pytorch/functorch/examples/compilation/simple_function.py
Edward Z. Yang e6ec0efaf8 Apply UFMT to all non test/torch files (#106205)
Signed-off-by: Edward Z. Yang <ezyang@meta.com>

Pull Request resolved: https://github.com/pytorch/pytorch/pull/106205
Approved by: https://github.com/albanD
2023-07-29 02:56:24 +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))