From 2cc2ea5803e7507ecee2f4303f0872f1cde2203c Mon Sep 17 00:00:00 2001 From: Ankush Gola Date: Tue, 24 Jun 2025 16:45:38 -0700 Subject: [PATCH] add initial files --- .gitignore | 6 +- Cargo.lock | 3252 +++++++++++++++++++++++++++++++++++++++++++++++++++ Cargo.toml | 13 + README.md | 27 +- src/main.rs | 144 +++ 5 files changed, 3440 insertions(+), 2 deletions(-) create mode 100644 Cargo.lock create mode 100644 Cargo.toml create mode 100644 src/main.rs diff --git a/.gitignore b/.gitignore index cfbeb4f..a0914f2 100644 --- a/.gitignore +++ b/.gitignore @@ -18,4 +18,8 @@ target/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. 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+[[package]] +name = "zstd-sys" +version = "2.0.13+zstd.1.5.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "38ff0f21cfee8f97d94cef41359e0c89aa6113028ab0291aa8ca0038995a95aa" +dependencies = [ + "cc", + "pkg-config", +] diff --git a/Cargo.toml b/Cargo.toml new file mode 100644 index 0000000..0d58542 --- /dev/null +++ b/Cargo.toml @@ -0,0 +1,13 @@ +[package] +name = "datafusion-example" +version = "0.1.0" +edition = "2021" + +[[bin]] +name = "query_runner" +path = "src/main.rs" + +[dependencies] +arrow-array = "55.1.0" +datafusion = "48.0.0" +tokio = { version = "1.0", features = ["full"] } diff --git a/README.md b/README.md index a21faa4..eff2277 100644 --- a/README.md +++ b/README.md @@ -1 +1,26 @@ -# datafusion-example \ No newline at end of file +# DataFusion Query Runner + +A Rust application demonstrating DataFusion query execution with parquet files. + +## Prerequisites + +- Rust (latest stable version) +- Cargo + +## Quick Start + +1. **Build and run in release mode**: + ```bash + cargo run --release --bin query_runner + ``` + +The application will: +- Load the parquet file from `data/` directory +- Execute a point query +- Show logical and physical query plans + +## Project Structure + +- `src/main.rs` - Main application code +- `data/` - Contains the parquet data file +- `Cargo.toml` - Project dependencies and configuration \ No newline at end of file diff --git a/src/main.rs b/src/main.rs new file mode 100644 index 0000000..2d63a21 --- /dev/null +++ b/src/main.rs @@ -0,0 +1,144 @@ +use arrow_array::{BinaryViewArray, StringArray}; +use datafusion::common::ScalarValue; +use datafusion::prelude::*; +use std::path::PathBuf; +use std::time::Instant; + +#[tokio::main] +async fn main() -> Result<(), Box> { + println!("DataFusion Query Runner"); + println!("=======================\n"); + + let mut path = PathBuf::from(env!("CARGO_MANIFEST_DIR")); + path.push("data/datalake-single-large-file_optimized_slim_chatlangchain-lg-json.parquet"); + let file_path = path.to_str().unwrap(); + + println!("Reading parquet file from: {}", file_path); + + let config = SessionConfig::new() + .set( + "datafusion.execution.parquet.pruning", + &ScalarValue::Boolean(Some(true)), + ) + .set( + "datafusion.execution.parquet.enable_page_index", + &ScalarValue::Boolean(Some(true)), + ) + .set( + "datafusion.execution.parquet.pushdown_filters", + &ScalarValue::Boolean(Some(true)), + ) + .set( + "datafusion.execution.parquet.reorder_filters", + &ScalarValue::Boolean(Some(true)), + ); + + let ctx = SessionContext::new_with_config(config); + ctx.register_parquet("runs", file_path, ParquetReadOptions::default()) + .await?; + + let sql = r#" +SELECT + json_payload +FROM runs +WHERE id = '2ef7079b-541a-4229-bd00-e6c00402e8f1' +"#; + + println!("Query:"); + println!("{}", sql); + println!("\n{}\n", "=".repeat(80)); + + println!("EXPLAIN ANALYZE Output:"); + println!("{}", "-".repeat(80)); + + let explain_sql = format!("EXPLAIN ANALYZE {}", sql); + let explain_df = ctx.sql(&explain_sql).await?; + let explain_results = explain_df.collect().await?; + + for batch in &explain_results { + let plan_type = batch.column(0); + let plan = batch.column(1); + + for i in 0..batch.num_rows() { + let plan_type_str = plan_type + .as_any() + .downcast_ref::() + .unwrap() + .value(i); + let plan_str = plan + .as_any() + .downcast_ref::() + .unwrap() + .value(i); + + println!("{}: {}", plan_type_str, plan_str); + } + } + + println!("\n{}\n", "=".repeat(80)); + + println!("Running Actual Query..."); + let start = Instant::now(); + let df = ctx.sql(sql).await?; + + let logical_plan = df.logical_plan().clone(); + let results = df.collect().await?; + let elapsed = start.elapsed(); + + println!( + "Query executed in: {:.3} ms", + elapsed.as_secs_f64() * 1000.0 + ); + + let total_rows: usize = results.iter().map(|batch| batch.num_rows()).sum(); + println!("Total rows returned: {}", total_rows); + + if total_rows > 0 { + println!("\nFirst 5 rows (json_payload truncated to 100 chars):"); + println!("{}", "-".repeat(80)); + + let mut row_count = 0; + for batch in &results { + if row_count >= 5 { + break; + } + + let json_payload = batch.column(0); + let json_array = json_payload + .as_any() + .downcast_ref::() + .unwrap(); + + for i in 0..batch.num_rows().min(5 - row_count) { + let value = json_array.value(i); + let value_str = String::from_utf8_lossy(value); + let truncated = if value_str.len() > 100 { + format!("{}...", &value_str[..100]) + } else { + value_str.to_string() + }; + println!("Row {}: {}", row_count + 1, truncated); + row_count += 1; + } + } + } + + println!("\n{}\n", "=".repeat(80)); + + println!("Logical Plan:"); + println!("{}", logical_plan.display_indent()); + + println!("\nOptimized Logical Plan:"); + let state = ctx.state(); + let optimized_plan = state.optimize(&logical_plan)?; + println!("{}", optimized_plan.display_indent()); + + println!("\nPhysical Plan:"); + let physical_plan = state.create_physical_plan(&optimized_plan).await?; + println!( + "{}", + datafusion::physical_plan::displayable(physical_plan.as_ref()).indent(false) + ); + + Ok(()) +}