Piecewise Cuda Graph set default (#16331)
This commit is contained in:
@@ -137,7 +137,7 @@ class TestVLMPiecewiseCudaGraph(CustomTestCase):
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"--trust-remote-code",
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"--piecewise-cuda-graph-max-tokens",
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"8192",
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"--enable-piecewise-cuda-graph",
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"--enforce-piecewise-cuda-graph",
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"--tp=8",
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"--piecewise-cuda-graph-compiler=eager",
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"--disable-radix-cache",
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@@ -140,7 +140,7 @@ class TestVLMViTCudaGraph(CustomTestCase):
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other_args=[
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"--mm-attention-backend",
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"fa3",
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"--enable-piecewise-cuda-graph",
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"--enforce-piecewise-cuda-graph",
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"--piecewise-cuda-graph-max-tokens",
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"8192",
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"--chunked-prefill-size",
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@@ -38,7 +38,7 @@ class TestDisaggregationPiecewiseCudaGraph(PDDisaggregationServerBase):
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"prefill",
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"--tp",
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"1",
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"--enable-piecewise-cuda-graph",
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"--enforce-piecewise-cuda-graph",
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]
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prefill_args += cls.transfer_backend + cls.rdma_devices
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cls.process_prefill = popen_launch_pd_server(
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@@ -111,7 +111,14 @@ class TestMLADeepseekV3Fa3Fp8Kvcache(CustomTestCase):
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]
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if is_cuda():
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other_args.extend(
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["--attention-backend", "fa3", "--cuda-graph-max-bs", "2"]
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[
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"--attention-backend",
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"fa3",
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"--mem-fraction-static",
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"0.8",
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"--cuda-graph-max-bs",
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"2",
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]
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)
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cls.process = popen_launch_server(
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cls.model,
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@@ -66,7 +66,7 @@ CI_MODELS = [
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# the complete set of models to test sglang's generation model
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ALL_MODELS = [
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*CI_MODELS,
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ModelCase("Qwen/Qwen2-1.5B"),
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ModelCase("Qwen/Qwen2-1.5B", decode_tolerance=7e-2),
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ModelCase("Qwen/Qwen2.5-14B-Instruct"),
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ModelCase("HuggingFaceTB/SmolLM-135M-Instruct", skip_long_prompt=True),
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ModelCase("allenai/OLMo-1B-0724-hf", decode_tolerance=8e-2, skip_long_prompt=True),
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@@ -41,7 +41,6 @@ class TestKimiLinearPiecewiseCudaGraph(CustomTestCase):
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"--tp",
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"2",
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"--trust-remote-code",
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"--enable-piecewise-cuda-graph",
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],
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)
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@@ -40,9 +40,6 @@ class TestQwen3NextPiecewiseCudaGraph(CustomTestCase):
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other_args=[
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"--tp",
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"4",
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"--enable-piecewise-cuda-graph",
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"--piecewise-cuda-graph-compiler",
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"eager",
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],
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)
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@@ -27,7 +27,6 @@ class TestPiecewiseCudaGraphTP(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--piecewise-cuda-graph-compiler",
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"eager",
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"--tp",
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@@ -27,7 +27,6 @@ class TestPiecewiseCudaGraphQwen3MoE(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--piecewise-cuda-graph-compiler",
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"eager",
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],
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@@ -65,7 +64,7 @@ class TestPiecewiseCudaGraphGPTQ(CustomTestCase):
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=["--enable-piecewise-cuda-graph"],
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other_args=[],
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)
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@classmethod
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@@ -101,7 +100,7 @@ class TestPiecewiseCudaGraphAWQ(CustomTestCase):
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=["--enable-piecewise-cuda-graph"],
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other_args=[],
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)
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@classmethod
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@@ -33,7 +33,7 @@ class TestPiecewiseCudaGraphCorrectness(CustomTestCase):
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=["--enable-piecewise-cuda-graph"],
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other_args=[],
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)
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@classmethod
