[Scheduler] Add shortest-prefill-first scheduling (#40024)
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@@ -9,6 +9,7 @@ from sglang.srt.managers.schedule_batch import Req
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from sglang.srt.managers.schedule_policy import (
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AddReqResult,
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PrefillAdder,
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SchedulePolicy,
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estimate_prefill_extend_tile_metrics,
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)
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from sglang.srt.mem_cache.base_prefix_cache import (
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@@ -21,6 +22,7 @@ from sglang.srt.mem_cache.prefill_budget import (
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SWAPrefillBudget,
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estimate_swa_kv_tokens,
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)
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from sglang.srt.mem_cache.radix_cache import RadixCache
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from sglang.srt.mem_cache.unified_memory_pool import init_unified_swa_pools
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from sglang.srt.runtime_context import get_context
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from sglang.srt.server_args import ServerArgs, set_global_server_args_for_scheduler
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@@ -186,6 +188,98 @@ class TestPrefillAdder(CustomTestCase):
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)
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return req
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def create_shortest_prefill_adder(self, *, chunk_tokens=4096):
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override = get_context().override_server_args(
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schedule_policy="shortest-prefill-first"
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)
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override.install()
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self.addCleanup(override.restore)
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self.mock_tree_cache.supports_mamba.return_value = False
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self.mock_tree_cache.is_tree_cache.return_value = False
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self.mock_token_allocator.available_size.return_value = 32768
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return self.create_adder(
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self.create_running_batch(), page_size=256, rem_chunk_tokens=chunk_tokens
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)
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def test_shortest_prefill_reserves_space_for_complete_waiting_requests(self):
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adder = self.create_shortest_prefill_adder()
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policy = SchedulePolicy(
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policy="shortest-prefill-first",
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tree_cache=RadixCache.create_simulated(),
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enable_hierarchical_cache=True,
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enable_priority_scheduling=False,
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schedule_low_priority_values_first=False,
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)
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continuation = self.create_shared_req("continuation")
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continuation.full_untruncated_fill_ids = list(range(16384))
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waiting = [self.create_shared_req("a"), self.create_shared_req("b")]
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for req, length in zip(waiting, [512, 1024]):
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req.origin_input_ids = list(range(length))
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req.full_untruncated_fill_ids = list(range(length))
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req.num_matched_prefix_tokens = 0
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adder.chunked_req_limit = policy.shortest_prefill_chunk_limit(
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continuation, waiting, adder.rem_chunk_tokens, adder.page_size
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)
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self.assertIs(adder.add_chunked_req(continuation), continuation)
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self.assertEqual(continuation.extend_range.length, 2560)
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for req in waiting:
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adder.add_one_req(req, has_chunked_req=True, truncation_align_size=None)
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self.assertEqual(adder.can_run_list, [continuation, *waiting])
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self.assertIsNone(adder.new_chunked_req)
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self.assertEqual(adder.rem_chunk_tokens, 0)
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self.assertGreaterEqual(adder.rem_total_tokens, 0)
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def test_shortest_prefill_rejects_second_unfinished_chunk(self):
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adder = self.create_shortest_prefill_adder(chunk_tokens=512)
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req = self.create_shared_req("second-chunk")
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req.full_untruncated_fill_ids = list(range(1024))
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self.assertEqual(
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adder.add_one_req(req, has_chunked_req=True, truncation_align_size=None),
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AddReqResult.OTHER,
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)
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self.assertEqual(adder.can_run_list, [])
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self.assertIsNone(adder.new_chunked_req)
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req.set_extend_range.assert_not_called()
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self.mock_tree_cache.init_load_back.assert_not_called()
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def test_shortest_prefill_rechecks_chunk_limit_after_host_miss(self):
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adder = self.create_shortest_prefill_adder(chunk_tokens=512)
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req = self.create_shared_req("host-miss")
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req.full_untruncated_fill_ids = list(range(1024))
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req.prefix_indices = torch.empty(0, dtype=torch.int64)
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req.host_hit_length = 768
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req.best_match_node = req.last_node
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req.needs_host_load_back.return_value = True
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self.mock_tree_cache.init_load_back.return_value = (
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torch.empty(0, dtype=torch.int64),
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req.last_node,
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)
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self.assertEqual(
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adder.add_one_req(req, has_chunked_req=True, truncation_align_size=None),
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AddReqResult.OTHER,
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)
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self.mock_tree_cache.init_load_back.assert_called_once()
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self.assertEqual(adder.can_run_list, [])
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req.set_extend_range.assert_not_called()
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def test_shortest_prefill_preserves_memory_admission(self):
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adder = self.create_shortest_prefill_adder()
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self.mock_token_allocator.available_size.return_value = 256
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req = self.create_shared_req("no-memory")
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req.full_untruncated_fill_ids = list(range(512))
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self.assertEqual(
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adder.add_one_req(req, has_chunked_req=True, truncation_align_size=None),
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AddReqResult.NO_TOKEN,
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)
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self.assertEqual(adder.can_run_list, [])
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def test_continuation_without_limit_keeps_normal_chunk_size(self):
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adder = self.create_shortest_prefill_adder()
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req = self.create_shared_req("continuation")
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req.full_untruncated_fill_ids = list(range(8192))
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self.assertIs(adder.add_chunked_req(req), req)
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self.assertEqual(req.extend_range.length, 4096)
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def test_shared_admission_reserves_all_pending_requests(self):
