240 lines
148 KiB
Rust
240 lines
148 KiB
Rust
extern crate kolmogorov_smirnov as ks;
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extern crate csv;
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extern crate serde;
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extern crate chrono;
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use std::fs::File;
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use std::io::prelude::*;
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//use std::fs::File;
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use serde::Deserialize;
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use serde::Serialize;
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use std::collections::HashMap;
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use std::env;
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use std::io::LineWriter;
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pub type Score = u32;
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pub type MetricCoding = Vec<Score>;
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pub type JobCoding = Vec<MetricCoding>;
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pub type Similarity = f32;
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pub type Jobid = u32;
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pub type QCodings = HashMap<Jobid, JobCoding>;
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#[derive(Debug, Deserialize)]
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pub struct Record {
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jobid: u32,
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md_file_create: String,
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md_file_delete: String,
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md_mod: String,
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md_other: String,
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md_read: String,
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read_bytes: String,
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read_calls: String,
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write_bytes: String,
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write_calls: String,
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}
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#[derive(Debug, Serialize)]
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pub struct SimilarityRow {
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pub jobid: u32,
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pub alg_id: u32,
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pub alg_name: String,
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pub similarity: f32,
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pub status: String,
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}
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#[derive(Debug, Serialize)]
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pub struct ProgressRow {
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iteration: u32,
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alg_id: u32,
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alg_name: String,
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jobs_done: usize,
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jobs_total: usize,
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elapsed: f64,
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delta: f64,
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}
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pub fn convert_to_coding(coding: String) -> Vec<Score> {
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let split = coding.split(":");
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let vec: Vec<Score> = split
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.filter(|s| !s.is_empty())
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//.map(|s| s.parse::<F>().unwrap())
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.map(|s| s.parse().unwrap())
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.collect();
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vec
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}
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fn run(dataset_fn: String, jobid: Jobid, similarities_fn: String, progress_fn: String, log_fn: String) {
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let mut q_codings: QCodings = HashMap::new();
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let file = File::open(&dataset_fn).expect("Unable to open dataset.");
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let mut rdr = csv::Reader::from_reader(file);
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//for result in rdr.deserialize().take(10000) {
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for result in rdr.deserialize() {
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let record: Record = result.expect("bla bla");
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let q_coding = vec![
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convert_to_coding(record.md_file_create),
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convert_to_coding(record.md_file_delete),
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convert_to_coding(record.md_mod),
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convert_to_coding(record.md_other),
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convert_to_coding(record.md_read),
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convert_to_coding(record.read_bytes),
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convert_to_coding(record.read_calls),
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convert_to_coding(record.write_bytes),
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convert_to_coding(record.write_calls),
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];
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// Filter Zero-Jobs
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if q_coding.iter().map(|x| x.iter().sum::<Score>()).sum::<Score>() > (0 as Score) {
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q_codings.insert(record.jobid, q_coding);
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}
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}
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let similarities_file = File::create(&similarities_fn).expect("Unable to open");
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let mut wtr_similarities = csv::Writer::from_writer(&similarities_file);
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let alg_name = "ks";
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let alg_id = 6;
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let progress_file = File::create(&progress_fn).expect("Unable to open");
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let mut wtr_progress = csv::Writer::from_writer(&progress_file);
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let mut similarities: Vec<(Jobid, Similarity, bool)> = Vec::new();
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let log_file = File::create(&log_fn).expect("Unable to open");
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let mut log_file = LineWriter::new(log_file);
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for i in 0..10 {
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let mut counter = 1;
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let mut avail_codings: Vec<(u32, &JobCoding)>;
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avail_codings = q_codings.iter().map(|(k, v)| (*k, v)).collect();
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let probe = q_codings[&jobid].clone();
