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IVFUtils.cuh
1 /**
2  * Copyright (c) Facebook, Inc. and its affiliates.
3  *
4  * This source code is licensed under the MIT license found in the
5  * LICENSE file in the root directory of this source tree.
6  */
7 
8 
9 #pragma once
10 
11 #include "../GpuIndicesOptions.h"
12 #include "../utils/Tensor.cuh"
13 #include <thrust/device_vector.h>
14 
15 // A collection of utility functions for IVFPQ and IVFFlat, for
16 // post-processing and k-selecting the results
17 namespace faiss { namespace gpu {
18 
19 /// Function for multi-pass scanning that collects the length of
20 /// intermediate results for all (query, probe) pair
21 void runCalcListOffsets(Tensor<int, 2, true>& topQueryToCentroid,
22  thrust::device_vector<int>& listLengths,
23  Tensor<int, 2, true>& prefixSumOffsets,
24  Tensor<char, 1, true>& thrustMem,
25  cudaStream_t stream);
26 
27 /// Performs a first pass of k-selection on the results
28 void runPass1SelectLists(Tensor<int, 2, true>& prefixSumOffsets,
29  Tensor<float, 1, true>& distance,
30  int nprobe,
31  int k,
32  bool chooseLargest,
33  Tensor<float, 3, true>& heapDistances,
34  Tensor<int, 3, true>& heapIndices,
35  cudaStream_t stream);
36 
37 /// Performs a final pass of k-selection on the results, producing the
38 /// final indices
39 void runPass2SelectLists(Tensor<float, 2, true>& heapDistances,
40  Tensor<int, 2, true>& heapIndices,
41  thrust::device_vector<void*>& listIndices,
42  IndicesOptions indicesOptions,
43  Tensor<int, 2, true>& prefixSumOffsets,
44  Tensor<int, 2, true>& topQueryToCentroid,
45  int k,
46  bool chooseLargest,
47  Tensor<float, 2, true>& outDistances,
48  Tensor<long, 2, true>& outIndices,
49  cudaStream_t stream);
50 
51 } } // namespace