import timeit from os.path import join from typing import Callable import vaex from linetimer import CodeTimer, linetimer from vaex.dataframe import DataFrame from common_utils import ( ANSWERS_BASE_DIR, DATASET_BASE_DIR, FILE_TYPE, LOG_TIMINGS, SHOW_RESULTS, append_row, on_second_call, ) def _read_ds(path: str) -> DataFrame: path = f"{path}.{FILE_TYPE}" return vaex.open(path) def get_query_answer(query: int, base_dir: str = ANSWERS_BASE_DIR) -> DataFrame: import pandas as pd answer_df = pd.read_csv( join(base_dir, f"q{query}.out"), sep="|", parse_dates=True, infer_datetime_format=True, ) return answer_df.rename(columns=lambda x: x.strip()) def test_results(q_num: int, result_df: DataFrame): with CodeTimer(name=f"Testing result of modin Query {q_num}", unit="s"): result_df = result_df.to_pandas_df() import pandas as pd answer = get_query_answer(q_num) for c, t in answer.dtypes.items(): s1 = result_df[c] s2 = answer[c] if t.name == "object": s1 = s1.astype("string").apply(lambda x: x.strip()) s2 = s2.astype("string").apply(lambda x: x.strip()) pd.testing.assert_series_equal(left=s1, right=s2, check_index=False) @on_second_call def get_line_item_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "lineitem")) @on_second_call def get_orders_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "orders")) @on_second_call def get_customer_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "customer")) @on_second_call def get_region_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "region")) @on_second_call def get_nation_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "nation")) @on_second_call def get_supplier_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "supplier")) @on_second_call def get_part_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "part")) @on_second_call def get_part_supp_ds(base_dir: str = DATASET_BASE_DIR) -> DataFrame: return _read_ds(join(base_dir, "partsupp")) def run_query(q_num: int, query: Callable): @linetimer(name=f"Overall execution of vaex Query {q_num}", unit="s") def run(): with CodeTimer(name=f"Get result of vaex Query {q_num}", unit="s"): t0 = timeit.default_timer() if LOG_TIMINGS: try: result = query() success = True except Exception as e: print(f"vaex failed: {e}") success = False else: result = query() success = True secs = timeit.default_timer() - t0 if LOG_TIMINGS: append_row( solution=f"vaex_{FILE_TYPE}", version=vaex.__version__["vaex"], q=f"q{q_num}", secs=secs, success=success, ) elif success: test_results(q_num, result) if SHOW_RESULTS: print(result) run()