Support shared prefix (gsp) in schedule simulator (#16353)
This commit is contained in:
@@ -15,6 +15,7 @@ from sglang.srt.debug_utils.schedule_simulator import (
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SimulationResult,
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Simulator,
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StepRecord,
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generate_gsp_requests,
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generate_random_requests,
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load_from_request_logger,
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)
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@@ -67,6 +68,76 @@ class TestGPUState(CustomTestCase):
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]
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self.assertEqual(gpu.total_seq_len(), 100 + 210)
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def test_total_seq_len_shared_prefix(self):
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gpu = GPUState(gpu_id=0, max_total_tokens=10000)
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gpu.running_requests = [
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SimRequest(
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request_id="r1",
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input_len=150,
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output_len=50,
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group_id="g0",
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prefix_len=100,
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),
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SimRequest(
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request_id="r2",
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input_len=150,
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output_len=50,
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group_id="g0",
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prefix_len=100,
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),
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]
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self.assertEqual(gpu.total_seq_len(), 150 + 50)
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def test_total_seq_len_shared_prefix_with_decoded(self):
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gpu = GPUState(gpu_id=0, max_total_tokens=10000)
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gpu.running_requests = [
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SimRequest(
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request_id="r1",
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input_len=150,
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output_len=50,
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decoded_tokens=10,
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group_id="g0",
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prefix_len=100,
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),
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SimRequest(
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request_id="r2",
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input_len=150,
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output_len=50,
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decoded_tokens=5,
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group_id="g0",
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prefix_len=100,
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),
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]
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self.assertEqual(gpu.total_seq_len(), 160 + 55)
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def test_total_seq_len_multiple_groups(self):
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gpu = GPUState(gpu_id=0, max_total_tokens=10000)
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gpu.running_requests = [
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SimRequest(
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request_id="r1",
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input_len=150,
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output_len=50,
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group_id="g0",
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prefix_len=100,
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),
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SimRequest(
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request_id="r2",
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input_len=150,
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output_len=50,
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group_id="g0",
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prefix_len=100,
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),
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SimRequest(
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request_id="r3",
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input_len=200,
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output_len=50,
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group_id="g1",
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prefix_len=150,
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),
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SimRequest(request_id="r4", input_len=80, output_len=20),
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]
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self.assertEqual(gpu.total_seq_len(), 150 + 50 + 200 + 80)
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class TestRouters(CustomTestCase):
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def test_round_robin(self):
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@@ -224,6 +295,69 @@ class TestDataSynthesis(CustomTestCase):
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for a, b in zip(r1, r2):
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self.assertEqual(a.input_len, b.input_len)
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def test_generate_gsp_basic(self):
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requests = generate_gsp_requests(
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num_groups=4,
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prompts_per_group=3,
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system_prompt_len=100,
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question_len=50,
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output_len=25,
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seed=42,
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)
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self.assertEqual(len(requests), 12)
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for req in requests:
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self.assertIsNotNone(req.group_id)
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self.assertEqual(req.prefix_len, 100)
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self.assertEqual(req.input_len, 150)
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self.assertEqual(req.output_len, 25)
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def test_generate_gsp_group_assignment(self):
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requests = generate_gsp_requests(
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num_groups=3,
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prompts_per_group=2,
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system_prompt_len=100,
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question_len=50,
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output_len=25,
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seed=42,
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)
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group_counts = {}
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for req in requests:
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group_counts[req.group_id] = group_counts.get(req.group_id, 0) + 1
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self.assertEqual(len(group_counts), 3)
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for count in group_counts.values():
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self.assertEqual(count, 2)
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def test_generate_gsp_with_range_ratio(self):
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requests = generate_gsp_requests(
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num_groups=4,
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prompts_per_group=5,
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system_prompt_len=100,
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question_len=50,
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output_len=25,
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range_ratio=0.5,
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seed=42,
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)
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for req in requests:
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self.assertGreaterEqual(req.prefix_len, 50)
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self.assertLessEqual(req.prefix_len, 100)
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self.assertGreaterEqual(req.input_len - req.prefix_len, 25)
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self.assertLessEqual(req.input_len - req.prefix_len, 50)
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def test_generate_gsp_shuffled(self):
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requests = generate_gsp_requests(
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num_groups=4,
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prompts_per_group=10,
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system_prompt_len=100,
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question_len=50,
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output_len=25,
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seed=42,
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)
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group_ids = [req.group_id for req in requests]
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is_sorted = all(
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group_ids[i] <= group_ids[i + 1] for i in range(len(group_ids) - 1)
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)
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self.assertFalse(is_sorted)
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class TestSimulator(CustomTestCase):
