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mod.rs
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//! # SQL DataFusion TableProvider
//!
//! This module implements a SQL TableProvider for DataFusion.
//!
//! This is used as a fallback if the `datafusion-federation` optimizer is not enabled.
use crate::sql::db_connection_pool::{
self,
dbconnection::{get_schema, query_arrow},
DbConnectionPool,
};
use async_trait::async_trait;
use datafusion::{
catalog::Session,
sql::unparser::dialect::{
DefaultDialect, Dialect, MySqlDialect, PostgreSqlDialect, SqliteDialect,
},
};
use futures::TryStreamExt;
use snafu::prelude::*;
use std::fmt::{Display, Formatter};
use std::{any::Any, fmt, sync::Arc};
use datafusion::{
arrow::datatypes::SchemaRef,
datasource::TableProvider,
error::{DataFusionError, Result as DataFusionResult},
execution::TaskContext,
logical_expr::{
logical_plan::builder::LogicalTableSource, Expr, LogicalPlan, LogicalPlanBuilder,
TableProviderFilterPushDown, TableType,
},
physical_expr::EquivalenceProperties,
physical_plan::{
stream::RecordBatchStreamAdapter, DisplayAs, DisplayFormatType, ExecutionMode,
ExecutionPlan, Partitioning, PlanProperties, SendableRecordBatchStream,
},
sql::{unparser::Unparser, TableReference},
};
#[cfg(feature = "federation")]
pub mod federation;
#[derive(Debug, Snafu)]
pub enum Error {
#[snafu(display("Unable to get a DB connection from the pool: {source}"))]
UnableToGetConnectionFromPool { source: db_connection_pool::Error },
#[snafu(display("Unable to get schema: {source}"))]
UnableToGetSchema {
source: db_connection_pool::dbconnection::Error,
},
#[snafu(display("Unable to generate SQL: {source}"))]
UnableToGenerateSQL { source: DataFusionError },
}
#[derive(Clone, Copy, Debug)]
pub enum Engine {
Spark,
SQLite,
DuckDB,
ODBC,
Postgres,
MySQL,
Default,
}
impl Engine {
/// Get the corresponding `Dialect` to use for unparsing
pub fn dialect(&self) -> Arc<dyn Dialect + Send + Sync> {
match self {
Engine::SQLite => Arc::new(SqliteDialect {}),
Engine::Postgres => Arc::new(PostgreSqlDialect {}),
Engine::MySQL => Arc::new(MySqlDialect {}),
Engine::Spark | Engine::DuckDB | Engine::ODBC | Engine::Default => {
Arc::new(DefaultDialect {})
}
}
}
}
pub type Result<T, E = Error> = std::result::Result<T, E>;
#[derive(Clone)]
pub struct SqlTable<T: 'static, P: 'static> {
name: String,
pool: Arc<dyn DbConnectionPool<T, P> + Send + Sync>,
schema: SchemaRef,
pub table_reference: TableReference,
engine: Engine,
}
impl<T, P> fmt::Debug for SqlTable<T, P> {
fn fmt(&self, f: &mut Formatter<'_>) -> fmt::Result {
f.debug_struct("SqlTable")
.field("name", &self.name)
.field("schema", &self.schema)
.field("table_reference", &self.table_reference)
.field("engine", &self.engine)
.finish()
}
}
impl<T, P> SqlTable<T, P> {
pub async fn new(
name: &str,
pool: &Arc<dyn DbConnectionPool<T, P> + Send + Sync>,
table_reference: impl Into<TableReference>,
engine: Option<Engine>,
) -> Result<Self> {
let table_reference = table_reference.into();
let conn = pool
.connect()
.await
.context(UnableToGetConnectionFromPoolSnafu)?;
let schema = get_schema(conn, &table_reference)
.await
.context(UnableToGetSchemaSnafu)?;
Ok(Self::new_with_schema(
name,
pool,
schema,
table_reference,
engine,
))
}
pub fn new_with_schema(
name: &str,
pool: &Arc<dyn DbConnectionPool<T, P> + Send + Sync>,
schema: impl Into<SchemaRef>,
table_reference: impl Into<TableReference>,
engine: Option<Engine>,
) -> Self {
let engine = engine.unwrap_or(Engine::Default);
Self {
name: name.to_owned(),
pool: Arc::clone(pool),
schema: schema.into(),
table_reference: table_reference.into(),
engine,
}
}
pub fn scan_to_sql(
&self,
projection: Option<&Vec<usize>>,
filters: &[Expr],
limit: Option<usize>,
) -> DataFusionResult<String> {
let logical_plan = self.create_logical_plan(projection, filters, limit)?;
let sql = Unparser::new(self.engine.dialect().as_ref())
.plan_to_sql(&logical_plan)?
