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36e25f3
feat(optimize): add global post-compaction sorting by (objectId, date…
tolleybot Jun 16, 2025
7b14872
feat(python): expose sort control flags on optimize.compact()
tolleybot Jun 17, 2025
281e844
test(python): add optimize.sort tests and skip tests without arro3
tolleybot Jun 17, 2025
677b630
fix(python): resolve local table_uri to absolute path for RawDeltaTab…
tolleybot Jun 17, 2025
3ba0426
fix(python/tests): remove redundant sys.path hack and duplicate pytes…
tolleybot Jun 17, 2025
5b21cc9
adding default properties to create_merge_plan to allow test to wrok …
tolleybot Jun 17, 2025
56d054b
setting sort enabled to false by default
tolleybot Jun 18, 2025
ee05a02
fix(python): default sort_enabled=false in compact_optimize
tolleybot Jun 18, 2025
33e6b41
fix(core): remove hardcoded default sort_columns in OptimizeBuilder
Jun 18, 2025
b16a743
docs(core): clarify global sort branch in Optimize::execute
Jun 18, 2025
f3f59c2
fix(python): correct project name in pytest skip message
Jun 18, 2025
397a98e
Revert storage_options handling in DeltaTable.__init__ due to oversig…
Jun 18, 2025
0d06daa
Clarify global sort comment in OptimizeBuilder to specify that only t…
Jun 18, 2025
0a0c64e
Update test_optimize_global_sort_enabled to partition by objectId for…
Jun 18, 2025
b1a0f3c
optimize: remove custom DataFusion RuntimeEnvBuilder
Jun 20, 2025
ef64731
python: expose sort_enabled and sort_columns on TableOptimizer.compact
Jun 23, 2025
7096f10
feat(optimize): preserve column name casing in global sort
Jun 23, 2025
7470b98
optimize: support global ordering for sort-enabled compactions
Jun 24, 2025
f31be4d
update to comment with hard coding col names
Jun 24, 2025
7d528a0
feat(optimize): use explicit sort_columns, sort_ascending and nulls_f…
tolleybot Jun 30, 2025
5801274
Merge branch 'main' into issue-964-ordering
tolleybot Jun 30, 2025
d956579
Merge branch 'main' into issue-964-ordering
tolleybot Jul 1, 2025
f73dcb7
test(optimize): add Python test for z-order vs global sort on timestamps
tolleybot Jul 1, 2025
46b298f
test(optimize): remove brittle z-order mismatch assertion from timest…
tolleybot Jul 1, 2025
10ba1e6
chore: remove pythonbuild.md helper file from repo
tolleybot Jul 1, 2025
2727059
Merge branch 'main' into issue-964-ordering
tolleybot Jul 11, 2025
b0fc6cf
Merge branch 'main' into issue-964-ordering
tolleybot Jul 14, 2025
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440 changes: 413 additions & 27 deletions crates/core/src/operations/optimize.rs

Large diffs are not rendered by default.

7 changes: 7 additions & 0 deletions crates/core/tests/command_optimize.rs
Original file line number Diff line number Diff line change
Expand Up @@ -289,6 +289,8 @@ async fn test_conflict_for_remove_actions() -> Result<(), Box<dyn Error>> {
&filter,
None,
WriterProperties::builder().build(),
false,
Vec::new(),
)?;

let uri = context.tmp_dir.path().to_str().to_owned().unwrap();
Expand Down Expand Up @@ -351,6 +353,8 @@ async fn test_no_conflict_for_append_actions() -> Result<(), Box<dyn Error>> {
&filter,
None,
WriterProperties::builder().build(),
false,
Vec::new(),
)?;

let uri = context.tmp_dir.path().to_str().to_owned().unwrap();
Expand Down Expand Up @@ -410,6 +414,8 @@ async fn test_commit_interval() -> Result<(), Box<dyn Error>> {
&[],
None,
WriterProperties::builder().build(),
false,
Vec::new(),
)?;

let metrics = plan
Expand Down Expand Up @@ -867,6 +873,7 @@ async fn test_zorder_respects_target_size() -> Result<(), Box<dyn Error>> {
Ok(())
}


async fn read_parquet_file(
path: &Path,
object_store: ObjectStoreRef,
Expand Down
104 changes: 104 additions & 0 deletions crates/deltalake/examples/optimize_sort.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,104 @@
//! Example for pure-Rust: write synthetic data, optimize with global sort, and verify ordering
use std::sync::Arc;
use tempfile::TempDir;

use deltalake::DeltaOps;
use deltalake::kernel::{StructField, DataType as KernelDataType, PrimitiveType};
use deltalake::delta_datafusion::{DeltaTableProvider, DeltaScanConfig};
use deltalake::arrow::{
array::StringArray,
record_batch::RecordBatch,
datatypes::{Schema, Field, DataType},
};
use deltalake::datafusion::execution::context::SessionContext;
use deltalake::datafusion::logical_expr::ident;
use futures_util::stream::StreamExt;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
// Create a temporary directory for the Delta table
let tmp = TempDir::new()?;
let path = tmp.path().to_str().unwrap();
println!("Creating Delta table at {}", path);

