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Automatic engine selection
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parent
5014d74023
commit
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7 changed files with 731 additions and 21 deletions
679
sbysrc/sby_autotune.py
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679
sbysrc/sby_autotune.py
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#
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# SymbiYosys (sby) -- Front-end for Yosys-based formal verification flows
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#
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# Copyright (C) 2022 Jannis Harder <jix@yosyshq.com> <me@jix.one>
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#
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# Permission to use, copy, modify, and/or distribute this software for any
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# purpose with or without fee is hereby granted, provided that the above
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# copyright notice and this permission notice appear in all copies.
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#
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# THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES
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# WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF
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# MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR
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# ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
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# WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
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# ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF
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# OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
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#
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import os
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import re
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import subprocess
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from shutil import rmtree, which
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from time import monotonic
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from sby_core import SbyAbort, SbyTask
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class SbyAutotuneConfig:
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"""Autotune configuration parsed from the sby file or an external autotune config
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file.
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"""
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def __init__(self):
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self.timeout = None
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self.soft_timeout = 60
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self.wait_percentage = 50
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self.wait_seconds = 10
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self.parallel = "auto"
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self.presat = None
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self.incr = "auto"
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self.incr_threshold = 20
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self.mem = "auto"
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self.mem_threshold = 10240
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self.forall = "auto"
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def config_line(self, log, line, file_kind="sby file"):
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option, *arg = line.split(None, 1)
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if not arg:
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log.error(f"{file_kind} syntax error: {line}")
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arg = arg[0].strip()
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BOOL_OR_ANY = {"on": True, "off": False, "any": None}
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BOOL_ANY_OR_AUTO = {"on": True, "off": False, "any": None, "auto": "auto"}
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ON_ANY_OR_AUTO = {"on": True, "any": None, "auto": "auto"}
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def enum_option(values):
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if arg not in values:
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values_str = ', '.join(repr(value) for value in sorted(values))
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log.error(f"{file_kind}: invalid value '{arg}' for autotune option {option}, valid values are: {values_str}")
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return values[arg]
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def int_option():
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try:
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return int(arg)
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except ValueError:
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log.error(f"{file_kind}: invalid value '{arg}' for autotune option {option}, expected an integer value")
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if option == "timeout":
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self.timeout = "none" if arg == "none" else int_option()
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elif option == "soft_timeout":
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self.soft_timeout = int_option()
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elif option == "wait":
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self.wait_percentage = 0
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self.wait_seconds = 0
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for part in arg.split("+"):
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part = part.strip()
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if part.endswith("%"):
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self.wait_percentage += int(part[:-1].strip())
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else:
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self.wait_seconds += int(part)
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elif option == "parallel":
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self.parallel = "auto" if arg == "auto" else int_option()
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elif option == "presat":
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self.presat = enum_option(BOOL_OR_ANY)
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elif option == "incr":
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self.incr = enum_option(BOOL_ANY_OR_AUTO)
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elif option == "incr_threshold":
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self.incr_threshold = int_option()
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elif option == "mem":
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self.mem = enum_option(ON_ANY_OR_AUTO)
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elif option == "mem_threshold":
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self.mem_threshold = int_option()
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elif option == "forall":
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self.forall = enum_option(ON_ANY_OR_AUTO)
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else:
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log.error(f"{file_kind} syntax error: {line}")
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def parse_file(self, log, file):
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for line in file:
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line = re.sub(r"\s*(\s#.*)?$", "", line)
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if line == "" or line[0] == "#":
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continue
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self.config_line(log, line.rstrip(), "autotune configuration file")
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class SbyAutotuneCandidate:
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"""An engine configuration to try and its current state during autotuning.
