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Infer huggingface datasets features from a single example
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import datasets | |
from datasets import Value,Sequence,Features | |
def dict_generator(indict): | |
if isinstance(indict,str): | |
return datasets.Value("string") | |
elif isinstance(indict,int): | |
return datasets.Value("int32") | |
elif isinstance(indict,float): | |
return datasets.Value("float32") | |
elif isinstance(indict,list): | |
return datasets.Sequence(dict_generator(indict[0])) | |
elif isinstance(indict,dict): | |
out_dict = {} | |
for key,value in indict.items(): | |
if key not in ["entities","answer_url"]: | |
out_dict[key] = dict_generator(value) | |
return out_dict | |
def infer_features(example): | |
return Features(dict_generator(example)) |
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