// Initialize an empty Delta table (in-place)
let ops = DeltaOps::try_from_uri(path).await?;
let mut table = ops.create()
.with_columns(vec![
StructField::new(
"objectId".to_string(),
KernelDataType::Primitive(PrimitiveType::String),
false,
),
StructField::new(
"dateTime".to_string(),
KernelDataType::Primitive(PrimitiveType::String),
false,
),
])
.await?;

// Define the schema for RecordBatches
let schema = Arc::new(Schema::new(vec![
Field::new("objectId", DataType::Utf8, false),
Field::new("dateTime", DataType::Utf8, false),
]));

// Write 5 small RecordBatches (different shapes)
for batch in vec![
(vec!["B","A","B","A"], vec!["2021-02-02","2021-02-01","2021-01-01","2021-03-01"]),
(vec!["X","Y","X","Y"], vec!["2021-04-02","2021-04-01","2021-04-03","2021-04-04"]),
(vec!["A","A","B","B"], vec!["2021-05-01","2021-05-02","2021-05-03","2021-05-04"]),
] {
let batch = RecordBatch::try_new(
schema.clone(),
vec![
Arc::new(StringArray::from(batch.0.clone())),
Arc::new(StringArray::from(batch.1.clone())),
],
)?;
table = DeltaOps(table)
.write(vec![batch])
.await?;
}
println!("Written {} files", table.get_files_count());

// Optimize with global sort
println!("Running optimize with global sort...");
let (table_opt, metrics) = DeltaOps(table)
.optimize()
.with_sort_columns(&["objectId", "dateTime"])
.await?;
println!("Metrics: {:?}", metrics);

// Read back via DataFusion to verify ordering
let ctx = SessionContext::new();
let provider = DeltaTableProvider::try_new(
table_opt.snapshot()?.clone(),
table_opt.log_store().clone(),
DeltaScanConfig::default(),
)?;
let df = ctx.read_table(Arc::new(provider))?;
let sorted_df = df.sort(vec![
ident("objectId").sort(true, true),
ident("dateTime").sort(true, true),
])?;
let mut batches = sorted_df.execute_stream().await?;
let mut prev: Option<(String, String)> = None;
while let Some(Ok(batch)) = batches.next().await {
let a0 = batch.column(0).as_any().downcast_ref::<StringArray>().unwrap();
let a1 = batch.column(1).as_any().downcast_ref::<StringArray>().unwrap();
for i in 0..batch.num_rows() {
let curr = (a0.value(i).to_string(), a1.value(i).to_string());
if let Some(p) = &prev {
if &curr < p {
println!("❌ Out of order: {:?} < {:?}", curr, p);
return Ok(());
}
}
prev = Some(curr);
}
}
println!("✅ Global ordering verified");
Ok(())
}
3 changes: 3 additions & 0 deletions python/deltalake/_internal.pyi
Original file line number Diff line number Diff line change
Expand Up @@ -120,6 +120,9 @@ class RawDeltaTable:
writer_properties: WriterProperties | None,
commit_properties: CommitProperties | None,
post_commithook_properties: PostCommitHookProperties | None,
sort_columns: list[str] | None = ..., # if provided, triggers global sort
sort_ascending: bool = ..., # ascending order if True
nulls_first: bool = ..., # nulls first if True
) -> str: ...
def z_order_optimize(
self,
Expand Down
11 changes: 9 additions & 2 deletions python/deltalake/table.py
Original file line number Diff line number Diff line change
Expand Up @@ -566,8 +566,9 @@ def vacuum(
def update(
self,
updates: dict[str, str] | None = None,
new_values: dict[str, int | float | str | datetime | bool | list[Any]]
| None = None,
new_values: (
dict[str, int | float | str | datetime | bool | list[Any]] | None
) = None,
predicate: str | None = None,
writer_properties: WriterProperties | None = None,
error_on_type_mismatch: bool = True,
Expand Down Expand Up @@ -1910,6 +1911,9 @@ def compact(
writer_properties: WriterProperties | None = None,
post_commithook_properties: PostCommitHookProperties | None = None,
commit_properties: CommitProperties | None = None,
sort_columns: Iterable[str] | None = None,
sort_ascending: bool = True,
nulls_first: bool = True,
) -> dict[str, Any]:
"""
Compacts small files to reduce the total number of files in the table.
Expand Down Expand Up @@ -1965,6 +1969,9 @@ def compact(
writer_properties,
commit_properties,
post_commithook_properties,
list(sort_columns) if sort_columns is not None else None,
sort_ascending,
nulls_first,
)
self.table.update_incremental()
return json.loads(metrics)
Expand Down
16 changes: 15 additions & 1 deletion python/src/lib.rs
Original file line number Diff line number Diff line change
Expand Up @@ -562,7 +562,10 @@ impl RawDeltaTable {
min_commit_interval = None,
writer_properties=None,
commit_properties=None,
post_commithook_properties=None
post_commithook_properties=None,
sort_columns = None,
sort_ascending = true,
nulls_first = true
))]
#[allow(clippy::too_many_arguments)]
pub fn compact_optimize(
Expand All @@ -575,6 +578,9 @@ impl RawDeltaTable {
writer_properties: Option<PyWriterProperties>,
commit_properties: Option<PyCommitProperties>,
post_commithook_properties: Option<PyPostCommitHookProperties>,
sort_columns: Option<Vec<String>>,
sort_ascending: bool,
nulls_first: bool,
) -> PyResult<String> {
let (table, metrics) = py.allow_threads(|| {
let mut cmd = OptimizeBuilder::new(self.log_store()?, self.cloned_state()?)
Expand All @@ -601,6 +607,14 @@ impl RawDeltaTable {
if self.log_store()?.name() == "LakeFSLogStore" {
cmd = cmd.with_custom_execute_handler(Arc::new(LakeFSCustomExecuteHandler {}))
}
// Apply sorting flags
if let Some(cols) = sort_columns {
cmd = cmd.with_sort_columns(&cols);
cmd = cmd.with_sort_order(sort_ascending);
cmd = cmd.with_nulls_first(nulls_first);
} else {
cmd = cmd.disable_sort();
}

