Whether|early_stopping_metric|should|be|minimized|(or|maximized).| |early_stopping_patience|int|3|Terminate|training|after|this|many|evaluations|without|an|improvement|in|the|evaluation|metric|greater|then|early_stopping_delta.| |encoding|str|None|Specify|an|encoding|to|be|used|when|reading|text|files.| |eval_batch_size|int|8|The|evaluation|batch|size.| |evaluate_during_training|bool|False|Set|to|True|to|perform|evaluation|while|training|models.|Make|sure|eval|data|is|passed|to|the|training|method|if|enabled.| |evaluate_during_training_steps|int|2000|Perform|evaluation|at|every|specified|number|of|steps.|A|checkpoint|model|and|the|evaluation|results|will|be|saved.| |evaluate_during_training_verbose|bool|False|Print|results|from|evaluation|during|training.| |fp16|bool|True|Whether|or|not|fp16|mode|should|be|used.|Requires|NVidia|Apex|library.| |gradient_accumulation_steps|int|1|The|number|of|training|steps|to|execute|before|performing|a|optimizer.step().|Effectively|increases|the|training|batch|size|while|sacrificing|training|time|to|lower|memory|consumption.| |learning_rate|float|4e-5|The|learning|rate|for|training.| |logging_steps|int|50|Log|training|loss|and|learning|at|every|specified|number|of|steps.| |manual_seed|int|None|Set|a|manual|seed|if|necessary|for|reproducible|results.| |max_grad_norm|float|1.0|Maximum|gradient|clipping.| |max_seq_length|int|128|Maximum|sequence|length|the|model|will|support.| |multiprocessing_chunksize|int|-1|Number|of|examples|sent|to|a|CPU|core|at|a|time|when|using|multiprocessing.|If|this|is|set|to|-1,|the|chunksize|will|be|calculated|dynamically|as|max(len(data)|//|(args.process_count|*|2),|500)| |n_gpu|int|1|Number|of|GPUs|to|use.| |no_cache|bool|False|Cache|features|to|disk.| |no_save|bool|False|If|True,|models|will|not|be|saved|to|disk.| |not_saved_args|list|()|The|model_args|which|should|not|be|saved|when|the|model|is|saved.|If|any|model_args|are|not|JSON|serializable,|those|argument|names|should|be|specified|here.| |num_train_epochs|int|1|The|number|of|epochs|the|model|will|be|trained|for.| |optimizer|str|“AdamW”|Should|be|one|of|(AdamW,|Adafactor)| |output_dir|str|“outputs/”|The|directory|where|all|outputs|will|be|stored.|This|includes|model|checkpoints|and|evaluation|results.| |overwrite_output_dir|bool|False|If|True,|the|trained|model|will|be|saved|to|the|ouput_dir|and|will|overwrite|existing|saved|models|in|the|same|directory.| |polynomial_decay_schedule_lr_end|float|1e-7|The|end|learning|rate.| |polynomial_decay_schedule_power|float|1.0|Power|factor.| |process_count|int|cpu_count|()|-|2|if|cpu_count|()|>|2|else|1|Number|of|cpu|cores|(processes)|to|use|when|converting|examples|to|features.|Default|is|(number|of|cores|-|2)|or|1|if|(number|of|cores|<=|2)| |quantized_model|bool|False|Set|to|True|if|loading|a|quantized|model.|Note|that|this|will|automatically|be|set|to|True|if|dynamic_quantize|is|enabled.| |reprocess_input_data|bool|True|If|True,|the|input|data|will|be|reprocessed|even|if|a|cached|file|of|the|input|data|exists|in|the|cache_dir.| |save_eval_checkpoints|bool|True|Save|a|model|checkpoint|for|every|evaluation|performed.| |save_model_every_epoch|bool|True|Save|a|model|checkpoint|at|the|end|of|every|epoch.| |save_optimizer_and_scheduler|bool|True|Save|optimizer|and|scheduler|whenever|they|are|available.| |save_steps|int|2000|Save|a|model|checkpoint|at|every|specified|number|of|steps.|Set|to|-1|to|disable.| |scheduler|str|“linear_schedule_with_warmup”|The|scheduler|to|use|when|training.|Should|be|one|of|(constant_schedule,|constant_schedule_with_warmup,|linear_schedule_with_warmup,|cosine_schedule_with_warmup,|cosine_with_hard_restarts_schedule_with_warmup,|polynomial_decay_schedule_with_warmup)| |silent|bool|False|Disables|progress|bars.| |tensorboard_dir|str|None|The|directory|where|Tensorboard|events|will|be|stored|during|training.|By|default,|Tensorboard|events|will|be|saved|in|a|subfolder|inside|runs/|like|runs/Dec02_09-32-58_36d9e58955b0/.| |train_batch_size|int|8|The|training|batch|size.| |use_cached_eval_features|bool|False|Evaluation|during|training|uses|cached|features.|Setting|this|to|False|will|cause|features|to|be|recomputed|at|every|evaluation|step.| |use_early_stopping|bool|False|Use|early|stopping|to|stop|training|when|early_stopping_metric|doesn’t|improve|(based|on|early_stopping_patience,|and|early_stopping_delta)| |use_multiprocessing|bool|True|If|True,|multiprocessing|will|be|used|when|converting|data|into|features.|Enabling|can|speed|up|processing,|but|may|be|unstable|in|certain|cases.|Defaults|to|True.| |use_multiprocessing_for_evaluation|bool|False|If|True,|multiprocessing|will|be|used|when|converting|evaluation|data|into|features.|Enabling|this|can|sometimes|cause|issues|when|evaluating|during|training.|Defaults|to|False.| |wandb_kwargs|dict|{}|Dictionary|of|keyword|arguments|to|be|passed|to|the|W&B|project.| |wandb_project|str|None|Name|of|W&B|project.|This|will|log|all|hyperparameter|values,|training|losses,|and|evaluation|metrics|to|the|given|project.| |warmup_ratio|float|0.06|Ratio|of|total|training|steps|where|learning|rate|will|“warm|up”.|Overridden|if|warmup_steps|is|specified.| |warmup_steps|int|0|Number|of|training|steps|where|learning|rate|will|“warm|up”.|Overrides|warmup_ratio.| |weight_decay|int|0|Adds|L2|penalty.| 如果我們要把這些參數設定給模型,可以使用 Simple Transformers 所提供的 dataclass、或是直接使用 Python 的 dictionary。