{"data":{"capabilities":{"chat":null,"reasoning":null,"tools":null,"vision":null},"description":"Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.","draft_launch":{"accelerator_backend":"nvidia","arguments":["--model","zai-org/GLM-5.3-Flash","--tensor-parallel-size","2","--host","0.0.0.0","--port","8000","--max-model-len","352512"],"container_port":8000,"entrypoint":null,"environment":{},"host_port":8000,"image":"vllm/vllm-openai@sha256:0a51ea5b4ae2dc5d81890e5173f54203d2a3ae0cfffe51b8fd2afd4391bfd967","ipc":"host","kind":"docker","mounts":[{"read_only":false,"source":"~/.cache/huggingface","target":"/root/.cache/huggingface"}],"shm_size":"16g","synthesized":{"generated_at":"2026-08-31T22:12:17Z","image_provenance":"deepseek-fp8-rtx-pro-6000-blackwell-96gb-vllm-tp1","template":"vllm-openai-v1"}},"engine":{"graph_mode":null,"name":"vllm","version":"0.1.dev20111+g7f1e92bec.d20260827"},"facts":{"capabilities.chat":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"capabilities.reasoning":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"capabilities.tools":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"capabilities.vision":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"engine.graph_mode":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"runtime-detail-not-published","state":"unknown"},"serving.kv_cache_tokens":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"kv-cache-capacity-not-published","state":"unknown"}},"hardware_count":2,"hardware_id":"rtx-pro-6000-blackwell-96gb","id":"glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2","launch":{"container":{"captured_at":"2026-08-30T09:10:02Z","compose_file":null,"digest":null,"image":null,"reason":"reference-only-launch","runtime":null,"source":[{"captured_at":"2026-08-30T09:10:02Z","kind":"recipe-launch","url":"https://www.localmaxxing.com/en/runs/cmteg7yq5000cn001lurymje8"}],"state":"none"},"kind":"reference","run_id":"cmteg7yq5000cn001lurymje8","source":"localmaxxing","url":"https://www.localmaxxing.com/en/runs/cmteg7yq5000cn001lurymje8"},"metadata":{"localmaxxing":{"backend":"cuda","hardware_label":"RTX PRO 6000 Blackwell","notes":"Automated 3-run llama-benchy 0.4.0 measurement. Fixed 512-token prompt and 1024-token output, batch 1, cold prefix cache, exact output length, greedy temperature=0. Output 150.03 ± 7.20 tok/s; prefill 12,222.93 ± 1,042.48 tok/s; TTFT 177.17 ± 3.82 ms. GPU power values are means during >=50% utilization. Peak VRAM is the sum across both 96 GB GPUs. GPU 0 also drives the Hyprland desktop; vLLM memory utilization lowered from 0.975 to 0.972 for desktop headroom.","observed_command":"vllm serve /model --served-model-name GLM-5.3-Flash-EXL3-4bpw --host 0.0.0.0 --port 8012 --language-model-only --tensor-parallel-size 2 --decode-context-parallel-size 2 --dcp-comm-backend a2a --dtype bfloat16 --load-format safetensors --moe-backend b12x --attention-backend FLASHINFER_MLA_SPARSE_SM120 --kv-cache-dtype fp8_ds_mla --max-model-len 352512 --max-num-batched-tokens 2048 --max-num-seqs 1 --gpu-memory-utilization 0.972 --enable-chunked-prefill --generation-config /model --reasoning-parser glm45 --enable-auto-tool-choice --tool-call-parser glm47 --disable-custom-all-reduce --speculative-config '{\"method\":\"mtp\",\"num_speculative_tokens\":3,\"draft_sample_method\":\"probabilistic\"}' --no-enable-prefix-caching","run_id":"cmteg7yq5000cn001lurymje8","tokenized":{"arguments":["vllm","serve","/model","--served-model-name","GLM-5.3-Flash-EXL3-4bpw","--host","0.0.0.0","--port","8012","--language-model-only","--tensor-parallel-size","2","--decode-context-parallel-size","2","--dcp-comm-backend","a2a","--dtype","bfloat16","--load-format","safetensors","--moe-backend","b12x","--attention-backend","FLASHINFER_MLA_SPARSE_SM120","--kv-cache-dtype","fp8_ds_mla","--max-model-len","352512","--max-num-batched-tokens","2048","--max-num-seqs","1","--gpu-memory-utilization","0.972","--enable-chunked-prefill","--generation-config","/model","--reasoning-parser","glm45","--enable-auto-tool-choice","--tool-call-parser","glm47","--disable-custom-all-reduce","--speculative-config","{\"method\":\"mtp\",\"num_speculative_tokens\":3,\"draft_sample_method\":\"probabilistic\"}","--no-enable-prefix-caching"],"fidelity":"faithful"}}},"model_instance_id":"zai-org-glm-5-3-flash--exl3-4bit","provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"normalized-recipe","url":"https://www.localmaxxing.com/en/runs/cmteg7yq5000cn001lurymje8"}]},"recipe_source":"localmaxxing","schema_version":"local-ai-registry/v1","serving":{"kv_cache_tokens":null,"max_concurrency":1,"max_context_tokens":352512,"tensor_parallel":2},"speed_sweep_ids":["glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2-sweep"],"status":"candidate","huggingface":{"link_type":"repository","provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"huggingface-api","url":"https://huggingface.co/api/models/zai-org/GLM-5.3-Flash"}]},"reason":"hf-api-confirmed-public","repository":"zai-org/GLM-5.3-Flash","status":"known","url":"https://huggingface.co/zai-org/GLM-5.3-Flash"},"registry":{"launchable":false,"speed_evidence":{"available":true,"count":1,"speed_sweep_ids":["glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2-sweep"],"detail_urls":["/api/v1/speed-sweep/glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2-sweep"]},"runtime":"reference"},"relationships":{"hardware":{"api":"/api/v1/hardware/rtx-pro-6000-blackwell-96gb","href":"/hardware/rtx-pro-6000-blackwell-96gb","id":"rtx-pro-6000-blackwell-96gb","name":"RTX PRO 6000 Blackwell"},"model":{"api":"/api/v1/models/glm-5-3-flash","href":"/models/glm-5-3-flash","id":"glm-5-3-flash","name":"GLM-5.3-Flash"},"model_instance":{"api":"/api/v1/model-instances/zai-org-glm-5-3-flash--exl3-4bit","href":"/model-instances/zai-org-glm-5-3-flash--exl3-4bit","id":"zai-org-glm-5-3-flash--exl3-4bit","name":"zai-org/GLM-5.3-Flash"},"speed_sweep":[{"api":"/api/v1/speed-sweep/glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2-sweep","href":"/speed-sweep/glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2-sweep","id":"glm-5-3-flash-exl3-4bit-rtx-pro-6000-blackwell-96gb-vllm-tp2-sweep"}]}},"meta":{"source":"registry"}}