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Add utilities, docs, and tests for prediction-oriented m-to-n-restart --------- Co-authored-by: Matt Smith <[email protected]> Co-authored-by: Mike Anderson <[email protected]> Co-authored-by: Matthias Diener <[email protected]>
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"""Read gmsh mesh, partition it, and create a pkl file per mesh partition.""" | ||
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__copyright__ = """ | ||
Copyright (C) 2020 University of Illinois Board of Trustees | ||
""" | ||
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__license__ = """ | ||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
The above copyright notice and this permission notice shall be included in | ||
all copies or substantial portions of the Software. | ||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
THE SOFTWARE. | ||
""" | ||
import argparse | ||
import pickle | ||
import os | ||
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from meshmode.distributed import get_connected_parts | ||
from grudge.discretization import PartID | ||
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def main(mesh_filename=None, output_path=None): | ||
"""Do it.""" | ||
if output_path is None: | ||
output_path = "./" | ||
output_path.strip("'") | ||
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if mesh_filename is None: | ||
# Try to detect the mesh filename | ||
raise AssertionError("No mesh filename.") | ||
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intradecomp_map = {} | ||
nranks = 0 | ||
nvolumes = 0 | ||
volumes = set() | ||
for r in range(10000): | ||
mesh_pkl_filename = mesh_filename + f"_rank{r}.pkl" | ||
if os.path.exists(mesh_pkl_filename): | ||
nranks = nranks + 1 | ||
with open(mesh_pkl_filename, "rb") as pkl_file: | ||
global_nelements, volume_to_local_mesh_data = \ | ||
pickle.load(pkl_file) | ||
for vol, meshdat in volume_to_local_mesh_data.items(): | ||
local_partid = PartID(volume_tag=vol, rank=r) | ||
volumes.add(vol) | ||
connected_parts = get_connected_parts(meshdat[0]) | ||
if connected_parts: | ||
intradecomp_map[local_partid] = connected_parts | ||
else: | ||
break | ||
nvolumes = len(volumes) | ||
rank_rank_nbrs = {r: set() for r in range(nranks)} | ||
for part, nbrs in intradecomp_map.items(): | ||
local_rank = part.rank | ||
for nbr in nbrs: | ||
if nbr.rank != local_rank: | ||
rank_rank_nbrs[local_rank].add(nbr.rank) | ||
min_rank_nbrs = nranks | ||
max_rank_nbrs = 0 | ||
num_nbr_dist = {} | ||
total_nnbrs = 0 | ||
for _, rank_nbrs in rank_rank_nbrs.items(): | ||
nrank_nbrs = len(rank_nbrs) | ||
total_nnbrs += nrank_nbrs | ||
if nrank_nbrs not in num_nbr_dist: | ||
num_nbr_dist[nrank_nbrs] = 0 | ||
num_nbr_dist[nrank_nbrs] += 1 | ||
min_rank_nbrs = min(min_rank_nbrs, nrank_nbrs) | ||
max_rank_nbrs = max(max_rank_nbrs, nrank_nbrs) | ||
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mean_nnbrs = (1.0*total_nnbrs) / (1.0*nranks) | ||
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print(f"Number of ranks: {nranks}") | ||
print(f"Number of volumes: {nvolumes}") | ||
print(f"Volumes: {volumes}") | ||
print("Number of rank neighbors (min, max, mean): " | ||
f"({min_rank_nbrs}, {max_rank_nbrs}, {mean_nnbrs})") | ||
print(f"Distribution of num nbrs: {num_nbr_dist=}") | ||
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# print(f"{intradecomp_map=}") | ||
with open(f"intradecomp_map_np{nranks}.pkl", "wb") as pkl_file: | ||
pickle.dump(intradecomp_map, pkl_file) | ||
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if __name__ == "__main__": | ||
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parser = argparse.ArgumentParser( | ||
description="MIRGE-Com Intradecomp mapper") | ||
parser.add_argument("-m", "--mesh", type=str, dest="mesh_filename", | ||
nargs="?", action="store", help="root filename for mesh") | ||
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args = parser.parse_args() | ||
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main(mesh_filename=args.mesh_filename) |
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"""Read gmsh mesh, partition it, and create a pkl file per mesh partition.""" | ||
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__copyright__ = """ | ||
Copyright (C) 2020 University of Illinois Board of Trustees | ||
""" | ||
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__license__ = """ | ||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
The above copyright notice and this permission notice shall be included in | ||
all copies or substantial portions of the Software. | ||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
THE SOFTWARE. | ||
""" | ||
import logging | ||
import argparse | ||
import sys | ||
import os | ||
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from logpyle import set_dt | ||
