-
Notifications
You must be signed in to change notification settings - Fork 182
/
Copy pathqr_spmd.py
62 lines (48 loc) · 2.04 KB
/
qr_spmd.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
# ==============================================================================
# Copyright 2014 Intel Corporation
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
# daal4py QR example for distributed memory systems; SPMD mode
# run like this:
# mpirun -n 4 python ./qr_spmd.py
from pathlib import Path
from numpy import allclose, loadtxt
import daal4py as d4p
def main():
# Each process gets its own data
data_path = Path(__file__).parent / "data" / "distributed"
infile = data_path / f"qr_{d4p.my_procid() + 1}.csv"
# configure a QR object
algo = d4p.qr(distributed=True)
# let's provide a file directly, not a table/array
result1 = algo.compute(str(infile))
# We can also load the data ourselfs and provide the numpy array
data = loadtxt(infile, delimiter=",")
result2 = algo.compute(data)
# QR result provide matrixQ and matrixR
assert result1.matrixQ.shape == data.shape
assert result1.matrixR.shape == (data.shape[1], data.shape[1])
assert allclose(result1.matrixQ, result2.matrixQ, atol=1e-07)
assert allclose(result1.matrixR, result2.matrixR, atol=1e-07)
return data, result1
if __name__ == "__main__":
# Initialize SPMD mode
d4p.daalinit()
(_, result) = main()
# result is available on all processes - but we print only on root
if d4p.my_procid() == 0:
print("\nEach process has matrixR but only his part of matrixQ:\n")
print(result)
print("All looks good!")
d4p.daalfini()