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
118
119
120
121
122
use crate::errors::*;
use crate::components::{Named, Component};
use crate::utilities::array::get_ith_column;
use ndarray::ArrayD;
use crate::{proto, base, Warnable, Float, Integer};
use crate::base::{Value, Array, ValueProperties, ArrayProperties, DataType, IndexKey};
use indexmap::map::IndexMap;
impl Component for proto::Literal {
fn propagate_property(
&self,
_privacy_definition: &Option<proto::PrivacyDefinition>,
_public_arguments: IndexMap<base::IndexKey, &Value>,
_properties: base::NodeProperties,
node_id: u32
) -> Result<Warnable<ValueProperties>> {
Ok(ValueProperties::Array(ArrayProperties {
num_records: None,
num_columns: None,
nullity: true,
releasable: false,
c_stability: 1,
aggregator: None,
nature: None,
data_type: DataType::Unknown,
dataset_id: Some(node_id as i64),
node_id: node_id as i64,
is_not_empty: true,
dimensionality: None,
group_id: vec![],
naturally_ordered: true,
sample_proportion: None
}).into())
}
}
impl Named for proto::Literal {
fn get_names(
&self,
_public_arguments: IndexMap<base::IndexKey, &Value>,
_argument_variables: IndexMap<base::IndexKey, Vec<IndexKey>>,
release: Option<&Value>
) -> Result<Vec<IndexKey>> {
trait ToIndexKey { fn to_index_key(self) -> IndexKey; }
impl ToIndexKey for Float {
fn to_index_key(self) -> IndexKey {
self.to_string().into()
}
}
macro_rules! make_convertable {
($var_type:ty) => {
impl ToIndexKey for $var_type {
fn to_index_key(self) -> IndexKey {
self.into()
}
}
}
}
make_convertable!(Integer);
make_convertable!(bool);
make_convertable!(String);
fn array_to_names<T: ToString + Clone + Default + ToIndexKey>(array: &ArrayD<T>, num_columns: usize) -> Result<Vec<IndexKey>> {
(0..num_columns)
.map(|index| {
let array = get_ith_column(array, index)?;
match array.ndim() {
0 => match array.first() {
Some(value) => Ok(value.clone().to_index_key()),
None => Err("array may not be empty".into())
},
1 => Ok("[Literal Column]".into()),
_ => Err("array has too great of a dimension".into())
}
})
.collect()
}
match release {
Some(release) => match release {
Value::Jagged(jagged) => Ok((0..jagged.num_columns()).map(|_| "[Literal vector]".into()).collect()),
Value::Array(value) => match value {
Array::Float(array) => array_to_names(array, value.num_columns()?),
Array::Int(array) => array_to_names(array, value.num_columns()?),
Array::Str(array) => array_to_names(array, value.num_columns()?),
Array::Bool(array) => array_to_names(array, value.num_columns()?),
},
_ => Err("names are only supported for arrays and jagged arrays".into()),
},
None => Err("Literals must always be accompanied by a release".into())
}
}
}
#[cfg(test)]
pub mod test_literal {
use crate::base::Value;
use crate::bindings::Analysis;
use crate::base::test_data::array1d_f64_10_uniform;
pub fn analysis_literal(value: Value, public: bool) -> (Analysis, u32) {
let mut analysis = Analysis::new();
let literal = analysis.literal()
.value(value).value_public(public)
.build();
(analysis, literal)
}
#[test]
fn test_literal() {
let (analysis, literal) = analysis_literal(array1d_f64_10_uniform(), true);
analysis.properties(literal).unwrap();
}
}