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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'text'}) and 3 missing columns ({'docs', 'rels', 'query'}).
This happened while the json dataset builder was generating data using
hf://datasets/DMetaSoul/medical-domain-eval/Cmedqa1_retrieval_all_docs.json (at revision ebf2e0f52efa9c5807670d93066270ca2db8f34f)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
text: string
to
{'query': Value(dtype='string', id=None), 'docs': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'rels': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None)}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1324, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 938, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'text'}) and 3 missing columns ({'docs', 'rels', 'query'}).
This happened while the json dataset builder was generating data using
hf://datasets/DMetaSoul/medical-domain-eval/Cmedqa1_retrieval_all_docs.json (at revision ebf2e0f52efa9c5807670d93066270ca2db8f34f)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
query string | docs sequence | rels sequence |
|---|---|---|
痛风怎么治疗、怎么治疗痛风？痛风有7年了，前几天痛风发作左脚关节右剧烈胀痛而且很热，想知道我痛风是否严重，该怎么治疗？。痛风怎么治疗？ | [
"痛风是人体内嘌呤的物质的新陈代谢发生紊乱，尿酸的合成增加或排出减少，造成高尿酸血症，血尿酸浓度过高时，尿酸以钠盐的形式沉积在关节、软骨和肾脏中，引起组织异物炎性反应。目前痛风治疗主要是根据临床症状针对给药，主要是在发作期吃秋水仙碱加止痛药，以便快速消炎，解除痛苦，间歇期吃别嘌呤等药物降低尿酸，预防再次发作，但痛风所用西药都具有严重的副作用。",
"您好，心脏杂音，需要做个心脏彩超看看，考虑先天性心脏病，目前年龄看未闭合需要手术。",
"治疗白癜风，一是选择正规医院，积极配合医生坚持治疗。选择一家正规医院，用科学的、专业的治疗手段治疗白癜风，这样才能做到省钱。在治疗的同时，患者也要做好白癜风的日常护理工作。白癜风患者... | [
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刚刚早早孕测出来是阳性了，我想问问什么时？刚刚早早孕测出来是阳性了，我想问问什么时候去医院能确诊，另外如果真的怀孕了，都用去医院做什么检查。上个月18号来的例假，这个月23号早早孕阳性请医生指导 | [
"您好，很高兴帮您解答！您属于怀孕检测了解的问题，一般来说月经推迟如果超过一周以上还是不能来，那么怀孕的可能性就大了其实你应该继续观察，如果之后月经推迟超过一周以上，那时可以就诊做个血或是尿hcg检查清楚，看是否真的怀孕",
"你好,中医认为心气不足,心血不足,心阴不足,心肾不交心胆气虚都可造成多梦,需要请中医具体辨症治疗.",
",大部分胃癌属于腺体癌,对化疗较敏感,化疗可以迅速作用于全身,近期疗效明显.但是长期大剂量单纯的化疗,会使机体产生耐药性,化疗副毒作用挫伤人体免疫力,远期效果不明显,而且一般来讲,对于严重贫血患者是不主张化疗的.中医药特异性抗癌治疗,是治疗中晚期胃癌的有效措施之一.由于胃癌的本身和化疗的毒... | [
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胎动突然增多正常吗怀孕28+3从昨天下午的时候胎动变得多了晚上又恢复正常了今天下午又开始了有时候一个小时动20下 | [
"你好：胎动的次数多少、快慢强弱等表示胎儿的安危。正常明显胎动1小时不少于3~5次，12小时明显胎动次数为30~40次以上。但由于胎儿个体差异大，有的胎儿12小时可动100次左右，只要胎动有规律，有节奏，变化不大，即证明胎儿发育是正常的。胎动正常，表示胎盘功能良好，输送给胎儿的氧气充足，胎儿在子宫内生长发育健全，很愉快地活动着。祝你健康。",
"您好；考虑胎动异常增多的情况建议应该就预防孩子缺氧的可能，注意休息的。建议及时到医院选胎心的情况检查，必要时选择吸氧等，注意定期到医院检查胎儿的发育情况，多食新鲜的水果蔬菜",
"你好它不影响怀孕的不用担心但必须手术切除后再怀孕",