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@@ -57,8 +57,7 @@ class TestPiecewiseCudaGraphBenchmark(CustomTestCase):
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def test_latency(self):
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prefill_latency, _, _ = run_bench_one_batch(
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DEFAULT_MODEL_NAME_FOR_TEST,
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other_args=["--enable-piecewise-cuda-graph"],
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DEFAULT_MODEL_NAME_FOR_TEST, other_args=[]
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)
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self.assertLess(prefill_latency, 0.015)
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@@ -76,7 +75,6 @@ class TestPiecewiseCudaGraphLlama31FP4(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--quantization",
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"modelopt_fp4",
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"--mem-fraction-static",
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@@ -112,7 +110,6 @@ class TestPiecewiseCudaGraphDeepSeek(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--piecewise-cuda-graph-compiler",
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"eager",
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"--piecewise-cuda-graph-max-tokens",
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@@ -152,7 +149,6 @@ class TestPiecewiseCudaGraphFP8(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--quantization",
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"modelopt_fp8",
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"--kv-cache-dtype",
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@@ -191,7 +187,6 @@ class TestPiecewiseCudaGraphQwen25VL(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--piecewise-cuda-graph-compiler",
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"eager",
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"--disable-radix-cache",
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@@ -232,7 +227,6 @@ class TestPiecewiseCudaGraphInternVL25(CustomTestCase):
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--enable-piecewise-cuda-graph",
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"--piecewise-cuda-graph-compiler",
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"eager",
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"--disable-radix-cache",
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@@ -273,7 +267,6 @@ class TestPiecewiseCudaGraphQwen25VLEmbedding(CustomTestCase):
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model_path=model_path,
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enable_multimodal=True,
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is_embedding=True,
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enable_piecewise_cuda_graph=True,
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piecewise_cuda_graph_compiler="eager",
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)
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out = engine.encode([text], image_data=[DEFAULT_IMAGE_URL])[0]["embedding"]
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@@ -284,7 +277,7 @@ class TestPiecewiseCudaGraphQwen25VLEmbedding(CustomTestCase):
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model_path=model_path,
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enable_multimodal=True,
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is_embedding=True,
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enable_piecewise_cuda_graph=False,
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disable_piecewise_cuda_graph=True,
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)
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out_without_pcg = engine.encode([text], image_data=[DEFAULT_IMAGE_URL])[0][
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"embedding"
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@@ -100,7 +100,6 @@ class TestDeepseekV3FP4PiecewiseCudaGraph(CustomTestCase):
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"flashinfer_trtllm",
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"--quantization",
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"modelopt_fp4",
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"--enable-piecewise-cuda-graph",
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"--kv-cache-dtype",
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"fp8_e4m3",
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"--model-loader-extra-config",
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@@ -31,11 +31,15 @@ class TestSWARadixCacheKL(CustomTestCase):
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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# Use a lower mem-fraction-static to avoid OOM during input logprobs
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# gathering. With PCG enabled, more memory is reserved for CUDA graph
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# captures, so the static fraction should be lower.
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other_args=[
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"--tp-size",
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"1",
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"--mem-fraction-static",
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"0.75",
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"0.70",
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"--disable-piecewise-cuda-graph",
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],
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)
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@@ -36,7 +36,7 @@ class TestPiecewiseGraphPrefillCorrectness(CustomTestCase):
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"ascend",
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"--cuda-graph-bs",
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128,
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"--enable-piecewise-cuda-graph",
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"--enforce-piecewise-cuda-graph",
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"--piecewise-cuda-graph-tokens",
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*TOKENS_TO_CAPTURE,
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],
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@@ -77,7 +77,7 @@ class TestPiecewiseGraphPrefillBenchmark(CustomTestCase):
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0.8,
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"--attention-backend",
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"ascend",
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"--enable-piecewise-cuda-graph",
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"--enforce-piecewise-cuda-graph",
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"--piecewise-cuda-graph-tokens",
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]
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+ TOKENS_TO_CAPTURE,
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