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
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
use super::*;
#[derive(Clone, Debug, PartialEq, Eq)]
#[cfg_attr(
any(feature = "serde", feature = "serde-lazy"),
derive(Serialize, Deserialize)
)]
pub struct Field {
pub name: String,
pub dtype: DataType,
}
impl Field {
#[inline]
pub fn new(name: &str, dtype: DataType) -> Self {
Field {
name: name.to_string(),
dtype,
}
}
pub fn from_owned(name: String, dtype: DataType) -> Self {
Field { name, dtype }
}
#[inline]
pub fn name(&self) -> &String {
&self.name
}
#[inline]
pub fn data_type(&self) -> &DataType {
&self.dtype
}
pub fn coerce(&mut self, dtype: DataType) {
self.dtype = dtype;
}
pub fn set_name(&mut self, name: String) {
self.name = name;
}
pub fn to_arrow(&self) -> ArrowField {
ArrowField::new(&self.name, self.dtype.to_arrow(), true)
}
}
impl From<&ArrowDataType> for DataType {
fn from(dt: &ArrowDataType) -> Self {
match dt {
ArrowDataType::Null => DataType::Null,
ArrowDataType::UInt8 => DataType::UInt8,
ArrowDataType::UInt16 => DataType::UInt16,
ArrowDataType::UInt32 => DataType::UInt32,
ArrowDataType::UInt64 => DataType::UInt64,
ArrowDataType::Int8 => DataType::Int8,
ArrowDataType::Int16 => DataType::Int16,
ArrowDataType::Int32 => DataType::Int32,
ArrowDataType::Int64 => DataType::Int64,
ArrowDataType::Boolean => DataType::Boolean,
ArrowDataType::Float32 => DataType::Float32,
ArrowDataType::Float64 => DataType::Float64,
ArrowDataType::LargeList(f) => DataType::List(Box::new(f.data_type().into())),
ArrowDataType::List(f) => DataType::List(Box::new(f.data_type().into())),
ArrowDataType::Date32 => DataType::Date,
ArrowDataType::Timestamp(tu, tz) => DataType::Datetime(tu.into(), tz.clone()),
ArrowDataType::Duration(tu) => DataType::Duration(tu.into()),
ArrowDataType::Date64 => DataType::Datetime(TimeUnit::Milliseconds, None),
ArrowDataType::LargeUtf8 => DataType::Utf8,
ArrowDataType::Utf8 => DataType::Utf8,
ArrowDataType::Time64(_) | ArrowDataType::Time32(_) => DataType::Time,
#[cfg(feature = "dtype-categorical")]
ArrowDataType::Dictionary(_, _, _) => DataType::Categorical(None),
#[cfg(feature = "dtype-struct")]
ArrowDataType::Struct(fields) => {
let fields: Vec<Field> = fields.iter().map(|fld| fld.into()).collect();
DataType::Struct(fields)
}
ArrowDataType::Extension(name, _, _) if name == "POLARS_EXTENSION_TYPE" => {
#[cfg(feature = "object")]
{
DataType::Object("extension")
}
#[cfg(not(feature = "object"))]
{
panic!("activate the 'object' feature to be able to load POLARS_EXTENSION_TYPE")
}
}
dt => panic!("Arrow datatype {:?} not supported by Polars. You probably need to activate that data-type feature.", dt),
}
}
}
impl From<&ArrowField> for Field {
fn from(f: &ArrowField) -> Self {
Field::new(&f.name, f.data_type().into())
}
}