(**我並不確定兩者的優劣**) ### dataclass ```python= from simpletransformers.classification import ClassificationModel, ClassificationArgs model_args = ClassificationArgs() model_args.num_train_epochs = 5 model_args.learning_rate = 1e-4 model = ClassificationModel( "bert", "bert-base-cased", args=model_args, ) ``` <br/> 或者你也可以寫成: ```python= from simpletransformers.classification import ClassificationModel, ClassificationArgs model_args = ClassificationArgs( num_train_epochs=5, learning_rate=1e-4, ) model = ClassificationModel( "bert", "bert-base-cased", args=model_args, ) ``` <br/> ### Python dictionary ```python= from simpletransformers.classification import ClassificationModel model_args = { "num_train_epochs": 5, "learning_rate": 1e-4, } model = ClassificationModel( "bert", "bert-base-cased", args=model_args, ) ``` <br /> ## 真正訓練一個模型 以下是一段真正能工作的範例程式碼,目的是區分輸入的資料究竟是不是英文。 這是一個最簡易的任務類型,正是所謂的**二分類**(**binary classification**) 以下是我的訓練資料,標記為 0 的資料代表非英文(其實也就是中文),標記為 1 的代表英文。 <br/> **data.log** ``` 0 | 好想要吃泡菜 0 | 崔允的造型師在嗎 0 | 請問一下 你是不是崔允的造型師 0 | 我嗎 0 | 崔允已經唱完了 0 | 這位小姐是誰 我想大家都知道吧 0 | 她是我永遠的偶像 也是我無法擊倒的對手 她是令我怦然心動的戀人 0 | 也許在各位的記憶裏 我母親 她是曾經紅極一時的女演員 0 | 而是像我一樣當歌手 當我感到累還有疲倦的時候 每一次她都讓我 0 | 然後爲我唱一首歌 今天我想要 特別和各位 0 | 武赫... 0 | 醫生他沒有跟你說... 0 | 武赫 0 | 你終於回來了 0 | 我就知道會這樣 0 | 回韓國去 0 | 這裏面有機票跟幾件衣服 還放了讓你一輩子 0 | 都花不完的美金 0 | 你快走今天晚上的飛機 0 | 如果回家你會沒命 傑生他想要殺掉你 0 | 剛纔那部車也是傑生派來的 你住的房子 0 | 現在可能已經被傑生給燒掉了 0 | 我現在也只能這麼做 0 | 真的很抱歉武赫 0 | 你救了我們的生命 0 | 他要我死 我就死啊 0 | 死也要回韓國去死 與其在這裏慘死 不如回到自己的國家 0 | 回到那裏再死武赫 0 | 我會死嗎 0 | 將我的心當作刀鞘 就此讓我死吧 0 | 將我帶到羅密歐的身邊 0 | 你應該馬上進軍演藝圈的 0 | 你一定會得到最佳最主角的 0 | 哪時候來的 你不是說需要三十分鐘嗎 0 | 妹妹 0 | 現在你應該進軍世界舞臺了 我們去電視臺 0 | 拿走一份目錄 0 | 不要混水摸魚認真工作 0 | 我走了 總不能一輩子 0 | 都當小允的造型師吧 0 | 根據我的判斷 你真的很有潛力 0 | 不是因爲你是我的妹妹 0 | 或許啦你是比不上姜敏珠 0 | 可是我覺得你... 有幾兩重我自己最清楚 0 | 該擔心的是你 0 | 爲了安插這份工作還麻煩小允 0 | 你知不知道啊 0 | 如果再被炒魷魚 0 | 強哥 0 | 你說小允嗎 0 | 好知道了我馬上過去 0 | 小允那個傢伙他又闖禍啦 0 | 我們恩彩一分一秒都沒得休息 0 | 妹妹我也闖禍了 0 | 他叫我只要做到今天 0 | 明天開始不要來了 0 | 真是沒良心的老闆 0 | 天啊真是正點 0 | 如果他有錢真希望可以嫁給他 超正點的 0 | 車武赫先生被領養 0 | 是千真萬確的事吧 0 | 那麼對於你母親還有對韓國 0 | 應該沒有什麼記憶了 0 | 沒錯我都不記得了 0 | 希望各位觀衆能夠諒解 車武赫先生雖然很會說國語 0 | 但是呢 他還沒有學會適當的遣詞用字 0 | 各位應該可以諒解吧 可以... 希望大家能夠體諒 0 | 車武赫先生請 0 | 麻煩到前面來 麻煩你過來這邊 0 | 爲了能夠順利找到家人 0 | 所攜帶的東西之類的 0 | 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I want to eat kimchee. 1 | Is Chae Yoon's coordinator in here? 1 | Excuse me, aren't you Chae Yoon's coordinator? 1 | Yes. Me? 1 | -Chae Yoon is done singing. 1 | This lady right next to me... everyone knows who she is right? 1 | She is my forever idol...she is my rival whom I can never win against, she is the one who always makes me happy, and she is my mother. 1 | Everyone should remember my mom as one of the greatest movie stars, but instead of becoming an actress, she wanted to become a singer just like me. 1 | When I was stressed and exhausted, she'd always sing me a song while having me on her lap. 1 | Today, I would like to share that moment with everyone. 1 | Watch out! Watch Out! 1 | You cannot work yourself out. 1 | You're not normal. 1 | In your head, there is still a bullet left. 1 | Didn't you hear it from the doctor... 1 | You're back, are you? 1 | I knew you would be. 1 | ...I knew you would. 1 | Go to Korea. 1 | I packed your airplane ticket, some clothes and enough money to last you till you die. 1 | Hurry up and go. 1 | It's this evening's flight. 1 | Jason is trying to kill you. 1 | That car a while ago was sent by Jason. 1 | He burned all the pictures we've taken together. 1 | I'm sorry that this is what I can do for you. 1 | You saved our lives, but I can only do this for you and I'm very sorry. 1 | If he kills me, then I'll die. 1 | Go to our country and die, Moonhyuk. 1 | Oh poison! 1 | You tasted this and died. Oh careless love! 1 | Why die and not a drop of poison left for me? 1 | Oh sword... 1 | My heart be the dagger's sheath. 1 | Let me to death! 1 | Lead me to Romeo. 1 | Let's have you come out as an entertainer. 1 | You might get nominated for an academic award. When did you come? 1 | I thought it would take about 30 minutes. 1 | Hey sister... 1 | I think it's time for you to come out to the world. 1 | Let's go to the studio. 1 | I'll be your manager. 1 | A customer came to buy a laundry machine and took a catalogue. 1 | Stop fooling around and do a great job! 1 | I'm going. 1 | How long will you keep suffering inside to be Yoon's coordinator? 1 | I think you have the potential to be great. I'm not saying just because I'm your sister. 1 | Well you might not be good as Kang Min Joo...but you... 1 | I know myself more than you. 1 | You do well. 1 | Do you know how hard it was for me to get you employed here with the help of Yoon. 1 | If you get fired... 1 | Yoon? 1 | Okay. I'll be there soon. 1 | What did Yoon do now? 1 | Seriously there's not a day where you can just relax. 1 | I'm going to go. See you at home. - Okay, go. 1 | I also had an accident. 1 | They told me to work only today and not come back from tomorrow. 1 | My swearing boss said. 1 | He's handsome. 1 | If he were rich, how great that would be. 1 | Ah, he's handsome. 1 | Cha Moonhyuk, it is true that you were adopted right? 1 | Yes. 1 | You must not have memories of your mother or the country Korea. 1 | I don't remember anything. 1 | I hope everyone forgives cha moonhyuk's speaking. 1 | He didn't learn the proper speaking of Korean 1 | I hope everyone understands him. Yes, let's bring Cha Moonhyuk on stage. 1 | to find your family, is there any special things you can do or have anything that was given to you before you were adopted. 1 | We're on live right now. 1 | This must be a remembered necklace. 1 | So is this what you had when you were adopted? 1 | When and how did you get it? 1 | -Don't know. 1 | Can you please show it in front of the camera. 