{"id":"run_zibeZ2Nv5x9cwBq5","owner":"anonymous-EVjB2S","publishedAt":"2026-08-30T21:21:08.156Z","manifest":{"schema_version":"1.0","kind":"run","client_run_id":"rps-5aeed1524c5f5c60989b29506ca70b056e3531a8","name":"nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 | baseline | 256->1024 | C8","notes":"Aggregate-only synthetic online serving measurement. It reports serving performance and does not evaluate model quality.","visibility":"public","license":"CC-BY-4.0","outcome":"completed","subject":{"type":"model","source":"huggingface","adapters":[],"revision":"e8f3c7c4de75ad84fe1bcef95d38eca76214480b","identifier":"nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4","modalities":["text"],"architecture":"NemotronHForCausalLM with DFlashDraftModel proposer","quantization":{"format":"target W4A16 NVFP4 plus ModelOpt W4A16-NVFP4 DFlash proposer","checkpoint":"ModelOpt"},"modifications":["Speculative dflash-draft checkpoint: nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DFlash@7fc1f1ff4b82b917efbd0710df0872c2bb89caa5."],"revision_kind":"commit","parameter_count_total":30000000000,"parameter_count_active":3000000000},"environment":{"os":"Linux-6.8.0-136-generic-x86_64-with-glibc2.39","cpu":{"model":"x86_64"},"kernel":"6.8.0-136-generic","topology":"One server engine on one GPU.","accelerators":[{"count":1,"model":"NVIDIA GeForce RTX 5090","driver":"580.173.02","vendor":"NVIDIA","architecture":"Blackwell SM120","interconnect":"single device","memory_bytes_per_device":34190917632}],"driver_versions":{"nvidia":"580.173.02"},"host_architecture":"x86_64","system_memory_bytes":269585743872},"runtime":{"engine":"vllm","version":"0.28.0","extensions":{"runpile.server_variant":"baseline","runpile.auxiliary_models":[{"role":"dflash-draft","revision":"7fc1f1ff4b82b917efbd0710df0872c2bb89caa5","repository":"nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DFlash","quantization":"ModelOpt W4A16_NVFP4; BF16 activations","weight_bytes":1177089556}]},"parameters":{"server":{"dtype":"bfloat16","max_num_seqs":32,"enforce_eager":false,"max_model_len":9216,"kv_cache_dtype":"fp8","prefix_caching":false,"chunked_prefill":true,"expert_parallel":false,"async_scheduling":true,"gpu_memory_utilization":0.88,"max_num_batched_tokens":16384}},"parallelism":{"data":1,"expert":1,"tensor":1,"pipeline":1,"replicas":1},"launch_command":"CUDA_VISIBLE_DEVICES=0 vllm serve nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 --revision e8f3c7c4de75ad84fe1bcef95d38eca76214480b --port 9000 --host 127.0.0.1 --dtype bfloat16 --gpu-memory-utilization 0.88 --max-model-len 9216 --max-num-batched-tokens 16384 --max-num-seqs 32 --tensor-parallel-size 1 --pipeline-parallel-size 1 --kv-cache-dtype fp8 --distributed-executor-backend mp --no-enable-prefix-caching --enable-chunked-prefill --async-scheduling --no-enforce-eager --served-model-name nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 --disable-uvicorn-access-log --mamba-backend flashinfer --mamba-cache-mode align --mamba-ssm-cache-dtype float16 --enable-mamba-cache-stochastic-rounding --mamba-cache-philox-rounds 5 --speculative-config '{\"method\":\"dflash\",\"model\":\"nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DFlash\",\"revision\":\"7fc1f1ff4b82b917efbd0710df0872c2bb89caa5\",\"num_speculative_tokens\":3}'","build_identifier":"vllm-0.28.0-cu130-gguf-0.0.5","safe_environment":{"HF_HUB_OFFLINE":"1","CUDA_VISIBLE_DEVICES":"0","TOKENIZERS_PARALLELISM":"false"}},"workload":{"mode":"online","task":"text_generation","client":{"name":"vllm bench serve","backend":"vllm","version":"0.28.0","placement":"same-host"},"dataset":{"sha256":"3e16e2ad994c5c1d9a4a8da014269d4c27123438a8026b79e3706fcf76186a36","generator":"runpile-sweeps-tokenizer-verified-jsonl","synthetic":true,"generator_revision":"cab078b273cceada260983886369dfc896718627d072e44f74a1cca08b67675c","shared_prefix_tokens":0},"sampling":{"mode":"greedy","temperature":0},"stopping":{"ignore_eos":true,"max_output_tokens":1024},"streaming":true,"tokenizer":{"revision":"e8f3c7c4de75ad84fe1bcef95d38eca76214480b","identifier":"nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4"},"extensions":{"runpile.profile_id":"serve-fixed-256-1k-v1"},"concurrency":8,"random_seed":0,"input_tokens":{"kind":"fixed","value":256},"endpoint_type":"openai-compatible-completions","output_tokens":{"kind":"fixed","value":1024},"request_count":128,"arrival_process":"closed_loop","prefix_behavior":{"cache_state":"warm-host","cache_enabled":false,"shared_prefix_tokens":0},"warmup_request_count":8,"request_rate_per_second":null},"measurement":{"notes":"Aggregate-only