from mirgecom.logging_quantities import ( | ||
initialize_logmgr, | ||
logmgr_add_cl_device_info, | ||
logmgr_set_time, | ||
logmgr_add_device_memory_usage, | ||
logmgr_add_mempool_usage, | ||
) | ||
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from mirgecom.simutil import ( | ||
ApplicationOptionsError, | ||
distribute_mesh_pkl | ||
) | ||
from mirgecom.mpi import mpi_entry_point | ||
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class SingleLevelFilter(logging.Filter): | ||
def __init__(self, passlevel, reject): | ||
self.passlevel = passlevel | ||
self.reject = reject | ||
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def filter(self, record): | ||
if self.reject: | ||
return (record.levelno != self.passlevel) | ||
else: | ||
return (record.levelno == self.passlevel) | ||
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class MyRuntimeError(RuntimeError): | ||
"""Simple exception to kill the simulation.""" | ||
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pass | ||
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@mpi_entry_point | ||
def main(actx_class, mesh_source=None, ndist=None, dim=None, | ||
output_path=None, log_path=None, | ||
casename=None, use_1d_part=None, use_wall=False, | ||
imba_tol=None): | ||
"""The main function.""" | ||
if mesh_source is None: | ||
raise ApplicationOptionsError("Missing mesh source file.") | ||
if imba_tol is None: | ||
imba_tol = .01 | ||
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mesh_source.strip("'") | ||
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if dim is None: | ||
dim = 3 | ||
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if log_path is None: | ||
log_path = "log_data" | ||
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log_path.strip("'") | ||
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if output_path is None: | ||
output_path = "." | ||
output_path.strip("'") | ||
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# control log messages | ||
logger = logging.getLogger(__name__) | ||
logger.propagate = False | ||
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if (logger.hasHandlers()): | ||
logger.handlers.clear() | ||
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# send info level messages to stdout | ||
h1 = logging.StreamHandler(sys.stdout) | ||
f1 = SingleLevelFilter(logging.INFO, False) | ||
h1.addFilter(f1) | ||
logger.addHandler(h1) | ||
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# send everything else to stderr | ||
h2 = logging.StreamHandler(sys.stderr) | ||
f2 = SingleLevelFilter(logging.INFO, True) | ||
h2.addFilter(f2) | ||
logger.addHandler(h2) | ||
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from mpi4py import MPI | ||
from mpi4py.util import pkl5 | ||
comm_world = MPI.COMM_WORLD | ||
comm = pkl5.Intracomm(comm_world) | ||
rank = comm.Get_rank() | ||
nparts = comm.Get_size() | ||
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if ndist is None: | ||
ndist = nparts | ||
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if casename is None: | ||
casename = f"mirgecom_np{ndist}" | ||
casename.strip("'") | ||
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if rank == 0: | ||
print(f"Distributing on {nparts} ranks into {ndist} parts.") | ||
print(f"Casename: {casename}") | ||
print(f"Mesh source file: {mesh_source}") | ||
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# logging and profiling | ||
logname = log_path + "/" + casename + ".sqlite" | ||
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if rank == 0: | ||
log_dir = os.path.dirname(logname) | ||
if log_dir and not os.path.exists(log_dir): | ||
os.makedirs(log_dir) | ||
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comm.Barrier() | ||
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logmgr = initialize_logmgr(True, | ||
filename=logname, mode="wu", mpi_comm=comm) | ||
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from mirgecom.array_context import initialize_actx | ||
actx = initialize_actx(actx_class, comm) | ||
queue = getattr(actx, "queue", None) | ||
alloc = getattr(actx, "allocator", None) | ||
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monitor_memory = True | ||
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logmgr_add_cl_device_info(logmgr, queue) | ||
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if monitor_memory: | ||
logmgr_add_device_memory_usage(logmgr, queue) | ||
logmgr_add_mempool_usage(logmgr, alloc) | ||
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logmgr.add_watches([ | ||
("memory_usage_python.max", | ||
"| Memory:\n| \t python memory: {value:7g} Mb\n") | ||
]) | ||
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try: | ||
logmgr.add_watches([ | ||
("memory_usage_gpu.max", | ||
"| \t gpu memory: {value:7g} Mb\n") | ||
