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docs: add example for custom file format with
COPY TO
(#11174)
* feat: add example for copy to * better docs plus tempdir * build: clean examples if over 10GB * only 1GB * build: try clearing some disk space before running * build: remove sudo * build: try clean * build: run clean * build: only clean examples * docs: better output for example
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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::{any::Any, sync::Arc}; | ||
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use arrow::{ | ||
array::{AsArray, RecordBatch, StringArray, UInt8Array}, | ||
datatypes::UInt64Type, | ||
}; | ||
use arrow_schema::{DataType, Field, Schema, SchemaRef}; | ||
use datafusion::{ | ||
datasource::{ | ||
file_format::{ | ||
csv::CsvFormatFactory, file_compression_type::FileCompressionType, | ||
FileFormat, FileFormatFactory, | ||
}, | ||
physical_plan::{FileScanConfig, FileSinkConfig}, | ||
MemTable, | ||
}, | ||
error::Result, | ||
execution::{context::SessionState, runtime_env::RuntimeEnv}, | ||
physical_plan::ExecutionPlan, | ||
prelude::{SessionConfig, SessionContext}, | ||
}; | ||
use datafusion_common::{GetExt, Statistics}; | ||
use datafusion_physical_expr::{PhysicalExpr, PhysicalSortRequirement}; | ||
use object_store::{ObjectMeta, ObjectStore}; | ||
use tempfile::tempdir; | ||
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/// Example of a custom file format that reads and writes TSV files. | ||
/// | ||
/// TSVFileFormatFactory is responsible for creating instances of TSVFileFormat. | ||
/// The former, once registered with the SessionState, will then be used | ||
/// to facilitate SQL operations on TSV files, such as `COPY TO` shown here. | ||
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#[derive(Debug)] | ||
/// Custom file format that reads and writes TSV files | ||
/// | ||
/// This file format is a wrapper around the CSV file format | ||
/// for demonstration purposes. | ||
struct TSVFileFormat { | ||
csv_file_format: Arc<dyn FileFormat>, | ||
} | ||
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impl TSVFileFormat { | ||
pub fn new(csv_file_format: Arc<dyn FileFormat>) -> Self { | ||
Self { csv_file_format } | ||
} | ||
} | ||
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#[async_trait::async_trait] | ||
impl FileFormat for TSVFileFormat { | ||
fn as_any(&self) -> &dyn Any { | ||
self | ||
} | ||
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fn get_ext(&self) -> String { | ||
"tsv".to_string() | ||
} | ||
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fn get_ext_with_compression( | ||
&self, | ||
c: &FileCompressionType, | ||
) -> datafusion::error::Result<String> { | ||
if c == &FileCompressionType::UNCOMPRESSED { | ||
Ok("tsv".to_string()) | ||
} else { | ||
todo!("Compression not supported") | ||
} | ||
} | ||
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async fn infer_schema( | ||
&self, | ||
state: &SessionState, | ||
store: &Arc<dyn ObjectStore>, | ||
objects: &[ObjectMeta], | ||
) -> Result<SchemaRef> { | ||
self.csv_file_format | ||
.infer_schema(state, store, objects) | ||
.await | ||
} | ||
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async fn infer_stats( | ||
&self, | ||
state: &SessionState, | ||
store: &Arc<dyn ObjectStore>, | ||
table_schema: SchemaRef, | ||
object: &ObjectMeta, | ||
) -> Result<Statistics> { | ||
self.csv_file_format | ||
.infer_stats(state, store, table_schema, object) | ||
.await | ||
} | ||
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async fn create_physical_plan( | ||
&self, | ||
state: &SessionState, | ||
conf: FileScanConfig, | ||
filters: Option<&Arc<dyn PhysicalExpr>>, | ||
) -> Result<Arc<dyn ExecutionPlan>> { | ||
self.csv_file_format | ||
.create_physical_plan(state, conf, filters) | ||
.await | ||
} | ||
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async fn create_writer_physical_plan( | ||
&self, | ||
input: Arc<dyn ExecutionPlan>, | ||
