-
Notifications
You must be signed in to change notification settings - Fork 124
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
26 changed files
with
128 additions
and
552 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,110 @@ | ||
from __future__ import annotations | ||
|
||
import argparse | ||
from importlib import import_module | ||
from pathlib import Path | ||
|
||
import dask.dataframe as dd | ||
import pandas as pd | ||
import polars as pl | ||
import pyarrow.parquet as pq | ||
|
||
pd.options.mode.copy_on_write = True | ||
pd.options.future.infer_string = True | ||
|
||
DATA_DIR = Path("data") | ||
LINEITEM_PATH = DATA_DIR / "lineitem.parquet" | ||
REGION_PATH = DATA_DIR / "region.parquet" | ||
NATION_PATH = DATA_DIR / "nation.parquet" | ||
SUPPLIER_PATH = DATA_DIR / "supplier.parquet" | ||
PART_PATH = DATA_DIR / "part.parquet" | ||
PARTSUPP_PATH = DATA_DIR / "partsupp.parquet" | ||
ORDERS_PATH = DATA_DIR / "orders.parquet" | ||
CUSTOMER_PATH = DATA_DIR / "customer.parquet" | ||
|
||
BACKEND_READ_FUNC_MAP = { | ||
# "pandas": lambda x: pd.read_parquet(x, engine="pyarrow"), # noqa: ERA001 | ||
"pandas[pyarrow]": lambda x: pd.read_parquet( | ||
x, engine="pyarrow", dtype_backend="pyarrow" | ||
), | ||
# "polars[eager]": lambda x: pl.read_parquet(x), | ||
"polars[lazy]": lambda x: pl.scan_parquet(x), | ||
"pyarrow": lambda x: pq.read_table(x), | ||
"dask": lambda x: dd.read_parquet(x, engine="pyarrow", dtype_backend="pyarrow"), | ||
} | ||
|
||
BACKEND_COLLECT_FUNC_MAP = { | ||
"polars[lazy]": lambda x: x.collect(), | ||
"dask": lambda x: x.compute(), | ||
} | ||
|
||
QUERY_DATA_PATH_MAP = { | ||
"q1": (LINEITEM_PATH,), | ||
"q2": (REGION_PATH, NATION_PATH, SUPPLIER_PATH, PART_PATH, PARTSUPP_PATH), | ||
"q3": (CUSTOMER_PATH, LINEITEM_PATH, ORDERS_PATH), | ||
"q4": (LINEITEM_PATH, ORDERS_PATH), | ||
"q5": ( | ||
REGION_PATH, | ||
NATION_PATH, | ||
CUSTOMER_PATH, | ||
LINEITEM_PATH, | ||
ORDERS_PATH, | ||
SUPPLIER_PATH, | ||
), | ||
"q6": (LINEITEM_PATH,), | ||
"q7": (NATION_PATH, CUSTOMER_PATH, LINEITEM_PATH, ORDERS_PATH, SUPPLIER_PATH), | ||
"q8": ( | ||
PART_PATH, | ||
SUPPLIER_PATH, | ||
LINEITEM_PATH, | ||
ORDERS_PATH, | ||
CUSTOMER_PATH, | ||
NATION_PATH, | ||
REGION_PATH, | ||
), | ||
"q9": ( | ||
PART_PATH, | ||
PARTSUPP_PATH, | ||
NATION_PATH, | ||
LINEITEM_PATH, | ||
ORDERS_PATH, | ||
SUPPLIER_PATH, | ||
), | ||
"q10": (CUSTOMER_PATH, NATION_PATH, LINEITEM_PATH, ORDERS_PATH), | ||
"q11": (NATION_PATH, PARTSUPP_PATH, SUPPLIER_PATH), | ||
"q12": (LINEITEM_PATH, ORDERS_PATH), | ||
"q13": (CUSTOMER_PATH, ORDERS_PATH), | ||
"q14": (LINEITEM_PATH, PART_PATH), | ||
"q15": (LINEITEM_PATH, SUPPLIER_PATH), | ||
"q16": (PART_PATH, PARTSUPP_PATH, SUPPLIER_PATH), | ||
"q17": (LINEITEM_PATH, PART_PATH), | ||
"q18": (CUSTOMER_PATH, LINEITEM_PATH, ORDERS_PATH), | ||
"q19": (LINEITEM_PATH, PART_PATH), | ||
"q20": (PART_PATH, PARTSUPP_PATH, NATION_PATH, LINEITEM_PATH, SUPPLIER_PATH), | ||
"q21": (LINEITEM_PATH, NATION_PATH, ORDERS_PATH, SUPPLIER_PATH), | ||
"q22": (CUSTOMER_PATH, ORDERS_PATH), | ||
} | ||
|
||
|
||
def execute_query(query_id: str) -> None: | ||
query_module = import_module(f"tpch.queries.{query_id}") | ||
data_paths = QUERY_DATA_PATH_MAP[query_id] | ||
|
||
for backend, read_func in BACKEND_READ_FUNC_MAP.items(): | ||
print(f"\nRunning {query_id} with {backend=}") # noqa: T201 | ||
result = query_module.query(*(read_func(path) for path in data_paths)) | ||
if collect_func := BACKEND_COLLECT_FUNC_MAP.get(backend): | ||
result = collect_func(result) | ||
print(result) # noqa: T201 | ||
|
||
|
||
def main() -> None: | ||
parser = argparse.ArgumentParser(description="Execute a TPCH query by number.") | ||
parser.add_argument("query", type=str, help="The query to execute, e.g. 'q1'.") | ||
args = parser.parse_args() | ||
|
||
execute_query(query_id=args.query) | ||
|
||
|
||
if __name__ == "__main__": | ||
main() |
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
Oops, something went wrong.