faiss/contrib/vecs_io.py

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import numpy as np
"""
I/O functions in fvecs, bvecs, ivecs formats
"""
def ivecs_read(fname):
a = np.fromfile(fname, dtype='int32')
d = a[0]
return a.reshape(-1, d + 1)[:, 1:].copy()
def fvecs_read(fname):
return ivecs_read(fname).view('float32')
def ivecs_mmap(fname):
a = np.memmap(fname, dtype='int32', mode='r')
d = a[0]
return a.reshape(-1, d + 1)[:, 1:]
def fvecs_mmap(fname):
return ivecs_mmap(fname).view('float32')
def bvecs_mmap(fname):
x = np.memmap(fname, dtype='uint8', mode='r')
d = x[:4].view('int32')[0]
return x.reshape(-1, d + 4)[:, 4:]