| // 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. | |
| //! See `main.rs` for how to run it. | |
| use std::env; | |
| use std::sync::Arc; | |
| use datafusion::dataframe::DataFrameWriteOptions; | |
| use datafusion::datasource::file_format::FileFormat; | |
| use datafusion::datasource::file_format::parquet::ParquetFormat; | |
| use datafusion::datasource::listing::ListingOptions; | |
| use datafusion::error::Result; | |
| use datafusion::prelude::*; | |
| use object_store::aws::AmazonS3Builder; | |
| use url::Url; | |
| /// This example demonstrates querying data from Amazon S3 and writing | |
| /// the result of a query back to Amazon S3. | |
| /// | |
| /// The following environment variables must be defined: | |
| /// | |
| /// - AWS_ACCESS_KEY_ID | |
| /// - AWS_SECRET_ACCESS_KEY | |
| pub async fn dataframe_to_s3() -> Result<()> { | |
| // create local execution context | |
| let ctx = SessionContext::new(); | |
| // enter region and bucket to which your credentials have GET and PUT access | |
| let region = "<bucket-region-here>"; | |
| let bucket_name = "<bucket-name-here>"; | |
| let s3 = AmazonS3Builder::new() | |
| .with_bucket_name(bucket_name) | |
| .with_region(region) | |
| .with_access_key_id(env::var("AWS_ACCESS_KEY_ID").unwrap()) | |
| .with_secret_access_key(env::var("AWS_SECRET_ACCESS_KEY").unwrap()) | |
| .build()?; | |
| let path = format!("s3://{bucket_name}"); | |
| let s3_url = Url::parse(&path).unwrap(); | |
| let arc_s3 = Arc::new(s3); | |
| ctx.register_object_store(&s3_url, arc_s3.clone()); | |
| let path = format!("s3://{bucket_name}/test_data/"); | |
| let file_format = ParquetFormat::default().with_enable_pruning(true); | |
| let listing_options = ListingOptions::new(Arc::new(file_format)) | |
| .with_file_extension(ParquetFormat::default().get_ext()); | |
| ctx.register_listing_table("test", &path, listing_options, None, None) | |
| .await?; | |
| // execute the query | |
| let df = ctx.sql("SELECT * from test").await?; | |
| let out_path = format!("s3://{bucket_name}/test_write/"); | |
| df.clone() | |
| .write_parquet(&out_path, DataFrameWriteOptions::new(), None) | |
| .await?; | |
| // write as JSON to s3 | |
| let json_out = format!("s3://{bucket_name}/json_out"); | |
| df.clone() | |
| .write_json(&json_out, DataFrameWriteOptions::new(), None) | |
| .await?; | |
| // write as csv to s3 | |
| let csv_out = format!("s3://{bucket_name}/csv_out"); | |
| df.write_csv(&csv_out, DataFrameWriteOptions::new(), None) | |
| .await?; | |
| let file_format = ParquetFormat::default().with_enable_pruning(true); | |
| let listing_options = ListingOptions::new(Arc::new(file_format)) | |
| .with_file_extension(ParquetFormat::default().get_ext()); | |
| ctx.register_listing_table("test2", &out_path, listing_options, None, None) | |
| .await?; | |
| let df = ctx | |
| .sql( | |
| "SELECT * \ | |
| FROM test2 \ | |
| ", | |
| ) | |
| .await?; | |
| df.show_limit(20).await?; | |
| Ok(()) | |
| } |