1 | That necklace is pretty. Where did I see that. 1 | It doesn't seem like a necklace from here. 1 | Can you get out and ask the lady where she got that necklace? 1 | Can you ask? 1 | Yes, yes ma'am. 1 | Is that platinum or silver? 1 | Put it back on! 1 | We have to keep watching so we can find you're family. 1 | No... I'm going to watch 'Janggoo'. Wait a second. 1 | I'm going to watch 'janggoo'.! 1 | After reading this, he disappeared during the rehearsal. 1 | A woman is is the way... (he misreads) 1 | To a woman... haht..hah'.... 1 | You're dumb, how can you not know how to read korean? 1 | Hey, where are you hitting my child? 1 | What a strange man. 1 | Are you okay? Oh, saeng ni eh sae. 1 | I love you. The only thing I love is you. 1 | You know right? 1 | What the heck is that? 1 | Go and see. 1 | We're in the middle of shooting can you please be quiet? 1 | Please help us. 1 | Sorry. 1 | what kind of person is this! 1 | HEY! 1 | Can't you see we're shooting? 1 | Sorry! I'll try to solve the problem. 1 | Open the door! 1 | Yoon, please don't do this. 1 | Please, 1 | Please don't do this. 1 | What are you going to do if reporters see this. I don't get it. 1 | I seriously don't understand that girl. 1 | "Am I your servant?" 1 | Studio? 1 | Chae Moonhyuk. 1 | Nice to meet you. 1 | Let's go. 1 | No, I want to drink this. 1 | -Mom, you order that one. 1 | I ordered the Coke No, I orderd the cola. 1 | -After watching the show, that little boy gave us a call.. 1 | He told us that his mother has the same exact looking necklace as yours. 1 | It's mine! 1 | It's because my mom had an accident along time ago. 1 | At age seven, a grandpa told me that she got hit by a trunk infront of a church and hurt her head. 1 | This... read it. 1 | Read what's incribed in your ring. 1 | Don't know. 1 | Can't your mother read? 1 | Is your mom stupid to read words? 1 | -She's not stupid. 1 | If she can't read, how is she not stupid? 1 | It's because she hasn't learned all the alphabet. She can read up to gah, nah, dah, lah, mah, bah, sah. 1 | Read what's written. 1 | For-ev-er...? Forever? 1 | You can't read words too? There are some words I can, and some words I can't. 1 | I'm not stupid. 1 | Compare to your mom, I'm a 1000 times smarter! 1 | Forver... together... 1 | You do you know me? 1 | Who are you? 1 | Suh Kyung. 1 | Yoon Suh Kyung. 1 | Eunchae, let's go home and make and eat spicy rice cake. Ok... 1 | I'm going to forget. 1 | Minjoo 1 | From this time, I'll completely forget her. 1 | Without any dusk, I'm going to completely erase her. 1 | Bye Kang Min Joo. It's goodbye forever! 1 | Don't lie. 1 | Grab a taxi and go home. I want to say something to Minjoo. 1 | I'll say something and go. 1 | So you go home first. 1 | You have money for taxi, right? 1 | I do. 1 | I'm drinking soju and I'll come back. 1 | I'll take a shot, come back, and do something about Minjoo 1 | I'll tell her not to make you sad and grab her hair and shake. 1 | I'll break her legs so that she can't meet anyone. 1 | Yah, it's time for her to get beaten up. 1 | Wait a second, I'll be back. 1 | -Don't lay a hand on her. 1 | It's not Minjoo's fault 1 | She's already warned me first. 1 | I'm the crazy one. 1 | I'll wait. Finish him off and come back. 1 | It's also find if you come without finishing him. 1 | I'll finish it off for you. 1 | You probably have to wait along time. 1 | I started to date him just a week ago. 1 | I can wait. A month is enough right? - Chae Yoon. 1 | You bastard! 1 | Why hit him? 1 | Together... Forever 1 | There's not a day when a grown up girl's face isn't ruined. 1 | It's scary to see a scab fall off! 1 | I'm alright, it doesn't hurt. 1 | Say you're alright one more time, I'm leaving you on the streets! 1 | I say that I'm alright because I'm alright, and it doesn't hurt because it doesn't hurt. 1 | Being alright? 1 | Not hurt? 1 | Are you made of metal? 1 | Are you a robot? 1 | Why'd you come out from there? 1 | Are you 119? 1 | (Police #) 1 | It really doesn't hurt. 1 | Get out. 1 | Fine, it hurts. 1 | It hurts so much I can die. I'm not alright. 1 | I'll never be alright. 1 | Not even after I die. How sad. 1 | So much I can die. 1 | What can we do... 1 | Chae Moonhyuk and Yoon Suh Kyung, I went to the orphanage you guys went to. 1 | You two were twins. 1 | Tw-ins? 1 | The necklace was on you two the whole time. 1 | That's all I know. 1 | Buy wrapped rice. 1 | Buy wrapped rice. 1 | -One please! 1 | Wrapped rice! 1 | How much? -Two dollars. Give me one. 1 | -Yes. 1 | Sir, this is a dollar. 1 | Give me two. 1 | Why do you always cheat? 1 | What do you mean cheat? 1 | You always cheat. 1 | Why do you take my customers? 1 | Your customer, my customer...they're not the same. 1 | Yours are yours, mine are mine. 1 | And that's that. 1 | That's not right! 1 | Buy these, buy these. I'll give them to you half price. 1 | Why is your mom sleeping that way? 1 | It's because she wraps rice at night. 1 | I'll give you all these for 300 dollars. I mean 200 dollars. 1 | Ok, I did. I cheated. 1 | If you cheat on the boy again, 1 | I won't leave you alone. 1 | Sukchae hurry and wake up. 1 | The sun is up your butt hole you guys! 1 | Wake up! 1 | I thought it was settled for a while. 1 | How did your eye become a black eye? 1 | I fell while I was walking. 1 | It's going to be alright after two days. It's ok. 1 | Instead of being Yoon's coordinator, you following with gangsters? 1 | Samchae's mom! -She's in the room. 1 | You going to the groceries? 