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"""
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def __init__(self, autotune, engine):
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self.autotune = autotune
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self.engine = engine
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self.state = "pending"
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self.engine_idx = None
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self.info = f"{' '.join(self.engine)}:"
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self.suspended = 0
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self.suspend = 1
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self.engine_retcode = None
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self.engine_status = None
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self.total_adjusted_time = None
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self.soft_timeout = self.autotune.config.soft_timeout
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if tuple(self.engine) not in self.autotune.candidate_engines:
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self.autotune.active_candidates.append(self)
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self.autotune.candidate_engines.add(tuple(self.engine))
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def set_engine_idx(self, idx):
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self.engine_idx = idx
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self.info = f"engine_{idx} ({' '.join(self.engine)}):"
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def set_running(self):
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assert not self.suspended
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assert self.state == "pending"
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assert self in self.autotune.active_candidates
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self.state = "running"
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def retry_later(self):
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assert self.state == "running"
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assert self in self.autotune.active_candidates
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self.state = "pending"
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self.soft_timeout *= 2
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self.suspended = self.suspend
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def timed_out(self):
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assert self.state == "running"
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self.autotune.active_candidates.remove(self)
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self.state = "timeout"
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def failed(self):
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assert self.state == "running"
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self.autotune.active_candidates.remove(self)
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self.autotune.failed_candidates.append(self)
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self.state = "failed"
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def finished(self):
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assert self.state == "running"
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self.autotune.active_candidates.remove(self)
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self.autotune.finished_candidates.append(self)
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self.state = "finished"
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def threads(self):
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if self.autotune.config.mode == "prove" and self.engine[0] == "smtbmc":
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return 2
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return 1
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class SbyAutotune:
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"""Performs automatic engine selection for a given task.
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"""
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def __init__(self, task, config_file=None):
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task.exit_callback = lambda: None
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task.check_timeout = lambda: None
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task.status = "TIMEOUT"
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task.retcode = 8
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task.proc_failed = self.proc_failed
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self.config = None
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if config_file:
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with open(config_file) as config:
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self.config.parse_file(task, config)
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self.task = task
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self.done = False
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self.threads_running = 0
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self.next_engine_idx = 0
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self.model_requests = {}
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self.timeout = None
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self.best_time = None
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self.have_pending_candidates = False
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self.active_candidates = []
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self.finished_candidates = []
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self.failed_candidates = []
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self.candidate_engines = set()
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def available(self, tool):
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if not which(tool):
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return False
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if tool == "btorsim":
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error_msg = subprocess.run(
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["btorsim", "--vcd"],
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capture_output=True,
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text=True,
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).stderr
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if "invalid command line option" in error_msg:
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self.log('found version of "btorsim" is too old and does not support the --vcd option')
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return False
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return True
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def candidate(self, *engine):
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flat_engine = []
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def flatten(part):
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if part is None:
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return
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elif isinstance(part, (tuple, list)):
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for subpart in part:
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flatten(subpart)
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else:
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flat_engine.append(part)
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flatten(engine)
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SbyAutotuneCandidate(self, flat_engine)
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def configure(self):
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self.config.mode = self.task.opt_mode
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self.config.skip = self.task.opt_skip
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if self.config.incr == "auto":
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self.config.incr = None
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if self.config.mode != "live":
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steps = self.task.opt_depth - (self.config.skip or 0)
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if steps > self.config.incr_threshold:
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self.log(f"checking more than {self.config.incr_threshold} timesteps ({steps}), disabling nonincremental smtbmc")
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self.config.incr = True
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if self.config.mem == "auto":
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self.config.mem = None
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if self.task.design is None:
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self.log("warning: unknown amount of memory bits in design")
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elif self.task.design.memory_bits > self.config.mem_threshold:
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self.log(
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f"more than {self.config.mem_threshold} bits of memory in design ({self.task.design.memory_bits} bits), "
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"disabling engines without native memory support"
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)
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self.config.mem = True
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if self.config.forall == "auto":
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self.config.forall = None
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if self.task.design.forall:
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self.log("design uses $allconst/$allseq, disabling engines without forall support")
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self.config.forall = True
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if self.config.mode not in ["bmc", "prove"]:
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self.config.presat = None
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if self.config.parallel == "auto":
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try:
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self.config.parallel = len(os.sched_getaffinity(0))
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except AttributeError:
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self.config.parallel = os.cpu_count() # TODO is this correct?
