def join_statements(statements, infile, outfile=None):
'''join a chain of statements into a single statement.
Each statement contains an @IN@ or a @OUT@ placeholder or both.
These will be replaced by the names of successive temporary files.
In the first statement, @IN@ is replaced with `infile` and, if given,
the @OUT@ is replaced by outfile in the last statement.
Arguments
---------
statements : list
A list of command line statements.
infile : string
Filename of the first data set.
outfile : string
Filename of the target data set.
Returns
-------
last_file : string
Filename of last file created, outfile, if given.
statement : string
A command line statement built from merging the statements
cleanup : string
A command line statement for cleaning up.
'''
prefix = get_temp_filename()
pattern = "%s_%%i" % prefix
result = []
for x, statement in enumerate(statements):
s = statement
if x == 0:
if infile is not None:
s = re.sub("@IN@", infile, s)
else:
s = re.sub("@IN@", pattern % x, s)
if x > 2:
s = re.sub("@IN-2@", pattern % (x - 2), s)
if x > 1:
s = re.sub("@IN-1@", pattern % (x - 1), s)
s = re.sub("@OUT@", pattern % (x + 1), s).strip()
if s.endswith(";"):
s = s[:-1]
result.append(s)
result = "; ".join(result)
last_file = pattern % (x + 1)
if outfile:
result = re.sub(last_file, outfile, result)
last_file = outfile
assert prefix != ""
return last_file, result, "rm -f %s*" % prefix
def run(self, statement_list):
benchmark_data = []
# run statements through array interface
jobsfile = get_temp_filename(dir=self.work_dir,
clear=True) + ".jobs"
with open(jobsfile, "w") as outf:
outf.write("\n".join(statement_list))
master_statement = (
"CMD=$(awk \"NR==$SGE_TASK_ID\" {jobsfile}); "
"eval $CMD".format(**locals()))
full_statement, job_path = self.build_job_script(master_statement)
jt = self.setup_job(self.options["cluster"])
stdout_path, stderr_path = self.queue_manager.set_drmaa_job_paths(
jt, job_path)
job_id, stdout, stderr, resource_usage = self.run_array_job(
self.session, jt, stdout_path, stderr_path,
full_statement, start=0, end=len(statement_list),
increment=1)
benchmark_data.extend(
self.collect_benchmark_data(statement_list,
resource_usage=resource_usage))
try:
os.unlink(jobsfile)
except OSError:
pass
return benchmark_data
def _pickle_args(args, kwargs):
''' Pickle a set of function arguments. Removes any kwargs that are
arguements to submit first. Returns a tuple, the first member of which
is the key word arguements to submit, the second is a file name
with the picked call arguements '''
use_args = [
"to_cluster", "logfile", "job_options", "job_queue", "job_threads",
"job_memory"
]
submit_args = {}
for arg in use_args:
if arg in kwargs:
submit_args[arg] = kwargs[arg]
del kwargs[arg]
args_file = get_temp_filename(shared=True)
pickle.dump([args, kwargs], open(args_file, "wb"))
return (submit_args, args_file)
def build_job_script(self, statement):
'''build job script from statement.
returns (name_of_script, stdout_path, stderr_path)
'''
tmpfilename = get_temp_filename(dir=self.work_dir, clear=True)
tmpfilename = tmpfilename + ".sh"
expanded_statement, cleanup_funcs = self.expand_statement(statement)
with open(tmpfilename, "w") as tmpfile:
# disabled: -l -O expand_aliases\n" )
# make executable
tmpfile.write("#!/bin/bash -eu\n")
if not self.ignore_pipe_errors:
tmpfile.write("set -o pipefail\n")
os.chmod(tmpfilename, stat.S_IRWXG | stat.S_IRWXU)
tmpfile.write("\ncd {}\n".format(self.work_dir))
if self.output_directories is not None:
for outdir in self.output_directories:
if outdir:
tmpfile.write("\nmkdir -p {}\n".format(outdir))
# create and set system scratch dir for temporary files
tmpfile.write("umask 002\n")
cluster_tmpdir = get_params()["cluster_tmpdir"]
if self.run_on_cluster and cluster_tmpdir:
tmpdir = cluster_tmpdir
tmpfile.write("TMPDIR=`mktemp -d -p {}`\n".format(tmpdir))
tmpfile.write("export TMPDIR\n")
else:
tmpdir = get_temp_dir(dir=get_params()["tmpdir"], clear=True)
tmpfile.write("mkdir -p {}\n".format(tmpdir))
tmpfile.write("export TMPDIR={}\n".format(tmpdir))
cleanup_funcs.append(
("clean_temp", "{{ rm -rf {}; }}".format(tmpdir)))
# output times whenever script exits, preserving
# return status
cleanup_funcs.append(
("info", "{ echo 'benchmark'; hostname; times; }"))
for cleanup_func, cleanup_code in cleanup_funcs:
tmpfile.write("\n{}() {}\n".format(cleanup_func, cleanup_code))
tmpfile.write("\nclean_all() {{ {}; }}\n".format("; ".join(
[x[0] for x in cleanup_funcs])))
tmpfile.write("\ntrap clean_all EXIT\n\n")
if self.job_memory not in("unlimited", "etc") and \
self.options.get("cluster_memory_ulimit", False):
