use super::{Image, ImageTryCreate}; use super::read_testdata; use std::fmt; use std::fs; use std::path::{Path, PathBuf}; use serde::{Deserialize, Serialize}; #[allow(dead_code)] pub type Grid = Vec>; #[allow(dead_code)] pub trait GridToImage { fn to_image(&self) -> anyhow::Result; } impl GridToImage for Grid { fn to_image(&self) -> anyhow::Result { // Extract height let height_usize: usize = self.len(); if height_usize == 0 { return Ok(Image::empty()); } if height_usize > (u8::MAX as usize) { return Err(anyhow::anyhow!("Too many rows in input data. Max 255 is possible")); } let height: u8 = height_usize as u8; // Extract width let width_usize: usize = self[0].len(); // At this point we know there is 1 or more rows if width_usize > (u8::MAX as usize) { return Err(anyhow::anyhow!("Too many columns in input data. Max 255 is possible")); } let width: u8 = width_usize as u8; // Extract pixels let mut pixels = Vec::::new(); for row in self { if row.len() != width_usize { return Err(anyhow::anyhow!("Expected all rows to have same length")); } for pixel in row { pixels.push(*pixel); } } let instance = Image::try_create(width, height, pixels)?; Ok(instance) } } #[allow(dead_code)] pub trait GridFromImage { fn from_image(image: &Image) -> Grid; } impl GridFromImage for Grid { fn from_image(image: &Image) -> Grid { let mut grid = Grid::new(); for y in 0..image.height() { let mut row = Vec::::new(); for x in 0..image.width() { let pixel_value: u8 = image.get(x as i32, y as i32).unwrap_or(255); row.push(pixel_value); } grid.push(row); } grid } } #[allow(dead_code)] #[derive(Clone, Deserialize, Debug, Serialize)] pub struct TaskPair { input: Grid, output: Grid, } impl TaskPair { pub fn new(input: Grid, output: Grid) -> TaskPair { TaskPair { input, output } } pub fn input(&self) -> &Grid { &self.input } pub fn output(&self) -> &Grid { &self.output } } #[derive(Clone, Debug)] pub struct ImagePair { pub input: Image, pub output: Image, } #[derive(Clone, Debug, PartialEq)] enum ModelImagePairMode { All, Train, Test, } #[derive(Clone)] pub enum TaskId { Custom { identifier: String }, Path { path: PathBuf }, } impl TaskId { pub fn identifier(&self) -> String { match self { TaskId::Custom { identifier } => { return identifier.to_string(); } TaskId::Path { path } => { match path.file_stem() { Some(value) => { return value.to_string_lossy().to_string(); }, None => { return "Path without a file_stem".to_string(); } } } } } } impl fmt::Debug for TaskId { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { write!(f, "{:?}", self.identifier()) } } impl fmt::Display for TaskId { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { write!(f, "{}", self.identifier()) } } #[derive(Clone, Deserialize, Debug, Serialize)] struct JsonTask { train: Vec, test: Vec, } #[allow(dead_code)] #[derive(Clone, Debug)] pub struct Task { id: TaskId, train: Vec, test: Vec, } impl Task { #[allow(dead_code)] pub fn new(id: TaskId, train: Vec, test: Vec) -> Task { Task { id, train, test } } #[allow(dead_code)] pub fn id(&self) -> &TaskId { &self.id } #[allow(dead_code)] pub fn train(&self) -> &Vec { &self.train } #[allow(dead_code)] pub fn test(&self) -> &Vec { &self.test } #[allow(dead_code)] pub fn images_all(&self) -> anyhow::Result> { self.images_with_mode(ModelImagePairMode::All) } #[allow(dead_code)] pub fn images_train(&self) -> anyhow::Result> { self.images_with_mode(ModelImagePairMode::Train) } #[allow(dead_code)] pub fn images_test(&self) -> anyhow::Result> { self.images_with_mode(ModelImagePairMode::Test) } fn images_with_mode(&self, mode: ModelImagePairMode) -> anyhow::Result> { let mut task_pairs: Vec<&TaskPair> = vec!