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if self.config.timeout is None:
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self.config.timeout = self.task.opt_timeout
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elif self.config.timeout == "none":
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self.config.timeout = None
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def build_candidates(self):
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if self.config.mode == "live":
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# Not much point in autotuning here...
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self.candidate("aiger", "suprove")
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return
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if self.config.presat is None:
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presat_flags = [None, "--nopresat"]
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elif self.config.presat:
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presat_flags = [None]
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else:
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presat_flags = ["--nopresat"]
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if self.config.incr is None:
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noincr_flags = [None, ["--", "--noincr"]]
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elif self.config.incr:
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noincr_flags = [None]
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else:
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noincr_flags = [["--", "--noincr"]]
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if self.config.forall:
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self.log('disabling engines "smtbmc boolector" and "smtbmc bitwuzla" as they do not support forall')
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else:
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for solver in ["boolector", "bitwuzla"]:
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if not self.available(solver):
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self.log(f'disabling engine "smtbmc {solver}" as the solver "{solver}" was not found')
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continue
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for noincr in noincr_flags:
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for presat in presat_flags:
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self.candidate("smtbmc", presat, solver, noincr)
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if not self.available("btorsim"):
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self.log('disabling engine "btor" as the "btorsim" tool was not found')
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elif self.config.forall:
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self.log('disabling engine "btor" as it does not support forall')
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else:
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if self.config.mode in ["bmc", "cover"]:
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if not self.available("btormc"):
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self.log('disabling engine "btor btormc" as the "btormc" tool was not found')
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elif self.config.presat:
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self.log('disabling engine "btor btormc" as it does not support presat checking')
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else:
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self.candidate("btor", "btormc")
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if self.config.mode == "bmc":
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if not self.available("pono"):
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self.log('disabling engine "btor btormc" as the "btormc" tool was not found')
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elif self.config.presat:
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self.log('disabling engine "btor pono" as it does not support presat checking')
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elif self.config.skip:
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self.log('disabling engine "btor pono" as it does not support the "skip" option')
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else:
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self.candidate("btor", "pono")
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for solver in ["yices", "z3"]:
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if not self.available(solver):
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self.log(f'disabling engine "smtbmc {solver}" as the solver "{solver}" was not found')
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continue
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for unroll in ["--unroll", "--nounroll"]:
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if solver == "yices" and self.config.forall:
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self.log('disabling engine "smtbmc yices" due to limited forall support')
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# TODO yices implicitly uses --noincr for forall problems and
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# requires --stbv which does not play well with memory, still test it?
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continue
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stmode = "--stdt" if self.config.forall else None
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for noincr in noincr_flags:
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for presat in presat_flags:
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self.candidate("smtbmc", presat, stmode, unroll, solver, noincr)
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if self.config.mode not in ["bmc", "prove"]:
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pass
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elif self.config.presat:
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self.log('disabling engines "abc" and "aiger" as they do not support presat checking')
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elif self.config.forall:
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self.log('disabling engines "abc" and "aiger" as they do not support forall')
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elif self.config.mem:
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self.log('disabling engines "abc" and "aiger" as they do not support memory')
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elif self.config.skip:
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self.log('disabling engines "abc" and "aiger" as they do not support the "skip" option')
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elif self.config.mode == "bmc":
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self.candidate("abc", "bmc3")
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if not self.available("aigbmc"):
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self.log('disabling engine "aiger aigbmc" as the "aigbmc" tool was not found')
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else:
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self.candidate("aiger", "aigbmc")
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# abc sim3 will never finish
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elif self.config.mode == "prove":
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self.candidate("abc", "pdr")
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if not self.available("suprove"):
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self.log('disabling engine "aiger suprove" as the "suprove" tool was not found')
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else:
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self.candidate("aiger", "suprove")
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# avy seems to crash in the presence of assumptions
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def log(self, message):
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self.task.log(message)
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def run(self):
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self.task.handle_non_engine_options()
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self.config = self.task.autotune_config or SbyAutotuneConfig()
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if "expect" not in self.task.options:
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self.task.expect = ["PASS", "FAIL"]
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# TODO check that solvers produce consistent results?
