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| 1 | +# SPDX-License-Identifier: Apache-2.0 |
| 2 | +import pytest |
| 3 | + |
| 4 | +from vllm.config import CacheConfig, ModelConfig, SchedulerConfig, VllmConfig |
| 5 | +from vllm.sampling_params import SamplingParams |
| 6 | +from vllm.v1.core.scheduler_output import (CachedRequestData, NewRequestData, |
| 7 | + SchedulerOutput) |
| 8 | +from vllm.v1.worker.gpu_model_runner import GPUModelRunner |
| 9 | + |
| 10 | + |
| 11 | +@pytest.fixture |
| 12 | +def model_runner(): |
| 13 | + scheduler_config = SchedulerConfig( |
| 14 | + max_num_seqs=10, |
| 15 | + max_num_batched_tokens=512, |
| 16 | + max_model_len=512, |
| 17 | + ) |
| 18 | + model_config = ModelConfig( |
| 19 | + model="facebook/opt-125m", |
| 20 | + task="generate", |
| 21 | + tokenizer="facebook/opt-125m", |
| 22 | + tokenizer_mode="auto", |
| 23 | + trust_remote_code=True, |
| 24 | + dtype="float16", |
| 25 | + seed=42, |
| 26 | + ) |
| 27 | + cache_config = CacheConfig( |
| 28 | + block_size=16, |
| 29 | + gpu_memory_utilization=0.9, |
| 30 | + swap_space=0, |
| 31 | + cache_dtype="auto", |
| 32 | + ) |
| 33 | + vllm_config = VllmConfig( |
| 34 | + model_config=model_config, |
| 35 | + cache_config=cache_config, |
| 36 | + scheduler_config=scheduler_config, |
| 37 | + ) |
| 38 | + |
| 39 | + device = "cuda" |
| 40 | + return GPUModelRunner(vllm_config, device) |
| 41 | + |
| 42 | + |
| 43 | +def _schedule_new_request(*req_ids: str) -> SchedulerOutput: |
| 44 | + new_reqs = [] |
| 45 | + num_scheduled_tokens = {} |
| 46 | + total_num_scheduled_tokens = 0 |
| 47 | + for req_id in req_ids: |
| 48 | + new_reqs.append( |
| 49 | + NewRequestData( |
| 50 | + req_id=req_id, |
| 51 | + prompt_token_ids=[1, 2, 3], |
| 52 | + prompt="test", |
| 53 | + mm_inputs=[], |
| 54 | + mm_hashes=[], |
| 55 | + mm_positions=[], |
| 56 | + sampling_params=SamplingParams(), |
| 57 | + block_ids=[0], |
| 58 | + num_computed_tokens=0, |
| 59 | + lora_request=None, |
| 60 | + )) |
| 61 | + num_scheduled_tokens[req_id] = 3 |
| 62 | + total_num_scheduled_tokens += num_scheduled_tokens[req_id] |
| 63 | + |
| 64 | + return SchedulerOutput( |
| 65 | + scheduled_new_reqs=new_reqs, |
| 66 | + scheduled_cached_reqs=[], |
| 67 | + num_scheduled_tokens=num_scheduled_tokens, |
| 68 | + total_num_scheduled_tokens=total_num_scheduled_tokens, |
| 69 | + scheduled_encoder_inputs={}, |
| 70 | + num_common_prefix_blocks=0, |
| 71 | + finished_req_ids=set(), |
| 72 | + free_encoder_input_ids=[], |
| 73 | + ) |
| 74 | + |
| 75 | + |
| 76 | +def _is_req_scheduled(model_runner, req_id: str) -> bool: |
| 77 | + return req_id in model_runner.input_batch.req_id_to_index |
| 78 | + |
| 79 | + |
| 80 | +def _is_req_added(model_runner, req_id: str) -> bool: |
| 81 | + return req_id in model_runner.requests |
| 82 | + |
| 83 | + |
| 84 | +def test_update_states_new_request(model_runner): |
| 85 | + req_id = "req_0" |
| 86 | + |
| 87 | + # new req |
| 88 | + scheduler_output = _schedule_new_request(req_id) |
| 89 | + |
| 90 | + batch_changed = model_runner._update_states(scheduler_output) |
| 91 | + assert batch_changed is True |
| 92 | + assert _is_req_added(model_runner, req_id) |
| 93 | + assert _is_req_scheduled(model_runner, req_id) |
| 94 | + |
| 95 | + |
| 96 | +def test_update_states_request_finished(model_runner): |
| 97 | + req_id = "req_0" |
| 98 | + |
| 99 | + # new req |
| 100 | + scheduler_output = _schedule_new_request(req_id) |
| 101 | + |
| 102 | + model_runner._update_states(scheduler_output) |
| 103 | + assert _is_req_added(model_runner, req_id) |
| 104 | + assert _is_req_scheduled(model_runner, req_id) |
| 105 | + |
| 106 | + # finish req |
| 107 | + scheduler_output = SchedulerOutput( |
| 108 | + scheduled_new_reqs=[], |
| 109 | + scheduled_cached_reqs=[], |
| 110 | + num_scheduled_tokens={}, |
| 111 | + total_num_scheduled_tokens=0, |
| 112 | + scheduled_encoder_inputs={}, |
| 113 | + num_common_prefix_blocks=0, |
| 114 | + finished_req_ids={req_id}, |
| 115 | + free_encoder_input_ids=[], |
| 116 | + ) |
| 117 | + |
| 118 | + batch_changed = model_runner._update_states(scheduler_output) |
| 119 | + assert batch_changed is True |
| 120 | + assert not _is_req_added(model_runner, req_id) |
| 121 | + assert not _is_req_scheduled(model_runner, req_id) |
| 122 | + |
| 123 | + |
