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book |
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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. | ||
--> | ||
# Summary | ||
|
||
- [Introduction](introduction.md) | ||
- [Example Usage](example-usage.md) | ||
- [Use as a Library](library.md) | ||
- [Distributed](distributed/introduction.md) | ||
- [Create a Ballista Cluster](distributed/deployment.md) | ||
- [Docker](distributed/standalone.md) | ||
- [Docker Compose](distributed/docker-compose.md) | ||
- [Kubernetes](distributed/kubernetes.md) | ||
- [Ballista Configuration](distributed/configuration.md) | ||
- [Clients](distributed/clients.md) | ||
- [Rust](distributed/client-rust.md) | ||
- [Python](distributed/client-python.md) | ||
- [Frequently Asked Questions](faq.md) |
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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. | ||
--> | ||
# Example Usage | ||
|
||
Run a SQL query against data stored in a CSV: | ||
|
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```rust | ||
use datafusion::prelude::*; | ||
use arrow::util::pretty::print_batches; | ||
use arrow::record_batch::RecordBatch; | ||
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#[tokio::main] | ||
async fn main() -> datafusion::error::Result<()> { | ||
// register the table | ||
let mut ctx = ExecutionContext::new(); | ||
ctx.register_csv("example", "tests/example.csv", CsvReadOptions::new())?; | ||
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// create a plan to run a SQL query | ||
let df = ctx.sql("SELECT a, MIN(b) FROM example GROUP BY a LIMIT 100")?; | ||
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// execute and print results | ||
let results: Vec<RecordBatch> = df.collect().await?; | ||
print_batches(&results)?; | ||
Ok(()) | ||
} | ||
``` | ||
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Use the DataFrame API to process data stored in a CSV: | ||
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```rust | ||
use datafusion::prelude::*; | ||
use arrow::util::pretty::print_batches; | ||
use arrow::record_batch::RecordBatch; | ||
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#[tokio::main] | ||
async fn main() -> datafusion::error::Result<()> { | ||
// create the dataframe | ||
let mut ctx = ExecutionContext::new(); | ||
let df = ctx.read_csv("tests/example.csv", CsvReadOptions::new())?; | ||
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let df = df.filter(col("a").lt_eq(col("b")))? | ||
.aggregate(vec![col("a")], vec![min(col("b"))])? | ||
.limit(100)?; | ||
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// execute and print results | ||
let results: Vec<RecordBatch> = df.collect().await?; | ||
print_batches(&results)?; | ||
Ok(()) | ||
} | ||
``` | ||
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Both of these examples will produce | ||
|
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```text | ||
+---+--------+ | ||
| a | MIN(b) | | ||
+---+--------+ | ||
| 1 | 2 | | ||
+---+--------+ | ||
``` |
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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. | ||
--> | ||
|
||
# DataFusion | ||
|
||
DataFusion is an extensible query execution framework, written in | ||
Rust, that uses [Apache Arrow](https://arrow.apache.org) as its | ||
in-memory format. | ||
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DataFusion supports both an SQL and a DataFrame API for building | ||
logical query plans as well as a query optimizer and execution engine | ||
capable of parallel execution against partitioned data sources (CSV | ||
and Parquet) using threads. | ||
|
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## Use Cases | ||
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DataFusion is used to create modern, fast and efficient data | ||
pipelines, ETL processes, and database systems, which need the | ||
performance of Rust and Apache Arrow and want to provide their users | ||
the convenience of an SQL interface or a DataFrame API. | ||
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## Why DataFusion? | ||
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* *High Performance*: Leveraging Rust and Arrow's memory model, DataFusion achieves very high performance | ||
* *Easy to Connect*: Being part of the Apache Arrow ecosystem (Arrow, Parquet and Flight), DataFusion works well with the rest of the big data ecosystem | ||
* *Easy to Embed*: Allowing extension at almost any point in its design, DataFusion can be tailored for your specific usecase | ||
* *High Quality*: Extensively tested, both by itself and with the rest of the Arrow ecosystem, DataFusion can be used as the foundation for production systems. | ||
|
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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. | ||
--> | ||
# Using DataFusion as a library | ||
|
||
DataFusion is [published on crates.io](https://crates.io/crates/datafusion), and is [well documented on docs.rs](https://docs.rs/datafusion/). | ||
|
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To get started, add the following to your `Cargo.toml` file: | ||
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```toml | ||
[dependencies] | ||
datafusion = "4.0.0-SNAPSHOT" | ||
``` |