parallel_copy_small_set.py

#BSD 3-Clause License
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#Copyright (c) 2022, FourCastNet authors
#All rights reserved.
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#modification, are permitted provided that the following conditions are met:
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#   list of conditions and the following disclaimer.
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#2. Redistributions in binary form must reproduce the above copyright notice,
#   this list of conditions and the following disclaimer in the documentation
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#3. Neither the name of the copyright holder nor the names of its
#   contributors may be used to endorse or promote products derived from
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#THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
#AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
#IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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#FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
#DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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#OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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#The code was authored by the following people:
#
#Jaideep Pathak - NVIDIA Corporation
#Shashank Subramanian - NERSC, Lawrence Berkeley National Laboratory
#Peter Harrington - NERSC, Lawrence Berkeley National Laboratory
#Sanjeev Raja - NERSC, Lawrence Berkeley National Laboratory 
#Ashesh Chattopadhyay - Rice University 
#Morteza Mardani - NVIDIA Corporation 
#Thorsten Kurth - NVIDIA Corporation 
#David Hall - NVIDIA Corporation 
#Zongyi Li - California Institute of Technology, NVIDIA Corporation 
#Kamyar Azizzadenesheli - Purdue University 
#Pedram Hassanzadeh - Rice University 
#Karthik Kashinath - NVIDIA Corporation 
#Animashree Anandkumar - California Institute of Technology, NVIDIA Corporation


# Instructions: 
# Set Nimgtot correctly

import h5py
from mpi4py import MPI
import numpy as np
import time
from netCDF4 import Dataset as DS
import os

def writetofile(src, dest, channel_idx, varslist, src_idx=0, frmt='nc'):
    if os.path.isfile(src):
        batch = 2**4
        rank = MPI.COMM_WORLD.rank
        Nproc = MPI.COMM_WORLD.size
        Nimgtot = 52#src_shape[0]

        Nimg = Nimgtot//Nproc
        base = rank*Nimg
        end = (rank+1)*Nimg if rank<Nproc - 1 else Nimgtot
        idx = base

        for variable_name in varslist:

            if frmt == 'nc':
                fsrc = DS(src, 'r', format="NETCDF4").variables[variable_name]
            elif frmt == 'h5':
                fsrc = h5py.File(src, 'r')[varslist[0]]
            print("fsrc shape", fsrc.shape)
            fdest = h5py.File(dest, 'a', driver='mpio', comm=MPI.COMM_WORLD)

            start = time.time()
            while idx<end:
                if end - idx < batch:
                    if len(fsrc.shape) == 4:
                        ims = fsrc[idx:end,src_idx]
                    else:
                        ims = fsrc[idx:end]
                    print(ims.shape)
                    fdest['fields'][idx:end, channel_idx, :, :] = ims
                    break
                else:
                    if len(fsrc.shape) == 4:
                        ims = fsrc[idx:idx+batch,src_idx]
                    else:
                        ims = fsrc[idx:idx+batch]
                    #ims = fsrc[idx:idx+batch]
                    print("ims shape", ims.shape)
                    fdest['fields'][idx:idx+batch, channel_idx, :, :] = ims
                    idx+=batch
                    ttot = time.time() - start
                    eta = (end - base)/((idx - base)/ttot)
                    hrs = eta//3600
                    mins = (eta - 3600*hrs)//60
                    secs = (eta - 3600*hrs - 60*mins)

            ttot = time.time() - start
            hrs = ttot//3600
            mins = (ttot - 3600*hrs)//60
            secs = (ttot - 3600*hrs - 60*mins)
            channel_idx += 1 
filestr = '2020'
dest = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020.nc'

src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_sfc.nc'
#u10 v10 t2m
writetofile(src, dest, 0, ['u10'])
writetofile(src, dest, 1, ['v10'])
writetofile(src, dest, 2, ['t2m'])

#sp mslp
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_sfc.nc'
writetofile(src, dest, 3, ['sp'])
writetofile(src, dest, 4, ['msl'])

#t850
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 5, ['t'], 2)

#uvz1000
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 6, ['u'], 3)
writetofile(src, dest, 7, ['v'], 3)
writetofile(src, dest, 8, ['z'], 3)

#uvz850
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 9, ['u'], 2)
writetofile(src, dest, 10, ['v'], 2)
writetofile(src, dest, 11, ['z'], 2)

#uvz 500
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 12, ['u'], 1)
writetofile(src, dest, 13, ['v'], 1)
writetofile(src, dest, 14, ['z'], 1)

#t500
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 15, ['t'], 1)

#z50
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 16, ['z'], 0)

#r500 
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 17, ['r'], 1)

#r850
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_pl.nc'
writetofile(src, dest, 18, ['r'], 2)

#tcwv
src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_sfc.nc'
writetofile(src, dest, 19, ['tcwv'])

#sst
#src = '/scratch/gilbreth/wwtung/FourCastNet/data/out_of_sample/2020_sfc.nc'
#writetofile(src, dest, 20, ['sst'])