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let mut start_chunk = chrono::Utc::now();
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let start = start_chunk;
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while let Some((jobid, q_coding)) = avail_codings.pop() {
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if (counter % 10_000) == 0 {
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let stop_chunk = chrono::Utc::now();
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let progress_row = ProgressRow {
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iteration: i,
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alg_id: alg_id,
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alg_name: String::from(alg_name),
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jobs_done: counter,
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jobs_total: q_codings.len(),
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elapsed: (((stop_chunk - start).num_milliseconds() as f64) / 1000.0),
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delta: (((stop_chunk - start_chunk).num_milliseconds() as f64) / 1000.0),
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};
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wtr_progress.serialize(progress_row).unwrap();
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start_chunk = stop_chunk;
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}
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let mut metric_similarities = vec![];
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let mut err = false;
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let confidence = 0.95;
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for metric_codings in q_coding.iter().zip(&probe) {
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let metric_similarity = match ks::test(metric_codings.0, metric_codings.1, confidence) {
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Ok(sim) => {
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(1.0 - sim.reject_probability) as Similarity
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}
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Err(e) => {
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err = true;
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let message = format!("jobid failed {:?}, because {:?}\n", jobid, e);
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log_file.write_all(message.as_bytes()).unwrap();
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0.0
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}
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};
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metric_similarities.push(metric_similarity);
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}
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let similarity = metric_similarities.iter().sum::<f32>() / (metric_similarities.len() as f32);
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similarities.push((jobid, similarity, err));
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counter += 1;
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}
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}
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let mut status_map: HashMap<bool, String> = HashMap::new();
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status_map.insert(false, String::from("ok"));
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status_map.insert(true, String::from("failed"));
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for (jobid, similarity, err) in similarities.iter() {
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let similarity_row = SimilarityRow {
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jobid: *jobid,
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alg_id: alg_id,
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alg_name: String::from(alg_name),
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similarity: *similarity,
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status: status_map[err].clone(),
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};
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wtr_similarities.serialize(similarity_row).unwrap();
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}
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log_file.flush().unwrap();
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}
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fn main() {
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let args: Vec<String> = env::args().collect();
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let dataset_fn = args[1].clone();
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let jobid = args[2].parse::<u32>().unwrap();
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let sim_fn = args[3].clone();
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let progress_fn = args[4].clone();
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let log_fn = args[5].clone();
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println!("{:?}", args);
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run(dataset_fn, jobid, sim_fn, progress_fn, log_fn);
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}
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mod tests {
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//use super::*;
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#[test]
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fn test_ks_test() {
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let xs = vec!(0.0 , 1.0 , 2.0 , 3.0 , 4.0 , 5.0 , 6.0 , 7.0 , 8.0 , 9.0 , 10.0 , 11.0 , 12.0);
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let ys = vec!(12.0 , 11.0 , 10.0 , 9.0 , 8.0 , 7.0 , 6.0 , 5.0 , 4.0 , 3.0 , 2.0 , 1.0 , 0.0);
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ks::test_f64(&xs, &ys, 0.95);
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let c1 = vec![141.0,143.0,142.0,238.0,132.0,486.0,38.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,128.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0];
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let c2 = vec![239.0,239.0,255.0,255.0,239.0,239.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,511.0,502.0,511.0,503.0];
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ks::test_f64(&c1, &c2, 0.95);
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let c1 = vec![2.0,2.0,2.0,9.0,3.0,0.0,0.0,0.0];
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let c2 = vec![2.0,2.0,2.0,2.0,8.0,3.0,0.0,10.0];
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ks::test_f64(&c1, &c2, 0.95);
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}
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#[test]
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fn test_ks_test2() {
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let c1 = vec![
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vec![8,0,0,0],
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vec![10,0,0,0],
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vec![10,0,0,0],
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vec![8,0,0,0],
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vec![2,2,0,0],
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vec![4,0,0,0],
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vec![2,0,0,0],
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vec![10,2,0,0],
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vec![2,2,0,0],
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];
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let c2 = vec![
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|
|
];
|
|
|
|
println!("{:?}", ks::test(&c1[0], &c2[0], 0.95).unwrap().reject_probability);
|
|
}
|
|
}
|