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--- |
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num rows: 3206606 |
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file size: 2.09 GB |
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license: apache-2.0 |
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task_categories: |
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- question-answering |
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- text-generation |
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language: |
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- zh |
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size_categories: |
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- 1M<n<10M |
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--- |
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## describe |
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非常navie的场景对话,但可能出现真实场景信息,比如XX医院,XX医生 |
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对纯指令数据质量要求较高的需要进一步清洗,只用来健康场景finetune maybe enough |
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## from |
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[[Medical-Dialogue-System]](https://github.com/UCSD-AI4H/Medical-Dialogue-System) |
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*[[medical_dialog]](https://huggingface.co/datasets/medical_dialog) |
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## format |
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```json |
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{ |
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"instruction": null, |
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"input": "不知道,我是在09年8月份,白天出了很多的汗,晚上睡觉突然醒来,看房子天晕地转,过了大约也就一分钟的样子,就不转了.但头向左转动就又转,左边头皮还发麻.第二天起来,人没有精神,过了段时间.病情时轻时重,好像是躺在床上向右人就一上晕了.但时间不长.有一天开了一天的车,晚上先是有点头晕,走路不稳,上床休息,但突然后脑根部特别疼,到了第二天也不疼了.到现在也没有疼过.现在就是躺下和起床特别晕(头向右和头向上或向下),走路不稳.特别是站久了,就要倒了感觉.另外平常,脑袋感觉昏沉沉的,有时眼睛看东西跟不上速度,要晕的,晕的时候是脑袋里跟一片去飘过的。", |
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"output": "你得的是颈椎间盘突出,可以先做保守治疗。", |
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"history": [ |
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[ |
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"但,很多医生看了片子,说是张口位片枢椎似乎有些旋转移位 ,不知有没有啊。", |
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"枢椎旋转移位不太可能,你的片子不是很清楚。请咨询我院骨科。" |
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], |
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[ |
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"好的,谢谢大夫,祝您新春愉快。", |
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"不客气!" |
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] |
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] |
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} |
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``` |
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## usage |
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```pyth |
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from datasets import load_dataset |
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ds = load_dataset("ticoAg/Medical-Dialogue-System") |
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``` |
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## process script |
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```python |
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data_dir = Path("medical_dialog\data\processed-chinese") |
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raw_train_ds = loadJS(data_dir.joinpath("train_data.json")) |
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raw_test_ds = loadJS(data_dir.joinpath("test_data.json")) |
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raw_valid_ds = loadJS(data_dir.joinpath("validate_data.json")) |
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raw_ds = raw_train_ds + raw_test_ds + raw_valid_ds |
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_ds = [] |
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for i in tqdm(raw_ds): |
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_diag = [{"role": dialog[:2], "content": dialog[3:]} for dialog in i] |
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meta_data = sft_meta(input=_diag[0]['content'], output=_diag[1]['content']) |
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if len(_diag[1]['content']) <= 6: continue # 过滤掉太短的单次回复 |
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if len(_diag) > 2: |
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meta_data['history'] = [[_diag[2*idx]['content'], _diag[2*idx+1]['content']] for idx in range(len(_diag)//2)][1:] |
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meta_data = sortDict(meta_data) |
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_ds += [meta_data] |
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``` |