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def test_basic_run(self):
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@@ -377,26 +511,26 @@ class TestCLI(CustomTestCase):
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def test_cli_synthetic(self):
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result = self._run_cli(
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"--synthetic",
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"--synth-num-requests",
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"--synth-random-num-requests",
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"100",
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"--synth-input-len",
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"--synth-random-input-len",
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"512",
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"--synth-output-len",
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"--synth-random-output-len",
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"128",
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"--synth-range-ratio",
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"--synth-random-range-ratio",
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"0.5",
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"--num-gpus",
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"4",
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)
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self.assertEqual(result.returncode, 0, f"CLI failed: {result.stderr}")
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self.assertIn("Generated 100 synthetic requests", result.stdout)
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self.assertIn("Generated 100 random requests", result.stdout)
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def test_cli_log_level(self):
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result = self._run_cli(
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"--synthetic",
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"--synth-num-requests",
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"--synth-random-num-requests",
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"10",
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"--synth-output-len",
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"--synth-random-output-len",
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"5",
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"--num-gpus",
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"2",
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@@ -410,12 +544,14 @@ class TestCLI(CustomTestCase):
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# 4 requests, input_len=10, output_len=2, 2 GPUs, all fit in memory
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result = self._run_cli(
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"--synthetic",
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"--synth-num-requests",
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"--synth-random-num-requests",
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"4",
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"--synth-input-len",
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"--synth-random-input-len",
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"10",
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"--synth-output-len",
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"--synth-random-output-len",
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"2",
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"--synth-random-range-ratio",
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"1.0",
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"--synth-seed",
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"42",
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"--num-gpus",
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@@ -438,12 +574,14 @@ class TestCLI(CustomTestCase):
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def test_e2e_queuing_due_to_token_limit(self):
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result = self._run_cli(
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"--synthetic",
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"--synth-num-requests",
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"--synth-random-num-requests",
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"4",
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"--synth-input-len",
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"--synth-random-input-len",
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"100",
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"--synth-output-len",
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"--synth-random-output-len",
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"3",
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"--synth-random-range-ratio",
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"1.0",
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"--synth-seed",
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"42",
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"--num-gpus",
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@@ -468,12 +606,14 @@ step=5 | GPU0[R=0:- Q=0:-]""",
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def test_e2e_retraction_due_to_token_growth(self):
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result = self._run_cli(
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"--synthetic",
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"--synth-num-requests",
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"--synth-random-num-requests",
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"2",
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"--synth-input-len",
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"--synth-random-input-len",
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"50",
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"--synth-output-len",
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"--synth-random-output-len",
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"10",
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"--synth-random-range-ratio",
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"1.0",
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"--synth-seed",
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"42",
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"--num-gpus",
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@@ -495,6 +635,58 @@ step=10 | GPU0[R=1:syn1 Q=0:-]
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step=13 | GPU0[R=0:- Q=0:-]""",
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)
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def test_cli_gsp_basic(self):
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result = self._run_cli(
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"--synth-gsp",
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"--synth-gsp-num-groups",
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"4",
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"--synth-gsp-prompts-per-group",
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"8",
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"--synth-gsp-system-prompt-len",
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"100",
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"--synth-gsp-question-len",
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"50",
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"--synth-gsp-output-len",
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"10",
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"--synth-seed",
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"42",
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"--num-gpus",
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"2",
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)
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self.assertEqual(result.returncode, 0, f"CLI failed: {result.stderr}")
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self.assertIn("Generated 32 GSP requests", result.stdout)
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self.assertIn("4 groups x 8 prompts", result.stdout)
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def test_e2e_gsp_shared_prefix_enables_batching(self):
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for has_long_prefix in [True, False]:
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prefix_len, question_len = (50, 10) if has_long_prefix else (10, 50)
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result = self._run_cli(
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"--synth-gsp",
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"--synth-gsp-num-groups",
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"1",
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"--synth-gsp-prompts-per-group",
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"2",
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"--synth-gsp-system-prompt-len",
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str(prefix_len),
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"--synth-gsp-question-len",
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str(question_len),
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"--synth-gsp-output-len",
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"2",
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"--synth-seed",
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"42",
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"--num-gpus",
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"1",
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"--max-total-tokens",
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"80",
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"--log-level",
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"2",
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)
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self.assertEqual(result.returncode, 0, f"CLI failed: {result.stderr}")
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if has_long_prefix:
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self.assertIn("R=2:", result.stdout)
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else:
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self.assertNotIn("R=2:", result.stdout)
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if __name__ == "__main__":
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unittest.main()
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