output.","warmup":"8 unmeasured warmups per invocation after one readiness request.","harness":"vllm bench serve","version":"0.28.0","extensions":{"runpile.declared_warmup_count":8,"runpile.max_gpu_temperature_c":61,"runpile.preemption_log_mentions":0,"runpile.readiness_request_count":1,"runpile.controller_source_sha256":"cab078b273cceada260983886369dfc896718627d072e44f74a1cca08b67675c","runpile.speculative_accept_length":2.9613863491388477,"runpile.independent_repetition_index":1},"repetitions":1,"timing_scope":"client-observed streaming request latency","benchmark_command":"vllm bench serve --backend vllm --base-url http://127.0.0.1:9000 --endpoint /v1/completions --model nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 --tokenizer nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 --dataset-name custom --dataset-path <EXACT_SYNTHETIC_DATASET> --custom-output-len 1024 --skip-chat-template --disable-shuffle --num-prompts 128 --max-concurrency 8 --request-rate inf --seed 0 --ignore-eos --temperature 0 --percentile-metrics ttft,tpot,itl,e2el --metric-percentiles 50,90,95,99 --disable-tqdm --save-result --result-dir <local-path> --result-filename nemotron35-nvfp4-dflash3-tp1__baseline__serve-fixed-256-1k-v1__c8__r1__attempt1.json --num-warmups 8 --metadata campaign=runpile-rtx5090-nemotron-gemma4-specdecode-pilot-20260830-v2 config_id=nemotron35-nvfp4-dflash3-tp1 server_variant=baseline workload_key=serve-fixed-256-1k-v1 repetition=1 aggregate_only=true","retry_failure_treatment":"Failed requests counted; no client retries.","client_overhead_included":true},"results":{"latency_ms":{"end_to_end":{"p50":2537.616914138198,"p90":5300.985941011456,"p95":9256.213796976948,"p99":9796.923588779755,"mean":3273.5916935271234,"stddev":1870.8316359650196,"sample_count":128,"measurement_status":"measured"},"inter_token":{"p50":8.68132570758462,"p90":9.571793116629124,"p95":9.861069358885286,"p99":42.10805144160986,"mean":9.341263571408044,"stddev":4.855236509512881,"sample_count":128,"measurement_status":"measured"},"time_to_first_token":{"p50":59.736421098932624,"p90":103.82746933028102,"p95":119.67914125416428,"p99":139.11422664299607,"mean":67.85991234210087,"stddev":21.650320962691175,"sample_count":128,"measurement_status":"measured"},"time_per_output_token":{"p50":2.4175568943968875,"p90":5.093172136220791,"p95":8.988926902218543,"p99":9.51780359536584,"mean":3.1336576551173243,"stddev":1.829049461541506,"sample_count":128,"measurement_status":"measured"}},"throughput":{"requests_per_second":{"value":2.375158683848663,"sample_count":128,"measurement_status":"measured"},"total_tokens_per_second":{"value":3040.2031153262888,"sample_count":128,"measurement_status":"measured"},"output_tokens_per_second":{"value":2432.162492261031,"sample_count":128,"measurement_status":"measured"}},"failed_requests":0,"duration_seconds":53.89113614615053,"total_input_tokens":32768,"successful_requests":128,"total_output_tokens":131072},"artifacts":[{"kind":"vllm_bench_serve_json","sha256":"c5e987d84fb01a2ee1115010651953b4b4c9723f74e30cbe501aa5f1443ce380","license":"CC-BY-4.0","filename":"nemotron35-nvfp4-dflash3-tp1__baseline__serve-fixed-256-1k-v1__c8__r1.json","media_type":"application/json","size_bytes":2813,"visibility":"private","client_artifact_id":"raw-vllm-serve","raw_requests_included":false}],"provenance":{"tool":"runpile HTTP importer","source":"import","tool_version":"1.0"},"warnings":["Review imported facts against the local model, hardware, launch command, and benchmark command before publication."]},"indexingState":"indexed","resultKey":"res_H_0tcV_sSkSaHCdXHPQOvGFl","eligibilityReasons":[],"artifactBacked":true,"downloads":[]}