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[batch] job FIFO scheduler as baseline (#231)
* job FIFO scheduler as baseline * update comments * func name and typo --------- Co-authored-by: xin.chen <[email protected]>
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# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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from enum import Enum | ||
import time | ||
import asyncio | ||
import bisect | ||
import queue | ||
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# This is the time interval for the sliding window to check. | ||
EXPIRE_INTERVAL = 1 | ||
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class SchedulePolicy(Enum): | ||
FIFO = 1 | ||
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class JobScheduler: | ||
def __init__(self, policy=SchedulePolicy.FIFO): | ||
""" | ||
self._jobs_queue are all the jobs. | ||
self._due_jobs_list stores all potential jobs that can be marked | ||
as expired jobs. | ||
self._inactive_jobs are jobs that are already invalid. | ||
""" | ||
self.interval = EXPIRE_INTERVAL | ||
self._jobs_queue = queue.Queue() | ||
self._inactive_jobs = set() | ||
self._due_jobs_list = [] | ||
# Start sliding process in an async way | ||
asyncio.create_task(self.job_cleanup_loop()) | ||
self._policy = policy | ||
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def append_job(self, job_id, due_time_seconds): | ||
# This submits a job to scheduler. The scheduler will determine | ||
# which job gets executed. | ||
self._jobs_queue.put(job_id) | ||
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def key_func(x): | ||
return x[1] | ||
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current_time = time.time() | ||
due_time = current_time + due_time_seconds | ||
item = (job_id, due_time) | ||
index = bisect.bisect_left( | ||
[key_func(t) for t in self._due_jobs_list], key_func(item) | ||
) | ||
self._due_jobs_list.insert(index, item) | ||
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def schedule_get_job(self): | ||
# Scheduler outputs a job to be processed following the specified policy. | ||
job_id = None | ||
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# [TODO] use class abstraction for SchedulingPolicy | ||
if self._policy == SchedulePolicy.FIFO: | ||
if not self._jobs_queue.empty(): | ||
job_id = self._jobs_queue.get() | ||
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# Every time when popping a job from queue, | ||
# we check if this job is in active state. | ||
while ( | ||
job_id | ||
and job_id in self._inactive_jobs | ||
and not self._jobs_queue.empty() | ||
): | ||
job_id = self._jobs_queue.get() | ||
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else: | ||
print("Unsupported scheduling policy!") | ||
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return job_id | ||
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def get_inactive_jobs(self): | ||
return self._inactive_jobs | ||
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async def expire_jobs(self): | ||
# This is to expire jobs based on specified due time per job. | ||
if self._policy == SchedulePolicy.FIFO: | ||
current_time = time.time() | ||
idx = 0 | ||
while ( | ||
idx < len(self._due_jobs_list) | ||
and self._due_jobs_list[idx][1] <= current_time | ||
): | ||
idx += 1 | ||
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print("Number of expired jobs is ", idx) | ||
for i in range(idx): | ||
# Update job's status to job manager | ||
job_id = self._due_jobs_list[i][0] | ||
self._inactive_jobs.add(job_id) | ||
print("======> ", job_id, "expired.") | ||
self._due_jobs_list = self._due_jobs_list[idx:] | ||
else: | ||
print("Unsupported scheduling policy!") | ||
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async def job_cleanup_loop(self): | ||
""" | ||
This is a long-running process to check if jobs have expired or not. | ||
""" | ||
round_id = 0 | ||
while True: | ||
start_time = time.time() # Record start time | ||
await self.expire_jobs() # Run the process | ||
elapsed_time = time.time() - start_time # Calculate elapsed time | ||
time_to_next_run = max( | ||
0, self.interval - elapsed_time | ||
) # Calculate remaining time | ||
print("Sliding, round: ", round_id) | ||
round_id += 1 | ||
await asyncio.sleep(time_to_next_run) # Wait for the remaining time |