import os import timeit from os.path import join import polars as pl 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, ) SHOW_PLAN = bool(os.environ.get("SHOW_PLAN", False)) STREAMING = bool(os.environ.get("STREAMING", False)) def _scan_ds(path: str): path = f"{path}.{FILE_TYPE}" if FILE_TYPE == "parquet": scan = pl.scan_parquet(path) elif FILE_TYPE == "feather": scan = pl.scan_ipc(path) else: raise ValueError(f"file type: {FILE_TYPE} not expected") if INCLUDE_IO: return scan # return scan.collect().rechunk().lazy() return scan 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_chars().name.keep()]) return answer_ldf def test_results(q_num: int, result_df: pl.DataFrame): with CodeTimer(name=f"Testing result of polars 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) -> pl.LazyFrame: return _scan_ds(join(base_dir, "lineitem")) def get_orders_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "orders")) def get_customer_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "customer")) def get_region_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "region")) def get_nation_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "nation")) def get_supplier_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "supplier")) def get_part_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "part")) def get_part_supp_ds(base_dir: str = DATASET_BASE_DIR) -> pl.LazyFrame: return _scan_ds(join(base_dir, "partsupp")) def run_query(q_num: int, lp: pl.LazyFrame): @linetimer(name=f"Overall execution of polars Query {q_num}", unit="s") def query(): if SHOW_PLAN: print(lp.explain()) with CodeTimer(name=f"Get result of polars Query {q_num}", unit="s"): t0 = timeit.default_timer() result = lp.collect(streaming=STREAMING) secs = timeit.default_timer() - t0 if LOG_TIMINGS: append_row( solution="polars", version=pl.__version__, q=f"q{q_num}", secs=secs ) else: test_results(q_num, result) if SHOW_RESULTS: print(result) query()