-
Notifications
You must be signed in to change notification settings - Fork 141
Expand file tree
/
Copy pathpermute.h
More file actions
117 lines (92 loc) · 4.35 KB
/
permute.h
File metadata and controls
117 lines (92 loc) · 4.35 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
// Copyright 2024 Ant Group Co., Ltd.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#pragma once
#include "libspu/mpc/kernel.h"
namespace spu::mpc::cheetah {
/// Some notes about the permutation based shuffle:
/// 1. The implementation just requires `mul_aa` (or `mul_av`, `mul_a1b`) to do
/// the secret-swap.
/// 2. In general, this implementation is almost protocol-agnostic and is easy
/// to be applied on other MPC protocols.
/// - For n-pc non-replica share, just call `SecureInvPerm` n times.
/// - For n-pc replica share (like ABY3), just call `SecureInvPerm` and
/// `ReSharing` n times.
/// 3. The reason which we still choose to implement this in MPC layer is that,
/// to support Perm or InvPerm (and Secret Radix Sort) under the "Additive"
/// semantic of perm (refer to hlo/permute.h for more details), SPU currently
/// implements them relying on some perm-related kernels in MPC layer.
class RandPermM : public RandKernel {
public:
static constexpr const char* kBindName() { return "rand_perm_m"; }
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const Shape& shape) const override;
};
// Note: you should regard it conceptually just a SHUFFLE kernel, which
// rearrange the input with an unknown permutation.
class PermAM : public PermKernel {
public:
static constexpr const char* kBindName() { return "perm_am"; };
// more precisely, if using waksman net to do permutation:
// the latency = 2 * (2 * log(n) - 1) * (latency of mul_av)
// the comm = 2 * ( \sum_1^n ceil(log(i)) ) * (comm of mul_av)
//
// Note: if `mul_av` is not supported, then `mul_aa` will be used.
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
const NdArrayRef& perm) const override;
};
class PermAP : public PermKernel {
public:
static constexpr const char* kBindName() { return "perm_ap"; }
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
const NdArrayRef& perm) const override;
};
// Note: you should regard it conceptually just a UNSHUFFLE kernel, which
// rearrange the inputs permuted before to the origin order.
class InvPermAM : public PermKernel {
public:
static constexpr const char* kBindName() { return "inv_perm_am"; }
// more precisely, if using waksman net to do permutation:
// the latency = 2 * (2 * log(n) - 1) * (latency of mul_av)
// the comm = 2 * ( \sum_1^n ceil(log(i)) ) * (comm of mul_av)
//
// Note: if `mul_av` is not supported, then `mul_aa` will be used.
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
const NdArrayRef& perm) const override;
};
class InvPermAP : public PermKernel {
public:
static constexpr const char* kBindName() { return "inv_perm_ap"; }
ce::CExpr latency() const override { return ce::Const(0); }
ce::CExpr comm() const override { return ce::Const(0); }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
const NdArrayRef& perm) const override;
};
class InvPermAV : public PermKernel {
public:
static constexpr const char* kBindName() { return "inv_perm_av"; }
// more precisely, if using waksman net to do permutation:
// the latency = 1 * (2 * log(n) - 1) * (latency of mul_av)
// the comm = 1 * ( \sum_1^n ceil(log(i)) ) * (comm of mul_av)
//
// Note: if `mul_av` is not supported, then `mul_aa` will be used.
Kind kind() const override { return Kind::Dynamic; }
NdArrayRef proc(KernelEvalContext* ctx, const NdArrayRef& in,
const NdArrayRef& perm) const override;
};
} // namespace spu::mpc::cheetah