1 | -I'm going. Why are you wearing sunglasses inside the room? 1 | You do ssangkapeul surgery? 1 | Hurry and come out. 1 | I have to take ma'am to the studio shortly. 1 | After I earn a lot of money, I'm moving out of this house just to avoid hearing about her. 1 | I'm going grocery shopping with dad, so go up and peal onions. 1 | Am I getting pregnant. 1 | I can't smell onions. Are there people coming to Yoon's house? 1 | Yoon's mother. 1 | She's getting ready for "self camera" 1 | She's putting on a show off her famous son. 1 | How arrogant. 1 | Stop with the bad remarks. 1 | Mom, you get botox? 1 | Okay..mom the camera is rolling. Don't get nervous...okay, 1, 2... 1 | Just like this, drinking coffee with my son is my joy and life. 1 | Ah, let's record again. I seriously think this lipstick doesn't fit me well. 1 | Why? It's pretty. 1 | Hello, I'm Chae Yoon. 1 | I heard my mom was doing a self camera, so... 1 | I'm just cutting in a little. 1 | Mom, can I say something to you? What? Say it. 1 | Say it... 1 | Mother, go over there and sit. 1 | You see, 1 | When I think about my mother, I'm really thankful and shed tears. Having me born to this world, 1 | Raising me up so perfectly, 1 | And always giving me so much love. 1 | Mom, you are my sunshine and idol. 1 | You know that right? 1 | I love you, mom. 1 | I love you 1 | You're not supposed to act like that to an adult. 1 | That lady is also a sad lady. 1 | Later on, tell her that you're sorry. 1 | Say that you're sorry, okay? 1 | Mister, are you a gangster? 1 | -Yes. What is your name? 1 | -Galshi. (Fish) The same Galchi you cook with. 1 | Is that your name? -Yes. 1 | What grade are you in? 1 | -I don't go to school. 1 | Even though I don't go to school, I can read korean. 1 | Speak a little english. 1 | I'm pretty smart. 1 | -What about your father? 1 | I don't have those. 1 | Hey grandpa! 1 | -Oh hey. Let's each Samkyupsal. This is the guy I met. 1 | The guy who has the necklace. 1 | The guy who is from Australia. 1 | Your eyes take after your mom's eyes, a lot. 1 | Quite similar. 1 | Have you ate samkyupsal before? 1 | How about soju? 1 | I'm sorry. 1 | I'm sorry, Eunchae 1 | If no guys come to you because your face is full of injuries... 1 | And if they don't like you, and no one takes you, 1 | Then just come to me. I'll live with you. Come to me. 1 | For real, I'll take care of you. 1 | What's wrong? Water! 1 | What's wrong, Song Eun-chae? 1 | Why aren't you picking it up? 1 | It's Minjoo. 1 | How do I look? 1 | Am I pretty? You're pretty. 1 | How about you, Eunchae? Am I pretty? 1 | Yes, you're beautiful. What kind of earring will match with this kind of clothes? 1 | Diamond? Ruby? Saphire? 1 | It's better than bacon right? 1 | It's because you have korean taste. Do you... know my mother? 1 | Does she live in this neighborhood? 1 | My mother? -No... Why would you mom live in a crappy neighborhood like this? 1 | ...very smart. 1 | My mother... 1 | Help me meet her. I'll let you meet her. 1 | It's time for you to meet her. 1 | You.. are all quite smart. 1 | How'd you learn the language so well? You said this was better than bacon, so eat. 1 | I don't really like this necklace. 1 | Thiis necklace and this dress don't match, right? 1 | They are pretty, why? 1 | Fake stuff is obvious. 1 | Wouldn't the dress look fake too? 1 | Didn't you buy that necklace very expensive? - Not expensive. 1 | 1000 dollars. 1 | A thousand... 1 | Is as much as my daughter's tuition. 1 | Just wear it. 1 | You look quite glamorous, so it's okay. 1 | Is that so? 1 | Let's leave, ma'am. 1 | To get to the studio, we're already late. Let's go. 1 | Are you a stalker? 1 | Mom, Sook-chae is trying to hit me. 1 | Hurry and raise your hands! 1 | Nobody does these kind of things anymore. 1 | Look at my age. 1 | How old are you? 1 | A 28 (? 1 | ) yo with nothing better things to do so she steals a guy's clothing. 1 | -Like I said. 1 | If Yoon's mom finds out, we'll all get kicked out of this house! 1 | Yoon is a star...a star! 1 | And these...these are not Yoon's. 1 | These can be considered to be from Yoon's fans. 1 | How much is this? 1 | How much do you get exactly? -You gonna buy it? 1 | Each one is 30 dollars... with a discount I can give it to you for 150 dollars. 1 | What the...just those are 30 dollars each? 1 | The hankercheif Yoon used to wipe his sweat at his concert. 1 | That sold for 50 dollars. 1 | 50 dollars? 1 | -They put these in auctions. 1 | Things used by Elvis Presley... 1 | those are worth big money! 1 | Unbelievable... 1 | At the house...there are many hankerchiefs Yoon's used to wipe his face and sweat. 1 | Then...we shouldn't washed them, right? 1 | -Exactly. So bring them to me. 1 | So bring that and I'll cut you in. 1 | How much would bowls and dishes sell for? 1 | If we consider some things... 1 | About 1000 dollars. 1 | Call the police, Minchae! 1 | Tell them to take these two away. 1 | Song Eun Chae! - Are you calling? 1 | I finished him off. Sooner than you expected, huh? 1 | You've become so pale. 1 | Aren't you going to take me? You taking me? 1 | Sorry... for confusing you. 1 | I'm making... 1 | Chachang ramen. You want some? 1 | Who it it? 1 | Let me use the restroom. 1 | But who is it? 1 | restroom. 1 | This isn't a public restroom. 1 | I'm going to piss my pants. 1 | Let me use it! -Piss yourself. 1 | Am I stopping you? 1 | What a psycho! 1 | Sis! 1 | What's the problem? 1 | What's wrong that is making your face fired up? 1 | Did you fart in front of Yoon? Hurry up and stop farting! 