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if "TIMEOUT" in self.task.expect:
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self.task.error("cannot autotune a task with option 'expect timeout'")
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if self.task.reusedir:
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rmtree(f"{self.task.workdir}/model", ignore_errors=True)
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else:
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self.task.copy_src()
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self.model(None, "base")
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self.task.taskloop.run()
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if self.task.status == "ERROR":
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return
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self.configure()
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self.build_candidates()
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if not self.active_candidates:
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self.error("no supported engines found for the current configuration and design")
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self.log(f"testing {len(self.active_candidates)} engine configurations...")
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self.start_engines()
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self.task.taskloop.run()
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self.finished_candidates.sort(key=lambda candidate: candidate.total_adjusted_time)
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if self.failed_candidates:
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self.log("failed engines:")
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for candidate in self.failed_candidates:
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self.log(
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f" engine_{candidate.engine_idx}: {' '.join(candidate.engine)}"
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f" (returncode={candidate.engine_retcode} status={candidate.engine_status})"
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)
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if self.finished_candidates:
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self.log("finished engines:")
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for place, candidate in list(enumerate(self.finished_candidates, 1))[::-1]:
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self.log(
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f" #{place}: engine_{candidate.engine_idx}: {' '.join(candidate.engine)}"
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f" ({candidate.total_adjusted_time} seconds, status={candidate.engine_status})"
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)
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if self.finished_candidates:
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self.task.status = "AUTOTUNED"
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self.task.retcode = 0
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elif self.failed_candidates:
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self.task.status = "FAIL"
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self.task.retcode = 2
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def next_candidate(self, peek=False):
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# peek=True is used to check whether we need to timeout running candidates to
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# give other candidates a chance.
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can_retry = None
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for candidate in self.active_candidates:
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if candidate.state == "pending":
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if not candidate.suspended:
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return candidate
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if can_retry is None or can_retry.suspended > candidate.suspended:
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can_retry = candidate
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if can_retry and not peek:
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shift = can_retry.suspended
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for candidate in self.active_candidates:
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if candidate.state == "pending":
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candidate.suspended -= shift
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return can_retry
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def start_engines(self):
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self.task.taskloop.poll_now = True
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while self.threads_running < self.config.parallel:
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candidate = self.next_candidate()
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if candidate is None:
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self.have_pending_candidates = False
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return
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|
||||
candidate_threads = candidate.threads()
|
||||
if self.threads_running:
|
||||
if self.threads_running + candidate_threads > self.config.parallel:
|
||||
break
|
||||
|
||||
candidate.set_running()
|
||||
candidate.set_engine_idx(self.next_engine_idx)
|
||||
self.next_engine_idx += 1
|
||||
|
||||
try:
|
||||
engine_task = SbyAutotuneTask(self, candidate)
|
||||
pending = sum(c.state == "pending" for c in self.active_candidates)
|
||||
self.log(f"{candidate.info} starting... ({pending} configurations pending)")
|
||||
self.threads_running += candidate_threads
|
||||
engine_task.setup_procs(False)
|
||||
except SbyAbort:
|
||||
pass
|
||||
|
||||
self.have_pending_candidates = bool(self.next_candidate(peek=True))
|
||||
|
||||
def engine_finished(self, engine_task):
|
||||
self.threads_running -= engine_task.candidate.threads()
|
||||
|
||||
candidate = engine_task.candidate
|
||||
|
||||
time = candidate.total_adjusted_time
|
||||
|
||||
if engine_task.status == "TIMEOUT":
|
||||
if self.timeout is None or time < self.timeout:
|
||||
candidate.retry_later()
|
||||
self.log(f"{candidate.info} timeout ({time} seconds, will be retried if necessary)")
|
||||
else:
|
||||
candidate.timed_out()
|
||||
self.log(f"{candidate.info} timeout ({time} seconds)")
|
||||
elif engine_task.retcode:
|
||||
candidate.failed()
|
||||
self.log(f"{candidate.info} failed (returncode={candidate.engine_retcode} status={candidate.engine_status})")
|
||||
else:
|
||||
candidate.finished()
|
||||
|
||||
self.log(f"{candidate.info} succeeded (status={candidate.engine_status})")
|
||||
|
||||
if self.best_time is None:
|
||||
self.log(f"{candidate.info} took {time} seconds (first engine to finish)")
|
||||
self.best_time = time
|
||||
elif time < self.best_time:
|
||||
self.log(f"{candidate.info} took {time} seconds (best candidate, previous best: {self.best_time} seconds)")
|
||||
self.best_time = time
|
||||
else:
|
||||
self.log(f"{candidate.info} took {time} seconds")
|
||||
|
||||
new_timeout = int(time + self.config.wait_seconds + time * self.config.wait_percentage // 100)
|
||||
|
||||
if self.timeout is None or new_timeout < self.timeout:
|
||||
self.timeout = new_timeout
|
||||
|
||||
self.start_engines()
|
||||
|
||||
def model(self, engine_task, name):
|
||||
if self.task not in self.task.taskloop.tasks:
|
||||
self.task.taskloop.tasks.append(self.task)
|
||||
if name in self.model_requests:
|
||||
request = self.model_requests[name]
|
||||
else:
|
||||
self.model_requests[name] = request = SbyModelRequest(self, name)
|
||||
|
||||
request.attach_engine_task(engine_task)
|
||||
|
||||
return request.procs
|
||||
|
||||
def proc_failed(self, proc):
|
||||
for name, request in self.model_requests.items():
|
||||
if proc in request.procs:
|
||||
for task in request.engine_tasks:
|
||||
task = task or self.task
|
||||
task.status = "ERROR"
|
||||
task.log(f"could not prepare model '{name}', see toplevel logfile")
|
||||
task.terminate()
|
||||
pass
|
||||
|
||||
|
||||
class SbyModelRequest:
|
||||
"""Handles sharing and canceling of model generation from several SbyAutotuneTask
|
||||
instances.
|
||||
"""
|
||||
def __init__(self, autotune, name):
|
||||
self.autotune = autotune
|
||||
self.name = name
|
||||
self.engine_tasks = []
|
||||
|
||||
autotune.log(f"model '{name}': preparing now...")
