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use daft_logical_plan::LogicalPlanBuilder; | ||
use eyre::{bail, WrapErr}; | ||
use spark_connect::join::JoinType; | ||
use tracing::warn; | ||
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use crate::translation::{to_daft_expr, to_logical_plan}; | ||
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pub fn join(join: spark_connect::Join) -> eyre::Result<LogicalPlanBuilder> { | ||
let spark_connect::Join { | ||
left, | ||
right, | ||
join_condition, | ||
join_type, | ||
using_columns, | ||
join_data_type, | ||
} = join; | ||
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let Some(left) = left else { | ||
bail!("Left side of join is required"); | ||
}; | ||
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let Some(right) = right else { | ||
bail!("Right side of join is required"); | ||
}; | ||
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if let Some(join_condition) = join_condition { | ||
bail!("Join conditions are not yet supported; use using_columns (join keys) instead; got {join_condition:?}"); | ||
} | ||
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let join_type = JoinType::try_from(join_type) | ||
.wrap_err_with(|| format!("Invalid join type: {join_type:?}"))?; | ||
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let join_type = to_daft_join_type(join_type)?; | ||
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let using_columns_exprs: Vec<_> = using_columns | ||
.iter() | ||
.map(|s| daft_dsl::col(s.as_str())) | ||
.collect(); | ||
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if let Some(join_data_type) = join_data_type { | ||
warn!("Ignoring join data type {join_data_type:?} for join; not yet implemented"); | ||
} | ||
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let left = to_logical_plan(*left)?; | ||
let right = to_logical_plan(*right)?; | ||
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Ok(left.join( | ||
&right, | ||
// join_conditions.clone(), // todo(correctness): is this correct? | ||
// join_conditions, // todo(correctness): is this correct? | ||
using_columns_exprs.clone(), | ||
using_columns_exprs, | ||
join_type, | ||
None, | ||
None, | ||
None, | ||
false, // todo(correctness): we want join keys or not | ||
)?) | ||
} | ||
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fn to_daft_join_type(join_type: JoinType) -> eyre::Result<daft_core::join::JoinType> { | ||
match join_type { | ||
JoinType::Unspecified => { | ||
bail!("Join type must be specified; got Unspecified") | ||
} | ||
JoinType::Inner => Ok(daft_core::join::JoinType::Inner), | ||
JoinType::FullOuter => { | ||
bail!("Full outer joins not yet supported") // todo(completeness): add support for full outer joins if it is not already implemented | ||
} | ||
JoinType::LeftOuter => Ok(daft_core::join::JoinType::Left), // todo(correctness): is this correct? | ||
JoinType::RightOuter => Ok(daft_core::join::JoinType::Right), | ||
JoinType::LeftAnti => Ok(daft_core::join::JoinType::Anti), // todo(correctness): is this correct? | ||
JoinType::LeftSemi => bail!("Left semi joins not yet supported"), // todo(completeness): add support for left semi joins if it is not already implemented | ||
JoinType::Cross => bail!("Cross joins not yet supported"), // todo(completeness): add support for cross joins if it is not already implemented | ||
} | ||
} |
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from __future__ import annotations | ||
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from pyspark.sql.functions import col | ||
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def test_join(spark_session): | ||
# Create two DataFrames with overlapping IDs | ||
df1 = spark_session.range(5) | ||
df2 = spark_session.range(3, 7) | ||
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# Perform inner join on 'id' column | ||
joined_df = df1.join(df2, "id", "inner") | ||
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# Verify join results | ||
# assert joined_df.count() == 2, "Inner join should only return matching rows" | ||
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# Convert to pandas to verify exact results | ||
joined_pandas = joined_df.toPandas() | ||
assert set(joined_pandas["id"].tolist()) == {3, 4}, "Inner join should only contain IDs 3 and 4" | ||
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# Test left outer join | ||
left_joined_pandas = df1.join(df2, "id", "left").toPandas() | ||
assert set(left_joined_pandas["id"].tolist()) == {0, 1, 2, 3, 4}, "Left join should keep all rows from left DataFrame" | ||
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# Test right outer join | ||
right_joined_pandas = df1.join(df2, "id", "right").toPandas() | ||
assert set(right_joined_pandas["id"].tolist()) == {3, 4, 5, 6}, "Right join should keep all rows from right DataFrame" |