Implement CSV reader with new traits (#209)

.github/ISSUE_TEMPLATE.md

@@ -1,5 +1,6 @@
 ### I'm submitting a 
 - [ ] bug report.
+- [ ] improvement.
 - [ ] feature request.
 
 ### Current Behaviour:

src/lib.rs

@@ -105,8 +105,8 @@ pub mod neighbors;
 pub mod optimization;
 /// Preprocessing utilities
 pub mod preprocessing;
-// /// Reading in Data.
+/// Reading in data from serialized foramts
-// pub mod readers;
+pub mod readers;
 /// Support Vector Machines
 pub mod svm;
 /// Supervised tree-based learning methods

src/readers/csv.rs

@@ -1,23 +1,24 @@
 //! This module contains utitilities to read-in matrices from csv files.
-//! ```
+//! ```rust
 //! use smartcore::readers::csv;
-//! use smartcore::linalg::naive::dense_matrix::DenseMatrix;
+//! use smartcore::linalg::basic::matrix::DenseMatrix;
-//! use crate::smartcore::linalg::BaseMatrix;
 //! use std::fs;
 //!
 //! fs::write("identity.csv", "header\n1.0,0.0\n0.0,1.0");
-//! assert_eq!(
+//!
-//!     csv::matrix_from_csv_source::<f64, Vec<_>, DenseMatrix<_>>(
+//! let mtx = csv::matrix_from_csv_source::<f64, Vec<_>, DenseMatrix<_>>(
 //!     fs::File::open("identity.csv").unwrap(),
 //!     csv::CSVDefinition::default()
 //! )
-//!     .unwrap(),
+//! .unwrap();
-//!     DenseMatrix::from_row_vectors(vec![vec![1.0, 0.0], vec![0.0, 1.0]]).unwrap()
+//! println!("{}", &mtx);
-//! );
+//!
 //! fs::remove_file("identity.csv");
 //! ```
-use crate::linalg::{BaseMatrix, BaseVector};
+
-use crate::math::num::RealNumber;
+use crate::linalg::basic::arrays::{Array1, Array2};
+use crate::numbers::basenum::Number;
+use crate::numbers::realnum::RealNumber;
 use crate::readers::ReadingError;
 use std::io::Read;
 
@@ -77,35 +78,41 @@ pub fn matrix_from_csv_source<T, RowVector, Matrix>(
     definition: CSVDefinition<'_>,
 ) -> Result<Matrix, ReadingError>
 where
-    T: RealNumber,
+    T: Number + RealNumber + std::str::FromStr,
-    RowVector: BaseVector<T>,
+    RowVector: Array1<T>,
-    Matrix: BaseMatrix<T, RowVector = RowVector>,
+    Matrix: Array2<T>,
 {
     let csv_text = read_string_from_source(source)?;
-    let rows = extract_row_vectors_from_csv_text::<T, RowVector, Matrix>(
+    let rows: Vec<Vec<T>> = extract_row_vectors_from_csv_text::<T, RowVector, Matrix>(
         &csv_text,
         &definition,
         detect_row_format(&csv_text, &definition)?,
     )?;
+    let nrows = rows.len();
+    let ncols = rows[0].len();
 
-    match Matrix::from_row_vectors(rows) {
+    // TODO: try to return ReadingError
-        Some(matrix) => Ok(matrix),
+    let array2 = Matrix::from_iterator(rows.into_iter().flatten(), nrows, ncols, 0);
-        None => Err(ReadingError::NoRowsProvided),
+
+    if array2.shape() != (nrows, ncols) {
+        Err(ReadingError::ShapesDoNotMatch { msg: String::new() })
+    } else {
+        Ok(array2)
     }
 }
 