.to_string();
Ok(sql)
}
fn create_logical_plan(
&self,
projection: Option<&Vec<usize>>,
filters: &[Expr],
limit: Option<usize>,
) -> DataFusionResult<LogicalPlan> {
let table_source = LogicalTableSource::new(self.schema());
LogicalPlanBuilder::scan_with_filters(
self.table_reference.clone(),
Arc::new(table_source),
projection.cloned(),
filters.to_vec(),
)?
.limit(0, limit)?
.build()
}
fn create_physical_plan(
&self,
projection: Option<&Vec<usize>>,
sql: String,
) -> DataFusionResult<Arc<dyn ExecutionPlan>> {
Ok(Arc::new(SqlExec::new(
projection,
&self.schema(),
Arc::clone(&self.pool),
sql,
)?))
}
// Return the current memory location of the object as a unique identifier
fn unique_id(&self) -> usize {
std::ptr::from_ref(self) as usize
}
#[must_use]
pub fn name(&self) -> &str {
&self.name
}
#[must_use]
pub fn clone_pool(&self) -> Arc<dyn DbConnectionPool<T, P> + Send + Sync> {
Arc::clone(&self.pool)
}
}
#[async_trait]
impl<T, P> TableProvider for SqlTable<T, P> {
fn as_any(&self) -> &dyn Any {
self
}
fn schema(&self) -> SchemaRef {
Arc::clone(&self.schema)
}
fn table_type(&self) -> TableType {
TableType::Base
}
fn supports_filters_pushdown(
&self,
filters: &[&Expr],
) -> DataFusionResult<Vec<TableProviderFilterPushDown>> {
let filter_push_down: Vec<TableProviderFilterPushDown> = filters
.iter()
.map(
|f| match Unparser::new(self.engine.dialect().as_ref()).expr_to_sql(f) {
Ok(_) => TableProviderFilterPushDown::Exact,
Err(_) => TableProviderFilterPushDown::Unsupported,
},
)
.collect();
Ok(filter_push_down)
}
async fn scan(
&self,
_state: &dyn Session,
projection: Option<&Vec<usize>>,
filters: &[Expr],
limit: Option<usize>,
) -> DataFusionResult<Arc<dyn ExecutionPlan>> {
let sql = self.scan_to_sql(projection, filters, limit)?;
return self.create_physical_plan(projection, sql);
}
}
impl<T, P> Display for SqlTable<T, P> {
fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
write!(f, "SqlTable {}", self.name)
}
}
pub fn project_schema_safe(
schema: &SchemaRef,
projection: Option<&Vec<usize>>,
) -> DataFusionResult<SchemaRef> {
let schema = match projection {
Some(columns) => {
if columns.is_empty() {
Arc::clone(schema)
} else {
Arc::new(schema.project(columns)?)
}
}
None => Arc::clone(schema),
};
Ok(schema)
}
#[derive(Clone)]
pub struct SqlExec<T, P> {
projected_schema: SchemaRef,
pool: Arc<dyn DbConnectionPool<T, P> + Send + Sync>,
sql: String,
properties: PlanProperties,
}
impl<T, P> SqlExec<T, P> {
pub fn new(
projection: Option<&Vec<usize>>,
schema: &SchemaRef,
pool: Arc<dyn DbConnectionPool<T, P> + Send + Sync>,
sql: String,
) -> DataFusionResult<Self> {
let projected_schema = project_schema_safe(schema, projection)?;
Ok(Self {
projected_schema: Arc::clone(&projected_schema),
pool,
sql,
properties: PlanProperties::new(
EquivalenceProperties::new(projected_schema),
Partitioning::UnknownPartitioning(1),
ExecutionMode::Bounded,
),
})
}
#[must_use]
pub fn clone_pool(&self) -> Arc<dyn DbConnectionPool<T, P> + Send + Sync> {
Arc::clone(&self.pool)
}
pub fn sql(&self) -> Result<String> {
Ok(self.sql.clone())
}
}
impl<T, P> std::fmt::Debug for SqlExec<T, P> {
fn fmt(&self, f: &mut std::fmt::Formatter) -> std::fmt::Result {
let sql = self.sql().unwrap_or_default();
write!(f, "SqlExec sql={sql}")
}
}
impl<T, P> DisplayAs for SqlExec<T, P> {
fn fmt_as(&self, _t: DisplayFormatType, f: &mut fmt::Formatter) -> std::fmt::Result {
let sql = self.sql().unwrap_or_default();
write!(f, "SqlExec sql={sql}")
}
