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// Licensed to the Apache Software Foundation (ASF) under one | ||
// or more contributor license agreements. See the NOTICE file | ||
// distributed with this work for additional information | ||
// regarding copyright ownership. The ASF licenses this file | ||
// to you under the Apache License, Version 2.0 (the | ||
// "License"); you may not use this file except in compliance | ||
// with the License. You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, | ||
// software distributed under the License is distributed on an | ||
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
// KIND, either express or implied. See the License for the | ||
// specific language governing permissions and limitations | ||
// under the License. | ||
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//! tpcds binary only entrypoint | ||
use arrow::array::RecordBatch; | ||
use datafusion::arrow::util::pretty::pretty_format_batches; | ||
use datafusion::error::Result; | ||
use datafusion::prelude::*; | ||
use datafusion_common::DataFusionError; | ||
use duckdb::Connection; | ||
use std::fs; | ||
use structopt::StructOpt; | ||
use test_utils::tpcds::tpcds_schemas; | ||
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/// Global list of TPC-DS table names | ||
static TPCDS_TABLES: &[&str] = &[ | ||
"store_sales", | ||
"catalog_sales", | ||
"web_sales", | ||
"store_returns", | ||
"catalog_returns", | ||
"web_returns", | ||
"inventory", | ||
"store", | ||
"catalog_page", | ||
"web_page", | ||
"warehouse", | ||
"customer", | ||
"customer_address", | ||
"customer_demographics", | ||
"date_dim", | ||
"household_demographics", | ||
"item", | ||
"promotion", | ||
"reason", | ||
"ship_mode", | ||
"time_dim", | ||
]; | ||
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#[cfg(all(feature = "snmalloc", feature = "mimalloc"))] | ||
compile_error!( | ||
"feature \"snmalloc\" and feature \"mimalloc\" cannot be enabled at the same time" | ||
); | ||
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#[cfg(feature = "snmalloc")] | ||
#[global_allocator] | ||
static ALLOC: snmalloc_rs::SnMalloc = snmalloc_rs::SnMalloc; | ||
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#[cfg(feature = "mimalloc")] | ||
#[global_allocator] | ||
static ALLOC: mimalloc::MiMalloc = mimalloc::MiMalloc; | ||
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/// Command-line options for the TPC-DS benchmark tool | ||
#[derive(Debug, StructOpt)] | ||
#[structopt(name = "tpcds", about = "TPC-DS Benchmark Tool.")] | ||
enum TpcdsOpt { | ||
/// Run TPC-DS queries | ||
Run(RunOpt), | ||
} | ||
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/// Options for running TPC-DS queries | ||
#[derive(Debug, StructOpt)] | ||
pub struct RunOpt { | ||
/// Query number (e.g., 1 for query1.sql) | ||
#[structopt(short, long)] | ||
query: usize, | ||
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/// Path to the data directory containing Parquet files | ||
#[structopt(short, long)] | ||
data_dir: String, | ||
} | ||
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impl RunOpt { | ||
pub async fn run(&self) -> Result<()> { | ||
let query_number = self.query; | ||
let parquet_dir = &self.data_dir; | ||
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// Load the SQL query | ||
let sql = load_query(query_number)?; | ||
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println!("▶️ Running query {}", query_number); | ||
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// Compare DuckDB and DataFusion results | ||
if let Err(e) = compare_duckdb_datafusion(&sql, parquet_dir).await { | ||
eprintln!("❌ Query {} failed: {}", query_number, e); | ||
return Err(e); | ||
} | ||
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println!("✅ Query {} passed.", query_number); | ||
Ok(()) | ||
} | ||
} | ||
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/// Unified function to register all TPC-DS tables in DataFusion's SessionContext | ||
async fn create_tpcds_context(parquet_dir: &str) -> Result<SessionContext> { | ||
let ctx = SessionContext::new(); | ||
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for table_def in tpcds_schemas() { | ||
let path = format!("{}/{}.parquet", parquet_dir, table_def.name); | ||
