DeepSpeed/tests/perf/adam_test.py

25 строки
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Python
Executable File

import torch
from deepspeed.ops.adam import DeepSpeedCPUAdam
import time
device = 'cpu'
model_size = 1 * 1024**3
group_size = [model_size, 274432]
param = [torch.nn.Parameter(torch.ones(size, device=device)) for size in group_size]
optimizer = DeepSpeedCPUAdam(param)
#torch.set_num_threads(128)
for i, p in enumerate(param):
p.grad = torch.ones(group_size[i], device=device)
#param.grad = torch.ones(model_size, device=device)
avg = 0
for i in range(100):
start = time.time()
optimizer.step()
stop = time.time()
avg += (stop - start)
for i, p in enumerate(param):
p.grad = torch.ones(group_size[i], device=device) * 2
#param.grad = torch.ones(model_size, device=device) * 2
print("Elapsed Time is ", avg / 100)