"你好，你的情况多见于阴道炎的问题，建... | [
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大便出血，而且肛门那里感觉长了一坨肉，是痔疮还是？？ | [
"你好，痔疮的可能性比较大，建议您多喝水，到正规医院就诊。建议您也可以用外用药，避免便秘，多吃水果，保持心情舒畅，祝您健康。",
"你好，你的症状很可能是痔疮，当继发有感染时，就会引起疼痛和瘙痒症状，建议到肛肠外科检查明确，确诊为痔疮后，需用稀高锰酸钾溶液盆浴，再涂抹马应龙痔疮膏治疗，平时饮食上少食辛辣油腻食物，戒烟酒，避免久坐，多进食蔬菜水果；",
"您好，大便有血可能是痔疮或是肛裂或直肠肿瘤或溃疡性结肠炎或肠破裂引起，建议到您到正规医院确诊，然后对因治疗，祝您身体健康",
"你的情况需要考虑痔疮的可能较大，在饮食方面需要注意，多吃新鲜蔬菜少吃辣，如吃芹菜、菠菜、大白菜、韭菜、南瓜等以利于排便，一些粗粮，如荞麦... | [
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人流一个月后又怀上了怎么办？曾经治疗情况和效果：前天我才用验孕棒测过这孩子能要吗？ | [
"这个还真不好说啊要看看你子宫壁薄不薄啊如果是非常薄的那么就算是你想要也是很危险的以后还是可能怀不住的如果你比较幸运检查下来各方面都挺好的那么就要吧",
"多次人流会导致不孕的，不管是哪种办法终止妊娠都会对身体有伤害的，既然不可以要宝宝，有同房就应该采取安全有效而避孕措施为宜建议：你可以在49天内选择药流，也可以在人流最佳时间去做无痛人流，现在还可以去做伤害比较小的超导可视无痛人流，祝你健康",
"您好，根据您的血常规经常，出现中性粒细胞偏高的症状，应该问题不大，可能是属于怀孕引起的症状，甲状腺功能检查，主要是考虑T3偏高的症状，应该考虑是属于亚急性甲状腺炎引起的症状，应该对怀孕的宝宝是不会产生影响的，暂时可以不考虑... | [
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尾骨处突然疼痛坐下再站起来尾骨处很痛,需要用手？尾骨处突然疼痛坐下再站起来尾骨处很痛,需要用手扶持.睡觉不敢平躺,否则尾骨处更痛.。 | [
"您好，尾骨疼一般考虑是尾骨的损伤，需要进行治疗，以免导致慢性陈旧性损伤，可以通过口服消炎痛，万通筋骨片，外敷膏药，红外线理疗，按摩，针灸等等治疗，可以缓解症状的，平时注意不要久坐，避免受凉。",
"自诉尾骨处疼痛明显，而特别是坐位站立的时候诱发明显，需要结合实际情况考虑。像你诉说的情况，如果是外伤导致，需要摄片检查，排除骨质，关节问题，再者如果是无外伤，需要考虑肌肉劳损或腰椎间盘突出，假如是肌肉或腰椎间盘问题，可以通过后期热敷，外擦药酒，中医理疗措施，多半可以好转，建议你通过医生诊察，明确后才做后期处理方案。",
"指导意见：椎间盘突出可以手术治疗，这种病容易反复，如果打算采取保守治疗的话可以尝试中医。中医对这种病... | [
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我怀孕5个月多左褪麻是啥原因、 | ["指导意见：你说的左侧腿部麻木，是需要你给于热敷处理的，给于按摩处(...TRUNCATED) | [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED) |
"甲型肝炎症状是什么？怎么预防被传染?？我有一个朋友突然浑身发热，经(...TRUNCATED) | ["您好，甲肝主要是通过消化道传染，与甲肝患者密切接触，共用餐具、茶(...TRUNCATED) | [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED) |
"胎盘后方有血块是什么原因曾经治疗情况和效果：怀孕后宫腔积液，后经住(...TRUNCATED) | ["您好，您这种情况可能是前置胎盘造成的出血引起的。前置胎盘可能会造(...TRUNCATED) | [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED) |
"大便干燥，成球状，抽烟马上吐出来，恶心的历害曾经治疗情况和效果：做(...TRUNCATED) | ["你好，这种情况属于便秘，多由于生活不规律、饮食不均衡等导致。应避(...TRUNCATED) | [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED) |
End of preview.
医疗领域Embedding模型评测数据集
该数据集用于评测医疗领域Embedding模型在Retrieval任务和Reranking任务上的表现。
Retrieval
Retrieval任务涉及四个数据集，数据集格式为：
xxx_retrieval_all_docs: [str, str, str, ...]
xxx_retrieval_samples: {"query:" str, "rel_docs": [str, str, ...], "rels": [float, float, ...]}
Reranking
Reranking任务涉及两个数据集，数据集格式为：
xxx_reranking: {"query:" str, "docs": [str, str, ...], "rels": [float, float, ...]}
以上数据集改自：
- Downloads last month
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