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adder = self.create_shared_adder()
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first, second = (
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@@ -1,8 +1,9 @@
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import unittest
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from array import array
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from unittest.mock import patch
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from sglang.srt.managers.schedule_batch import Req
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from sglang.srt.managers.schedule_policy import SchedulePolicy
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from sglang.srt.managers.schedule_policy import CacheAwarePolicy, SchedulePolicy
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from sglang.srt.mem_cache.radix_cache import RadixCache
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from sglang.srt.sampling.sampling_params import SamplingParams
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from sglang.test.ci.ci_register import register_cpu_ci
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@@ -124,5 +125,107 @@ class TestSchedulePolicyHRRN(CustomTestCase):
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self.assertEqual(waiting_queue[2].rid, "c")
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class TestShortestPrefillFirst(CustomTestCase):
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def setUp(self):
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self.policy = SchedulePolicy(
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policy="shortest-prefill-first",
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tree_cache=RadixCache.create_simulated(),
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enable_hierarchical_cache=True,
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enable_priority_scheduling=False,
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schedule_low_priority_values_first=False,
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)
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def make_req(self, rid, uncached, *, cached=0, arrived=0):
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req = _make_req(rid, "", list(range(uncached + cached)))
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req.full_untruncated_fill_ids = req.origin_input_ids[:]
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req.num_matched_prefix_tokens = cached
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req.prefix_indices = list(range(cached))
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req.time_stats.wait_queue_entry_time = arrived
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return req
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def test_calc_priority_uses_uncached_work(self):
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cached = self.make_req("cached", 16, cached=4096)
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short = self.make_req("short", 32)
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long = self.make_req("long", 1024)
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queue = [long, short, cached]
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with patch.object(self.policy, "_compute_prefix_matches", return_value=set()):
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self.policy.calc_priority(queue)
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self.assertEqual([req.rid for req in queue], ["cached", "short", "long"])
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def test_equal_work_uses_arrival_time(self):
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older = self.make_req("z", 32, arrived=1)
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newer = self.make_req("a", 32, arrived=2)
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queue = [newer, older]
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self.policy._sort_by_shortest_prefill(queue, set())
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self.assertEqual(queue, [older, newer])
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def test_duplicate_prefix_is_deprioritized(self):
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duplicate = self.make_req("duplicate", 1)
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other = self.make_req("other", 1024)
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queue = [duplicate, other]
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with patch.object(
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self.policy, "_compute_prefix_matches", return_value={duplicate.rid}
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):
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self.policy.calc_priority(queue)
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self.assertEqual(queue, [other, duplicate])
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def test_retracted_output_is_part_of_uncached_work(self):
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replay = self.make_req("replay", 16, cached=1024)
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replay.output_ids.extend([0] * 64)
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short = self.make_req("short", 32)
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queue = [replay, short]
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self.policy._sort_by_shortest_prefill(queue, set())
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self.assertEqual(queue, [short, replay])
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def test_chunk_limit_reserves_complete_short_prefills(self):
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continuation = self.make_req("continuation", 16384)
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waiting = [self.make_req("a", 512), self.make_req("b", 1024)]
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self.assertEqual(
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self.policy.shortest_prefill_chunk_limit(continuation, waiting, 4096, 256),
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2560,
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)
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def test_reservation_rounds_to_pages_and_keeps_continuation_progress(self):
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continuation = self.make_req("continuation", 16384)
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self.assertEqual(
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self.policy.shortest_prefill_chunk_limit(
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continuation, [self.make_req("short", 257)], 4096, 256
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),
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3584,
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)
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self.assertEqual(
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self.policy.shortest_prefill_chunk_limit(
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continuation, [self.make_req("short", 3840)], 4096, 256
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),
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256,
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)
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def test_no_reservation_when_request_cannot_fit_or_is_not_shorter(self):
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continuation = self.make_req("continuation", 8192)
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for waiting, budget in [
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([], 4096),
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([self.make_req("same", 8192)], 4096),
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([self.make_req("too-large", 4096)], 4096),
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([self.make_req("short", 1)], 256),
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]:
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with self.subTest(budget=budget, waiting=[req.rid for req in waiting]):
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self.assertIsNone(
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self.policy.shortest_prefill_chunk_limit(
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continuation, waiting, budget, 256
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)
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)
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def test_other_policy_keeps_normal_chunk_limit(self):
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self.policy.policy = CacheAwarePolicy.HRRN
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self.assertIsNone(
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self.policy.shortest_prefill_chunk_limit(
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self.make_req("continuation", 8192),
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[self.make_req("short", 512)],
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4096,
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256,
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)
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)
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if __name__ == "__main__":
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unittest.main()
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@@ -61,6 +61,7 @@ class TestServerArgsMigratedCliMetadata(CustomTestCase):
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"priority",
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"routing-key",
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"hrrn",
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"shortest-prefill-first",
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],
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)
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self.assertEqual(
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