Lumbridge Bench
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{
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"run_id": "6f89eb6649bb4b839b3f8e2ff373608b",
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"timestamp": "2026-07-28T05:39:29+00:00",
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"target_id": "qwen3.6-35b-a3b-nvfp4@your-node",
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"target": {
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"id": "qwen3.6-35b-a3b-nvfp4@your-node",
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"display_name": "Qwen3.6-35B-A3B (NVFP4)",
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"serving": {
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"engine": "vllm",
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"model_name": "brain",
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"base_url": "http://your-node:8001/v1",
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"service": "spark",
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"max_model_len": 65536,
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"flags": {
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"enforce_eager": true,
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"gpu_memory_utilization": 0.55,
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"kv_cache_dtype": "fp8",
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"max_num_batched_tokens": 4096,
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"moe_backend": "flashinfer_b12x",
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"reasoning_parser": "qwen3",
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"tool_call_parser": "qwen3_coder",
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"enable_auto_tool_choice": true
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}
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},
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"host": "your-node",
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"family": "qwen3.6",
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"params_b": 35,
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"active_params_b": 3,
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"quant": "nvfp4",
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"checkpoint": null,
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"tier": "production",
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"aliases": [
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"brain",
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"spark"
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],
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"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",
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"slug": "qwen3.6-35b-a3b-nvfp4__your-node",
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"inspect_model": "openai-api/spark/brain"
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},
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"host": {
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"id": "your-node",
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"ssh": "your-node",
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"hardware": "NVIDIA GB10 Grace Blackwell (DGX Spark)",
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"memory_gb": 121,
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"memory_bandwidth_gbs": 273,
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"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"
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},
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"quality": [],
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"perf": {
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"engine": "vllm",
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"points": [
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{
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"concurrency": 1,
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"input_tokens": 1024,
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"output_tokens": 256,
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"n_requests": 1,
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"completed": 1,
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"failed": 0,
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"duration_s": 8.309,
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"output_tps_total": 30.81,
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"output_tps_per_stream": 30.81,
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"ttft_p50_ms": 314.74,
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"ttft_p95_ms": 314.74,
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"tpot_p50_ms": 31.35,
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"prefill_tps": 4530.7,
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"error": null
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},
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{
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"concurrency": 8,
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"input_tokens": 1024,
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"output_tokens": 256,
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"n_requests": 8,
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"completed": 8,
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"failed": 0,
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"duration_s": 11.002,
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"output_tps_total": 186.16,
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"output_tps_per_stream": 23.32,
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"ttft_p50_ms": 1918.86,
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"ttft_p95_ms": 2048.13,
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"tpot_p50_ms": 35.58,
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"prefill_tps": 838.2,
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"error": null
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},
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{
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"concurrency": 32,
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"input_tokens": 1024,
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"output_tokens": 256,
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"n_requests": 32,
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"completed": 32,
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"failed": 0,
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"duration_s": 32.638,
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"output_tps_total": 251.0,
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"output_tps_per_stream": 8.07,
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"ttft_p50_ms": 5044.49,
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"ttft_p95_ms": 8067.19,
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"tpot_p50_ms": 104.93,
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"prefill_tps": 289.0,
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"error": null
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}
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],
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"peak_memory_gb": null,
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"idle_memory_gb": null,
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"notes": null
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},
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"verdict": {
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"signal_score": null,
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"reference_score": null,
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"single_stream_tps": 30.8,
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"interactive_viable": true,
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"peak_throughput_tps": 251.0,
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"peak_throughput_concurrency": 32
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},
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"runner": {
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"host": "workstation",
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"python": "3.12.3",
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"platform": "Linux-7.0.0-28-generic-x86_64-with-glibc2.39"
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},
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"schema_version": 1
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}
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