Add deepseek_v4_flash_w8a8_8p_in32k_out1k_50ms (#35162)
Co-authored-by: HeYao <heyao@example.com>
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import unittest
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from sglang.test.ascend.e2e.test_npu_performance_utils import (
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AISBENCHMARK_DATASET_DEFAULT,
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BENCHMARK_TOOL_DEFAULT,
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DEEPSEEK_V4_FLASH_W8A8_MTP_MODEL_PATH,
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TestNpuPerformanceTestCaseBase,
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)
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from sglang.test.ci.ci_register import register_npu_ci
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register_npu_ci(est_time=3600, suite="nightly-perf-16-npu-a3", nightly=True)
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# Environment variables for DSV4-Flash single-node PD-mix deployment.
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DEEPSEEK_V4_FLASH_W8A8_8P_ENVS = {
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"PYTORCH_NPU_ALLOC_CONF": "expandable_segments:True",
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"STREAMS_PER_DEVICE": "32",
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"INF_NAN_MODE_FORCE_DISABLE": "1",
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"HCCL_SOCKET_IFNAME": "lo",
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"GLOO_SOCKET_IFNAME": "lo",
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"USE_NPU_MOE_GATING_TOP_K": "1",
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"SGLANG_NPU_USE_MULTI_STREAM": "1",
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# deepep
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"DEEP_NORMAL_MODE_USE_INT8_QUANT": "1",
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"SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK": "64",
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# zbal
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"HCCL_BUFFSIZE": "8",
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"SGLANG_ZBAL_LOCAL_MEM_SIZE": "61000",
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"SGLANG_ENABLE_TP_MEMORY_INBALANCE_CHECK": "0",
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"ZBAL_NPU_ALLOC_CONF": "use_vmm_for_static_memory:True",
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"SGLANG_ZBAL_BOOTSTRAP_URL": "tcp://127.0.0.1:24669",
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"ZBAL_ENABLE_GRAPH": "1",
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# dsv4
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"IS_DEEPSEEK_V4": "1",
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"SGLANG_DEBUG_LAYER_NORM": "1",
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"SGLANG_DEBUG_FWD_INPUT": "1",
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"USE_FUSED_HC_PRE_ASCENDC": "1",
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"SGLANG_DSV4_NPU_FUSED_COMPRESSOR": "1",
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"SGLANG_DSV4_NPU_FUSED_COMPRESSOR_PREFILL": "0",
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# skip gpu branch
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"SGLANG_OPT_FP8_WO_A_GEMM": "0",
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"SGLANG_OPT_USE_OVERLAP_STORE_CACHE": "False",
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"FORCE_DRAFT_MODEL_NON_QUANT": "1",
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"SGLANG_DSV4_FP4_EXPERTS": "False",
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"SGLANG_OPT_FUSE_WQA_WKV": "0",
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"SGLANG_OPT_BF16_FP32_GEMM_ALGO": "torch",
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"SGLANG_OPT_USE_FUSED_HASH_TOPK": "False",
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"SGLANG_OPT_USE_TILELANG_MHC_PRE": "False",
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"SGLANG_OPT_DEEPGEMM_HC_PRENORM": "False",
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"SGLANG_OPT_USE_TILELANG_MHC_POST": "False",
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# mtp
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"SGLANG_ENABLE_SPEC_V2": "1",
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"SGLANG_ENABLE_OVERLAP_PLAN_STREAM": "1",
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"SGLANG_NPU_PROFILING": "0",
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"SGLANG_DEBUG_MTP_VERIFY": "0",
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"SGLANG_DEBUG_MTP_VERIFY_LIMIT": "8",
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"SGLANG_DEBUG_MTP_VERIFY_ROWS": "4",
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"SGLANG_DISABLE_DRAFT_EXTEND_GRAPH": "1",
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}
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# Server launch arguments for DSV4-Flash W8A8 single-node 8p PD-mix.
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DEEPSEEK_V4_FLASH_W8A8_8P_OTHER_ARGS = [
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"--page-size",
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128,
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"--tp-size",
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16,
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"--trust-remote-code",
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"--device",
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"npu",
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"--prefill-max-requests",
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32,
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"--attention-backend",
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"dsv4",
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"--watchdog-timeout",
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9000,
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"--mem-fraction-static",
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0.7,
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"--chunked-prefill-size",
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131072,
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"--max-running-requests",
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64,
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"--dp-size",
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16,
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"--enable-dp-attention",
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"--moe-a2a-backend",
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"deepep",
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"--deepep-mode",
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"auto",
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"--quantization",
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"modelslim",
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"--enable-dp-lm-head",
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"--kv-cache-dtype",
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"auto",
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"--skip-server-warmup",
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"--cuda-graph-bs",
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1,
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2,
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4,
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8,
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# MTP (EAGLE) configuration.
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"--speculative-algorithm",
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"EAGLE",
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"--speculative-num-steps",
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2,
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"--speculative-eagle-topk",
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1,
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"--speculative-num-draft-tokens",
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3,
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"--ep-size",
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16,
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"--disable-radix-cache",
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]
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class TestNPUDeepSeekV4FlashW8A88PIn32kOut1k50ms(TestNpuPerformanceTestCaseBase):
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"""Test NPU performance for DeepSeek-V4-Flash W8A8 8p in32k out1k."""
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benchmark_tool = BENCHMARK_TOOL_DEFAULT
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dataset_type = AISBENCHMARK_DATASET_DEFAULT
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model = DEEPSEEK_V4_FLASH_W8A8_MTP_MODEL_PATH
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other_args = DEEPSEEK_V4_FLASH_W8A8_8P_OTHER_ARGS
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envs = DEEPSEEK_V4_FLASH_W8A8_8P_ENVS
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dataset_name = "random"
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dataset_path = "/root/.cache/modelscope/hub/datasets/gsm8k_deepseekv4/cache0_32000/formal_run1_64_32000_cache0.json"
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input_len = 32000
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output_len = 1000
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num_prompts = 64
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max_concurrency = 64
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random_range_ratio = 1
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warmup_requests = 0
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request_rate = float("inf")
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seed = 1
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tpot = 50
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max_attempts = 3
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output_token_throughput = 927
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def test_npu_deepseek_v4_flash_w8a8_8p_in32k_out1k_50ms(self):
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"""Run NPU performance test for DeepSeek-V4-Flash W8A8 8p in32k out1k."""
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self.run_throughput()
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if __name__ == "__main__":
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unittest.main()
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