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Fix Polars queries #744

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42 changes: 26 additions & 16 deletions polars-dataframe/query.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -12,16 +12,16 @@

# 0: No., 1: SQL, 2: Polars
queries = [
("Q0", "SELECT COUNT(*) FROM hits;", lambda x: x.select(pl.len()).collect().height),
("Q0", "SELECT COUNT(*) FROM hits;", lambda x: x.select(pl.len()).collect().item()),
(
"Q1",
"SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;",
lambda x: x.select(pl.col("AdvEngineID").filter(pl.col("AdvEngineID") != 0).count()).collect().height,
lambda x: x.filter(pl.col("AdvEngineID") != 0).select(pl.len()).collect().item(),
),
(
"Q2",
"SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;",
lambda x: x.select(a_sum=pl.col("AdvEngineID").sum(), count=pl.len(), a_mean=pl.col("AdvEngineID").mean()).collect().rows()[0],
lambda x: x.select(a_sum=pl.col("AdvEngineID").sum(), count=pl.len(), a_mean=pl.col("ResolutionWidth").mean()).collect().rows()[0],
),
(
"Q3",
Expand Down Expand Up @@ -55,8 +55,8 @@
"Q8",
"SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;",
lambda x: x.group_by("RegionID")
.agg(pl.col("UserID").n_unique())
.sort("UserID", descending=True)
.agg(pl.col("UserID").n_unique().alias("u"))
.sort("u", descending=True)
.head(10).collect(),
),
(
Expand All @@ -66,11 +66,12 @@
.agg(
[
pl.sum("AdvEngineID").alias("AdvEngineID_sum"),
pl.len().alias("count"),
pl.mean("ResolutionWidth").alias("ResolutionWidth_mean"),
pl.col("UserID").n_unique().alias("UserID_nunique"),
]
)
.sort("AdvEngineID_sum", descending=True)
.sort("count", descending=True)
.head(10).collect(),
),
(
Expand Down Expand Up @@ -243,7 +244,7 @@
x.filter(pl.col("Referer") != "")
.with_columns(
pl.col("Referer")
.str.extract(r"^https?://(?:www\\.)?([^/]+)/.*$")
.str.extract("^https?://(?:www\\.)?([^/]+)/.*$")
.alias("k")
)
.group_by("k")
Expand All @@ -262,7 +263,7 @@
(
"Q29",
"SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), SUM(ResolutionWidth + 4), SUM(ResolutionWidth + 5), SUM(ResolutionWidth + 6), SUM(ResolutionWidth + 7), SUM(ResolutionWidth + 8), SUM(ResolutionWidth + 9), SUM(ResolutionWidth + 10), SUM(ResolutionWidth + 11), SUM(ResolutionWidth + 12), SUM(ResolutionWidth + 13), SUM(ResolutionWidth + 14), SUM(ResolutionWidth + 15), SUM(ResolutionWidth + 16), SUM(ResolutionWidth + 17), SUM(ResolutionWidth + 18), SUM(ResolutionWidth + 19), SUM(ResolutionWidth + 20), SUM(ResolutionWidth + 21), SUM(ResolutionWidth + 22), SUM(ResolutionWidth + 23), SUM(ResolutionWidth + 24), SUM(ResolutionWidth + 25), SUM(ResolutionWidth + 26), SUM(ResolutionWidth + 27), SUM(ResolutionWidth + 28), SUM(ResolutionWidth + 29), SUM(ResolutionWidth + 30), SUM(ResolutionWidth + 31), SUM(ResolutionWidth + 32), SUM(ResolutionWidth + 33), SUM(ResolutionWidth + 34), SUM(ResolutionWidth + 35), SUM(ResolutionWidth + 36), SUM(ResolutionWidth + 37), SUM(ResolutionWidth + 