Lumbridge Bench
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Karti Tripathi
2026-08-04 00:44:07 -07:00
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{
"run_id": "6f89eb6649bb4b839b3f8e2ff373608b",
"timestamp": "2026-07-28T05:39:29+00:00",
"target_id": "qwen3.6-35b-a3b-nvfp4@your-node",
"target": {
"id": "qwen3.6-35b-a3b-nvfp4@your-node",
"display_name": "Qwen3.6-35B-A3B (NVFP4)",
"serving": {
"engine": "vllm",
"model_name": "brain",
"base_url": "http://your-node:8001/v1",
"service": "spark",
"max_model_len": 65536,
"flags": {
"enforce_eager": true,
"gpu_memory_utilization": 0.55,
"kv_cache_dtype": "fp8",
"max_num_batched_tokens": 4096,
"moe_backend": "flashinfer_b12x",
"reasoning_parser": "qwen3",
"tool_call_parser": "qwen3_coder",
"enable_auto_tool_choice": true
}
},
"host": "your-node",
"family": "qwen3.6",
"params_b": 35,
"active_params_b": 3,
"quant": "nvfp4",
"checkpoint": null,
"tier": "production",
"aliases": [
"brain",
"spark"
],
"notes": "Live behind the `brain` and `local-moe` aliases. This is the model the bench exists to interrogate: it was deployed without measurement. FLAGS OF CONCERN: --enforce-eager disables CUDA graphs (costs throughput) and --gpu-memory-utilization 0.55 leaves ~45% of unified memory unused, capping KV cache and therefore concurrency. Both are worth an A/B once the baseline is recorded.\n",
"slug": "qwen3.6-35b-a3b-nvfp4__your-node",
"inspect_model": "openai-api/spark/brain"
},
"host": {
"id": "your-node",
"ssh": "your-node",
"hardware": "NVIDIA GB10 Grace Blackwell (DGX Spark)",
"memory_gb": 121,
"memory_bandwidth_gbs": 273,
"notes": "Unified LPDDR5X. Memory bandwidth is the binding constraint on decode throughput, not compute -- large dense models are bandwidth-starved here while MoE models with small active-param counts do comparatively well.\n"
},
"quality": [],
"perf": {
"engine": "vllm",
"points": [
{
"concurrency": 1,
"input_tokens": 1024,
"output_tokens": 256,
"n_requests": 1,
"completed": 1,
"failed": 0,
"duration_s": 8.309,
"output_tps_total": 30.81,
"output_tps_per_stream": 30.81,
"ttft_p50_ms": 314.74,
"ttft_p95_ms": 314.74,
"tpot_p50_ms": 31.35,
"prefill_tps": 4530.7,
"error": null
},
{
"concurrency": 8,
"input_tokens": 1024,
"output_tokens": 256,
"n_requests": 8,
"completed": 8,
"failed": 0,
"duration_s": 11.002,
"output_tps_total": 186.16,
"output_tps_per_stream": 23.32,
"ttft_p50_ms": 1918.86,
"ttft_p95_ms": 2048.13,
"tpot_p50_ms": 35.58,
"prefill_tps": 838.2,
"error": null
},
{
"concurrency": 32,
"input_tokens": 1024,
"output_tokens": 256,
"n_requests": 32,
"completed": 32,
"failed": 0,
"duration_s": 32.638,
"output_tps_total": 251.0,
"output_tps_per_stream": 8.07,
"ttft_p50_ms": 5044.49,
"ttft_p95_ms": 8067.19,
"tpot_p50_ms": 104.93,
"prefill_tps": 289.0,
"error": null
}
],
"peak_memory_gb": null,
"idle_memory_gb": null,
"notes": null
},
"verdict": {
"signal_score": null,
"reference_score": null,
"single_stream_tps": 30.8,
"interactive_viable": true,
"peak_throughput_tps": 251.0,
"peak_throughput_concurrency": 32
},
"runner": {
"host": "workstation",
"python": "3.12.3",
"platform": "Linux-7.0.0-28-generic-x86_64-with-glibc2.39"
},
"schema_version": 1
}
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