1 | I need to pee too! 1 | -Go to Yoon's. 1 | What should I do, Minchae? 1 | -Are you constipated too? 1 | There is a guy who came from Australia to see me. 1 | I met him when I followed Yoon to shoot his CF. 1 | I got helped a lot. 1 | -You have a boyfriend? 1 | Not me, just that person. 1 | Not you, him? 1 | -Yeah. It seems he's fallen for me. 1 | I feel so sorry, what I should I do? 1 | He's fallen for you...so you're saying he's come all the way from Australia for you. 1 | Did you sleep with him? 1 | Did you? 1 | Yes. 1 | I was freezing to death so we held each other. I think that's when he started to fall for me. 1 | You must be crazy! 1 | -That's what I'm sayin. 1 | How could you? The world's gonna end. 1 | No. 1 | It's not that. 1 | Oh, how disgusting. 1 | For how long have you guys been in here? 1 | Sookchae, aren't you done? 1 | Eunchae, Minchae...aren't you done washing up? 1 | -We are done. 1 | We'll be out soon. 1 | Then come out. 1 | Your father has to use the bathroom too! 1 | Mom! -What? 1 | Eunchae said she slept with a guy. 1 | We must prepare a gift. 1 | No! 1 | We did sleep but not in that way! 1 | I haven't even kissed with a guy. 1 | Now I'm seeing things. I feel so sorry. 1 | -Going somewhere? 1 | To see my brother. -Brother? 1 | Oh good...eat this. 1 | -What is this? 1 | Mountain Ginseng. 1 | Added some honey on the mountain ginseng or something like that. 1 | Eat it. How can I eat this fragile thing? 1 | -Because it is, you should eat it. 1 | I don't want to. 1 | Your mother bought it for you. 1 | Hey, I can't eat this. 1 | How could I? 1 | You eat it. 1 | Then I'm throwing it away. 1 | My mouth is my mouth. Is your mouth dirty then? 1 | Yoon... 1 | Give it so I can give it to a dog. 1 | -Hey, Ok! 1 | I'll eat it. 1 | Ok now? -Yes. 1 | My mom says she feels great when feeding me delicious food. 1 | I feel great when I do the same for you. 1 | Probably in the past, I might have been your mom or dad. 1 | Eat well and grow a lot, ok? 1 | -Son! Yes? -Yoon, put this on and go. 1 | What is that? 1 | -This is milk oil. 1 | It's great for dark circles. 1 | -Who has dark circles? 1 | So we have to prepare for it beforehand. 1 | I feel like dying when I see your handsome face get dirty. 1 | Eunchae, so what happened with that guy? 1 | Guy? -Sure. 1 | Eunchae's got a boyfriend. She has a boyfriend? 1 | Eunchae? 1 | Who is it? What does he do? -He must be sensitive. 1 | He was even crying. 1 | Eunchae, do a good job. 1 | If you make someone else cry, 1 | Then your eyes will cry blood. 1 | Good luck, Eunchae. 1 | Congratulations, you wicked girl! 1 | Eunchae has no sense for understanding guys. 1 | Why am I feeling upset? 1 | Get in! 1 | I had a cramp. 1 | I almost died. 1 | You can't reveal your fear to God... 1 | You have to crush it first. 1 | That's the only way you make friends with him 1 | When'd you learn how to swim? 1 | I didn't learn. 1 | You weren't taught? 1 | But I haven't learned either. 1 | Then what do I do to become as good as you? 1 | Try your best! 1 | -Then I guess I should come here more often. 1 | But I don't swim! 1 | When I think of my mother, 1 | I feel grateful and I start to cry, 1 | She gave birth to me, and raised me well. 1 | And giving me so much love. 1 | Mom, you are my sunshine and idol. 1 | How is it? 1 | But this place... it seems... 1 | Look over here. 1 | Stripes look great on Yoon. 1 | This is the fifth, ma'am. 1 | -Oh yeah? 1 | This style wouldn't work on anyone but Yoon, right? 1 | But, ma'am, this please is extremely expensive. 1 | Red is great on my son as well. 1 | One second... 1 | Having a great son it hard work too, sis. 1 | Yes, 1 | Yoon? You can't reach him? 1 | He said he was going to meet up with his "brother". 1 | I don't know what he was talking about. 1 | Newspapers? No, I didn't see them. 1 | What? "Kang Minjoo's fling with Chae Yoon" 1 | "Kang Minjoo reveals all: 1 | Love's a just a game to me, I was only playing" 1 | I have to go somewhere. 1 | I'll see you later. 1 | To drive like that? 1 | Would your head crack like that? 1 | Want a hammer? Today I'm gonna die. 1 | And so will she. 1 | No one better stop me. 1 | Come in, Eunchae! Door's open! 1 | Wait, just one more round... Isn't this too much? 1 | Go explain yourself to Yoon. 1 | It seems the interview is out... 1 | You wanna die? 1 | You wanna get beat? You have any idea how much Yoon loved you? 1 | Yoon, the guy you cheated on. 1 | But I can't change who I am. 1 | You know I'm a flirt by nature. 1 | Why do you live this way? 1 | Is this the way you want to live? 1 | Why do you live so recklessly? 1 | Want to end your career? Are you a rock head? 1 | Are you an idiot? 1 | Have you decided to end it all? 1 | You idiot, you dummy, you moron! 1 | You done hitting me? 1 | Is that all the power you got? 1 | At least you should break a rib or something. 1 | Yoon... I think I like him. 1 | I think because of that... 1 | Maybe because I was really starting to like him... 1 | That's why I did it. What? 1 | You like Yoon, don't you? 1 | I'm a romance scholar. 1 | You think I wouldn't know? 1 | I knew since a long time ago. Who's heard of a friendship between a guy and girl? 1 | What is this girl talking about? 1 | Do you really want to be beat today? 1 | Still 1 | I wanted to go all the way, but I couldn't because of you. 1 | You have him. You can have him. 1 | That's right. 1 | You should be beat! 1 | You need a beating to get you back to your senses. 1 | I'm going to beat you to a pulp! 1 | You're dead, Kang Minjoo! 1 | Can't you stop that, Eunchae? 