run.py 11.4 KB
Newer Older
Antoine Kaufmann's avatar
Antoine Kaufmann committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
# Copyright 2021 Max Planck Institute for Software Systems, and
# National University of Singapore
#
# 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.
22
23
"""This is the top-level module of the SimBricks orchestration framework that
users interact with."""
Antoine Kaufmann's avatar
Antoine Kaufmann committed
24

25
import argparse
26
import asyncio
Jonas Kaufmann's avatar
Jonas Kaufmann committed
27
import fnmatch
28
import importlib
Hejing Li's avatar
Hejing Li committed
29
import importlib.util
30
import json
Jonas Kaufmann's avatar
Jonas Kaufmann committed
31
import os
32
import pickle
33
import signal
Jonas Kaufmann's avatar
Jonas Kaufmann committed
34
import sys
35
36
import typing as tp

37
from simbricks.orchestration import exectools
38
39
40
from simbricks.orchestration import experiments as exps
from simbricks.orchestration import runtime
from simbricks.orchestration.experiment import experiment_environment
Jonas Kaufmann's avatar
Jonas Kaufmann committed
41
42


43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
def parse_args() -> argparse.Namespace:
    parser = argparse.ArgumentParser()
    # general arguments for experiments
    parser.add_argument(
        'experiments',
        metavar='EXP',
        type=str,
        nargs='+',
        help='Python modules to load the experiments from'
    )
    parser.add_argument(
        '--list',
        action='store_const',
        const=True,
        default=False,
        help='List available experiment names'
    )
    parser.add_argument(
        '--filter',
        metavar='PATTERN',
        type=str,
        nargs='+',
        help='Only run experiments matching the given Unix shell style patterns'
    )
    parser.add_argument(
        '--pickled',
        action='store_const',
        const=True,
        default=False,
        help='Interpret experiment modules as pickled runs instead of .py files'
    )
    parser.add_argument(
        '--runs',
        metavar='N',
        type=int,
        default=1,
        help='Number of repetition of each experiment'
    )
    parser.add_argument(
        '--firstrun', metavar='N', type=int, default=1, help='ID for first run'
    )
    parser.add_argument(
        '--force',
        action='store_const',
        const=True,
        default=False,
        help='Run experiments even if output already exists (overwrites output)'
    )
    parser.add_argument(
        '--verbose',
        action='store_const',
        const=True,
        default=False,
        help='Verbose output, for example, print component simulators\' output'
    )
    parser.add_argument(
        '--pcap',
        action='store_const',
        const=True,
        default=False,
        help='Dump pcap file (if supported by component simulator)'
    )
105
106
107
108
109
110
111
    parser.add_argument(
        '--profile-int',
        metavar='S',
        type=int,
        default=None,
        help='Enable periodic sigusr1 to each simulator every S seconds.'
    )
112

113
114
115
116
117
118
    # arguments for the experiment environment
    g_env = parser.add_argument_group('Environment')
    g_env.add_argument(
        '--repo',
        metavar='DIR',
        type=str,
119
        default=os.path.dirname(__file__) + '/..',
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
        help='SimBricks repository directory'
    )
    g_env.add_argument(
        '--workdir',
        metavar='DIR',
        type=str,
        default='./out/',
        help='Work directory base'
    )
    g_env.add_argument(
        '--outdir',
        metavar='DIR',
        type=str,
        default='./out/',
        help='Output directory base'
    )
    g_env.add_argument(
        '--cpdir',
        metavar='DIR',
        type=str,
        default='./out/',
        help='Checkpoint directory base'
    )
    g_env.add_argument(
        '--hosts',
        metavar='JSON_FILE',
        type=str,
        default=None,
        help='List of hosts to use (json)'
    )
    g_env.add_argument(
        '--shmdir',
        metavar='DIR',
        type=str,
        default=None,
        help='Shared memory directory base (workdir if not set)'
    )
157

