diff --git a/.gitignore b/.gitignore index f4e2059..625eac4 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,9 @@ venv .idea *.json +*.yaml *.png +q*.txt +q*.csv +tpc*.zip +results.csv diff --git a/README.md b/README.md index e405e6c..50b046b 100644 --- a/README.md +++ b/README.md @@ -59,8 +59,10 @@ and repartitioning. 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0000000..d36fed7 --- /dev/null +++ b/runners/datafusion-ballista/README.md @@ -0,0 +1,31 @@ +# DataFusion Benchmarks: Ballista Runner + +## Build + +```bash +cargo build --release +``` + +## Run Single Query + +```bash +./target/release/ballista-tpcbench \ + --concurrency 8 \ + --data-path /mnt/bigdata/tpch/sf100/ \ + --query-path ../../tpch/queries/ \ + --iterations 1 \ + --output . \ + --query 16 +``` + +## Run All Queries + +```bash +./target/release/ballista-tpcbench \ + --concurrency 8 \ + --data-path /mnt/bigdata/tpch/sf100/ \ + --query-path ../../tpch/queries/ \ + --iterations 1 \ + --output . \ + --num-queries 22 +``` diff --git a/runners/datafusion-ballista/src/main.rs b/runners/datafusion-ballista/src/main.rs new file mode 100644 index 0000000..1333f46 --- /dev/null +++ b/runners/datafusion-ballista/src/main.rs @@ -0,0 +1,279 @@ +use ballista::prelude::*; +use datafusion::prelude::ParquetReadOptions; +use serde::Serialize; +use std::collections::HashMap; +use std::fs; +use std::fs::File; +use std::io::{BufRead, BufReader, BufWriter, Write}; +use std::path::{Path, PathBuf}; +use std::time::{SystemTime, UNIX_EPOCH}; +use structopt::StructOpt; +use tokio::time::Instant; + +#[derive(StructOpt, Debug)] +#[structopt(name = "basic")] +struct Opt { + /// Activate debug mode + #[structopt(long)] + debug: bool, + + /// Optional path to config file + #[structopt(short, long, parse(from_os_str))] + config_path: Option, + + /// Path to queries + #[structopt(long, parse(from_os_str))] + query_path: PathBuf, + + /// Path to data + #[structopt(short, long, parse(from_os_str))] + data_path: PathBuf, + + /// Output path + #[structopt(short, long, parse(from_os_str))] + output: PathBuf, + + /// Query number. If no query number specified then all queries will be executed. + #[structopt(short, long)] + query: Option, + + /// Number of queries in this benchmark suite + #[structopt(short, long)] + num_queries: Option, + + /// List of queries to exclude + #[structopt(short, long)] + exclude: Vec, + + /// Concurrency + #[structopt(short, long)] + concurrency: u8, + + /// Iterations (number of times to run each query) + #[structopt(short, long)] + iterations: u8, +} + +#[derive(Debug, PartialEq, Serialize, Default)] +pub struct Results { + system_time: u128, + config: HashMap, + command_line_args: Vec, + register_tables_time: u128, + /// Vector of (query_number, query_times) + query_times: Vec<(u8, Vec)>, +} + +impl Results { + fn new() -> Self { + let current_time = SystemTime::now() + .duration_since(UNIX_EPOCH) + .expect("Time went backwards"); + Self { + system_time: current_time.as_millis(), + config: HashMap::new(), + command_line_args: vec![], + register_tables_time: 0, + query_times: vec![], + } + } +} + +#[tokio::main] +pub async fn main() -> Result<()> { + let mut results = Results::new(); + for arg in std::env::args() { + results.command_line_args.push(arg); + } + + let opt = Opt::from_args(); + let query_path = format!("{}", opt.query_path.display()); + let output_path = format!("{}", opt.output.display()); + + let mut config = BallistaConfig::builder().set( + BALLISTA_DEFAULT_SHUFFLE_PARTITIONS, + &format!("{}", opt.concurrency), + ); + + if let Some(config_path) = &opt.config_path { + let file = File::open(config_path)?; + let reader = BufReader::new(file); + let lines = reader.lines(); + for line in lines { + let line = line?; + if line.starts_with("#") { + continue; + } + let parts = line.split('='); + let parts = parts.collect::>(); + if parts.len() == 2 { + config = config.set(parts[0], parts[1]); + } else { + println!("Warning! Skipping config entry {}", line); + } + } + } + + let config = config.build()?; + + for (key, value) in config.settings() { + results.config.insert(key.to_string(), value.to_string()); + } + + // register all tables in data directory + let start = Instant::now(); + let ctx = BallistaContext::remote("localhost", 50050, &config).await?; + for file in fs::read_dir(&opt.data_path)? { + let file = file?; + let file_path = file.path(); + let path = format!