1 | What gives you the right to hit her? 1 | No one lays a finger on her! 1 | Yoon! 1 | Mind your business from now on. 1 | Don't meddle in ours, Eunchae. 1 | Don't overreact. 1 | You got it? 1 | Go out! 1 | Didn't you hear me? 1 | Get the hell out! 1 | I'm still owe you one. 1 | Don't get hit again, 1 | ..from me or Eunchae. 1 | If someone does this again, 1 | I'm going to kill em. 1 | Be it Eunchae, or me. 1 | I'll kill them all. 1 | Don't do that again. 1 | You'll die too. 1 | And I'll die. 1 | I'm sorry. 1 | I won't be that way again. I'm sorry. 1 | Poor baby. 1 | Are you lost? 1 | Don't cry. Don't cry, ok? 1 | I'll find your mother for you. 1 | Crying is bad. 1 | Santa Clause doesn't give presents to children who cry. 1 | So don't cry. 1 | Hello? This is Perry's mother, right? 1 | Hi, I'm Song Eunchae... 1 | What's the capitol of Australia? 1 | Don't you even know the capital of your own country? 1 | Canberra. Isn't it Sydney? 1 | -Canberra. 1 | Was it changed? 1 | What about our country? 1 | Seoul. 1 | So you're not demented. 1 | Then ok. Let's go out. 1 | Are you embarrassed? 1 | Is looking at my face difficult for you? 1 | You're introverted, I see. 1 | I didn't think so. 1 | Try some of mine. This is what couples do when they go out. 1 | It's called being affectionate. 1 | You're ashamed. You're so cute. 1 | -Please be quiet. 1 | I'll be asleep for 5 minutes, so please.. be quiet. 1 | Are you ok? 1 | Hey! Wake up! 1 | Get it together! 1 | Have some. -It's ok. 1 | You eat it. 1 | Eat! 1 | -I don't eat eaten food. 1 | But Eunchae does. 1 | She has the stomach for that. 1 | Am I a stranger? 1 | -Sorry. 1 | That's my personality. 1 | I don't eat from my mother's leftovers either. 1 | -Bathroom. 1 | Do you get home safe, Eunchae? 1 | About before... 1 | I was out of line. 1 | You're not upset, are you? 1 | Actually, I didn't mean to offend you. 1 | Why isn't she saying anything? 1 | Hello? 1 | Isn't this Song Eunchae's cell phone? 1 | -The owner has fainted. 1 | Her dad says he's coming now. 1 | Where is over there? 1 | Sir, sir! 1 | Please wake up. 1 | Are you ok? 1 | They won't even budge. 1 | Pardon me! 1 | Excuse me. 1 | They fainted while kissing. 1 | Eunchae! 1 | She's like this when she's drunk. 1 | I can't pull them apart. 1 | What happened? 1 | These two... were drinking and then they kissed and... 1 | Get it together! 1 | Help me lift her. 1 | What happened? 1 | How did Moohyuk and Eunchae end up together? 1 | Is he someone you know? 1 | -How do you know him? 1 | He's just a guy I like. 1 | What does he do? 1 | I'm not sure either. 1 | Yoon! -Yes? 1 | What exactly does Eunchae like? 1 | Chicken, rice... 1 | -What doesn't she like? 1 | Ghosts, orangutans, hospitals.. 1 | Why do you ask? 1 | Because I'm her father... 1 | Yet I don't know a lot about her. 1 | You've spent more time with her than me, right? 1 | You'll probably know her more than I do. Right? 1 | Is Eunchae... 1 | Is Eunchae promiscuous? 1 | What? 1 | Let go. 1 | You're so strange. 1 | Just leave it. I'll fold it up later. 1 | What? Did you piss the bed? 1 | What secret is this now? 1 | I'm late for school. 1 | Yesterday, who brought me home? 1 | -Dad did. 1 | Mom's having a fit because of you so run like hell when you see her. 1 | You... would you look at my lips... 1 | What about them? How is it? 1 | Does it look they've been kissed? 1 | I'm not sure if it was a dream or not... 1 | It doesn't seem like it was a dream... 1 | Look at them. 1 | Do they look like they've been kissed? 1 | What do kissed lips look like anyway? 1 | -I wouldn't know. 1 | Since I never kissed anyone. 1 | -What did you do yesterday? 1 | Well, exactly.... 1 | But you've read a lot of weird books, so wouldn't you know? 1 | I wouldn't know either... 1 | Your lips seem bruised and swollen. 1 | In my estimation, you were kissed. 1 | They say the body remembers what your brain doesn't. 1 | Kiss that guy again. 1 | What? 1 | Kiss. -You crazy? Whatever. 1 | Forget it! Sister! 1 | I'm not liking these dishes. 1 | Where might the Italian china be? 1 | Don't move a step! 1 | Who are you? 1 | -You're hurt, stay still! 1 | Aren't you Eunchae's boyfriend? 1 | But why are you here? 1 | Where's the medicine? 1 | Yoon! 1 | Where's the medicine! Son! 1 | Yoon is asleep! 1 | Where's the medicine! 1 | What's going on? 1 | Who is that man? -Who? 1 | Ah, that's Moohyuk. -Why is he at our house. 1 | I brought him over last night. 1 | He was too drunk. -I told you not to bring just anyone in! 1 | But he was drunk and we didn't where he lives. 1 | You don't even know where he lives, you don't even know him well. 1 | Why bring him here? 1 | Are you common man? 1 | You're in show business. 1 | Quiet. He'll hear us. 1 | -Who do you take after that you can act this way? 1 | Since you're my mother, probably after you. 1 | I got to take a leak, I'll be back. 1 | That guy scares me. 1 | Tell him to leave, please. 1 | -What's scary about him? 1 | He won't eat you. 1 | I'm going to wash, so just stay around. 1 | Hey! 1 | Then I'll go with you to the bathroom. 1 | Were you hurt? 1 | -Yeah, I was hurt a lot, I'm bleeding. 1 | I can't live. ... Put some medicine on it. 1 | Let me borrow this for a while. 1 | Am I a joke to you? 1 | If you show up again... and you're dead! 1 | Will she be ok? 1 | -She'll be fine. It was a good thing to stop her bleeding. 1 | Buy some kimbop! 1 | Buy some dukkbogi! 1 | Have you sold a lot? 1 | It's blood! 1 | You should go the hospital. 1 | Why... did you tell me? 1 | My mother... 