# restrict virtual memory
# Note that there are resources in SGE which could do this directly
# such as v_hmem.
# Note that limiting resident set sizes (RSS) with ulimit is not
# possible in newer kernels.
# -v and -m accept memory in kb
requested_memory_kb = max(
1000,
int(
math.ceil(
iotools.human2bytes(self.job_memory) / 1024 *
self.job_threads)))
# unsetting error exit as often not permissions
tmpfile.write("set +e\n")
tmpfile.write(
"ulimit -v {} > /dev/null \n".format(requested_memory_kb))
tmpfile.write(
"ulimit -m {} > /dev/null \n".format(requested_memory_kb))
# set as hard limit
tmpfile.write("ulimit -H -v > /dev/null \n")
tmpfile.write("set -e\n")
if self.shellfile:
# make sure path exists that we want to write to
tmpfile.write("mkdir -p $(dirname \"{}\")\n".format(
self.shellfile))
# output low-level debugging information to a shell log file
tmpfile.write('echo "%s : START -> %s" >> %s\n' %
(self.job_name, tmpfilename, self.shellfile))
# disabled - problems with quoting
# tmpfile.write( '''echo 'statement=%s' >> %s\n''' %
# (shellquote(statement), self.shellfile) )
tmpfile.write("set | sed 's/^/%s : /' >> %s\n" %
(self.job_name, self.shellfile))
tmpfile.write("pwd | sed 's/^/%s : /' >> %s\n" %
(self.job_name, self.shellfile))
tmpfile.write("hostname | sed 's/^/%s: /' >> %s\n" %
(self.job_name, self.shellfile))
# cat /proc/meminfo is Linux specific
if get_params()['os'] == 'Linux':
tmpfile.write(
"cat /proc/meminfo | sed 's/^/%s: /' >> %s\n" %
(self.job_name, self.shellfile))
elif get_params()['os'] == 'Darwin':
tmpfile.write("vm_stat | sed 's/^/%s: /' >> %s\n" %
(self.job_name, self.shellfile))
tmpfile.write('echo "%s : END -> %s" >> %s\n' %
(self.job_name, tmpfilename, self.shellfile))
tmpfile.write("ulimit | sed 's/^/%s: /' >> %s\n" %
(self.job_name, self.shellfile))
job_path = os.path.abspath(tmpfilename)
tmpfile.write(expanded_statement)
tmpfile.write("\n\n")
tmpfile.close()
return statement, job_path
def expand_statement(self, statement):
'''add generic commands before and after statement.
The method scans the statement for arvados mount points and
inserts appropriate prefixes to make sure that the mount point
exists.
Arguments
---------
statement : string
Command line statement to expand
Returns
-------
statement : string
The expanded statement.
'''
setup_cmds = []
teardown_cmds = []
cleanup_funcs = []
setup_cmds.append("umask 002")
for var in [
"MKL_NUM_THREADS", "OPENBLAS_NUM_THREADS", "OMP_NUM_THREADS"
]:
setup_cmds.append("export {}={}".format(
var, self.options.get("job_threads", 1)))
if "arv=" in statement:
# Todo: permit setting this in params
arvados_api_token = os.environ.get("ARVADOS_API_TOKEN", None)
arvados_api_host = os.environ.get("ARVADOS_API_HOST", None)
if not arvados_api_token:
raise ValueError(
"arvados mount encountered in statement {}, "
"but ARVADOS_API_TOKEN not defined".format(statement))
if not arvados_api_host:
raise ValueError(
"arvados mount encountered in statement {}, "
"but ARVADOS_API_HOST not defined".format(statement))
mountpoint = get_temp_filename(clear=True)
arvados_options = "--disable-event-listening --read-only"
setup_cmds.append("\n".join(
('export ARVADOS_API_TOKEN="{arvados_api_token}"',
'export ARVADOS_API_HOST="{arvados_api_host}"',
'export ARVADOS_API_HOST_INSECURE=true',
'export ARVADOS_MOUNT_POINT="{mountpoint}"',
'mkdir -p "{mountpoint}"',
'arv-mount {arvados_options} "{mountpoint}" 2>> /dev/null'
)).format(**locals()))
statement = re.sub("arv=", mountpoint + "/", statement)
# "arv-mount --unmount {mountpoint}" not available in newer
# arvados installs (0.1.20170707152712), so keep using
# fusermount. However, do not fail if you can't clean up, as
# there are arvados racing issues.
cleanup_funcs.append(("unmount_arvados", '''{{
set +e &&
fusermount -u {mountpoint} &&
rm -rf {mountpoint} &&
set -e
}}'''.format(**locals())))
if "job_condaenv" in self.options:
# In conda < 4.4 there is an issue with parallel activations,
# see https://github.com/conda/conda/issues/2837 .
# This has been fixed in conda 4.4, but we are on conda
# 4.3, presumably because we are still on py35. A work-around
# to source activate is to add the explicit path of the environment
# in version >= 4.4, do
# setup_cmds.append(
# "conda activate {}".format(self.options["job_condaenv"]))
# For old conda versions (note this will not work for tools that require
# additional environment variables)
setup_cmds.append("export PATH={}:$PATH".format(
os.path.join(
get_conda_environment_directory(
self.options["job_condaenv"]), "bin")))
statement = "\n".join(
("\n".join(setup_cmds), statement, "\n".join(teardown_cmds)))
return statement, cleanup_funcs