faiss/tests/test_autotune.py
Matthijs Douze c5975cda72 PQ4 fast scan benchmarks (#1555)
Summary:
Code + scripts for Faiss benchmarks around the  Fast scan codes.

Pull Request resolved: https://github.com/facebookresearch/faiss/pull/1555

Test Plan: buck test //faiss/tests/:test_refine

Reviewed By: wickedfoo

Differential Revision: D25546505

Pulled By: mdouze

fbshipit-source-id: 902486b7f47e36221a2671d124df8c114f25db58
2020-12-16 01:18:58 -08:00

48 lines
1.6 KiB
Python

# 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 unittest
import faiss
class TestParameterSpace(unittest.TestCase):
def test_nprobe(self):
index = faiss.index_factory(32, "IVF32,Flat")
ps = faiss.ParameterSpace()
ps.set_index_parameter(index, "nprobe", 5)
self.assertEqual(index.nprobe, 5)
def test_nprobe_2(self):
index = faiss.index_factory(32, "IDMap,IVF32,Flat")
ps = faiss.ParameterSpace()
ps.set_index_parameter(index, "nprobe", 5)
index2 = faiss.downcast_index(index.index)
self.assertEqual(index2.nprobe, 5)
def test_nprobe_3(self):
index = faiss.index_factory(32, "IVF32,SQ8,RFlat")
ps = faiss.ParameterSpace()
ps.set_index_parameter(index, "nprobe", 5)
index2 = faiss.downcast_index(index.base_index)
self.assertEqual(index2.nprobe, 5)
def test_nprobe_4(self):
index = faiss.index_factory(32, "PCAR32,IVF32,SQ8,RFlat")
ps = faiss.ParameterSpace()
ps.set_index_parameter(index, "nprobe", 5)
index2 = faiss.downcast_index(index.base_index)
index2 = faiss.downcast_index(index2.index)
self.assertEqual(index2.nprobe, 5)
def test_efSearch(self):
index = faiss.index_factory(32, "IVF32_HNSW32,SQ8")
ps = faiss.ParameterSpace()
ps.set_index_parameter(index, "quantizer_efSearch", 5)
index2 = faiss.downcast_index(index.quantizer)
self.assertEqual(index2.hnsw.efSearch, 5)