easyann 2021.2.1.15.42.6

description

:rocket: ANN :facepunch:

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Install

pip install fast-ann

Usage

from ann import ANN
import numpy as np

data = np.random.random((1000, 128)).astype('float32')

ann = ANN()
ann.train(data, index_factory='IVF4000, Flat', noramlize=True)

dis, idx = ann.search(data[:10])

print(dis)
print(idx)

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• faiss不同量级对应的训练时间及内存测试

• 压缩方式测试

• 四种组合：默认是查向量返回 distance与index

  • id => id/vector
  • vector => id/vector
  • push场景需要 docid => title_vector => docid

• 线上服务

  • id2word
  • id2vector