def iterrows_function(df):
for index, row in df.iterrows():
pass
def itertuples_function(df):
for row in df.itertuples():
pass
def df_values(df):
for row in df.values:
pass
params = {
"df_generator": 'pd.DataFrame(np.random.randint(1, df_size, (df_size, 4)), columns=list("ABCD"))',
"functions_to_evaluate": [df_values, itertuples_function, iterrows_function],
"title": "Benchmark for iterating over all rows",
"user_df_size_powers": [2, 3, 4, 5, 6],
"user_loop_size_powers": [2, 2, 1, 1, 1],
}
benchmark = Benchmarker(**params)
benchmark.benchmark_all()
benchmark.print_results()
benchmark.plot_results()
