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