| 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<Vec<u8>>; |
|
|
| #[allow(dead_code)] |
| pub trait GridToImage { |
| fn to_image(&self) -> anyhow::Result<Image>; |
| } |
|
|
| impl GridToImage for Grid { |
| fn to_image(&self) -> anyhow::Result<Image> { |
| |
| 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; |
|
|
| |
| let width_usize: usize = self[0].len(); |
| 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; |
|
|
| |
| let mut pixels = Vec::<u8>::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::<u8>::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<TaskPair>, |
| test: Vec<TaskPair>, |
| } |
|
|
| #[allow(dead_code)] |
| #[derive(Clone, Debug)] |
| pub struct Task { |
| id: TaskId, |
| train: Vec<TaskPair>, |
| test: Vec<TaskPair>, |
| } |
|
|
| impl Task { |
| #[allow(dead_code)] |
| pub fn new(id: TaskId, train: Vec<TaskPair>, test: Vec<TaskPair>) -> Task { |
| Task { id, train, test } |
| } |
|
|
| #[allow(dead_code)] |
| pub fn id(&self) -> &TaskId { |
| &self.id |
| } |
|
|
| #[allow(dead_code)] |
| pub fn train(&self) -> &Vec<TaskPair> { |
| &self.train |
| } |
|
|
| #[allow(dead_code)] |
| pub fn test(&self) -> &Vec<TaskPair> { |
| &self.test |
| } |
|
|
| #[allow(dead_code)] |
| pub fn images_all(&self) -> anyhow::Result<Vec<ImagePair>> { |
| self.images_with_mode(ModelImagePairMode::All) |
| } |
|
|
| #[allow(dead_code)] |
| pub fn images_train(&self) -> anyhow::Result<Vec<ImagePair>> { |
| self.images_with_mode(ModelImagePairMode::Train) |
| } |
|
|
| #[allow(dead_code)] |
| pub fn images_test(&self) -> anyhow::Result<Vec<ImagePair>> { |
| self.images_with_mode(ModelImagePairMode::Test) |
| } |
|
|
| fn images_with_mode(&self, mode: ModelImagePairMode) -> anyhow::Result<Vec<ImagePair>> { |
| 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<ImagePair> = 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<Task> { |
| 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<Task> { |
| 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<Task> { |
| 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() { |
| |
| let json_string = "[[1,2,3],[4,5,6]]"; |
| let grid: Grid = serde_json::from_str(&json_string).expect("grid"); |
|
|
| |
| let bm: Image = grid.to_image().expect("image"); |
|
|
| |
| 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() { |
| |
| let pixels: Vec<u8> = vec![ |
| 1, 2, 3, |
| 4, 5, 6, |
| ]; |
| let input: Image = Image::try_create(3, 2, pixels).expect("image"); |
| |
| |
| let grid: Grid = Grid::from_image(&input); |
|
|
| |
| 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() { |
| |
| 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"); |
|
|
| |
| let task: Task = Task::load_with_json_file(&path).expect("task"); |
|
|
| |
| 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, |
| }; |
|
|
| |
| let json: String = serde_json::to_string(&json_task).expect("string"); |
| |
| |
| 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"); |
| } |
| } |
|
|