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ctx.register_parquet(table_def.name, &path, ParquetReadOptions::default()) | ||
.await?; | ||
} | ||
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Ok(ctx) | ||
} | ||
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/// Compare RecordBatch results from DuckDB and DataFusion | ||
async fn compare_duckdb_datafusion( | ||
sql: &str, | ||
parquet_dir: &str, | ||
) -> Result<(), DataFusionError> { | ||
// Step 1: Execute query in DuckDB (used as the expected result) | ||
let expected_batches = execute_duckdb_query(sql, parquet_dir)?; | ||
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// Step 2: Execute query in DataFusion (actual result) | ||
let ctx = create_tpcds_context(parquet_dir).await?; | ||
let actual_batches = execute_datafusion_query(sql, ctx).await?; | ||
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// Step 3: Format the batches for comparison | ||
let expected_output = pretty_format_batches(&expected_batches)?.to_string(); | ||
let actual_output = pretty_format_batches(&actual_batches)?.to_string(); | ||
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if expected_output != actual_output { | ||
// Print detailed error information if outputs do not match | ||
eprintln!("❌ Query failed: Results do not match!"); | ||
eprintln!("SQL:\n{}", sql); | ||
eprintln!("Expected:\n{}", expected_output); | ||
eprintln!("Actual:\n{}", actual_output); | ||
return Err(DataFusionError::Execution( | ||
"Results do not match!".to_string(), | ||
)); | ||
} | ||
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println!("✅ Query succeeded: Results match!"); | ||
Ok(()) | ||
} | ||
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/// Execute a query in DuckDB and return the results as RecordBatch | ||
fn execute_duckdb_query(sql: &str, parquet_dir: &str) -> Result<Vec<RecordBatch>> { | ||
// Initialize DuckDB connection | ||
let conn = Connection::open_in_memory().map_err(|e| { | ||
DataFusionError::Execution(format!("DuckDB connection error: {}", e)) | ||
})?; | ||
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// Register all TPC-DS tables in DuckDB | ||
for table in TPCDS_TABLES { | ||
let path = format!("{}/{}.parquet", parquet_dir, table); | ||
let sql = format!( | ||
"CREATE TABLE {} AS SELECT * FROM read_parquet('{}')", | ||
table, path | ||
); | ||
println!("sql is {:?}", sql); | ||
conn.execute(&sql, []).map_err(|e| { | ||
DataFusionError::Execution(format!( | ||
"Error registering table '{}': {}", | ||
table, e | ||
)) | ||
})?; | ||
} | ||
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// Execute the query | ||
let mut stmt = conn.prepare(sql).map_err(|e| { | ||
DataFusionError::Execution(format!("SQL preparation error: {}", e)) | ||
})?; | ||
let batches = stmt | ||
.query_arrow([]) | ||
.map_err(|e| DataFusionError::Execution(format!("Query execution error: {}", e)))? | ||
.collect(); | ||
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Ok(batches) | ||
} | ||
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/// Execute a query in DataFusion and return the results as RecordBatch | ||
async fn execute_datafusion_query( | ||
sql: &str, | ||
ctx: SessionContext, | ||
) -> Result<Vec<RecordBatch>> { | ||
// Execute the query | ||
let df = ctx.sql(sql).await?; | ||
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// Collect the results into RecordBatch | ||
df.collect().await | ||
} | ||
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/// Load SQL query from a file | ||
fn load_query(query_number: usize) -> Result<String> { | ||
let query_path = format!("datafusion/core/tests/tpc-ds/{}.sql", query_number); | ||
fs::read_to_string(&query_path).map_err(|e| { | ||
DataFusionError::Execution(format!( | ||
"Failed to load query {}: {}", | ||
query_number, e | ||
)) | ||
}) | ||
} | ||
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#[tokio::main] | ||
async fn main() -> Result<()> { | ||
// Initialize logger | ||
env_logger::init(); | ||
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// Parse command-line arguments | ||
let opt = TpcdsOpt::from_args(); | ||
match opt { | ||
TpcdsOpt::Run(opt) => opt.run().await, | ||
} | ||
} |
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