| 124 | +def test_update_states_request_resumed(model_runner): |
| 125 | + req_id = "req_0" |
| 126 | + |
| 127 | + # new req |
| 128 | + scheduler_output = _schedule_new_request(req_id) |
| 129 | + |
| 130 | + model_runner._update_states(scheduler_output) |
| 131 | + assert _is_req_added(model_runner, req_id) |
| 132 | + assert _is_req_scheduled(model_runner, req_id) |
| 133 | + |
| 134 | + # unschedule req |
| 135 | + scheduler_output = SchedulerOutput( |
| 136 | + scheduled_new_reqs=[], |
| 137 | + scheduled_cached_reqs=[], |
| 138 | + num_scheduled_tokens={}, |
| 139 | + total_num_scheduled_tokens=0, |
| 140 | + scheduled_encoder_inputs={}, |
| 141 | + num_common_prefix_blocks=0, |
| 142 | + finished_req_ids={}, |
| 143 | + free_encoder_input_ids=[], |
| 144 | + ) |
| 145 | + |
| 146 | + model_runner._update_states(scheduler_output) |
| 147 | + assert _is_req_added(model_runner, req_id) |
| 148 | + assert not _is_req_scheduled(model_runner, req_id) |
| 149 | + |
| 150 | + # resume req |
| 151 | + cached_req_data = CachedRequestData( |
| 152 | + req_id=req_id, |
| 153 | + resumed_from_preemption=False, |
| 154 | + new_block_ids=[], |
| 155 | + num_computed_tokens=0, |
| 156 | + ) |
| 157 | + |
| 158 | + scheduler_output = SchedulerOutput( |
| 159 | + scheduled_new_reqs=[], |
| 160 | + scheduled_cached_reqs=[cached_req_data], |
| 161 | + num_scheduled_tokens={req_id: 1}, |
| 162 | + total_num_scheduled_tokens=1, |
| 163 | + scheduled_encoder_inputs={}, |
| 164 | + num_common_prefix_blocks=0, |
| 165 | + finished_req_ids=set(), |
| 166 | + free_encoder_input_ids=[], |
| 167 | + ) |
| 168 | + |
| 169 | + batch_changed = model_runner._update_states(scheduler_output) |
| 170 | + assert batch_changed is True |
| 171 | + assert _is_req_added(model_runner, req_id) |
| 172 | + assert _is_req_scheduled(model_runner, req_id) |
| 173 | + |
| 174 | + |
| 175 | +def test_update_states_no_changes(model_runner): |
| 176 | + req_id = "req_0" |
| 177 | + |
| 178 | + # new req |
| 179 | + scheduler_output = _schedule_new_request(req_id) |
| 180 | + |
| 181 | + model_runner._update_states(scheduler_output) |
| 182 | + assert _is_req_added(model_runner, req_id) |
| 183 | + assert _is_req_scheduled(model_runner, req_id) |
| 184 | + |
| 185 | + # schedule req |
| 186 | + scheduler_output = SchedulerOutput( |
| 187 | + scheduled_new_reqs=[], |
| 188 | + scheduled_cached_reqs=[], |
| 189 | + num_scheduled_tokens={req_id: 1}, |
| 190 | + total_num_scheduled_tokens=1, |
| 191 | + scheduled_encoder_inputs={}, |
| 192 | + num_common_prefix_blocks=0, |
| 193 | + finished_req_ids=set(), |
| 194 | + free_encoder_input_ids=[], |
| 195 | + ) |
| 196 | + |
| 197 | + batch_changed = model_runner._update_states(scheduler_output) |
| 198 | + assert batch_changed is False |
| 199 | + assert _is_req_added(model_runner, req_id) |
| 200 | + assert _is_req_scheduled(model_runner, req_id) |
| 201 | + |
| 202 | + |
| 203 | +def test_update_states_request_unscheduled(model_runner): |
| 204 | + req_ids = ("req_0", "req_1") |
| 205 | + |
| 206 | + # new reqs |
| 207 | + scheduler_output = _schedule_new_request(*req_ids) |
| 208 | + |
| 209 | + model_runner._update_states(scheduler_output) |
| 210 | + |
| 211 | + assert _is_req_added(model_runner, req_ids[0]) |
| 212 | + assert _is_req_scheduled(model_runner, req_ids[0]) |
| 213 | + |
| 214 | + assert _is_req_added(model_runner, req_ids[1]) |
| 215 | + assert _is_req_scheduled(model_runner, req_ids[1]) |
| 216 | + |
| 217 | + # unschedule req_1 |
| 218 | + scheduler_output = SchedulerOutput( |
| 219 | + scheduled_new_reqs=[], |
| 220 | + scheduled_cached_reqs=[], |
| 221 | + num_scheduled_tokens={req_ids[0]: 1}, |
| 222 | + total_num_scheduled_tokens=1, |
| 223 | + scheduled_encoder_inputs={}, |
| 224 | + num_common_prefix_blocks=0, |
| 225 | + finished_req_ids=set(), |
| 226 | + free_encoder_input_ids=[], |
| 227 | + ) |
| 228 | + |
| 229 | + batch_changed = model_runner._update_states(scheduler_output) |
| 230 | + assert batch_changed is True |
| 231 | + |
| 232 | + assert _is_req_added(model_runner, req_ids[0]) |
| 233 | + assert _is_req_scheduled(model_runner, req_ids[0]) |
| 234 | + |
| 235 | + assert _is_req_added(model_runner, req_ids[1]) |
| 236 | + assert not _is_req_scheduled(model_runner, req_ids[1]) |
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