}
impl<T: 'static, P: 'static> ExecutionPlan for SqlExec<T, P> {
fn name(&self) -> &'static str {
"SqlExec"
}
fn as_any(&self) -> &dyn Any {
self
}
fn schema(&self) -> SchemaRef {
Arc::clone(&self.projected_schema)
}
fn properties(&self) -> &PlanProperties {
&self.properties
}
fn children(&self) -> Vec<&Arc<dyn ExecutionPlan>> {
vec![]
}
fn with_new_children(
self: Arc<Self>,
_children: Vec<Arc<dyn ExecutionPlan>>,
) -> DataFusionResult<Arc<dyn ExecutionPlan>> {
Ok(self)
}
fn execute(
&self,
_partition: usize,
_context: Arc<TaskContext>,
) -> DataFusionResult<SendableRecordBatchStream> {
let sql = self.sql().map_err(to_execution_error)?;
tracing::debug!("SqlExec sql: {sql}");
let schema = self.schema();
let fut = get_stream(Arc::clone(&self.pool), sql, Arc::clone(&schema));
let stream = futures::stream::once(fut).try_flatten();
Ok(Box::pin(RecordBatchStreamAdapter::new(schema, stream)))
}
}
pub async fn get_stream<T: 'static, P: 'static>(
pool: Arc<dyn DbConnectionPool<T, P> + Send + Sync>,
sql: String,
projected_schema: SchemaRef,
) -> DataFusionResult<SendableRecordBatchStream> {
let conn = pool.connect().await.map_err(to_execution_error)?;
query_arrow(conn, sql, Some(projected_schema))
.await
.map_err(to_execution_error)
}
#[allow(clippy::needless_pass_by_value)]
pub fn to_execution_error(
e: impl Into<Box<dyn std::error::Error + Send + Sync>>,
) -> DataFusionError {
DataFusionError::Execution(format!("{}", e.into()).to_string())
}
#[cfg(test)]
mod tests {
use std::{error::Error, sync::Arc};
use datafusion::execution::context::SessionContext;
use datafusion::sql::TableReference;
use tracing::{level_filters::LevelFilter, subscriber::DefaultGuard, Dispatch};
use crate::sql::sql_provider_datafusion::SqlTable;
fn setup_tracing() -> DefaultGuard {
let subscriber: tracing_subscriber::FmtSubscriber = tracing_subscriber::fmt()
.with_max_level(LevelFilter::DEBUG)
.finish();
let dispatch = Dispatch::new(subscriber);
tracing::dispatcher::set_default(&dispatch)
}
mod sql_table_plan_to_sql_tests {
use std::any::Any;
use async_trait::async_trait;
use datafusion::arrow::datatypes::{DataType, Field, Schema, TimeUnit};
use datafusion::{
logical_expr::{col, lit},
sql::TableReference,
};
use crate::sql::db_connection_pool::{
dbconnection::DbConnection, DbConnectionPool, JoinPushDown,
};
use super::super::Engine;
use super::*;
struct MockConn {}
impl DbConnection<(), &'static dyn ToString> for MockConn {
fn as_any(&self) -> &dyn Any {
self
}
fn as_any_mut(&mut self) -> &mut dyn Any {
self
}
}
struct MockDBPool {}
#[async_trait]
impl DbConnectionPool<(), &'static dyn ToString> for MockDBPool {
async fn connect(
&self,
) -> Result<
Box<dyn DbConnection<(), &'static dyn ToString>>,
Box<dyn Error + Send + Sync>,
> {
Ok(Box::new(MockConn {}))
}
fn join_push_down(&self) -> JoinPushDown {
JoinPushDown::Disallow
}
}
fn new_sql_table(
table_reference: &'static str,
engine: Option<Engine>,
) -> Result<SqlTable<(), &'static dyn ToString>, Box<dyn Error + Send + Sync>> {
let fields = vec![
Field::new("name", DataType::Utf8, false),
Field::new("age", DataType::Int16, false),
Field::new(
"createdDate",
DataType::Timestamp(TimeUnit::Millisecond, None),
false,
),
Field::new("userId", DataType::LargeUtf8, false),
Field::new("active", DataType::Boolean, false),
Field::new("5e48", DataType::LargeUtf8, false),
];
let schema = Arc::new(Schema::new(fields));
let pool = Arc::new(MockDBPool {})
as Arc<dyn DbConnectionPool<(), &'static dyn ToString> + Send + Sync>;
