在mongodb中保存numpy数组

2022-01-13 00:00:00 python numpy mongodb nosql

问题描述

我有几个 MongoDB 文档，其中一个字段最好表示为矩阵(numpy 数组).我想将此文档保存到 MongoDB，我该怎么做?

I have a couple of MongoDB documents wherein one my the fields is best represented as a matrix (numpy array). I would like to save this document to MongoDB, how do I do this?

{ 'name' : 'subject1', 'image_name' : 'blah/foo.png', 'feature1' : np.array(...) }

解决方案

对于一维 numpy 数组，可以使用列表:

For a 1D numpy array, you can use lists:

# serialize 1D array x record['feature1'] = x.tolist() # deserialize 1D array x x = np.fromiter( record['feature1'] )

对于多维数据，我相信你需要使用pickle和pymongo.binary.Binary:

For multidimensional data, I believe you'll need to use pickle and pymongo.binary.Binary:

# serialize 2D array y record['feature2'] = pymongo.binary.Binary( pickle.dumps( y, protocol=2) ) ) # deserialize 2D array y y = pickle.loads( record['feature2'] )

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