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