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feat: introduce opendal
AsyncReader
for parquet integrations (#4972)
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Original file line number | Diff line number | Diff line change |
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use std::sync::Arc; | ||
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use arrow::array::{ArrayRef, Int64Array, RecordBatch}; | ||
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use futures::StreamExt; | ||
use opendal::{services::S3Config, Operator}; | ||
use parquet::arrow::{AsyncArrowWriter, ParquetRecordBatchStreamBuilder}; | ||
use parquet_opendal::{AsyncReader, AsyncWriter}; | ||
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#[tokio::main] | ||
async fn main() { | ||
let mut cfg = S3Config::default(); | ||
cfg.access_key_id = Some("my_access_key".to_string()); | ||
cfg.secret_access_key = Some("my_secret_key".to_string()); | ||
cfg.endpoint = Some("my_endpoint".to_string()); | ||
cfg.region = Some("my_region".to_string()); | ||
cfg.bucket = "my_bucket".to_string(); | ||
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// Create a new operator | ||
let operator = Operator::from_config(cfg).unwrap().finish(); | ||
let path = "/path/to/file.parquet"; | ||
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// Create an async writer | ||
let writer = AsyncWriter::new( | ||
operator | ||
.writer_with(path) | ||
.chunk(32 * 1024 * 1024) | ||
.concurrent(8) | ||
.await | ||
.unwrap(), | ||
); | ||
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let col = Arc::new(Int64Array::from_iter_values([1, 2, 3])) as ArrayRef; | ||
let to_write = RecordBatch::try_from_iter([("col", col)]).unwrap(); | ||
let mut writer = AsyncArrowWriter::try_new(writer, to_write.schema(), None).unwrap(); | ||
writer.write(&to_write).await.unwrap(); | ||
writer.close().await.unwrap(); | ||
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// gap: Allow the underlying reader to merge small IOs | ||
// when the gap between multiple IO ranges is less than the threshold. | ||
let reader = operator | ||
.reader_with(path) | ||
.gap(512 * 1024) | ||
.chunk(16 * 1024 * 1024) | ||
.concurrent(16) | ||
.await | ||
.unwrap(); | ||
let content_len = operator.stat(path).await.unwrap().content_length(); | ||
let reader = AsyncReader::new(reader, content_len).with_prefetch_footer_size(512 * 1024); | ||
let mut stream = ParquetRecordBatchStreamBuilder::new(reader) | ||
.await | ||
.unwrap() | ||
.build() | ||
.unwrap(); | ||
let read = stream.next().await.unwrap().unwrap(); | ||
assert_eq!(to_write, read); | ||
} |
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