|
||||
|
||||
self.make_model()
|
||||
|
||||
def make_model(self):
|
||||
self.start_time = monotonic()
|
||||
self.total_time = None
|
||||
self.min_time = 0
|
||||
|
||||
self.procs = self.autotune.task.model(self.name)
|
||||
for proc in self.procs:
|
||||
proc.register_dep(self)
|
||||
|
||||
def attach_engine_task(self, engine_task):
|
||||
if self.total_time is None:
|
||||
if engine_task:
|
||||
if self.start_time is None:
|
||||
model_time = 0
|
||||
extra_time = self.min_time
|
||||
else:
|
||||
model_time = monotonic() - self.start_time
|
||||
extra_time = max(0, self.min_time - model_time)
|
||||
|
||||
engine_task.model_time += model_time
|
||||
|
||||
engine_task.check_timeout(extra_time)
|
||||
|
||||
if self.start_time is None:
|
||||
self.make_model()
|
||||
|
||||
self.engine_tasks.append(engine_task)
|
||||
if engine_task:
|
||||
engine_task.model_requests.append(self)
|
||||
|
||||
else:
|
||||
if engine_task:
|
||||
engine_task.model_time += self.total_time
|
||||
|
||||
def detach_engine_task(self, engine_task):
|
||||
self.engine_tasks.remove(engine_task)
|
||||
if not self.engine_tasks and self.total_time is None:
|
||||
self.autotune.log(f"cancelled model '{self.name}'")
|
||||
del self.autotune.task.models[self.name]
|
||||
for proc in self.procs:
|
||||
proc.terminate(True)
|
||||
|
||||
self.min_time = max(self.min_time, monotonic() - self.start_time)
|
||||
self.start_time = None
|
||||
|
||||
self.procs = []
|
||||
|
||||
def poll(self):
|
||||
if self.total_time is None and all(proc.finished for proc in self.procs):
|
||||
self.autotune.log(f"prepared model '{self.name}'")
|
||||
|
||||
self.total_time = self.min_time = monotonic() - self.start_time
|
||||
|
||||
|
||||
class SbyAutotuneTask(SbyTask):
|
||||
"""Task that shares the workdir with a parent task, runs in parallel to other
|
||||
autotune tasks and can be cancelled independent from other autotune tasks while
|
||||
sharing model generation with other tasks.
|
||||
"""
|
||||
def __init__(self, autotune, candidate):
|
||||
task = autotune.task
|
||||
self.autotune = autotune
|
||||
self.candidate = candidate
|
||||
super().__init__(
|
||||
sbyconfig=None,
|
||||
workdir=task.workdir,
|
||||
early_logs=[],
|
||||
reusedir=True,
|
||||
taskloop=task.taskloop,
|
||||
logfile=open(f"{task.workdir}/engine_{candidate.engine_idx}_autotune.txt", "a"),
|
||||
)
|
||||
self.task_local_abort = True
|
||||
self.log_targets = [self.logfile]
|
||||
self.exe_paths = autotune.task.exe_paths
|
||||
self.reusedir = False
|
||||
self.design = autotune.task.design
|
||||
|
||||
self.model_time = 0
|
||||
self.model_requests = []
|
||||
|
||||
|
||||
def parse_config(self, f):
|
||||
super().parse_config(f)
|
||||
self.engines = []
|
||||
|
||||
def engine_list(self):
|
||||
return [(self.candidate.engine_idx, self.candidate.engine)]
|
||||
|
||||
def copy_src(self):
|
||||
pass
|
||||
|
||||
def model(self, model_name):
|
||||
self.log(f"using model '{model_name}'")
|
||||
return self.autotune.model(self, model_name)
|
||||
|
||||
def exit_callback(self):
|
||||
super().exit_callback()
|
||||
|
||||
self.candidate.total_adjusted_time = int(monotonic() - self.start_clock_time + self.model_time)
|
||||
self.candidate.engine_retcode = self.retcode
|
||||
self.candidate.engine_status = self.status
|
||||
|
||||
self.autotune.engine_finished(self)
|
||||
for request in self.model_requests:
|
||||
request.detach_engine_task(self)
|
||||
|
||||
def check_timeout(self, extra_time=0):
|
||||
model_time = self.model_time + extra_time
|
||||
total_adjusted_time = int(monotonic() - self.start_clock_time + model_time)
|
||||
|
||||
if self.autotune.timeout is not None:
|
||||
timeout = self.autotune.timeout
|
||||
else:
|
||||
if not self.autotune.have_pending_candidates:
|
||||
return
|
||||
timeout = self.candidate.soft_timeout
|
||||
|
||||
if not self.timeout_reached and total_adjusted_time >= timeout:
|
||||
self.log(f"Reached autotune TIMEOUT ({timeout} seconds). Terminating all subprocesses.")
|
||||
self.status = "TIMEOUT"
|
||||
self.total_adjusted_time = total_adjusted_time
|
||||
self.terminate(timeout=True)
|
Loading…
Add table
Add a link
Reference in a new issue