1pub mod candidate;
2pub mod dataframe;
3pub mod error;
4pub use candidate::CandidateData;
5pub use data_value;
6pub use data_value::DataValue;
7pub use dataframe::DataFrame;
8pub mod filter;
9pub mod utils;
10pub use dataframe::join::{JoinBy, JoinById, JoinRelation};
11pub use dataframe::{
12 column_store::{ColumnFrame, KeyIndex},
13 key::Key,
14};
15pub type MLChefMap = halfbrown::HashMap<smartstring::alias::String, Vec<DataValue>>;
16pub use ndarray;
17
18#[cfg(feature = "jmalloc")]
19#[global_allocator]
20static ALLOC: jemallocator::Jemalloc = jemallocator::Jemalloc;
21
22#[cfg(feature = "polars-df")]
23pub use polars;
24#[derive(
26 Debug, Clone, Copy, serde::Serialize, serde::Deserialize, PartialEq, Eq, Hash, Default,
27)]
28#[cfg_attr(feature = "python", pyo3::pyclass(eq, eq_int))]
29#[cfg_attr(feature = "utoipa", derive(utoipa::ToSchema))]
30pub enum DataType {
31 Bool,
32 U32,
33 I32,
34 U8,
35 U64,
36 I64,
37 F32,
38 F64,
39 String,
40 Bytes,
41 #[default]
42 Unknown,
43 Vec,
44 Map,
45}
46
47pub fn detect_dtype(value: &DataValue) -> DataType {
49 use DataValue::*;
50 match value {
51 Bool(_) => DataType::Bool,
52 I32(_) => DataType::I32,
53 U32(_) => DataType::U32,
54 I64(_) => DataType::I64,
55 U64(_) => DataType::U64,
56 F32(_) => DataType::F32,
57 F64(_) => DataType::F64,
58 String(_) => DataType::String,
59 Bytes(_) => DataType::Bytes,
60 Vec(_) => DataType::Vec,
61 Map(_) => DataType::Map,
62 _ => DataType::Unknown,
63 }
64}
65
66#[cfg(feature = "python")]
67use pyo3::prelude::*;
68
69#[cfg(feature = "python")]
70#[pymodule]
85pub fn trs_dataframe(_py: pyo3::Python<'_>, m: pyo3::Bound<'_, PyModule>) -> pyo3::PyResult<()> {
86 m.add_class::<DataFrame>()?;
87 m.add_class::<JoinRelation>()?;
88 m.add_class::<Key>()?;
89 Ok(())
90}
91#[cfg(test)]
92mod test {
93 use super::*;
94 use rstest::*;
95
96 #[rstest]
97 #[case(DataType::Bool, DataValue::Bool(true))]
98 #[case(DataType::I32, DataValue::I32(1))]
99 #[case(DataType::U32, DataValue::U32(1))]
100 #[case(DataType::I64, DataValue::I64(1))]
101 #[case(DataType::U64, DataValue::U64(1))]
102 #[case(DataType::F32, DataValue::F32(1.0))]
103 #[case(DataType::F64, DataValue::F64(1.0))]
104 #[case(DataType::String, DataValue::String("1".into()))]
105 #[case(DataType::Bytes, DataValue::Bytes(b"1".to_vec()))]
106 #[case(DataType::Vec, DataValue::Vec(vec![DataValue::I32(1)]))]
107 #[case(DataType::Map, DataValue::Map(std::collections::HashMap::new()))]
108 #[case(DataType::Unknown, DataValue::Null)]
109 fn detection_test(#[case] dtype: DataType, #[case] value: DataValue) {
110 assert_eq!(detect_dtype(&value), dtype);
111 let serde_dtype: DataType =
112 serde_json::from_str(&serde_json::to_string(&dtype).expect("BUG: cannot serialize"))
113 .expect("BUG: cannot deserialize");
114 assert_eq!(serde_dtype, dtype);
115 }
116}