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ExecutionPlan
visitor example documentation
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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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use std::sync::Arc; | ||
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use datafusion::datasource::file_format::parquet::ParquetFormat; | ||
use datafusion::datasource::listing::{ListingOptions, PartitionedFile}; | ||
use datafusion::datasource::physical_plan::ParquetExec; | ||
use datafusion::execution::context::SessionContext; | ||
use datafusion::physical_plan::metrics::MetricValue; | ||
use datafusion::physical_plan::{ | ||
execute_stream, visit_execution_plan, ExecutionPlan, ExecutionPlanVisitor, | ||
}; | ||
use futures::StreamExt; | ||
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/// Example of collecting metrics after execution by visiting the `ExecutionPlan` | ||
#[tokio::main] | ||
async fn main() { | ||
let ctx = SessionContext::new(); | ||
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let test_data = datafusion::test_util::parquet_test_data(); | ||
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// Configure listing options | ||
let file_format = ParquetFormat::default().with_enable_pruning(true); | ||
let listing_options = ListingOptions::new(Arc::new(file_format)); | ||
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// First example were we use an absolute path, which requires no additional setup. | ||
let _ = ctx | ||
.register_listing_table( | ||
"my_table", | ||
&format!("file://{test_data}/alltypes_plain.parquet"), | ||
listing_options.clone(), | ||
None, | ||
None, | ||
) | ||
.await; | ||
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let df = ctx.sql("SELECT * FROM my_table").await.unwrap(); | ||
let plan = df.create_physical_plan().await.unwrap(); | ||
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// Create empty visitor | ||
let mut visitor = ParquetExecVisitor { | ||
file_groups: None, | ||
bytes_scanned: None, | ||
}; | ||
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// Make sure you execute the plan to collect actual execution statistics. | ||
// For example, in this example the `file_scan_config` is known without executing | ||
// but the `bytes_scanned` would be None if we did not execute. | ||
let mut batch_stream = execute_stream(plan.clone(), ctx.task_ctx()).unwrap(); | ||
while let Some(batch) = batch_stream.next().await { | ||
println!("Batch rows: {}", batch.unwrap().num_rows()); | ||
} | ||
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visit_execution_plan(plan.as_ref(), &mut visitor).unwrap(); | ||
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println!( | ||
"ParquetExecVisitor bytes_scanned: {:?}", | ||
visitor.bytes_scanned | ||
); | ||
println!( | ||
"ParquetExecVisitor file_groups: {:?}", | ||
visitor.file_groups.unwrap() | ||
); | ||
} | ||
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/// Define a struct with fields to hold the execution information you want to | ||
/// collect. In this case, I want information on how many bytes were scanned | ||
/// and `file_groups` from the FileScanConfig. | ||
#[derive(Debug)] | ||
struct ParquetExecVisitor { | ||
file_groups: Option<Vec<Vec<PartitionedFile>>>, | ||
bytes_scanned: Option<MetricValue>, | ||
} | ||
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impl ExecutionPlanVisitor for ParquetExecVisitor { | ||
type Error = datafusion_common::DataFusionError; | ||
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/// This function is called once for every node in the tree. | ||
/// Based on your needs implement either `pre_visit` (visit each node before its children/inputs) | ||
/// or `post_visit` (visit each node after its children/inputs) | ||
fn pre_visit(&mut self, plan: &dyn ExecutionPlan) -> Result<bool, Self::Error> { | ||
// If needed match on a specific `ExecutionPlan` node type | ||
let maybe_parquet_exec = plan.as_any().downcast_ref::<ParquetExec>(); | ||
if let Some(parquet_exec) = maybe_parquet_exec { | ||
self.file_groups = Some(parquet_exec.base_config().file_groups.clone()); | ||
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let metrics = match parquet_exec.metrics() { | ||
None => return Ok(true), | ||
Some(metrics) => metrics, | ||
}; | ||
self.bytes_scanned = metrics.sum_by_name("bytes_scanned"); | ||
} | ||
Ok(true) | ||
} | ||
} |
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