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docs: add Rust compaction tuning example
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@@ -0,0 +1,76 @@
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// SPDX-License-Identifier: Apache-2.0
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// SPDX-FileCopyrightText: Copyright The LanceDB Authors
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use std::ops::Range;
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use std::sync::Arc;
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use arrow_array::{
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ArrayRef, BinaryArray, Int64Array, RecordBatch, RecordBatchIterator, RecordBatchReader,
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};
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fn wide_rows(ids: Range<i64>) -> anyhow::Result<Box<dyn RecordBatchReader + Send>> {
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let payload = [b'x'; 1016];
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let batch = RecordBatch::try_from_iter(vec![
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(
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"id",
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Arc::new(Int64Array::from_iter_values(ids.clone())) as ArrayRef,
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),
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(
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"payload",
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Arc::new(BinaryArray::from_iter_values(
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ids.map(|_| payload.as_slice()),
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)) as ArrayRef,
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),
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])?;
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let schema = batch.schema();
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Ok(Box::new(RecordBatchIterator::new(
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std::iter::once(Ok(batch)),
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schema,
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)))
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}
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async fn tune_compaction(table: &lancedb::Table) -> lancedb::Result<()> {
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// --8<-- [start:storage_compaction_tuning]
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use lancedb::table::{CompactionOptions, OptimizeAction};
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let desired_fragment_bytes: usize = 64 * 1024;
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let average_row_bytes: usize = 1024; // Estimate from representative rows.
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let options = CompactionOptions {
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target_rows_per_fragment: (desired_fragment_bytes / average_row_bytes).max(1),
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batch_size: Some(16),
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num_threads: Some(1),
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..Default::default()
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};
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table
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.optimize(OptimizeAction::Compact {
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options,
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remap_options: None,
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})
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.await?;
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// --8<-- [end:storage_compaction_tuning]
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Ok(())
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}
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#[tokio::test]
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async fn compaction_tuning() -> anyhow::Result<()> {
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let directory = tempfile::tempdir()?;
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let db = lancedb::connect(directory.path().to_str().unwrap())
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.execute()
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.await?;
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let table = db
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.create_table("compaction_tuning", wide_rows(0..32)?)
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.execute()
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.await?;
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table.add(wide_rows(32..64)?).execute().await?;
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assert_eq!(table.stats().await?.fragment_stats.num_fragments, 2);
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tune_compaction(&table).await?;
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assert_eq!(table.stats().await?.fragment_stats.num_fragments, 1);
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assert_eq!(table.count_rows(None).await?, 64);
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table.add(wide_rows(64..65)?).execute().await?;
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tune_compaction(&table).await?;
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assert_eq!(table.stats().await?.fragment_stats.num_fragments, 2);
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assert_eq!(table.count_rows(None).await?, 65);
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Ok(())
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}
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