# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import numpy as np """ I/O functions in fvecs, bvecs, ivecs formats definition of the formats here: http://corpus-texmex.irisa.fr/ """ 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:] def ivecs_write(fname, m): n, d = m.shape m1 = np.empty((n, d + 1), dtype='int32') m1[:, 0] = d m1[:, 1:] = m m1.tofile(fname) def fvecs_write(fname, m): m = m.astype('float32') ivecs_write(fname, m.view('int32'))