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Example that shows how to convert query result into rust struct #2959 (
#2969) * shows how to turn query result into struct * fix * tomlfmt for Cargo.toml in examples * cargo fmt allow-deadcode delete unused import/derive
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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 datafusion::error::Result; | ||
use datafusion::prelude::*; | ||
use serde::Deserialize; | ||
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/// This example shows that it is possible to convert query results into Rust structs . | ||
/// It will collect the query results into RecordBatch, then convert it to serde_json::Value. | ||
/// Then, serde_json::Value is turned into Rust's struct. | ||
/// Any datatype with `Deserialize` implemeneted works. | ||
#[tokio::main] | ||
async fn main() -> Result<()> { | ||
let data_list = Data::new().await?; | ||
println!("{:#?}", data_list); | ||
Ok(()) | ||
} | ||
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#[derive(Deserialize, Debug)] | ||
struct Data { | ||
#[allow(dead_code)] | ||
int_col: i64, | ||
#[allow(dead_code)] | ||
double_col: f64, | ||
} | ||
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impl Data { | ||
pub async fn new() -> Result<Vec<Self>> { | ||
// this group is almost the same as the one you find it in parquet_sql.rs | ||
let batches = { | ||
let ctx = SessionContext::new(); | ||
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let testdata = datafusion::test_util::parquet_test_data(); | ||
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ctx.register_parquet( | ||
"alltypes_plain", | ||
&format!("{}/alltypes_plain.parquet", testdata), | ||
ParquetReadOptions::default(), | ||
) | ||
.await?; | ||
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let df = ctx | ||
.sql("SELECT int_col, double_col FROM alltypes_plain") | ||
.await?; | ||
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df.show().await?; | ||
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df.collect().await? | ||
}; | ||
// converts it to serde_json type and then convert that into Rust type | ||
let list = | ||
datafusion::arrow::json::writer::record_batches_to_json_rows(&batches[..])? | ||
.into_iter() | ||
.map(|val| serde_json::from_value(serde_json::Value::Object(val))) | ||
.take_while(|val| val.is_ok()) | ||
.map(|val| val.unwrap()) | ||
.collect(); | ||
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Ok(list) | ||
} | ||
} |