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petals/tests/test_aux_functions.py

23 lines
752 B
Python

import pytest
import torch
from test_utils import MODEL_NAME
from petals.client import DistributedBloomConfig
from petals.server.throughput import measure_compute_rps, measure_network_rps
@pytest.mark.forked
@pytest.mark.parametrize("tensor_parallel", [False, True])
def test_compute_throughput(tensor_parallel: bool):
config = DistributedBloomConfig.from_pretrained(MODEL_NAME)
tensor_parallel_devices = ("cpu", "cpu") if tensor_parallel else ()
compute_rps = measure_compute_rps(
config,
device=torch.device("cpu"),
dtype=torch.bfloat16,
load_in_8bit=False,
tensor_parallel_devices=tensor_parallel_devices,
n_steps=10,
)
assert isinstance(compute_rps, float) and compute_rps > 0