add ut for sjf scheduler policy

Signed-off-by: weichen <calvin_zhu0210@outlook.com>
This commit is contained in:
weichen 2025-12-24 16:26:52 +08:00
parent da9d153112
commit 0000d981d2

View File

@ -0,0 +1,229 @@
# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from unittest.mock import Mock, patch
import pytest
import torch
from vllm.config import (
CacheConfig,
ModelConfig,
SchedulerConfig,
VllmConfig,
)
from vllm.sampling_params import SamplingParams
from vllm.utils.hashing import sha256
from vllm.v1.core.kv_cache_utils import get_request_block_hasher, init_none_hash
from vllm.v1.core.sched.scheduler import Scheduler
from vllm.v1.kv_cache_interface import (
FullAttentionSpec,
KVCacheConfig,
KVCacheGroupSpec,
)
from vllm.v1.request import Request
from vllm.v1.structured_output import StructuredOutputManager
from .utils import EOS_TOKEN_ID
pytestmark = pytest.mark.cpu_test
def create_scheduler_with_sjf(
model: str = "facebook/opt-125m",
max_num_seqs: int = 16,
max_num_batched_tokens: int = 8192,
enable_prefix_caching: bool = False,
long_prefill_token_threshold: int = 0,
num_blocks: int = 10000,
block_size: int = 16,
max_model_len: int | None = None,
) -> Scheduler:
"""Create scheduler with SJF policy enabled.
Args:
model: model under test
max_num_seqs: max sequences to schedule
max_num_batch_tokens: max num tokens to batch
enable_prefix_caching: optionally force APC config
(True/False) or use default
(False)
Returns:
{class}`Scheduler` instance with SJF scheduling
"""
model_config = ModelConfig(
model=model,
trust_remote_code=True,
dtype="float16",
seed=42,
)
if max_model_len is None:
max_model_len = max_num_batched_tokens
scheduler_config = SchedulerConfig(
max_num_seqs=max_num_seqs,
max_num_batched_tokens=max_num_batched_tokens,
max_model_len=max_model_len,
long_prefill_token_threshold=long_prefill_token_threshold,
enable_chunked_prefill=True,
is_encoder_decoder=model_config.is_encoder_decoder,
policy="sjf", # Enable SJF scheduling
)
cache_config = CacheConfig(
block_size=block_size,
gpu_memory_utilization=0.9,
swap_space=0,
cache_dtype="auto",
enable_prefix_caching=enable_prefix_caching,
)
vllm_config = VllmConfig(
scheduler_config=scheduler_config,
model_config=model_config,
cache_config=cache_config
)
kv_cache_config = KVCacheConfig(
num_blocks=num_blocks,
kv_cache_tensors=[],
kv_cache_groups=[
KVCacheGroupSpec(
["layer"], FullAttentionSpec(block_size, 1, 1, torch.float32, False)
)
],
)
cache_config.num_gpu_blocks = num_blocks
return Scheduler(
vllm_config=vllm_config,
kv_cache_config=kv_cache_config,
log_stats=True,
structured_output_manager=StructuredOutputManager(vllm_config),
block_size=block_size,
)
_none_hash_initialized = False
def create_requests_for_sjf(
num_requests: int,
prompt_lengths: list[int],
arrival_times: list[float] | None = None,
max_tokens: int = 16,
stop_token_ids: list[int] | None = None,
prompt_logprobs: int | None = None,
starting_idx: int = 0,
same_prompt: bool = False,
block_size: int = 16,
req_ids: list[str] | None = None,
):
"""Create requests with specified prompt lengths and arrival times for SJF testing."""
assert len(prompt_lengths) == num_requests
if arrival_times is not None:
assert len(arrival_times) == num_requests
else:
arrival_times = [float(i) for i in range(num_requests)]
global _none_hash_initialized
if not _none_hash_initialized:
init_none_hash(sha256)
_none_hash_initialized = True
block_hasher = get_request_block_hasher(block_size, sha256)
sampling_params = SamplingParams(
ignore_eos=False,
max_tokens=max_tokens,
stop_token_ids=stop_token_ids,
prompt_logprobs=prompt_logprobs,
)
requests = []
if req_ids:
assert len(req_ids) == num_requests
else:
req_ids = [f"{i + starting_idx}" for i in range(num_requests)]
for i in range(num_requests):
num_tokens = prompt_lengths[i]
prompt_token_ids = (
[starting_idx] * num_tokens
if same_prompt
else [i + starting_idx] * num_tokens
)
request = Request(
request_id=req_ids[i],
prompt_token_ids=prompt_token_ids,
sampling_params=sampling_params,
pooling_params=None,
eos_token_id=EOS_TOKEN_ID,
arrival_time=arrival_times[i],
priority=1, # SJF ignores priority, set to default
block_hasher=block_hasher,
)
requests.append(request)
return requests
def test_sjf_scheduling_basic_ordering():
"""Test that requests are scheduled in SJF order
(shorter job = higher priority)."""
scheduler = create_scheduler_with_sjf()
# Create requests with different prompt lengths
# Shorter jobs should be scheduled first
prompt_lengths = [100, 50, 75] # Add in non-length order
arrival_times = [0.0, 0.0, 0.0] # All same arrival times
requests = create_requests_for_sjf(
num_requests=3, prompt_lengths=prompt_lengths, arrival_times=arrival_times
)
# Add requests in non-length order
for request in requests:
scheduler.add_request(request)
# Schedule and verify SJF order
output = scheduler.schedule()
# Should schedule all requests since they fit in budget
assert len(output.scheduled_new_reqs) == 3
# Verify they are scheduled in length order (shortest first):
# req_1 (length 50), req_2 (length 75), req_0 (length 100)
scheduled_req_ids = [req.req_id for req in output.scheduled_new_reqs]
assert scheduled_req_ids == ["1", "2", "0"]
def test_sjf_scheduling_waiting_time_tiebreaker_fixed():
"""Test that waiting time is used as tiebreaker when lengths are equal.
"""
scheduler = create_scheduler_with_sjf()
# Mock current time, fixed at 10.0 seconds
current_time = 10.0
time_patch = Mock(return_value=current_time)
with patch('time.time', time_patch):
# Create 3 requests with same length but different arrival times
prompt_lengths = [64, 64, 64] # All requests have same length
# Arrival times: req1 earliest, req2 second, req0 latest
arrival_times = [3.0, 1.0, 2.0]
requests = create_requests_for_sjf(
num_requests=3,
prompt_lengths=prompt_lengths,
arrival_times=arrival_times
)
# Add requests to scheduler (order of addition doesn't affect final scheduling order)
for request in requests:
scheduler.add_request(request)
# Execute scheduling
output = scheduler.schedule()
# Verify all requests are scheduled (resources are sufficient)
assert len(output.scheduled_new_reqs) == 3
# Verify scheduling order: longest wait first
# Expected order: req1 (waited 9.0s), req2 (waited 8.0s), req0 (waited 7.0s)
scheduled_req_ids = [req.req_id for req in output.scheduled_new_reqs]
assert scheduled_req_ids == ["1", "2", "0"]