2024-02-27 15:49:56 +01:00

194 lines
7.2 KiB
Python

# -*- coding: utf-8 -*-
"""
This python module implements helpers for IPython / Jupyter and CUDA
Copyright (C) 2018 SINTEF ICT
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
"""
import logging
import gc
from IPython.core import magic_arguments
from IPython.core.magic import line_magic, Magics, magics_class
import pycuda.driver as cuda
from GPUSimulators import Common, CudaContext
@magics_class
class MagicCudaContext(Magics):
@line_magic
@magic_arguments.magic_arguments()
@magic_arguments.argument(
'name', type=str, help='Name of context to create')
@magic_arguments.argument(
'--blocking', '-b', action="store_true", help='Enable blocking context')
@magic_arguments.argument(
'--no_cache', '-nc', action="store_true", help='Disable caching of kernels')
@magic_arguments.argument(
'--no_autotuning', '-na', action="store_true", help='Disable autotuning of kernels')
def cuda_context_handler(self, line):
args = magic_arguments.parse_argstring(self.cuda_context_handler, line)
self.logger = logging.getLogger(__name__)
self.logger.info("Registering %s in user workspace", args.name)
context_flags = None
if (args.blocking):
context_flags = cuda.ctx_flags.SCHED_BLOCKING_SYNC
if args.name in self.shell.user_ns.keys():
self.logger.debug("Context already registered! Ignoring")
return
else:
self.logger.debug("Creating context")
use_cache = False if args.no_cache else True
use_autotuning = False if args.no_autotuning else True
self.shell.user_ns[args.name] = CudaContext.CudaContext(context_flags=context_flags, use_cache=use_cache, autotuning=use_autotuning)
# this function will be called on exceptions in any cell
def custom_exc(shell, etype, evalue, tb, tb_offset=None):
self.logger.exception("Exception caught: Resetting to CUDA context %s", args.name)
while (cuda.Context.get_current() != None):
context = cuda.Context.get_current()
self.logger.info("Popping <%s>", str(context.handle))
cuda.Context.pop()
if args.name in self.shell.user_ns.keys():
self.logger.info("Pushing <%s>", str(self.shell.user_ns[args.name].cuda_context.handle))
self.shell.user_ns[args.name].cuda_context.push()
else:
self.logger.error("No CUDA context called %s found (something is wrong)", args.name)
self.logger.error("CUDA will not work now")
self.logger.debug("==================================================================")
# still show the error within the notebook, don't just swallow it
shell.showtraceback((etype, evalue, tb), tb_offset=tb_offset)
# this registers a custom exception handler for the whole current notebook
get_ipython().set_custom_exc((Exception,), custom_exc)
# Handle CUDA context when exiting python
import atexit
def exitfunc():
self.logger.info("Exitfunc: Resetting CUDA context stack")
while (cuda.Context.get_current() != None):
context = cuda.Context.get_current()
self.logger.info("`-> Popping <%s>", str(context.handle))
cuda.Context.pop()
self.logger.debug("==================================================================")
atexit.register(exitfunc)
@magics_class
class MagicLogger(Magics):
logger_initialized = False
@line_magic
@magic_arguments.magic_arguments()
@magic_arguments.argument(
'name', type=str, help='Name of context to create')
@magic_arguments.argument(
'--out', '-o', type=str, default='output.log', help='The filename to store the log to')
@magic_arguments.argument(
'--level', '-l', type=int, default=20, help='The level of logging to screen [0, 50]')
@magic_arguments.argument(
'--file_level', '-f', type=int, default=10, help='The level of logging to file [0, 50]')
def setup_logging(self, line):
if (self.logger_initialized):
logging.getLogger('GPUSimulators').info("Global logger already initialized!")
return;
else:
self.logger_initialized = True
args = magic_arguments.parse_argstring(self.setup_logging, line)
import sys
#Get root logger
logger = logging.getLogger('GPUSimulators')
logger.setLevel(min(args.level, args.file_level))
#Add log to screen
ch = logging.StreamHandler()
ch.setLevel(args.level)
logger.addHandler(ch)
logger.log(args.level, "Console logger using level %s", logging.getLevelName(args.level))
#Get the outfilename (try to evaluate if Python expression...)
try:
outfile = eval(args.out, self.shell.user_global_ns, self.shell.user_ns)
except:
outfile = args.out
#Add log to file
logger.log(args.level, "File logger using level %s to %s", logging.getLevelName(args.file_level), outfile)
fh = logging.FileHandler(outfile)
formatter = logging.Formatter('%(asctime)s:%(name)s:%(levelname)s: %(message)s')
fh.setFormatter(formatter)
fh.setLevel(args.file_level)
logger.addHandler(fh)
logger.info("Python version %s", sys.version)
self.shell.user_ns[args.name] = logger
@magics_class
class MagicMPI(Magics):
@line_magic
@magic_arguments.magic_arguments()
@magic_arguments.argument(
'name', type=str, help='Name of context to create')
@magic_arguments.argument(
'--num_engines', '-n', type=int, default=4, help='Number of engines to start')
def setup_mpi(self, line):
args = magic_arguments.parse_argstring(self.setup_mpi, line)
logger = logging.getLogger('GPUSimulators')
if args.name in self.shell.user_ns.keys():
logger.warning("MPI alreay set up, resetting")
self.shell.user_ns[args.name].shutdown()
self.shell.user_ns[args.name] = None
gc.collect()
self.shell.user_ns[args.name] = Common.IPEngine(args.num_engines)
# Register
ip = get_ipython()
ip.register_magics(MagicCudaContext)
ip.register_magics(MagicLogger)
ip.register_magics(MagicMPI)