mlx/benchmarks/python/rope_bench.py
2024-03-22 17:28:26 -07:00

36 lines
637 B
Python

# Copyright © 2023-2024 Apple Inc.
import mlx.core as mx
import mlx.nn as nn
from time_utils import time_fn
def time_rope():
rope = nn.RoPE(64)
# vec
x = mx.random.uniform(shape=(1, 32, 1, 128)).astype(mx.float16)
mx.eval(x)
def rope_vec(x):
for _ in range(32):
x = rope(x, offset=100)
return x
time_fn(rope_vec, x)
# matrix
x = mx.random.uniform(shape=(1, 32, 1024, 128)).astype(mx.float16)
mx.eval(x)
def rope_mat(x):
for _ in range(32):
x = rope(x)
return x
time_fn(rope_mat, x)
if __name__ == "__main__":
time_rope()