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#############################################################################
##
## Copyright (c) 2024, Precision Innovations Inc.
## All rights reserved.
##
## BSD 3-Clause License
##
## Redistribution and use in source and binary forms, with or without
## modification, are permitted provided that the following conditions are met:
##
## * Redistributions of source code must retain the above copyright notice, this
## list of conditions and the following disclaimer.
##
## * Redistributions in binary form must reproduce the above copyright notice,
## this list of conditions and the following disclaimer in the documentation
## and/or other materials provided with the distribution.
##
## * Neither the name of the copyright holder nor the names of its
## contributors may be used to endorse or promote products derived from
## this software without specific prior written permission.
##
## THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
## AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
## IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
## ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
## LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
## CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
## SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
## INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
## CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
## ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
## POSSIBILITY OF SUCH DAMAGE.
###############################################################################
import glob
import unittest
import subprocess
import os
import time
from .autotuner_test_utils import AutoTunerTestUtils, accepted_rc
from contextlib import contextmanager
cur_dir = os.path.dirname(os.path.abspath(__file__))
DEFAULT_MODIFIED_TIME = 0
@contextmanager
def managed_process(*args, **kwargs):
"""
Runs process and ensures it is killed when the context is exited.
"""
proc = subprocess.Popen(*args, **kwargs)
try:
yield proc
finally:
if proc.poll() is None: # If the process is still running
proc.kill() # Forcefully kill it
class ResumeCheck(unittest.TestCase):
# only test 1 platform/design.
platform = "asap7"
design = "gcd"
samples = 5
iterations = 2
experiment_name = "test-resume"
def setUp(self):
self.config = os.path.join(
cur_dir,
f"../../../flow/designs/{self.platform}/{self.design}/autotuner.json",
)
self.jobs = self.samples
self.num_cpus = os.cpu_count()
# Cast to 1 decimal place
res_per_trial = float("{:.1f}".format(self.num_cpus / self.samples))
options = ["", "--resume"]
self.executable_command = AutoTunerTestUtils.get_exec_cmd()
self.commands = [
f"{self.executable_command}"
f" --design {self.design}"
f" --platform {self.platform}"
f" --config {self.config}"
f" --jobs {self.jobs}"
f" --experiment {self.experiment_name}"
f" tune --iterations {self.iterations} --samples {self.samples}"
f" --resources_per_trial {res_per_trial}"
f" {c}"
for c in options
]
def get_last_modified_time(self, iteration: int = 0) -> int:
"""
Returns the nth iteration time of a trial.
:param iteration: The iteration to check.
:return: The latest modified UNIX time of the nth iteration.
If no folders are found, returns a default value.
"""
if iteration < 0 or iteration >= self.iterations:
raise ValueError("Iteration must be between 0 and (iterations - 1)")
experiment_dir = os.path.join(
cur_dir,
f"../../../flow/logs/{self.platform}/{self.design}/{self.experiment_name}-tune",
)
iteration_folders = glob.glob(
os.path.join(experiment_dir, f"variant-*-or-{iteration}")
)
latest_modified_time = DEFAULT_MODIFIED_TIME
for folder in iteration_folders:
modified_time = os.path.getmtime(folder)
if modified_time > latest_modified_time:
latest_modified_time = modified_time
return latest_modified_time
def test_tune_resume(self):
# Goal is to first run the first config (without resume) and then run the second config (with resume)
# and check if the run is able to complete.
# Run the first config asynchronously.
print("Running the first config")
latest_modified_time = 0
with managed_process(self.commands[0].split()) as proc:
time.sleep(30)
# Check if first config is complete
while True:
cur_modified_time = self.get_last_modified_time()
print(f"Current modified time: {cur_modified_time}")
print(f"Latest modified time: {latest_modified_time}")
if abs(cur_modified_time - latest_modified_time) < 1e-3:
break
latest_modified_time = cur_modified_time
time.sleep(10)
# Keep trying to stop the ray cluster until it is stopped
while 1:
proc = subprocess.run(
"ray status", shell=True, capture_output=True, text=True
)
if proc.returncode != 0:
print(f"Error running 'ray status': {proc.stderr}")
no_nodes = proc.returncode != 0
proc = subprocess.run(
"ray stop", shell=True, capture_output=True, text=True
)
if proc.returncode not in accepted_rc:
print(f"Error running 'ray stop': {proc.stderr}")
raise RuntimeError("Failed to stop the ray cluster")
successful = True
if no_nodes and successful:
break
time.sleep(10)
# Run the second config to completion
print("Running the second config")
proc = subprocess.run(self.commands[1], shell=True)
successful = proc.returncode in accepted_rc
self.assertTrue(successful)
if __name__ == "__main__":
unittest.main()