38), SUM(ResolutionWidth + 39), SUM(ResolutionWidth + 40), SUM(ResolutionWidth + 41), SUM(ResolutionWidth + 42), SUM(ResolutionWidth + 43), SUM(ResolutionWidth + 44), SUM(ResolutionWidth + 45), SUM(ResolutionWidth + 46), SUM(ResolutionWidth + 47), SUM(ResolutionWidth + 48), SUM(ResolutionWidth + 49), SUM(ResolutionWidth + 50), SUM(ResolutionWidth + 51), SUM(ResolutionWidth + 52), SUM(ResolutionWidth + 53), SUM(ResolutionWidth + 54), SUM(ResolutionWidth + 55), SUM(ResolutionWidth + 56), SUM(ResolutionWidth + 57), SUM(ResolutionWidth + 58), SUM(ResolutionWidth + 59), SUM(ResolutionWidth + 60), SUM(ResolutionWidth + 61), SUM(ResolutionWidth + 62), SUM(ResolutionWidth + 63), SUM(ResolutionWidth + 64), SUM(ResolutionWidth + 65), SUM(ResolutionWidth + 66), SUM(ResolutionWidth + 67), SUM(ResolutionWidth + 68), SUM(ResolutionWidth + 69), SUM(ResolutionWidth + 70), SUM(ResolutionWidth + 71), SUM(ResolutionWidth + 72), SUM(ResolutionWidth + 73), SUM(ResolutionWidth + 74), SUM(ResolutionWidth + 75), SUM(ResolutionWidth + 76), SUM(ResolutionWidth + 77), SUM(ResolutionWidth + 78), SUM(ResolutionWidth + 79), SUM(ResolutionWidth + 80), SUM(ResolutionWidth + 81), SUM(ResolutionWidth + 82), SUM(ResolutionWidth + 83), SUM(ResolutionWidth + 84), SUM(ResolutionWidth + 85), SUM(ResolutionWidth + 86), SUM(ResolutionWidth + 87), SUM(ResolutionWidth + 88), SUM(ResolutionWidth + 89) FROM hits;",
lambda x: x.select(pl.sum_horizontal([pl.col("ResolutionWidth").shift(i) for i in range(1, 90)])).collect(),
lambda x: x.select([(pl.col("ResolutionWidth") + i).sum().alias(f"c_{i}") for i in range(90)]).collect(),
),
(
"Q30",
Expand Down Expand Up @@ -322,16 +323,21 @@
lambda x: x.group_by("URL")
.agg(pl.len().alias("c"))
.sort("c", descending=True)
.with_columns(pl.lit(1).alias("1"))
.head(10).collect(),
),
(
"Q35",
"SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;",
lambda x: x.with_columns([pl.col("ClientIP")])
.group_by(["ClientIP"])
lambda x: x.group_by("ClientIP")
.agg(pl.len().alias("c"))
.with_columns([
(pl.col("ClientIP") - 1).alias("ClientIP_minus_1"),
(pl.col("ClientIP") - 2).alias("ClientIP_minus_2"),
(pl.col("ClientIP") - 3).alias("ClientIP_minus_3")
])
.sort("c", descending=True)
.head(10).collect(),
.head(10).collect()
),
(
"Q36",
Expand Down Expand Up @@ -390,15 +396,18 @@
& (pl.col("EventDate") <= date(2013, 7, 31))
& (pl.col("IsRefresh") == 0)
)
.with_columns(
pl.when(pl.col("SearchEngineID").eq(0) & pl.col("AdvEngineID").eq(0))
.then(pl.col("Referer"))
.otherwise(pl.lit(""))
.alias("Src"),
)
.group_by(
[
"TraficSourceID",
"SearchEngineID",
"AdvEngineID",
pl.when(pl.col("SearchEngineID").eq(0) & pl.col("AdvEngineID").eq(0))
.then(pl.col("Referer"))
.otherwise(pl.lit(""))
.alias("Src"),
"Src",
"URL",
]
)
Expand Down Expand Up @@ -448,8 +457,9 @@
& (pl.col("IsRefresh") == 0)
& (pl.col("DontCountHits") == 0)
)
.group_by(pl.col("EventTime").dt.truncate("1m"))
.group_by(pl.col("EventTime").dt.truncate("1m").alias("M"))
.agg(pl.len().alias("PageViews"))
