simple example

Author: goldmedal

datafusion-examples/examples/async_udf.rs

@@ -0,0 +1,255 @@
+// 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.
+
+use arrow::array::{ArrayIter, ArrayRef, AsArray, Int64Array, RecordBatch, StringArray};
+use arrow::compute::kernels::cmp::eq;
+use arrow_schema::{DataType, Field, Schema};
+use async_trait::async_trait;
+use datafusion::common::error::Result;
+use datafusion::common::internal_err;
+use datafusion::common::types::{logical_int64, logical_string};
+use datafusion::common::utils::take_function_args;
+use datafusion::config::ConfigOptions;
+use datafusion::execution::{FunctionRegistry, SessionStateBuilder};
+use datafusion::logical_expr::async_udf::{
+    AsyncScalarFunctionArgs, AsyncScalarUDF, AsyncScalarUDFImpl,
+};
+use datafusion::logical_expr::{
+    ColumnarValue, Signature, TypeSignature, TypeSignatureClass, Volatility,
+};
+use datafusion::logical_expr_common::signature::Coercion;
+use datafusion::physical_expr_common::datum::apply_cmp;
+use datafusion::prelude::SessionContext;
+use log::trace;
+use std::any::Any;
+use std::sync::Arc;
+
+#[tokio::main]
+async fn main() -> Result<()> {
+    let mut state = SessionStateBuilder::new().build();
+
+    let async_upper = AsyncUpper::new();
+    let udf = AsyncScalarUDF::new(Arc::new(async_upper));
+    state.register_udf(udf.into_scalar_udf())?;
+    let async_equal = AsyncEqual::new();
+    let udf = AsyncScalarUDF::new(Arc::new(async_equal));
+    state.register_udf(udf.into_scalar_udf())?;
+    let ctx = SessionContext::new_with_state(state);
+    ctx.register_batch("animal", animal()?)?;
+
+    // use Async UDF in the projection
+    // +---------------+----------------------------------------------------------------------------------------+
+    // | plan_type     | plan                                                                                   |
+    // +---------------+----------------------------------------------------------------------------------------+
+    // | logical_plan  | Projection: async_equal(a.id, Int64(1))                                                |
+    // |               |   SubqueryAlias: a                                                                     |
+    // |               |     TableScan: animal projection=[id]                                                  |
+    // | physical_plan | ProjectionExec: expr=[__async_fn_0@1 as async_equal(a.id,Int64(1))]                    |
+    // |               |   AsyncFuncExec: async_expr=[async_expr(name=__async_fn_0, expr=async_equal(id@0, 1))] |
+    // |               |     CoalesceBatchesExec: target_batch_size=8192                                        |
+    // |               |       DataSourceExec: partitions=1, partition_sizes=[1]                                |
+    // |               |                                                                                        |
+    // +---------------+----------------------------------------------------------------------------------------+
+    ctx.sql("explain select async_equal(a.id, 1) from animal a")
+        .await?
+        .show()
+        .await?;
+
+    // +----------------------------+
+    // | async_equal(a.id,Int64(1)) |
+    // +----------------------------+
+    // | true                       |
+    // | false                      |
+    // | false                      |
+    // | false                      |
+    // | false                      |
+    // +----------------------------+
+    ctx.sql("select async_equal(a.id, 1) from animal a")
+        .await?
+        .show()
+        .await?;
+
+    // +---------------+--------------------------------------------------------------------------------------------+
+    // | plan_type     | plan                                                                                       |
+    // +---------------+--------------------------------------------------------------------------------------------+
+    // | logical_plan  | SubqueryAlias: a                                                                           |
+    // |               |   Filter: async_equal(animal.id, Int64(1))                                                 |
+    // |               |     TableScan: animal projection=[id, name]                                                |
+    // | physical_plan | CoalesceBatchesExec: target_batch_size=8192                                                |
+    // |               |   FilterExec: __async_fn_0@2, projection=[id@0, name@1]                                    |
