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# Ballista Rust Client
Ballista usage is very similar to DataFusion. Tha main difference is that the starting point is a `BallistaContext`
instead of the DataFusion `SessionContext`. Ballista uses the same DataFrame API as DataFusion.
The following code sample demonstrates how to create a `BallistaContext` to connect to a Ballista scheduler process.
```rust
let config = BallistaConfig::builder()
.set("ballista.shuffle.partitions", "4")
.build()?;
// connect to Ballista scheduler
let ctx = BallistaContext::remote("localhost", 50050, &config);
```
Here is a full example using the DataFrame API.
```rust
#[tokio::main]
async fn main() -> Result<()> {
let config = BallistaConfig::builder()
.set("ballista.shuffle.partitions", "4")
.build()?;
// connect to Ballista scheduler
let ctx = BallistaContext::remote("localhost", 50050, &config);
let testdata = datafusion::test_util::parquet_test_data();
let filename = &format!("{}/alltypes_plain.parquet", testdata);
// define the query using the DataFrame trait
let df = ctx
.read_parquet(filename)?
.select_columns(&["id", "bool_col", "timestamp_col"])?
.filter(col("id").gt(lit(1)))?;
// print the results
df.show().await?;
Ok(())
}
```
Here is a full example demonstrating SQL usage.
```rust
#[tokio::main]
async fn main() -> Result<()> {
let config = BallistaConfig::builder()
.set("ballista.shuffle.partitions", "4")
.build()?;
// connect to Ballista scheduler
let ctx = BallistaContext::remote("localhost", 50050, &config);
let testdata = datafusion::test_util::arrow_test_data();
// register csv file with the execution context
ctx.register_csv(
"aggregate_test_100",
&format!("{}/csv/aggregate_test_100.csv", testdata),
CsvReadOptions::new(),
)?;
// execute the query
let df = ctx.sql(
"SELECT c1, MIN(c12), MAX(c12) \
FROM aggregate_test_100 \
WHERE c11 > 0.1 AND c11 < 0.9 \
GROUP BY c1",
)?;
// print the results
df.show().await?;
Ok(())
}
```