let table_ref = TableReference::parse_str(table_reference);
Ok(SqlTable::new_with_schema(
table_reference,
&pool,
schema,
table_ref,
engine,
))
}
#[tokio::test]
async fn test_sql_to_string() -> Result<(), Box<dyn Error + Send + Sync>> {
let sql_table = new_sql_table("users", Some(Engine::SQLite))?;
let result = sql_table.scan_to_sql(Some(&vec![0]), &[], None)?;
assert_eq!(result, r#"SELECT `users`.`name` FROM `users`"#);
Ok(())
}
#[tokio::test]
async fn test_sql_to_string_with_filters_and_limit(
) -> Result<(), Box<dyn Error + Send + Sync>> {
let filters = vec![col("age").gt_eq(lit(30)).and(col("name").eq(lit("x")))];
let sql_table = new_sql_table("users", Some(Engine::SQLite))?;
let result = sql_table.scan_to_sql(Some(&vec![0, 1]), &filters, Some(3))?;
assert_eq!(
result,
r#"SELECT `users`.`name`, `users`.`age` FROM `users` WHERE ((`users`.`age` >= 30) AND (`users`.`name` = 'x')) LIMIT 3"#
);
Ok(())
}
// TODO cover more test cases with different Engines & Dialects
}
#[test]
fn test_references() {
let table_ref = TableReference::bare("test");
assert_eq!(format!("{table_ref}"), "test");
}
// XXX move this to duckdb mod??
#[cfg(feature = "duckdb")]
mod duckdb_tests {
use super::*;
use crate::sql::db_connection_pool::dbconnection::duckdbconn::{
DuckDBSyncParameter, DuckDbConnection,
};
use crate::sql::db_connection_pool::{duckdbpool::DuckDbConnectionPool, DbConnectionPool};
use duckdb::DuckdbConnectionManager;
#[tokio::test]
async fn test_duckdb_table() -> Result<(), Box<dyn Error + Send + Sync>> {
let t = setup_tracing();
let ctx = SessionContext::new();
let pool: Arc<
dyn DbConnectionPool<
r2d2::PooledConnection<DuckdbConnectionManager>,
Box<dyn DuckDBSyncParameter>,
> + Send
+ Sync,
> = Arc::new(DuckDbConnectionPool::new_memory()?)
as Arc<
dyn DbConnectionPool<
r2d2::PooledConnection<DuckdbConnectionManager>,
Box<dyn DuckDBSyncParameter>,
> + Send
+ Sync,
>;
let conn = pool.connect().await?;
let db_conn = conn
.as_any()
.downcast_ref::<DuckDbConnection>()
.expect("Unable to downcast to DuckDbConnection");
db_conn.conn.execute_batch(
"CREATE TABLE test (a INTEGER, b VARCHAR); INSERT INTO test VALUES (3, 'bar');",
)?;
let duckdb_table = SqlTable::new("duckdb", &pool, "test", None).await?;
ctx.register_table("test_datafusion", Arc::new(duckdb_table))?;
let sql = "SELECT * FROM test_datafusion limit 1";
let df = ctx.sql(sql).await?;
df.show().await?;
drop(t);
Ok(())
}
#[tokio::test]
async fn test_duckdb_table_filter() -> Result<(), Box<dyn Error + Send + Sync>> {
let t = setup_tracing();
let ctx = SessionContext::new();
let pool: Arc<
dyn DbConnectionPool<
r2d2::PooledConnection<DuckdbConnectionManager>,
Box<dyn DuckDBSyncParameter>,
> + Send
+ Sync,
> = Arc::new(DuckDbConnectionPool::new_memory()?)
as Arc<
dyn DbConnectionPool<
r2d2::PooledConnection<DuckdbConnectionManager>,
Box<dyn DuckDBSyncParameter>,
> + Send
+ Sync,
>;
let conn = pool.connect().await?;
let db_conn = conn
.as_any()
.downcast_ref::<DuckDbConnection>()
.expect("Unable to downcast to DuckDbConnection");
db_conn.conn.execute_batch(
"CREATE TABLE test (a INTEGER, b VARCHAR); INSERT INTO test VALUES (3, 'bar');",
)?;
let duckdb_table = SqlTable::new("duckdb", &pool, "test", None).await?;
ctx.register_table("test_datafusion", Arc::new(duckdb_table))?;
let sql = "SELECT * FROM test_datafusion where a > 1 and b = 'bar' limit 1";
let df = ctx.sql(sql).await?;
df.show().await?;
drop(t);
Ok(())
}
}
}