 /// Given a string containing the contents of a csv file, extract its value
 /// into row-vectors.
-fn extract_row_vectors_from_csv_text<'a, T, RowVector, Matrix>(
+fn extract_row_vectors_from_csv_text<
+    'a,
+    T: Number + RealNumber + std::str::FromStr,
+    RowVector: Array1<T>,
+    Matrix: Array2<T>,
+>(
     csv_text: &'a str,
     definition: &'a CSVDefinition<'_>,
     row_format: CSVRowFormat<'_>,
-) -> Result<Vec<RowVector>, ReadingError>
+) -> Result<Vec<Vec<T>>, ReadingError> {
-where
-    T: RealNumber,
-    RowVector: BaseVector<T>,
-    Matrix: BaseMatrix<T, RowVector = RowVector>,
-{
     csv_text
         .lines()
         .skip(definition.n_rows_header)
@@ -132,12 +139,12 @@ fn extract_vector_from_csv_line<T, RowVector>(
     row_format: &CSVRowFormat<'_>,
 ) -> Result<RowVector, ReadingError>
 where
-    T: RealNumber,
+    T: Number + RealNumber + std::str::FromStr,
-    RowVector: BaseVector<T>,
+    RowVector: Array1<T>,
 {
     validate_csv_row(line, row_format)?;
-    let extracted_fields = extract_fields_from_csv_row(line, row_format)?;
+    let extracted_fields: Vec<T> = extract_fields_from_csv_row(line, row_format)?;
-    Ok(BaseVector::from_array(&extracted_fields[..]))
+    Ok(Array1::from_vec_slice(&extracted_fields[..]))
 }
 
 /// Extract the fields from a string containing the row of a csv file.
@@ -146,7 +153,7 @@ fn extract_fields_from_csv_row<T>(
     row_format: &CSVRowFormat<'_>,
 ) -> Result<Vec<T>, ReadingError>
 where
-    T: RealNumber,
+    T: Number + RealNumber + std::str::FromStr,
 {
     row.split(row_format.field_seperator)
         .enumerate()
@@ -192,7 +199,7 @@ fn enrich_reading_error<T>(
 /// Extract the value from a single csv field.
 fn extract_value_from_csv_field<T>(value_string: &str) -> Result<T, ReadingError>
 where
-    T: RealNumber,
+    T: Number + RealNumber + std::str::FromStr,
 {
     // By default, `FromStr::Err` does not implement `Debug`.
     // Restricting it in the library leads to many breaking
@@ -210,7 +217,7 @@ where
 mod tests {
     mod matrix_from_csv_source {
         use super::super::{read_string_from_source, CSVDefinition, ReadingError};
-        use crate::linalg::naive::dense_matrix::DenseMatrix;
+        use crate::linalg::basic::matrix::DenseMatrix;
         use crate::readers::{csv::matrix_from_csv_source, io_testing};
 
         #[test]
@@ -298,7 +305,7 @@ mod tests {
     }
     mod extract_row_vectors_from_csv_text {
         use super::super::{extract_row_vectors_from_csv_text, CSVDefinition, CSVRowFormat};
-        use crate::linalg::naive::dense_matrix::DenseMatrix;
+        use crate::linalg::basic::matrix::DenseMatrix;
 
         #[test]
         fn read_default_csv() {

src/readers/error.rs

@@ -24,6 +24,12 @@ pub enum ReadingError {
         /// and where it happened.
         msg: String,
     },
+    /// Shape after deserialization is wrong
+    ShapesDoNotMatch {
+        /// More details about what row could not be read
+        /// and where it happened.
+        msg: String,
+    },
 }
 impl From<std::io::Error> for ReadingError {
     fn from(io_error: std::io::Error) -> Self {
@@ -39,6 +45,7 @@ impl ReadingError {
             ReadingError::InvalidField { msg } => Some(msg),
             ReadingError::InvalidRow { msg } => Some(msg),
             ReadingError::CouldNotReadFileSystem { msg } => Some(msg),
+            ReadingError::ShapesDoNotMatch { msg } => Some(msg),
             ReadingError::NoRowsProvided => None,
         }
     }

src/svm/mod.rs

@@ -23,9 +23,10 @@
 //! <script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script>
 //! <script id="MathJax-script" async src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
 /// search parameters
-pub mod search;
 pub mod svc;
 pub mod svr;
+// /// search parameters space
+// pub mod search;
 
 use core::fmt::Debug;
 use std::marker::PhantomData;