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test_request.py
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475 lines (414 loc) · 14.4 KB
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# SPDX-License-Identifier: Apache-2.0
"""
Tests for request management classes.
Tests RequestStatus, SamplingParams, Request, and RequestOutput
from vllm_mlx/request.py. No MLX dependency.
"""
import time
from vllm_mlx.request import Request, RequestOutput, RequestStatus, SamplingParams
class TestRequestStatus:
"""Tests for RequestStatus enum."""
def test_status_values_exist(self):
assert RequestStatus.WAITING is not None
assert RequestStatus.RUNNING is not None
assert RequestStatus.PREEMPTED is not None
assert RequestStatus.FINISHED_STOPPED is not None
assert RequestStatus.FINISHED_LENGTH_CAPPED is not None
assert RequestStatus.FINISHED_ABORTED is not None
def test_is_finished_waiting(self):
assert RequestStatus.is_finished(RequestStatus.WAITING) is False
def test_is_finished_running(self):
assert RequestStatus.is_finished(RequestStatus.RUNNING) is False
def test_is_finished_preempted(self):
assert RequestStatus.is_finished(RequestStatus.PREEMPTED) is False
def test_is_finished_stopped(self):
assert RequestStatus.is_finished(RequestStatus.FINISHED_STOPPED) is True
def test_is_finished_length_capped(self):
assert RequestStatus.is_finished(RequestStatus.FINISHED_LENGTH_CAPPED) is True
def test_is_finished_aborted(self):
assert RequestStatus.is_finished(RequestStatus.FINISHED_ABORTED) is True
def test_get_finish_reason_stopped(self):
assert RequestStatus.get_finish_reason(RequestStatus.FINISHED_STOPPED) == "stop"
def test_get_finish_reason_length_capped(self):
assert (
RequestStatus.get_finish_reason(RequestStatus.FINISHED_LENGTH_CAPPED)
== "length"
)
def test_get_finish_reason_aborted(self):
assert (
RequestStatus.get_finish_reason(RequestStatus.FINISHED_ABORTED) == "abort"
)
def test_get_finish_reason_waiting(self):
assert RequestStatus.get_finish_reason(RequestStatus.WAITING) is None
def test_get_finish_reason_running(self):
assert RequestStatus.get_finish_reason(RequestStatus.RUNNING) is None
def test_get_finish_reason_preempted(self):
assert RequestStatus.get_finish_reason(RequestStatus.PREEMPTED) is None
def test_ordering(self):
assert RequestStatus.WAITING < RequestStatus.RUNNING
assert RequestStatus.PREEMPTED < RequestStatus.FINISHED_STOPPED
class TestSamplingParams:
"""Tests for SamplingParams dataclass."""
def test_defaults(self):
params = SamplingParams()
assert params.max_tokens == 256
assert params.temperature == 0.7
assert params.top_p == 0.9
assert params.top_k == 0
assert params.min_p == 0.0
assert params.repetition_penalty == 1.0
assert params.stop == []
assert params.stop_token_ids == []
def test_custom_values(self):
params = SamplingParams(
max_tokens=100,
temperature=0.5,
top_p=0.95,
top_k=50,
min_p=0.05,
repetition_penalty=1.2,
stop=["END", "STOP"],
stop_token_ids=[1, 2],
)
assert params.max_tokens == 100
assert params.temperature == 0.5
assert params.stop == ["END", "STOP"]
assert params.stop_token_ids == [1, 2]
def test_none_stop_becomes_empty_list(self):
params = SamplingParams(stop=None, stop_token_ids=None)
assert params.stop == []
assert params.stop_token_ids == []
class TestRequest:
"""Tests for Request dataclass."""
