smartnoise_validator 0.1.2

A library for validating whether or not an analysis is differentially private.
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

syntax = "proto3";

package smartnoise;


message BoolNull {oneof data {bool option = 1;}}
message I64Null {oneof data {int64 option = 1;}}
message F64Null {oneof data {double option = 1;}}
message StrNull {oneof data {string option = 1;}}

message Array1dBoolNull {
    repeated BoolNull data = 1;
}
message Array1dI64Null {
    repeated I64Null data = 1;
}
message Array1dF64Null {
    repeated F64Null data = 1;
}
message Array1dStrNull {
    repeated StrNull data = 1;
}

message Array1dNull {
    oneof data {
        Array1dBoolNull bool = 1;
        Array1dI64Null i64 = 2;
        Array1dF64Null f64 = 3;
        Array1dStrNull string = 4;
    }
}

message Array1dBool {
    repeated bool data = 1;
}
message Array1dI64 {
    repeated int64 data = 1;
}
message Array1dF64 {
    repeated double data = 1;
}
message Array1dStr {
    repeated string data = 1;
}

message Array1d {
    oneof data {
        Array1dBool bool = 1;
        Array1dI64 i64 = 2;
        Array1dF64 f64 = 3;
        Array1dStr string = 4;
    }
}

// N-dimensional homogeneously typed array
message Array {
    Array1d flattened = 1;
    // length of axes
    repeated uint64 shape = 2;
}

enum DataType {
    UNKNOWN = 0;
    BOOL = 1;
    I64 = 2;
    F64 = 3;
    STRING = 4;
}

message Jagged {
    repeated Array1d data = 1;
    DataType data_type = 2;
}

message PrivacyUsage {
    message DistanceApproximate {
        double epsilon = 1;
        double delta = 2;
    }
    oneof distance {
        DistanceApproximate approximate = 1;
    }
}

message PrivacyUsages {
    repeated PrivacyUsage values = 1;
}

message ArgumentNodeIds {
    repeated IndexKey keys = 1;
    repeated uint32 values = 2;
}

message IndexKey {
    message Tuple {
        repeated IndexKey values = 1;
    }
    oneof key {
        string str = 1;
        int64 i64 = 2;
        bool bool = 3;
        Tuple tuple = 4;
    }
}