state: &SessionState, | ||
conf: FileSinkConfig, | ||
order_requirements: Option<Vec<PhysicalSortRequirement>>, | ||
) -> Result<Arc<dyn ExecutionPlan>> { | ||
self.csv_file_format | ||
.create_writer_physical_plan(input, state, conf, order_requirements) | ||
.await | ||
} | ||
} | ||
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#[derive(Default)] | ||
/// Factory for creating TSV file formats | ||
/// | ||
/// This factory is a wrapper around the CSV file format factory | ||
/// for demonstration purposes. | ||
pub struct TSVFileFactory { | ||
csv_file_factory: CsvFormatFactory, | ||
} | ||
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impl TSVFileFactory { | ||
pub fn new() -> Self { | ||
Self { | ||
csv_file_factory: CsvFormatFactory::new(), | ||
} | ||
} | ||
} | ||
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impl FileFormatFactory for TSVFileFactory { | ||
fn create( | ||
&self, | ||
state: &SessionState, | ||
format_options: &std::collections::HashMap<String, String>, | ||
) -> Result<std::sync::Arc<dyn FileFormat>> { | ||
let mut new_options = format_options.clone(); | ||
new_options.insert("format.delimiter".to_string(), "\t".to_string()); | ||
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let csv_file_format = self.csv_file_factory.create(state, &new_options)?; | ||
let tsv_file_format = Arc::new(TSVFileFormat::new(csv_file_format)); | ||
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Ok(tsv_file_format) | ||
} | ||
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fn default(&self) -> std::sync::Arc<dyn FileFormat> { | ||
todo!() | ||
} | ||
} | ||
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impl GetExt for TSVFileFactory { | ||
fn get_ext(&self) -> String { | ||
"tsv".to_string() | ||
} | ||
} | ||
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#[tokio::main] | ||
async fn main() -> Result<()> { | ||
// Create a new context with the default configuration | ||
let config = SessionConfig::new(); | ||
let runtime = RuntimeEnv::default(); | ||
let mut state = SessionState::new_with_config_rt(config, Arc::new(runtime)); | ||
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// Register the custom file format | ||
let file_format = Arc::new(TSVFileFactory::new()); | ||
state.register_file_format(file_format, true).unwrap(); | ||
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// Create a new context with the custom file format | ||
let ctx = SessionContext::new_with_state(state); | ||
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let mem_table = create_mem_table(); | ||
ctx.register_table("mem_table", mem_table).unwrap(); | ||
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let temp_dir = tempdir().unwrap(); | ||
let table_save_path = temp_dir.path().join("mem_table.tsv"); | ||
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let d = ctx | ||
.sql(&format!( | ||
"COPY mem_table TO '{}' STORED AS TSV;", | ||
table_save_path.display(), | ||
)) | ||
.await?; | ||
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let results = d.collect().await?; | ||
println!( | ||
"Number of inserted rows: {:?}", | ||
(results[0] | ||
.column_by_name("count") | ||
.unwrap() | ||
.as_primitive::<UInt64Type>() | ||
.value(0)) | ||
); | ||
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Ok(()) | ||
} | ||
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// create a simple mem table | ||
fn create_mem_table() -> Arc<MemTable> { | ||
let fields = vec![ | ||
Field::new("id", DataType::UInt8, false), | ||
Field::new("data", DataType::Utf8, false), | ||
]; | ||
let schema = Arc::new(Schema::new(fields)); | ||
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let partitions = RecordBatch::try_new( | ||
schema.clone(), | ||
vec![ | ||
Arc::new(UInt8Array::from(vec![1, 2])), | ||
Arc::new(StringArray::from(vec!["foo", "bar"])), | ||
], | ||
) | ||
.unwrap(); | ||
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Arc::new(MemTable::try_new(schema, vec![vec![partitions]]).unwrap()) | ||
} |