("{}", file.path().display()); + if path.ends_with(".parquet") { + let filename = Path::file_name(&file_path).unwrap().to_str().unwrap(); + let table_name = &filename[0..filename.len() - 8]; + println!("Registering table {} as {}", table_name, path); + ctx.register_parquet(&table_name, &path, ParquetReadOptions::default()) + .await?; + } + } + + let setup_time = start.elapsed().as_millis(); + println!("Setup time was {} ms", setup_time); + results.register_tables_time = setup_time; + + match opt.query { + Some(query) => { + execute_query( + &ctx, + &query_path, + query, + opt.debug, + &output_path, + opt.iterations, + &mut results, + ) + .await?; + } + _ => { + let num_queries = opt.num_queries.unwrap(); + for query in 1..=num_queries { + if opt.exclude.contains(&query) { + println!("Skipping query {}", query); + continue; + } + + let result = execute_query( + &ctx, + &query_path, + query, + opt.debug, + &output_path, + opt.iterations, + &mut results, + ) + .await; + match result { + Ok(_) => {} + Err(e) => println!("Fail: {}", e), + } + } + } + } + + // write results json file + let json = serde_json::to_string_pretty(&results).unwrap(); + let f = File::create(&format!( + "{}/results-{}.json", + output_path, results.system_time + ))?; + let mut w = BufWriter::new(f); + w.write(json.as_bytes())?; + + // write simple csv summary file + let mut w = File::create(&format!("{}/results.csv", output_path))?; + w.write(format!("setup,{}\n", results.register_tables_time).as_bytes())?; + for (query, times) in &results.query_times { + w.write(format!("q{},{}\n", query, times[0]).as_bytes())?; + } + + Ok(()) +} + +pub async fn execute_query( + ctx: &BallistaContext, + query_path: &str, + query_no: u8, + debug: bool, + output_path: &str, + iterations: u8, + results: &mut Results, +) -> Result<()> { + let filename = format!("{}/q{query_no}.sql", query_path); + println!("Executing query {} from {}", query_no, filename); + let sql = fs::read_to_string(&filename)?; + + // some queries have multiple statements + let sql = sql + .split(';') + .filter(|s| !s.trim().is_empty()) + .collect::>(); + + let multipart = sql.len() > 1; + + let mut durations = vec![]; + for iteration in 0..iterations { + // duration for executing all queries in the file + let mut total_duration_millis = 0; + + for (i, sql) in sql.iter().enumerate() { + if debug { + println!("Query {}: {}", query_no, sql); + } + + let file_suffix = if multipart { + format!("_part_{}", i + 1) + } else { + "".to_owned() + }; + + let start = Instant::now(); + let df = ctx.sql(sql).await?; + let _batches = df.clone().collect().await?; + let duration = start.elapsed(); + total_duration_millis += duration.as_millis(); + println!( + "Query {}{} executed in: {:?}", + query_no, file_suffix, duration + ); + + if iteration == 0 { + let plan = df.into_optimized_plan()?; + let formatted_query_plan = format!("{}", plan.display_indent()); + let filename = format!( + "{}/q{}{}_logical_plan.txt", + output_path, query_no, file_suffix + ); + let mut file = File::create(&filename)?; + write!(file, "{}", formatted_query_plan)?; + + // write results to disk + + // TODO broken due to https://github.com/apache/arrow-ballista/issues/894 + // if batches.is_empty() { + // println!("Empty result set returned"); + // } else { + // let filename = format!("{}/q{}{}.csv", output_path, query_no, file_suffix); + // let t: Arc = + // Arc::new(MemTable::try_new(batches[0].schema(), vec![batches])?); + // let table_name = format!("q{query_no}"); + // ctx.register_table(&table_name, t)?; + // let df = ctx.sql(&format!("SELECT * FROM {table_name}")).await?; + // df.write_csv(&filename, DataFrameWriteOptions::default(), None) + // .await?; + // } + } + } + durations.push(total_duration_millis); + } + results.query_times.push((query_no, durations)); + Ok(()) +} diff --git a/runners/datafusion-rust/src/main.rs b/runners/datafusion-rust/src/main.rs index a658497..4cdaf1e 100644 --- a/runners/datafusion-rust/src/main.rs +++ b/runners/datafusion-rust/src/main.rs @@ -188,7 +188,7 @@ pub async fn main() -> Result<()> { // write results json file let json = serde_json::to_string_pretty(&results).unwrap(); let f = File::create(&format!( - "{}/results-{}.yaml", + "{}/results-{}.json", output_path, results.system_time ))?; let mut w = BufWriter::new(f); @@ -288,4 +288,4 @@ pub async fn execute_query( } results.query_times.push((query_no, durations)); Ok(()) -} \ No newline at end of file +}