def test_basic_creation(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req.request_id == "test-1"
assert req.prompt == "Hello"
assert req.status == RequestStatus.WAITING
assert req.num_computed_tokens == 0
assert req.output_token_ids == []
assert req.output_text == ""
def test_arrival_time_set(self):
before = time.time()
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
after = time.time()
assert before <= req.arrival_time <= after
def test_num_output_tokens(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
output_token_ids=[1, 2, 3],
)
assert req.num_output_tokens == 3
def test_num_output_tokens_empty(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req.num_output_tokens == 0
def test_num_tokens(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
num_prompt_tokens=10,
output_token_ids=[1, 2, 3],
)
assert req.num_tokens == 13
def test_max_tokens(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(max_tokens=50),
)
assert req.max_tokens == 50
def test_is_finished_false(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req.is_finished() is False
def test_is_finished_true(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
status=RequestStatus.FINISHED_STOPPED,
)
assert req.is_finished() is True
def test_get_finish_reason_from_status(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
status=RequestStatus.FINISHED_STOPPED,
)
assert req.get_finish_reason() == "stop"
def test_get_finish_reason_custom(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
finish_reason="tool_calls",
)
assert req.get_finish_reason() == "tool_calls"
def test_get_finish_reason_none(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req.get_finish_reason() is None
def test_append_output_token(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req.append_output_token(42)
assert req.output_token_ids == [42]
assert req.num_computed_tokens == 1
assert req.num_output_tokens == 1
def test_append_multiple_tokens(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
for tok in [10, 20, 30]:
req.append_output_token(tok)
assert req.output_token_ids == [10, 20, 30]
assert req.num_computed_tokens == 3
def test_set_finished(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req.set_finished(RequestStatus.FINISHED_STOPPED)
assert req.status == RequestStatus.FINISHED_STOPPED
assert req.finish_reason == "stop"
assert req.is_finished() is True
def test_set_finished_with_custom_reason(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req.set_finished(RequestStatus.FINISHED_STOPPED, reason="tool_calls")
assert req.finish_reason == "tool_calls"
def test_set_finished_length_capped(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req.set_finished(RequestStatus.FINISHED_LENGTH_CAPPED)
assert req.finish_reason == "length"
def test_priority_ordering(self):
req_low = Request(
request_id="low",
prompt="Hello",
sampling_params=SamplingParams(),
priority=10,
)
req_high = Request(
request_id="high",
prompt="Hello",
sampling_params=SamplingParams(),
priority=1,
)
assert req_high < req_low
def test_arrival_time_ordering(self):
req_first = Request(
request_id="first",
prompt="Hello",
sampling_params=SamplingParams(),
priority=0,
arrival_time=1000.0,
)
req_second = Request(
request_id="second",
prompt="Hello",
sampling_params=SamplingParams(),
priority=0,
arrival_time=2000.0,
)
assert req_first < req_second
def test_hash(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert hash(req) == hash("test-1")
def test_equality(self):
req1 = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req2 = Request(
request_id="test-1",
prompt="Different prompt",
sampling_params=SamplingParams(max_tokens=999),
)
assert req1 == req2
def test_inequality(self):
req1 = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req2 = Request(
request_id="test-2",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req1 != req2
def test_inequality_with_non_request(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req != "not a request"
def test_token_list_prompt(self):
req = Request(
request_id="test-1",
prompt=[1, 2, 3, 4, 5],
sampling_params=SamplingParams(),
)
assert req.prompt == [1, 2, 3, 4, 5]
def test_multimodal_fields(self):
req = Request(
request_id="test-1",
prompt="Describe this image",
sampling_params=SamplingParams(),
images=["img1.png", "img2.png"],
videos=["vid.mp4"],
is_multimodal=True,
)
assert req.is_multimodal is True
assert len(req.images) == 2
assert len(req.videos) == 1
def test_prefix_cache_fields(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
cached_tokens=50,
remaining_tokens=[51, 52, 53],
)
assert req.cached_tokens == 50
assert req.remaining_tokens == [51, 52, 53]
def test_default_optional_fields(self):
req = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
assert req.prompt_token_ids is None
assert req.prompt_cache is None
assert req.block_table is None
assert req.images is None
assert req.videos is None
assert req.pixel_values is None
assert req.is_multimodal is False
assert req.batch_uid is None
def test_in_set(self):
req1 = Request(
request_id="test-1",
prompt="Hello",
sampling_params=SamplingParams(),
)
req2 = Request(
request_id="test-2",
prompt="World",
sampling_params=SamplingParams(),
)
req_set = {req1, req2}
assert len(req_set) == 2
assert req1 in req_set
def test_sortable(self):
reqs = [
Request(
request_id="low",
prompt="a",
sampling_params=SamplingParams(),
priority=5,
arrival_time=1.0,
),
Request(
request_id="high",
prompt="b",
sampling_params=SamplingParams(),
priority=1,
arrival_time=2.0,
),
Request(
request_id="med",
prompt="c",
sampling_params=SamplingParams(),
priority=3,
arrival_time=0.5,
),
]
sorted_reqs = sorted(reqs)
assert sorted_reqs[0].request_id == "high"
assert sorted_reqs[1].request_id == "med"
assert sorted_reqs[2].request_id == "low"
class TestRequestOutput:
"""Tests for RequestOutput dataclass."""
def test_basic_creation(self):
output = RequestOutput(request_id="test-1")
assert output.request_id == "test-1"
assert output.new_token_ids == []
assert output.new_text == ""
assert output.finished is False
assert output.finish_reason is None
def test_with_tokens(self):
output = RequestOutput(
request_id="test-1",
new_token_ids=[42, 43],
new_text="Hello",
output_token_ids=[42, 43],
output_text="Hello",
)
assert output.new_token_ids == [42, 43]
assert output.new_text == "Hello"
def test_finished_output(self):
output = RequestOutput(
request_id="test-1",
finished=True,
finish_reason="stop",
)
assert output.finished is True
assert output.finish_reason == "stop"
def test_usage_property(self):
output = RequestOutput(
request_id="test-1",
prompt_tokens=10,
completion_tokens=20,
)
usage = output.usage
assert usage["prompt_tokens"] == 10
assert usage["completion_tokens"] == 20
assert usage["total_tokens"] == 30
def test_usage_defaults(self):
output = RequestOutput(request_id="test-1")
usage = output.usage
assert usage["prompt_tokens"] == 0
assert usage["completion_tokens"] == 0
assert usage["total_tokens"] == 0