Dynamic scheduler delay to improve ITL performance (#3279)

Co-authored-by: Jan van Lunteren <jvl@zurich.ibm.com>
This commit is contained in:
Thomas Parnell
2024-03-22 20:28:14 +01:00
committed by GitHub
parent f721096d48
commit cf2f084d56
4 changed files with 72 additions and 2 deletions

View File

@@ -1,5 +1,6 @@
from typing import List
import pytest # noqa
import time
from vllm.config import CacheConfig, SchedulerConfig
from vllm.core.scheduler import Scheduler
@@ -168,3 +169,36 @@ def test_scheduler_max_seqs():
# and one is prompting.
_, out = scheduler.schedule()
assert set(out.scheduled_seq_groups) == set([all_seq_groups[1]])
def test_scheduler_delay_factor():
block_size = 4
scheduler_config = SchedulerConfig(100, 64, 16, delay_factor=0.5)
cache_config = CacheConfig(block_size, 1.0, 1, "auto")
cache_config.num_cpu_blocks = 8
cache_config.num_gpu_blocks = 8
scheduler = Scheduler(scheduler_config, cache_config, None)
# schedule first prompt
_, seq_group = create_dummy_prompt("0", prompt_length=block_size)
scheduler.add_seq_group(seq_group)
seq_group_meta, out = scheduler.schedule()
assert out.prompt_run
assert seq_group_meta[0].request_id == '0'
# wait for a second before scheduling next prompt
time.sleep(1)
_, seq_group = create_dummy_prompt("1", prompt_length=block_size)
scheduler.add_seq_group(seq_group)
# second prompt should *not* be scheduled
seq_group_meta, out = scheduler.schedule()
assert not out.prompt_run
assert seq_group_meta[0].request_id == '0'
# wait for more than 0.5 second and try again
time.sleep(0.6)
seq_group_meta, out = scheduler.schedule()
assert out.prompt_run
assert seq_group_meta[0].request_id == '1'