(); if mode == ModelImagePairMode::All || mode == ModelImagePairMode::Train { let mut v: Vec<&TaskPair> = self.train.iter().map(|r|r).collect(); task_pairs.append(&mut v); } if mode == ModelImagePairMode::All || mode == ModelImagePairMode::Test { let mut v: Vec<&TaskPair> = self.test.iter().map(|r|r).collect(); task_pairs.append(&mut v); } let mut image_pairs: Vec = vec!(); for task in task_pairs { let input: Image = task.input().to_image()?; let output: Image = task.output().to_image()?; image_pairs.push(ImagePair { input, output }); } Ok(image_pairs) } pub fn from_json(task_id: TaskId, json: &str) -> anyhow::Result { let json_task: JsonTask = serde_json::from_str(&json)?; let task = Task { id: task_id, train: json_task.train, test: json_task.test, }; Ok(task) } #[allow(dead_code)] pub fn load_testdata(name: &str) -> anyhow::Result { let custom_identifier = format!("{}", name); let json: String = read_testdata(name)?; let task_id = TaskId::Custom { identifier: custom_identifier }; Self::from_json(task_id, &json) } pub fn load_with_json_file(json_file: &Path) -> anyhow::Result { let json: String = match fs::read_to_string(json_file) { Ok(value) => value, Err(error) => { return Err(anyhow::anyhow!("cannot load file, error: {:?} path: {:?}", error, json_file)); } }; let task_id = TaskId::Path { path: PathBuf::from(json_file) }; Self::from_json(task_id, &json) } } #[cfg(test)] mod tests { use super::*; use std::path::PathBuf; #[test] fn test_10000_json_to_grid() { let json_string = "[[1,2,3],[4,5,6]]"; let grid: Grid = serde_json::from_str(&json_string).expect("grid"); assert_eq!(grid.len(), 2); assert_eq!(grid[0], vec![1,2,3]); assert_eq!(grid[1], vec![4,5,6]); } #[test] fn test_20000_grid_to_image() { // Arrange let json_string = "[[1,2,3],[4,5,6]]"; let grid: Grid = serde_json::from_str(&json_string).expect("grid"); // Act let bm: Image = grid.to_image().expect("image"); // Assert assert_eq!(bm.width(), 3); assert_eq!(bm.height(), 2); assert_eq!(bm.get(0, 0), Some(1)); assert_eq!(bm.get(1, 0), Some(2)); assert_eq!(bm.get(2, 0), Some(3)); assert_eq!(bm.get(0, 1), Some(4)); assert_eq!(bm.get(1, 1), Some(5)); assert_eq!(bm.get(2, 1), Some(6)); } #[test] fn test_30000_grid_from_image() { // Arrange let pixels: Vec = vec![ 1, 2, 3, 4, 5, 6, ]; let input: Image = Image::try_create(3, 2, pixels).expect("image"); // Act let grid: Grid = Grid::from_image(&input); // Assert assert_eq!(grid.len(), 2); assert_eq!(grid[0], vec![1,2,3]); assert_eq!(grid[1], vec![4,5,6]); } #[test] fn test_40000_task_load_testdata() { let task: Task = Task::load_testdata("6150a2bd").expect("task"); assert_eq!(task.train.len(), 2); assert_eq!(task.test.len(), 1); assert_eq!(task.id.identifier(), "6150a2bd"); } #[test] fn test_40001_task_load_with_json_file() { // Arrange let json: String = read_testdata("4258a5f9").expect("task"); let tempdir = tempfile::tempdir().expect("ok"); let basedir = PathBuf::from(&tempdir.path()).join("test_40000_model_load"); fs::create_dir(&basedir).expect("ok"); let path: PathBuf = basedir.join("hello.json"); fs::write(&path, &json).expect("ok"); // Act let task: Task = Task::load_with_json_file(&path).expect("task"); // Assert assert_eq!(task.train.len(), 2); assert_eq!(task.test.len(), 1); assert_eq!(task.id.identifier(), "hello"); } #[test] fn test_50000_convert_task_to_json_string() { let task: Task = Task::load_testdata("6150a2bd").expect("ok"); assert_eq!(task.train.len(), 2); assert_eq!(task.test.len(), 1); assert_eq!(task.id.identifier(), "6150a2bd"); let json_task = JsonTask { train: task.train, test: task.test, }; // Act let json: String = serde_json::to_string(&json_task).expect("string"); // Assert let task_id = TaskId::Custom { identifier: "mock".to_string() }; let task2: Task = Task::from_json(task_id, &json).expect("task"); assert_eq!(task2.train.len(), 2); assert_eq!(task2.test.len(), 1); assert_eq!(task2.id.identifier(), "mock"); } }