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Add MNIST evaluation subprocess function #7

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24 changes: 24 additions & 0 deletions src/main.rs
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Original file line number Diff line number Diff line change
Expand Up @@ -33,3 +33,27 @@ pub mod gene;
pub mod mnist;
use evolution::Population;
use std::{env,time::Duration};

pub fn MNIST_evaluation_subprocess(input_file: &str, output_file: &str){
use serde::{Serialize};
use std::fs::File;
use std::io::{BufWriter,BufReader,Write};

let file = File::open(input_file)?;
let mut reader = BufReader::new(file);
let gene: Gene = rmp_serde::from_read(&mut reader);

let mutated = mutate(gene);

let build = build_model(mutated.clone());

let trained = train_model(build);

let accuracy = evaluate_model(1000, trained);
let loss = 100 - accuracy;

let mut output = File::create(output_file)?;
let mut write = BufWriter::new(output);

rmp_serde::Serializer::new(&mut write, &(mutated, trained, loss));
}