import timeit from importlib.metadata import version from os.path import join from typing import Any import duckdb import polars as pl from duckdb import DuckDBPyRelation from linetimer import CodeTimer, linetimer from polars import testing as pl_test from common_utils import ( ANSWERS_BASE_DIR, DATASET_BASE_DIR, FILE_TYPE, INCLUDE_IO, LOG_TIMINGS, SHOW_RESULTS, append_row, ) def _scan_ds(path: str): path = f"{path}.{FILE_TYPE}" if FILE_TYPE == "parquet": if INCLUDE_IO: duckdb.read_parquet(path) return f"'{path}'" else: name = path.replace("/", "_").replace(".", "_") duckdb.sql( f"create temp table if not exists {name} as select * from read_parquet('{path}');" ) return name elif FILE_TYPE == "feather": raise ValueError("duckdb does not support feather for now") else: raise ValueError(f"file type: {FILE_TYPE} not expected") return path def get_query_answer(query: int, base_dir: str = ANSWERS_BASE_DIR) -> pl.LazyFrame: answer_ldf = pl.scan_csv( join(base_dir, f"q{query}.out"), separator="|", has_header=True, try_parse_dates=True, ) cols = answer_ldf.columns answer_ldf = answer_ldf.select( [pl.col(c).alias(c.strip()) for c in cols] ).with_columns([pl.col(pl.datatypes.Utf8).str.strip().keep_name()]) return answer_ldf def test_results(q_num: int, result_df: pl.DataFrame): with CodeTimer(name=f"Testing result of duckdb Query {q_num}", unit="s"): answer = get_query_answer(q_num).collect() pl_test.assert_frame_equal(left=result_df, right=answer, check_dtype=False) def get_line_item_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "lineitem")) def get_orders_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "orders")) def get_customer_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "customer")) def get_region_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "region")) def get_nation_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "nation")) def get_supplier_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "supplier")) def get_part_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "part")) def get_part_supp_ds(base_dir: str = DATASET_BASE_DIR) -> str: return _scan_ds(join(base_dir, "partsupp")) def run_query(q_num: int, context: DuckDBPyRelation): @linetimer(name=f"Overall execution of duckdb Query {q_num}", unit="s") def query(): with CodeTimer(name=f"Get result of duckdb Query {q_num}", unit="s"): t0 = timeit.default_timer() # force duckdb to materialize result = context.pl() secs = timeit.default_timer() - t0 if LOG_TIMINGS: append_row( solution="duckdb", version=version("duckdb"), q=f"q{q_num}", secs=secs ) else: test_results(q_num, result) if SHOW_RESULTS: print(result) query()