1 | What would I do about it? 1 | What would I do about it, old man! 1 | Do whatever you want. 1 | Whatever you want. All done. 1 | Go to the hospital. My mother... 1 | That lady... 1 | Did she wrong you too? 1 | Yes. Galchi, let's have dinner together tonight. 1 | Let's make jorim. 1 | Kang Minjoo has avowed her relationship with Chae Yoon today. 1 | I've worked hard the past 3 years 1 | With her alone 1 | I can give up everything else in the world. 1 | Without her, 1 | I don't feel alive. 1 | What are your feelings toward Chae Yoon? 1 | Chae Yoon is the nicest and most honest man I know. 1 | I've done him a lot of wrong, 1 | But I'm determined to make it up to him. 1 | I didn't think love was real, But through Yoon, I've come to believe. 1 | He's scary, just tell him to leave. 1 | Do whatever you want. 1 | Both of them have opened their hearts and the public agrees they match well. 1 | They're rising in popularity. 1 | Due to today's conference, the issue is getting hot. 1 | Live happily, Yoon! 1 | If you hurt him, I won't leave you alone, Minjoo! 1 | Be happy together! 1 | Who are you? 1 | Can't you recognize your mother and sister? 1 | Why are you guys staring at me? 1 | Is there something on my face? -There is. 1 | No joking, lots of stuff on your face. 1 | Ah alright, alright! 1 | I already made a promise. 1 | Today at five, at the Seoul Hotel first floor coffee shop... a guy... 1 | About 26 yo... 1 | Your "date"... 1 | (for marriage) 1 | I'm set up for a "marriage interview", mom? 1 | Alright alright. 1 | If this date gets cancelled, I'm going to dig a hole and bury myself. 1 | -It's not a threat. 1 | Mom looked at a coffin a while ago. 1 | I looked at a blackish copper coffin. 1 | -Give it up, mom. 1 | If Eunchae goes on this date then I'll immediately go into Seoul University. 1 | Well yeah. 1 | If Eunchae goes... then I'll give you this bed, mom. 1 | Yah yah... 1 | If she goes on this date ...you be the mother. 1 | I'll go on the date. 1 | With news as good as that, you should have told me sooner. 1 | If that person is wonderful, can I propose to him first, mom? 1 | Do you not like me? 1 | It's not that I don't like you. 1 | You're just not my type. 1 | What is your type? 1 | It's hard for me to say... Do you want to draw your type then? 1 | Ten minutes haven't even passed. 1 | How can you tell if I'm your type or not? 1 | If you look at me close enough... 1 | I might be your type. - I can tell in one minute. 1 | How do you figure that in a minute, huh? 1 | Nonsense. - I can. It doesn't make sense. 1 | Tell me the truth. What exactly don't you like about me? 1 | How can I... .. tell you that? 1 | Tell me. It's alright. 1 | Since you're asking... 1 | I really don't like your appearance. 1 | What about my appearance? 1 | Take a look in the mirror. 1 | I have to get to the broadcast station fast so I don't think I can take you home. 1 | That's why I brought my car too. I'll call you. 1 | How can I help you? 1 | Hey! -Lady! 1 | Lady? 1 | - You... 1 | Where do you put your eyes when driving? 1 | Look here, guy. - Lady, my baby is.. 1 | Take your car out now. 1 | Didn't you hear me? 1 | -I didn't know. 1 | When I was parking, I didn't feel a thing. 1 | I didn't know. 1 | Take the car out. 1 | I'm sorry. I'm really sorry. I'll pay you. 1 | If this isn't enough, leave me with your number. You know who I am right? 1 | I'm Kang Minj... 1 | What is this? 1 | What do you think you're doing? 1 | Are you trying to toy with me? 1 | But, you picked the wrong person, man. 1 | I'm Kang Minjoo! 1 | Shut your mouth and pull your car out. Leave my site by one minute, lady! 1 | Chae Yoon! -Oh hyung, 1 | Where were you? -Where are you? Broadcasting station. 1 | Wanna come over? 1 | Am I officially your manager from today? 1 | -Yeah, the official work starts from tomorrow. 1 | Wait for ten minutes. I just got in a taxi... 1 | What a sad doggy dog. 1 | So you're not crazy. Fine then. 1 | Let's date. 1 | Do I look like a pushover to you? 1 | You, if you appear before me again... 1 | Why is that sound coming all the way through here. 1 | Sangchae, wake up! 1 | There is a picture shoot today, right? 1 | Yoon. 1 | Son. 1 | Wake up and wash and then let's get to the picture shoot. 1 | Not waking up? 1 | Get up, get up! 1 | Go out with your son, why don't you? 1 | Disgusting! 1 | I may have given birth to you but you guys are pathetic! 1 | Today... 1 | Fire! 1 | Fire! Sonchae! 1 | Fire! 1 | Stop playing! 1 | Are you up? 1 | For a while now. Then why pretend to be asleep? 1 | Just because. 1 | I didn't want to open my eyes so I just lazily stayed put. 1 | Yoon and his mother Today there going to have a photo shoot. 1 | Are you sick? 1 | Look at the sweat. 1 | You even have a fever! 1 | I'm a little sick I guess. 1 | Do you think you can go? I mean, what's going on with you? It's ok. 1 | I'll be fine. 1 | Hello doggy dog. 1 | Sleep well? 1 | Did you sleep well? 1 | -Yes. Good morning. 1 | Wake up Yoon. 1 | I can't do a thing to wake him up. 1 | -He's still sleeping? 1 | Yeah, he went to sleep at dawn. He said he dreamed of a ghost. 1 | He even came into my room and slept with me. 1 | Don't tell Minjoo about Yoon being this way. 1 | - Being what way? 1 | Like not being able to sleep after a scary dream, like how he's afraid of ghosts at his age. 1 | Sure. 1 | Yoon, wake up! 1 | You have a shoot to go to. 1 | Wake up, it's late. 1 | People are waiting for you. 1 | Are you going to cancel? 1 | I'm going to cancel. 1 | Wake up. Oh, good boy! I'm not good! 1 | You know about the Kong Kong Ghost right? 