JittorMirror/python/jittor/test/test_mpi.py

77 lines
2.9 KiB
Python

# ***************************************************************
# Copyright (c) 2020 Jittor. Authors:
# Guowei Yang <471184555@qq.com>
# Dun Liang <randonlang@gmail.com>.
# All Rights Reserved.
# This file is subject to the terms and conditions defined in
# file 'LICENSE.txt', which is part of this source code package.
# ***************************************************************
import unittest
import os, sys
import jittor as jt
import numpy as np
mpi = jt.compile_extern.mpi
@unittest.skipIf(mpi is None, "no inside mpirun")
class TestMpi(unittest.TestCase):
def test_mpi_test_op(self):
assert jt.compile_extern.mpi_ops.mpi_test("").data == 123
@unittest.skipIf(jt.compile_extern.nccl_ops is None, "no nccl")
@jt.flag_scope(use_cuda=1)
def test_nccl_with_mpi(self):
assert jt.compile_extern.nccl_ops.nccl_test("test_with_mpi").data == 123
def test_mpi_broadcast(self):
for i in range(mpi.world_size()):
a = np.zeros(100) + mpi.world_rank()
mpi.broadcast(a, i)
assert (a == i).all()
def test_mpi_dataset(self):
from jittor.dataset.dataset import Dataset
class ToyDataset(Dataset):
def __init__(self):
super().__init__()
self.set_attrs(batch_size=21, total_len=211)
def __getitem__(self, index):
return index, index*index
toy = ToyDataset()
offset = ((toy.batch_size-1) // mpi.world_size() + 1) * mpi.world_rank()
for _ in range(2):
for i,(a,b) in enumerate(toy):
assert (a.data*a.data == b.data).all()
if mpi.world_rank() == 0:
if i == len(toy)-1:
assert a.shape[0] == 1
c = np.array([210])
else:
assert toy.real_batch_size == 11
c = np.array(range(offset+i*toy.batch_size, offset+i*toy.batch_size + toy.real_batch_size))
else:
if i == len(toy)-1:
assert a.shape[0] == 1
c = np.array([210])
else:
assert toy.real_batch_size == 10
c = np.array(range(offset+i*toy.batch_size, offset+i*toy.batch_size + toy.real_batch_size))
assert (c==a.data).all(), (c, a.data)
def run_mpi_test(num_procs, name):
if not jt.compile_extern.inside_mpi():
mpirun_path = jt.compile_extern.mpicc_path.replace("mpicc", "mpirun")
cmd = f"{mpirun_path} -np {num_procs} {sys.executable} -m jittor.test.{name} -v"
print("run cmd:", cmd)
assert os.system(cmd)==0, "run cmd failed: "+cmd
@unittest.skipIf(not jt.compile_extern.has_mpi, "no mpi found")
class TestMpiEntry(unittest.TestCase):
def test_entry(self):
run_mpi_test(2, "test_mpi")
if __name__ == "__main__":
unittest.main()