.sort("M")
.slice(1000, 10).collect(),
),
]
Expand Down
42 changes: 26 additions & 16 deletions polars/query.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -12,16 +12,16 @@

# 0: No., 1: SQL, 2: Polars
queries = [
("Q0", "SELECT COUNT(*) FROM hits;", lambda x: x.select(pl.len()).collect().height),
("Q0", "SELECT COUNT(*) FROM hits;", lambda x: x.select(pl.len()).collect().item()),
(
"Q1",
"SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;",
lambda x: x.select(pl.col("AdvEngineID").filter(pl.col("AdvEngineID") != 0).count()).collect().height,
lambda x: x.filter(pl.col("AdvEngineID") != 0).select(pl.len()).collect().item(),
),
(
"Q2",
"SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;",
lambda x: x.select(a_sum=pl.col("AdvEngineID").sum(), count=pl.len(), a_mean=pl.col("AdvEngineID").mean()).collect().rows()[0],
lambda x: x.select(a_sum=pl.col("AdvEngineID").sum(), count=pl.len(), a_mean=pl.col("ResolutionWidth").mean()).collect().rows()[0],
),
(
"Q3",
Expand Down Expand Up @@ -55,8 +55,8 @@
"Q8",
"SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;",
lambda x: x.group_by("RegionID")
.agg(pl.col("UserID").n_unique())
.sort("UserID", descending=True)
.agg(pl.col("UserID").n_unique().alias("u"))
.sort("u", descending=True)
.head(10).collect(),
),
(
Expand All @@ -66,11 +66,12 @@
.agg(
[
pl.sum("AdvEngineID").alias("AdvEngineID_sum"),
pl.len().alias("count"),
pl.mean("ResolutionWidth").alias("ResolutionWidth_mean"),
pl.col("UserID").n_unique().alias("UserID_nunique"),
]
)
.sort("AdvEngineID_sum", descending=True)
.sort("count", descending=True)
.head(10).collect(),
),
(
Expand Down Expand Up @@ -243,7 +244,7 @@
x.filter(pl.col("Referer") != "")
.with_columns(
pl.col("Referer")
.str.extract(r"^https?://(?:www\\.)?([^/]+)/.*$")
.str.extract("^https?://(?:www\\.)?([^/]+)/.*$")
.alias("k")
)
.group_by("k")
Expand All @@ -262,7 +263,7 @@
(
"Q29",
"SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), SUM(ResolutionWidth + 4), SUM(ResolutionWidth + 5), SUM(ResolutionWidth + 6), SUM(ResolutionWidth + 7), SUM(ResolutionWidth + 8), SUM(ResolutionWidth + 9), SUM(ResolutionWidth + 10), SUM(ResolutionWidth + 11), SUM(ResolutionWidth + 12), SUM(ResolutionWidth + 13), SUM(ResolutionWidth + 14), SUM(ResolutionWidth + 15), SUM(ResolutionWidth + 16), SUM(ResolutionWidth + 17), SUM(ResolutionWidth + 18), SUM(ResolutionWidth + 19), SUM(ResolutionWidth + 20), SUM(ResolutionWidth + 21), SUM(ResolutionWidth + 22), SUM(ResolutionWidth + 23), SUM(ResolutionWidth + 24), SUM(ResolutionWidth + 25), SUM(ResolutionWidth + 26), SUM(ResolutionWidth + 27), SUM(ResolutionWidth + 28), SUM(ResolutionWidth + 29), SUM(ResolutionWidth + 30), SUM(ResolutionWidth + 31), SUM(ResolutionWidth + 32), SUM(ResolutionWidth + 33), SUM(ResolutionWidth + 34), SUM(ResolutionWidth + 35), SUM(ResolutionWidth + 36), SUM(ResolutionWidth + 37), SUM(ResolutionWidth + 38), SUM(ResolutionWidth + 39), SUM(ResolutionWidth + 40), SUM(ResolutionWidth + 41), SUM(ResolutionWidth + 42), SUM(ResolutionWidth + 43), SUM(ResolutionWidth + 44), SUM(ResolutionWidth + 45), SUM(ResolutionWidth + 46), SUM(ResolutionWidth + 47), SUM(ResolutionWidth + 48), SUM(ResolutionWidth + 49), SUM(ResolutionWidth + 50), SUM(ResolutionWidth + 51), SUM(ResolutionWidth + 52), SUM(ResolutionWidth + 53), SUM(ResolutionWidth + 54), SUM(ResolutionWidth + 55), SUM(ResolutionWidth + 56), SUM(ResolutionWidth + 57), SUM(ResolutionWidth + 58), SUM(ResolutionWidth + 59), SUM(ResolutionWidth + 60), SUM(ResolutionWidth + 61), SUM(ResolutionWidth + 62), SUM(ResolutionWidth + 63), SUM(ResolutionWidth + 64), SUM(ResolutionWidth + 65), SUM(ResolutionWidth + 66), SUM(ResolutionWidth + 67), SUM(ResolutionWidth + 68), SUM(ResolutionWidth + 69), SUM(ResolutionWidth + 70), SUM(ResolutionWidth + 71), SUM(ResolutionWidth + 72), SUM(ResolutionWidth + 73), SUM(ResolutionWidth + 74), SUM(ResolutionWidth + 75), SUM(ResolutionWidth + 76), SUM(ResolutionWidth + 77), SUM(ResolutionWidth + 78), SUM(ResolutionWidth + 79), SUM(ResolutionWidth + 80), SUM(ResolutionWidth + 81), SUM(ResolutionWidth + 82), SUM(ResolutionWidth + 83), SUM(ResolutionWidth + 84), SUM(ResolutionWidth + 85), SUM(ResolutionWidth + 86), SUM(ResolutionWidth + 87), SUM(ResolutionWidth + 88), SUM(ResolutionWidth + 89) FROM hits;",
lambda x: x.select(pl.sum_horizontal([pl.col("ResolutionWidth").shift(i) for i in range(1, 90)])).collect(),
lambda x: x.select([(pl.col("ResolutionWidth") + i).sum().alias(f"c_{i}") for i in range(90)]).collect(),
),
(
"Q30",
Expand Down Expand Up @@ -322,16 +323,21 @@
lambda x: x.group_by("URL")
.agg(pl.len().alias("c"))
.sort("c", descending=True)
.with_columns(pl.lit(1).alias("1"))
.head(10).collect(),
),
(
"Q35",
"SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;",
lambda x: x.with_columns([pl.col("ClientIP")])
.group_by(["ClientIP"])
lambda x: x.group_by("ClientIP")
.agg(pl.len().alias("c"))
.with_columns([
(pl.col("ClientIP") - 1).alias("ClientIP_minus_1"),
(pl.col("ClientIP") - 2).alias("ClientIP_minus_2"),
(pl.col("ClientIP") - 3).alias("ClientIP_minus_3")
])
.sort("c", descending=True)
.head(10).collect(),
.head(10).collect()
),
(
"Q36",
Expand Down Expand Up @@ -390,15 +396,18 @@
& (pl.col("EventDate") <= date(2013, 7, 31))
& (pl.col("IsRefresh") == 0)
)
.with_columns(
pl.when(pl.col("SearchEngineID").eq(0) & pl.col("AdvEngineID").eq(0))
.then(pl.col("Referer"))
.otherwise(pl.lit(""))
.alias("Src"),
)
.group_by(
[
"TraficSourceID",
"SearchEngineID",
"AdvEngineID",
pl.when(pl.col("SearchEngineID").eq(0) & pl.col("AdvEngineID").eq(0))
.then(pl.col("Referer"))
.otherwise(pl.lit(""))
.alias("Src"),
"Src",
"URL",
]
)
Expand Down Expand Up @@ -448,8 +457,9 @@
& (pl.col("IsRefresh") == 0)
& (pl.col("DontCountHits") == 0)
)
.group_by(pl.col("EventTime").dt.truncate("1m"))
.group_by(pl.col("EventTime").dt.truncate("1m").alias("M"))
.agg(pl.len().alias("PageViews"))
.sort("M")
.slice(1000, 10).collect(),
),
]
Expand Down