]) | ||
except KeyError: | ||
pass | ||
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logmgr.add_watches([ | ||
("memory_usage_hwm.max", | ||
"| \t memory hwm: {value:7g} Mb\n")]) | ||
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if rank == 0: | ||
print(f"Reading mesh from {mesh_source}.") | ||
print(f"Writing {ndist} mesh pkl files to {output_path}.") | ||
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def get_mesh_data(): | ||
from meshmode.mesh.io import read_gmsh | ||
mesh, tag_to_elements = read_gmsh( | ||
mesh_source, force_ambient_dim=dim, | ||
return_tag_to_elements_map=True) | ||
volume_to_tags = { | ||
"fluid": ["fluid"]} | ||
if use_wall: | ||
volume_to_tags["wall"] = ["wall_insert", "wall_surround"] | ||
else: | ||
from mirgecom.simutil import extract_volumes | ||
mesh, tag_to_elements = extract_volumes( | ||
mesh, tag_to_elements, volume_to_tags["fluid"], | ||
"wall_interface") | ||
return mesh, tag_to_elements, volume_to_tags | ||
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def my_partitioner(mesh, tag_to_elements, num_ranks): | ||
from mirgecom.simutil import geometric_mesh_partitioner | ||
return geometric_mesh_partitioner( | ||
mesh, num_ranks, auto_balance=True, debug=True, | ||
imbalance_tolerance=imba_tol) | ||
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part_func = my_partitioner if use_1d_part else None | ||
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if os.path.exists(output_path): | ||
if not os.path.isdir(output_path): | ||
raise ApplicationOptionsError( | ||
"Mesh dist mode requires 'output'" | ||
" parameter to be a directory for output.") | ||
if rank == 0: | ||
if not os.path.exists(output_path): | ||
os.makedirs(output_path) | ||
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comm.Barrier() | ||
mesh_filename = output_path + "/" + casename + "_mesh" | ||
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if rank == 0: | ||
print(f"Writing mesh pkl files to {mesh_filename}.") | ||
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distribute_mesh_pkl( | ||
comm, get_mesh_data, filename=mesh_filename, | ||
num_target_ranks=ndist, | ||
partition_generator_func=part_func, logmgr=logmgr) | ||
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comm.Barrier() | ||
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logmgr_set_time(logmgr, 0, 0) | ||
logmgr | ||
logmgr.tick_before() | ||
set_dt(logmgr, 0.) | ||
logmgr.tick_after() | ||
logmgr.close() | ||
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if __name__ == "__main__": | ||
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logging.basicConfig( | ||
format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", | ||
level=logging.INFO) | ||
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parser = argparse.ArgumentParser( | ||
description="MIRGE-Com Mesh Distribution") | ||
parser.add_argument("-w", "--wall", dest="use_wall", | ||
action="store_true", help="Include wall domain in mesh.") | ||
parser.add_argument("-1", "--1dpart", dest="one_d_part", | ||
action="store_true", help="Use 1D partitioner.") | ||
parser.add_argument("-d", "--dimen", type=int, dest="dim", | ||
nargs="?", action="store", | ||
help="Number dimensions") | ||
parser.add_argument("-n", "--ndist", type=int, dest="ndist", | ||
nargs="?", action="store", | ||
help="Number of distributed parts") | ||
parser.add_argument("-s", "--source", type=str, dest="source", | ||
nargs="?", action="store", help="Gmsh mesh source file") | ||
parser.add_argument("-o", "--ouput-path", type=str, dest="output_path", | ||
nargs="?", action="store", | ||
help="Output path for distributed mesh pkl files") | ||
parser.add_argument("-c", "--casename", type=str, dest="casename", nargs="?", | ||
action="store", | ||
help="Root name of distributed mesh pkl files.") | ||
parser.add_argument("-g", "--logpath", type=str, dest="log_path", nargs="?", | ||
action="store", help="simulation case name") | ||
parser.add_argument("-z", "--imbatol", type=float, dest="imbalance_tolerance", | ||
nargs="?", action="store", | ||
help="1d partioner imabalance tolerance") | ||
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args = parser.parse_args() | ||
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from mirgecom.array_context import get_reasonable_array_context_class | ||
actx_class = get_reasonable_array_context_class( | ||
lazy=False, distributed=True, profiling=False, numpy=False) | ||
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main(actx_class, mesh_source=args.source, dim=args.dim, | ||
output_path=args.output_path, ndist=args.ndist, | ||
log_path=args.log_path, casename=args.casename, | ||
use_1d_part=args.one_d_part, use_wall=args.use_wall, | ||
imba_tol=args.imbalance_tolerance) |
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