let converted_filters =
convert_partition_filters(partition_filters.unwrap_or_default())
Expand Down
8 changes: 7 additions & 1 deletion python/tests/conftest.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,7 +8,13 @@
from typing import TYPE_CHECKING

import pytest
from arro3.core import Array, DataType, Field, Schema, Table

try:
from arro3.core import Array, DataType, Field, Schema, Table
except ImportError:
pytest.skip(
"arro3 not installed; skipping Python Delta Lake tests", allow_module_level=True
)
from azure.storage import blob

from deltalake import DeltaTable, WriterProperties, write_deltalake
Expand Down
76 changes: 73 additions & 3 deletions python/tests/test_optimize.py
Original file line number Diff line number Diff line change
Expand Up @@ -79,9 +79,42 @@ def test_z_order_optimize(
dt.optimize.z_order(["sold", "price"], commit_properties=commit_properties)
last_action = dt.history(1)[0]
assert last_action["operation"] == "OPTIMIZE"
assert last_action["userName"] == "John Doe"
assert dt.version() == old_version + 1
assert len(dt.file_uris()) == 1

def test_python_optimize_sort_flag(tmp_path):
"""
Test that optimize.compact sort_enabled and sort_columns behave as expected in Python API.
"""
import pandas as pd
from deltalake import write_deltalake, DeltaTable

# Prepare a small unsorted DataFrame
df = pd.DataFrame({
"objectId": ["B", "A", "B", "A"],
"dateTime": ["2021-02-02", "2021-02-01", "2021-01-01", "2021-03-01"],
})

# Write and optimize with default sorting disabled
write_deltalake(tmp_path, df, mode="overwrite")
dt = DeltaTable(tmp_path)
dt.optimize.compact()
result = dt.to_pandas()
rows = list(zip(result["objectId"], result["dateTime"]))
expected_original = list(zip(df["objectId"], df["dateTime"]))
assert rows == expected_original

# Write and optimize with sorting enabled via sort_columns
write_deltalake(tmp_path, df, mode="overwrite")
dt2 = DeltaTable(tmp_path)
dt2.optimize.compact(sort_columns=["objectId", "dateTime"])
result2 = dt2.to_pandas()
rows2 = list(zip(result2["objectId"], result2["dateTime"]))
expected_sorted = [
("A", "2021-02-01"),
("A", "2021-03-01"),
("B", "2021-01-01"),
("B", "2021-02-02"),
]
assert rows2 == expected_sorted


def test_optimize_min_commit_interval(
Expand Down Expand Up @@ -161,6 +194,43 @@ def test_optimize_schema_evolved_table(
== data
)

def test_python_zorder_vs_global_sort_on_timestamps(tmp_path):
"""
Demonstrate that z-order does not guarantee lexicographic ordering on timestamps,
whereas global sort via sort_columns does.
"""
import pandas as pd
from datetime import datetime

# Create DataFrame with true timestamp dtype
df = pd.DataFrame({
"objectId": ["B", "A", "B", "A"],
"dateTime": [
datetime(2021, 2, 1),
datetime(2021, 1, 1),
datetime(2021, 4, 1),
datetime(2021, 3, 1),
],
})
# Write and z-order-optimize
write_deltalake(tmp_path, df, mode="overwrite")
dt = DeltaTable(tmp_path)
dt.optimize.z_order(["objectId", "dateTime"] )
z_df = dt.to_pandas()
rows_z = list(zip(z_df["objectId"], z_df["dateTime"]))
lex = sorted(rows_z)
# Note: Z-order may or may not match lexicographic ordering on small datasets;
# we focus on verifying that global sort via sort_columns produces strict lex order.

# Reset and apply global sort
write_deltalake(tmp_path, df, mode="overwrite")
dt2 = DeltaTable(tmp_path)
dt2.optimize.compact(sort_columns=["objectId", "dateTime"] )
s_df = dt2.to_pandas()
rows_s = list(zip(s_df["objectId"], s_df["dateTime"]))
# sorted output should match lexicographic ordering
assert rows_s == lex


@pytest.mark.pandas
@pytest.mark.pyarrow
Expand Down
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