+    // |               |     RepartitionExec: partitioning=RoundRobinBatch(12), input_partitions=1                  |
+    // |               |       AsyncFuncExec: async_expr=[async_expr(name=__async_fn_0, expr=async_equal(id@0, 1))] |
+    // |               |         CoalesceBatchesExec: target_batch_size=8192                                        |
+    // |               |           DataSourceExec: partitions=1, partition_sizes=[1]                                |
+    // |               |                                                                                            |
+    // +---------------+--------------------------------------------------------------------------------------------+
+    ctx.sql("explain select * from animal a where async_equal(a.id, 1)")
+        .await?
+        .show()
+        .await?;
+
+    // +----+------+
+    // | id | name |
+    // +----+------+
+    // | 1  | cat  |
+    // +----+------+
+    ctx.sql("select * from animal a where async_equal(a.id, 1)")
+        .await?
+        .show()
+        .await?;
+
+    Ok(())
+}
+
+fn animal() -> Result<RecordBatch> {
+    let schema = Arc::new(Schema::new(vec![
+        Field::new("id", DataType::Int64, false),
+        Field::new("name", DataType::Utf8, false),
+    ]));
+
+    let id_array = Arc::new(Int64Array::from(vec![1, 2, 3, 4, 5]));
+    let name_array = Arc::new(StringArray::from(vec![
+        "cat", "dog", "fish", "bird", "snake",
+    ]));
+
+    Ok(RecordBatch::try_new(schema, vec![id_array, name_array])?)
+}
+
+#[derive(Debug)]
+pub struct AsyncUpper {
+    signature: Signature,
+}
+
+impl Default for AsyncUpper {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+impl AsyncUpper {
+    pub fn new() -> Self {
+        Self {
+            signature: Signature::new(
+                TypeSignature::Coercible(vec![Coercion::Exact {
+                    desired_type: TypeSignatureClass::Native(logical_string()),
+                }]),
+                Volatility::Volatile,
+            ),
+        }
+    }
+}
+
+#[async_trait]
+impl AsyncScalarUDFImpl for AsyncUpper {
+    fn as_any(&self) -> &dyn Any {
+        self
+    }
+
+    fn name(&self) -> &str {
+        "async_upper"
+    }
+
+    fn signature(&self) -> &Signature {
+        &self.signature
+    }
+
+    fn return_type(&self, _arg_types: &[DataType]) -> Result<DataType> {
+        Ok(DataType::Utf8)
+    }
+
+    fn ideal_batch_size(&self) -> Option<usize> {
+        Some(10)
+    }
+
+    async fn invoke_async_with_args(
+        &self,
+        args: AsyncScalarFunctionArgs,
+        _option: &ConfigOptions,
+    ) -> Result<ArrayRef> {
+        trace!("Invoking async_upper with args: {:?}", args);
+        let value = &args.args[0];
+        let result = match value {
+            ColumnarValue::Array(array) => {
+                let string_array = array.as_string::<i32>();
+                let iter = ArrayIter::new(string_array);
+                let result = iter
+                    .map(|string| string.map(|s| s.to_uppercase()))
+                    .collect::<StringArray>();
+                Arc::new(result) as ArrayRef
+            }
+            _ => return internal_err!("Expected a string argument, got {:?}", value),
+        };
+        Ok(result)
+    }
+}
+
+#[derive(Debug)]
+struct AsyncEqual {
+    signature: Signature,
+}
+
+impl Default for AsyncEqual {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+impl AsyncEqual {
+    pub fn new() -> Self {
+        Self {
+            signature: Signature::new(
+                TypeSignature::Coercible(vec![
+                    Coercion::Exact {
+                        desired_type: TypeSignatureClass::Native(logical_int64()),
+                    },
+                    Coercion::Exact {
+                        desired_type: TypeSignatureClass::Native(logical_int64()),
+                    },
+                ]),
+                Volatility::Volatile,
+            ),
+        }
+    }
+}
+
+#[async_trait]
+impl AsyncScalarUDFImpl for AsyncEqual {
+    fn as_any(&self) -> &dyn Any {
+        self
+    }
+
+    fn name(&self) -> &str {
+        "async_equal"
+    }
+
+    fn signature(&self) -> &Signature {
+        &self.signature
+    }
+
+    fn return_type(&self, _arg_types: &[DataType]) -> Result<DataType> {
+        Ok(DataType::Boolean)
+    }
+
+    async fn invoke_async_with_args(
+        &self,
+        args: AsyncScalarFunctionArgs,
+        _option: &ConfigOptions,
+    ) -> Result<ArrayRef> {
+        let [arg1, arg2] = take_function_args(self.name(), &args.args)?;
+        apply_cmp(&arg1, &arg2, eq)?.to_array(args.number_rows)
+    }
+}