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Goodbye Pandas : Fireducks? 125 ? ?? ??? ?????

Joseph Gordon-Levitt

Mar 09, 2025 am 10:54 AM

Fireducks? ??? ?? ???? ????? : Pandas?? 125 ? ? ?? Python ????? ??? ??? ??? ??? ?? ? ??? ??? ???? ?????? ??? ???? ??? ?? ???? ???? ?????. ??? ??? ?? ? ?????? ? ?? ?? ??? ???? ?? ????. NEC? ?? ? ???? ??? ????? ? Fireducks? ???? ?????. ?? ???? ?? 125 ? ?? ??? ?????. ?? ?? ??? ???, ??? ? ??? ???? ??? ??????. ??

fireducks? ?????? ~~?? ?? ?? ~~Fireducks vs. Pandas : ???? ??~~~~

1 ?? : ????? ?? ?? 2 ?? : ?? ??? ?? 3 ?? : Fireducks Dataframe ?? 4 ?? : ??? ?? ?? 5 ?? : ??? Fireducks ?? 6 ?? : ?? ??

Fireducks? ?? ??

?? ?? ??

fireducks? ?????? Fireducks? ??? ??? ?????? ??? ??? ??? ????????. Fireducks? ??? ???? ?? NEC? ???? ?? ??? ???? ??? ??? ???? ?????.

???? ?? :
???? ?? 125 ? ? ?? ??? ??????. ??? ??? :
??? Pandas API? ???? ?? ??? ??????. ??? ??? :
? ??? ??? ???? ??? ????? ??? ?????.
?? ?? ?? FireDucks? ??? ??? ??? ??? ???? ?? ??? ?? ?? (?? ? ?? ?)? ???? ?? ?? ??? ? DB-Benchmark? ???? ???? ????????. 2024 ? 9 ? 10 ? ??, Fireducks? ??? ??? ?? ????, Groupby? ?? ??? ???? ?? ??? ???? ??? ??????.
.

??? ?? ?? ??? ??? ?? ?? ??
??? ? ???? ?? ???
???? ?? ?? ?? ?? ??? ? ????

~~Fireducks vs. Pandas : ???? ??~~

?? ????? ???? Fireducks? Pandas? ??? ???. ??? ???, ??, Groupby ?? ? ??????? Fireducks? ?? ??? ?????.1 ?? : ????? ?? ??

2 ?? : ?? ??? ??

??? ??? ?? (? 'A')? ??? ??? ?? (? 'B')? ???? 1 ?? ??? Pandas Dataframe ()? ????. 3 ?? : Fireducks Dataframe ?? import pandas as pd import fireducks.pandas as fpd import numpy as np import time

Pandas Dataframe? FireDucks Dataframe ()? ?????. 4 ?? : ??? ?? ??

num_rows = 10_000_000
df_pandas = pd.DataFrame({
    'A': np.random.randint(1, 100, num_rows),
    'B': np.random.rand(num_rows),
})

??? Pandas Dataframe?? Groupby ??? ??? ??? ?????. 5 ?? : ??? Fireducks ??

??? Fireducks Dataframe?? ??? Groupby ??? ???? ?? ??? ?????. 6 ?? : ?? ?? df_pandas ??? ??? ?? Fireducks? ?? ??? ???? ?????. Fireducks? ?? ??

???? ??? ?? :

? Linux, Windows (WSL? ??) ? MacOS?? ???? ?????. ??? ?? :

df_fireducks = fpd.DataFrame(df_pandas)

??? ?? API? ???? ?? ??? ?????. ??? ? ??? :

??? ?? ? ?? ???? ?? ??? ??? ?????. df_fireducks ??? ??

?? ?? :

FireDucks Docs

start_time = time.time()
result_pandas = df_pandas.groupby('A')['B'].sum()
pandas_time = time.time() - start_time
print(f"Pandas execution time: {pandas_time:.4f} seconds")

github ??? :

FireDucks github

NYC ?? ?? :

NYC ?? ??? ??

start_time = time.time()
result_fireducks = df_fireducks.groupby('A')['B'].sum()
fireducks_time = time.time() - start_time
print(f"FireDucks execution time: {fireducks_time:.4f} seconds")

???/x :

@fireducksdev

speed_up = pandas_time / fireducks_time
print(f"FireDucks is approximately {speed_up:.2f} times faster than pandas.")

?? ~~FireDucks? ??? ?? ??? ??? ??? ???? ???? ?? 125 ? ?? ??? ?????. Pandas API, ??? ?? ? ?? ????? ???? ??? ??? ??? ???? ??? ?????? ??? ?????. ?? ?? ??~~

Q1. FireDucks? ??? ?? ????