#*******************************************************************************
# Copyright 2014-2019 Intel Corporation
# All Rights Reserved.
#
# This software is licensed under the Apache License, Version 2.0 (the
# "License"), the following terms apply:
#
# 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 low order moments example for distributed memory systems; SPMD mode
# run like this:
#    mpirun -n 4 python ./low_order_moms_spmd.py

import daal4py as d4p
import numpy as np

# let's use a reading of file in chunks (defined in spmd_utils.py)
from spmd_utils import read_csv, get_chunk_params


def main():
    infile = "./data/batch/covcormoments_dense.csv"

    # We know the number of lines in the file and use this to separate data between processes
    skiprows, nrows = get_chunk_params(lines_count=200,
                                       chunks_count=d4p.num_procs(),
                                       chunk_number=d4p.my_procid())

    # Each process reads its chunk of the file
    data = read_csv(infile, sr=skiprows, nr=nrows)

    # Create algorithm with distributed mode
    alg = d4p.low_order_moments(method='defaultDense', distributed=True)

    # Perform computation
    res = alg.compute(data)

    # result provides minimum, maximum, sum, sumSquares, sumSquaresCentered,
    # mean, secondOrderRawMoment, variance, standardDeviation, variation
    assert(all(getattr(res, name).shape==(1, data.shape[1]) for name in
        ['minimum', 'maximum', 'sum', 'sumSquares', 'sumSquaresCentered', 'mean',
        'secondOrderRawMoment', 'variance', 'standardDeviation', 'variation']))

    return res


if __name__ == "__main__":
    # Initialize SPMD mode
    d4p.daalinit()
    res = main()
    # result is available on all processes - but we print only on root
    if d4p.my_procid() == 0:
        print(res)
    d4p.daalfini()
