{"id":"run_T2RySkBLC6ZGTt1u","owner":"anonymous-EVjB2S","publishedAt":"2026-08-27T12:10:57.231Z","manifest":{"schema_version":"1.0","kind":"run","client_run_id":"rps-b7e34a1203e5ab2cb74633c44e8231d804804d87","name":"google/gemma-4-12B-it | baseline | 256->1024 | C16","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":"5926caa4ec0cac5cbfadaf4077420520de1d5205","identifier":"google/gemma-4-12B-it","modalities":["text"],"architecture":"Gemma4UnifiedForConditionalGeneration","quantization":{"format":"none","weights_dtype":"bf16"},"modifications":["Multimodal inputs disabled at serving time."],"revision_kind":"commit","parameter_count_total":12000000000,"parameter_count_active":12000000000},"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":"0.23.0+cu129","extensions":{"runpile.server_variant":"baseline"},"parameters":{"server":{"dtype":"bfloat16","max_num_seqs":64,"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":0.92,"max_num_batched_tokens":16384}},"parallelism":{"data":1,"expert":1,"tensor":1,"pipeline":1,"replicas":1},"launch_command":"CUDA_VISIBLE_DEVICES=0 vllm serve google/gemma-4-12B-it --revision 5926caa4ec0cac5cbfadaf4077420520de1d5205 --port 9000 --host 127.0.0.1 --dtype bfloat16 --gpu-memory-utilization 0.92 --max-model-len 9216 --max-num-batched-tokens 16384 --max-num-seqs 64 --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 google/gemma-4-12B-it --disable-uvicorn-access-log --language-model-only","build_identifier":"vllm-0.23.0-cu129","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":"0.23.0+cu129","placement":"same-host"},"dataset":{"generator":"runpile-sweeps-tokenizer-verified-jsonl","synthetic":true,"shared_prefix_tokens":0},"sampling":{"mode":"greedy","temperature":0},"stopping":{"ignore_eos":true,"max_output_tokens":1024},"streaming":true,"tokenizer":{"revision":"5926caa4ec0cac5cbfadaf4077420520de1d5205","identifier":"google/gemma-4-12B-it"},"extensions":{"runpile.profile_id":"serve-fixed-256-1k-v1"},"concurrency":16,"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":"0.23.0+cu129","extensions":{"runpile.declared_warmup_count":8,"runpile.max_gpu_temperature_c":57,"runpile.preemption_log_mentions":0,"runpile.readiness_request_count":1,"runpile.independent_repetition_index":2},"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 google/gemma-4-12B-it --tokenizer google/gemma-4-12B-it --dataset-name custom --dataset-path <EXACT_SYNTHETIC_DATASET> --custom-output-len 1024 --skip-chat-template --disable-shuffle --num-prompts 128 --max-concurrency 16 --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 gemma4-12b-bf16-tp1__baseline__serve-fixed-256-1k-v1__c16__r2__attempt1.json --num-warmups 8 --metadata campaign=runpile-rtx5090-param-sweeps-20260826-retry2 config_id=gemma4-12b-bf16-tp1 server_variant=baseline workload_key=serve-fixed-256-1k-v1 repetition=2 aggregate_only=true","retry_failure_treatment":"Failed requests counted; no client retries.","client_overhead_included":true},"results":{"latency_ms":{"end_to_end":{"p50":20306.777057936415,"p90":20345.14020383358,"p95":20346.249647648074,"p99":20347.483962676488,"mean":20310.565480194782,"stddev":13.553512989787857,"sample_count":128,"measurement_status":"measured"},"inter_token":{"p50":19.467560341581702,"p90":19.977881899103522,"p95":20.024471497163177,"p99":20.24699826259166,"mean":19.449325897704142,"stddev":2.8725331075869978,"sample_count":128,"measurement_status":"measured"},"time_to_first_token":{"p50":432.6386807952076,"p90":463.87873687781394,"p95":464.38596264924854,"p99":465.03753180615604,"mean":413.9052231439564,"stddev":88.12399031430618,"sample_count":128,"measurement_status":"measured"},"time_per_output_token":{"p50":19.4290669895308,"p90":19.435422336373147,"p95":19.771152688645532,"p99":19.78074465793642,"mean":19.44932576446806,"stddev":0.08454556447843604,"sample_count":128,"measurement_status":"measured"}},"throughput":{"requests_per_second":{"value":0.7877362350942795,"sample_count":128,"measurement_status":"measured"},"total_tokens_per_second":{"value":1008.3023809206778,"sample_count":128,"measurement_status":"measured"},"output_tokens_per_second":{"value":806.6419047365422,"sample_count":128,"measurement_status":"measured"}},"failed_requests":0,"duration_seconds":162.49093833379447,"total_input_tokens":32768,"successful_requests":128,"total_output_tokens":131072},"artifacts":[{"kind":"vllm_bench_serve_json","sha256":"145c8423b2f6248ca1d3d35eb2f062d2aa792accfcad9b38a780f3f8e2bf4ef6","license":"CC-BY-4.0","filename":"gemma4-12b-bf16-tp1__baseline__serve-fixed-256-1k-v1__c16__r2.json","media_type":"application/json","size_bytes":1908,"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_7cx0q9HCBTRyRI9uUM5NKGzy","eligibilityReasons":[],"artifactBacked":true,"downloads":[]}