158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
    # arguments for the parallel runtime
    g_par = parser.add_argument_group('Parallel Runtime')
    g_par.add_argument(
        '--parallel',
        dest='runtime',
        action='store_const',
        const='parallel',
        default='sequential',
        help='Use parallel instead of sequential runtime'
    )
    g_par.add_argument(
        '--cores',
        metavar='N',
        type=int,
        default=len(os.sched_getaffinity(0)),
        help='Number of cores to use for parallel runs'
    )
    g_par.add_argument(
        '--mem',
        metavar='N',
        type=int,
        default=None,
        help='Memory limit for parallel runs (in MB)'
    )
182

183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
    # arguments for the slurm runtime
    g_slurm = parser.add_argument_group('Slurm Runtime')
    g_slurm.add_argument(
        '--slurm',
        dest='runtime',
        action='store_const',
        const='slurm',
        default='sequential',
        help='Use slurm instead of sequential runtime'
    )
    g_slurm.add_argument(
        '--slurmdir',
        metavar='DIR',
        type=str,
        default='./slurm/',
        help='Slurm communication directory'
    )
200

201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
    # arguments for the distributed runtime
    g_dist = parser.add_argument_group('Distributed Runtime')
    g_dist.add_argument(
        '--dist',
        dest='runtime',
        action='store_const',
        const='dist',
        default='sequential',
        help='Use sequential distributed runtime instead of local'
    )
    g_dist.add_argument(
        '--auto-dist',
        action='store_const',
        const=True,
        default=False,
        help='Automatically distribute non-distributed experiments'
    )
    g_dist.add_argument(
        '--proxy-type',
        metavar='TYPE',
        type=str,
        default='sockets',
        help='Proxy type to use (sockets,rdma) for auto distribution'
    )
225

226
    return parser.parse_args()
227

228
229

def load_executors(path: str) -> tp.List[exectools.Executor]:
Jonas Kaufmann's avatar
Jonas Kaufmann committed
230
    """Load hosts list from json file and return list of executors."""
231
    with open(path, 'r', encoding='utf-8') as f:
232
233
234
235
236
        hosts = json.load(f)

        exs = []
        for h in hosts:
            if h['type'] == 'local':
237
                ex = exectools.LocalExecutor()
238
            elif h['type'] == 'remote':
239
                ex = exectools.RemoteExecutor(h['host'], h['workdir'])
240
241
242
243
                if 'ssh_args' in h:
                    ex.ssh_extra_args += h['ssh_args']
                if 'scp_args' in h:
                    ex.scp_extra_args += h['scp_args']
244
245
            else:
                raise RuntimeError('invalid host type "' + h['type'] + '"')
246
247
            ex.ip = h['ip']
            exs.append(ex)
248
249
    return exs

Jonas Kaufmann's avatar
Jonas Kaufmann committed
250

251
def warn_multi_exec(executors: tp.List[exectools.Executor]):
252
    if len(executors) > 1:
Jonas Kaufmann's avatar
Jonas Kaufmann committed
253
254
255
256
257
        print(
            'Warning: multiple hosts specified, only using first one for now',
            file=sys.stderr
        )

258

259
def add_exp(
260
261
    e: exps.Experiment,
    rt: runtime.Runtime,
Jonas Kaufmann's avatar
Jonas Kaufmann committed
262
    run: int,
263
    prereq: tp.Optional[runtime.Run],
Jonas Kaufmann's avatar
Jonas Kaufmann committed
264
265
    create_cp: bool,
    restore_cp: bool,
266
267
    no_simbricks: bool,
    args: argparse.Namespace
268
):
269
    outpath = f'{args.outdir}/{e.name}-{run}.json'
270
    if os.path.exists(outpath) and not args.force:
271
        print(f'skip {e.name} run {run}')
272
273
        return None

274
275
    workdir = f'{args.workdir}/{e.name}/{run}'
    cpdir = f'{args.cpdir}/{e.name}/0'
276
    if args.shmdir is not None:
277
        shmdir = f'{args.shmdir}/{e.name}/{run}'
278