1 | The ghost who died falling down from a three story building? 1 | The ghost who walks on its head like... kong kong kong. 1 | The kong kong ghost is searching for the person who pushed her to her death. 1 | Pusher's name is Chae Yoon. 1 | Kong kong kong. 1 | Just now, it opens the door and enters. 1 | Kong kong kong. 1 | It's gotten into the living room... 1 | Kong kong kong. 1 | It crawls up the stairs... Has it reached Yoon's room? 1 | He's not in here... 1 | Kong kong kong. 1 | Then after that, it goes back downstairs... 1 | Kong kong kong. 1 | Finds out that Yoon is in his mom's room. 1 | There is something laying down by your side. 1 | Why don't you get off of me and go. Get off. 1 | -Don't want to. 1 | Hey, am I your wife? 1 | Am I your mother? It feels gross. 1 | What did you just say? 1 | I'm gross? Yes, you are. 1 | That makes me depressed, Eunchae! 1 | Really depressed. I'm not going to the shoot today. 1 | -Go or don't go. Is she on drugs? 1 | I should emigrate. 1 | Am I really that sick? 1 | Concentrate, Eunchae! 1 | Concentrate. 1 | Why did you poke me? 1 | Hey, it is you. 1 | -Why poke me? 1 | I thought I was hallucinating... 1 | and wanted to check... 1 | Do you like me too? 1 | -No! They why poke a man standing still? 1 | You do you like me, right? 1 | So that's why you poked me? No! 1 | Your face isn't looking well. 1 | You sick somewhere? -No. 1 | You look sick. 1 | - No. 1 | Your face is pale. 1 | Is no the only thing you can say? 1 | - No. You hate me? -No... 1 | Am I a joke to you? 1 | Do I look like a pushover? 1 | If you show up even once more ... then you'll really be dead! 1 | I warned you, didn't I? 1 | That if you showed up again, I'd kill you? 1 | I do what I say. 1 | If I say I'll kill you, I do it. 1 | Kill me. 1 | You are crazy, huh? Yeah. 1 | -Are you schizo? 1 | Go. Just go. 1 | Go back to your country. 1 | Go back to Australia. Go, I said go. 1 | I don't like you. 1 | You're seriously not my type. 1 | I don't even like thinking about guys like you, so leave. 1 | Leave, please! 1 | What are you doing, Eunchae? Who are you to tell my bro to go or not? 1 | Sleep well? 1 | You sleep well too, bro? 1 | When'd you get here? - 1 hour. 1 | - I have a photo shoot with my mom today. 1 | Let's leave together when she comes out. Sure. 1 | This man... the new manager is this man? 1 | -That's right, why? Are you nuts? 1 | Are you crazy? 1 | How can you hire a dude like this? 1 | How can you talk like that? A dude like him? 1 | He's older than you are. 1 | And... Are you on drugs today? 1 | From this point on, I'm not you're coordinator. 1 | Hire someone else. Sorry, sorry, sorry. 1 | We're late because of me, right? 1 | Mom, Eunchae says she won't be my coordinator from today. 1 | -Don't know. 1 | She says I should hire someone else. 1 | -Why, Eunchae? 1 | Did Yoon do something wrong again? How could he hire anyone else? 1 | Except for you, no one can handle Yoon. 1 | It's not that. 1 | -Our Yoon... 1 | I'll scorn him later. 1 | Lets go right now, we're late. 1 | You? 1 | He's my manager since yesterday, mom. You know Moohyuk, right? 1 | It must be 'that day' for Eunchae. 1 | She's weird. 1 | She says I'm disgusting. 1 | And a while ago, she swore at Moohyuk. 1 | She's random, that girl. 1 | -She is a grown-up woman...don't call her girl. 1 | That person, Eunchae did you get him to work? 1 | No. 1 | No, ma'am. 1 | Isn't he your boyfriend, Eunchae? 1 | No, nothing like that. 1 | Later... if you ask me who I'd choose between Moohyuk and you, 1 | I'd choose Moohyuk! 1 | Got that! 1 | Why? 1 | Because Moohyuk is cool! 1 | He's not a snob like you. 1 | If anyone talks foul about him again, 1 | I won't leave that person alone, no matter who. 1 | Got it? 1 | If I'm a star, I'm a star. 1 | No, dirty and filthy... and disgusting right? 1 | You should at least say something. 1 | Yoon. -What? 1 | Let's break away with no hard feelings. 1 | It's our last day, so I want to end it nicely. 1 | Are you really going to quit? ``` <br/> **english_classification.py** ```=python # coding: utf-8 """ It is a simple script for test different model. """ import random import pandas as pd from simpletransformers.classification import ClassificationArgs from simpletransformers.classification import ClassificationModel def main() -> None: """ Entry point """ train_data = [] val_data = [] test_data = [] with open("data.log", "r") as f: data = f.read().splitlines() random.shuffle(data) for i in range(len(data)): label, feature = data[i].split(" | ") label = int(label) if i < 700: train_data.append([feature, label]) elif i < 800: val_data.append([feature, label]) else: test_data.append(feature) train_df = pd.DataFrame(train_data) val_df = pd.DataFrame(val_data) test_df = pd.DataFrame(test_data) train_df.columns = ["text", "labels"] val_df.columns = ["text", "labels"] test_df.columns = ["text"] # Args model_args = ClassificationArgs( overwrite_output_dir=True, use_multiprocessing=False, use_multiprocessing_for_evaluation=False, ) # Create a classification model model = ClassificationModel( "roberta", "roberta-base", use_cuda=True, args=model_args, ) model.train_model(train_df) # Predict predictions, raw_outputs = model.predict(["今天天氣真好"]) print(predictions) if __name__ == "__main__": main() ``` Output: ``` [0] ``` --- ## References - https://simpletransformers.ai/docs/usage/ - https://simpletransformers.ai/docs/classification-models/ - https://github.com/ThilinaRajapakse/simpletransformers/issues/229

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