Files
pytorch/functorch/examples/compilation/simple_function.py
Xuehai Pan 740fb22966 [BE][Easy][4/19] enforce style for empty lines in import segments in functorch/ (#129755)
See https://github.com/pytorch/pytorch/pull/129751#issue-2380881501. Most changes are auto-generated by linter.

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Pull Request resolved: https://github.com/pytorch/pytorch/pull/129755
Approved by: https://github.com/zou3519
ghstack dependencies: #129752
2024-07-18 05:08:03 +00:00

36 lines
761 B
Python

# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import time
import torch
from functorch import grad, make_fx
from functorch.compile import nnc_jit
def f(x):
return torch.sin(x).sum()
inp = torch.randn(100)
grad_pt = grad(f)
grad_fx = make_fx(grad_pt)(inp)
grad_nnc = nnc_jit(grad_pt)
def bench(name, f, iters=10000, warmup=3):
for _ in range(warmup):
f()
begin = time.time()
for _ in range(iters):
f()
print(f"{name}: ", time.time() - begin)
bench("Pytorch: ", lambda: grad_pt(inp))
bench("FX: ", lambda: grad_fx(inp))
bench("NNC: ", lambda: grad_nnc(inp))