279
    env = experiment_environment.ExpEnv(args.repo, workdir, cpdir)
280
281
    env.create_cp = create_cp
    env.restore_cp = restore_cp
Jonas Kaufmann's avatar
Jonas Kaufmann committed
282
    env.no_simbricks = no_simbricks
283
284
    env.pcap_file = ''
    if args.pcap:
Jonas Kaufmann's avatar
Jonas Kaufmann committed
285
        env.pcap_file = workdir + '/pcap'
286
287
    if args.shmdir is not None:
        env.shm_base = os.path.abspath(shmdir)
288

289
    run = runtime.Run(e, run, env, outpath, prereq)
290
291
292
    rt.add_run(run)
    return run

Jonas Kaufmann's avatar
Jonas Kaufmann committed
293

294
295
296
297
298
299
300
301
302
303
def main():
    args = parse_args()
    if args.hosts is None:
        executors = [exectools.LocalExecutor()]
    else:
        executors = load_executors(args.hosts)

    # initialize runtime
    if args.runtime == 'parallel':
        warn_multi_exec(executors)
304
        rt = runtime.LocalParallelRuntime(
305
306
307
308
309
310
            cores=args.cores,
            mem=args.mem,
            verbose=args.verbose,
            executor=executors[0]
        )
    elif args.runtime == 'slurm':
311
        rt = runtime.SlurmRuntime(args.slurmdir, args, verbose=args.verbose)
312
    elif args.runtime == 'dist':
313
        rt = runtime.DistributedSimpleRuntime(executors, verbose=args.verbose)
314
315
    else:
        warn_multi_exec(executors)
316
317
318
        rt = runtime.LocalSimpleRuntime(
            verbose=args.verbose, executor=executors[0]
        )
319

320
321
322
    if args.profile_int:
        rt.enable_profiler(args.profile_int)

323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
    # load experiments
    if not args.pickled:
        # default: load python modules with experiments
        experiments = []
        for path in args.experiments:
            modname, _ = os.path.splitext(os.path.basename(path))

            class ExperimentModuleLoadError(Exception):
                pass

            spec = importlib.util.spec_from_file_location(modname, path)
            if spec is None:
                raise ExperimentModuleLoadError('spec is None')
            mod = importlib.util.module_from_spec(spec)
            if spec.loader is None:
                raise ExperimentModuleLoadError('spec.loader is None')
            spec.loader.exec_module(mod)
            experiments += mod.experiments

        if args.list:
            for e in experiments:
                print(e.name)
            sys.exit(0)
346

347
        for e in experiments:
348
349
            if args.auto_dist and not isinstance(e, exps.DistributedExperiment):
                e = runtime.auto_dist(e, executors, args.proxy_type)
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
            # apply filter if any specified
            if (args.filter) and (len(args.filter) > 0):
                match = False
                for f in args.filter:
                    match = fnmatch.fnmatch(e.name, f)
                    if match:
                        break

                if not match:
                    continue

            # if this is an experiment with a checkpoint we might have to create
            # it
            no_simbricks = e.no_simbricks
            if e.checkpoint:
                prereq = add_exp(
                    e, rt, 0, None, True, False, no_simbricks, args
                )
            else:
                prereq = None
370

371
372
373
374
375
376
377
378
379
            for run in range(args.firstrun, args.firstrun + args.runs):
                add_exp(
                    e, rt, run, prereq, False, e.checkpoint, no_simbricks, args
                )
    else:
        # otherwise load pickled run object
        for path in args.experiments:
            with open(path, 'rb') as f:
                rt.add_run(pickle.load(f))
380

381
    # register interrupt handler
382
    signal.signal(signal.SIGINT, lambda *_: rt.interrupt())
383
384
385
386
387
388
389

    # invoke runtime to run experiments
    asyncio.run(rt.start())


if __name__ == '__main__':
    main()