{ "run_id": "20260831T134407Z", "created_at": "2026-08-31T13:44:45.718463+00:00", "host": { "platform": "macOS-15.6-arm64-arm-64bit", "machine": "arm64", "python": "3.12.8" }, "arguments": { "model": "mlx-community/Qwen3.8-27B-nvfp4", "label": "qwen3.8-27b-nvfp4-rerun", "warmups": 2, "rounds": 5, "max_tokens": 128, "seed": 42, "output_dir": "/Users/christianmeyer/Documents/git/lai_automatisierung/benchmarks/inference/direct-results" }, "load_s": 3.153125083015766, "mlx_version": "0.32.0", "device": "Device(gpu, 0)", "prompts": { "short": "In exactly four concise bullet points, explain why database transactions are useful. Do not use a heading.", "medium": "You are reviewing a Laravel service that transfers money between two accounts. Explain the failure modes involving concurrency, partial writes, retries, and audit logs. Then provide a robust implementation plan. Keep the response technical and concise.", "code": "Write a Python 3.12 function named merge_intervals that accepts a list of integer pairs, validates each pair, merges overlapping or adjacent intervals, and returns sorted tuples. Include type hints, a short docstring, and five assert-based examples. Output only code." }, "summary": { "runtime": "mlx-lm-direct", "model": "qwen3.8-27b-nvfp4-rerun", "requests": 5, "successes": 5, "ttft_s_mean": 0.46268870839849113, "ttft_s_p50": 0.5028267079615034, "ttft_s_p95": 0.5507681754184887, "total_s_mean": 5.0599139665835535, "total_s_p50": 5.047160332964268, "total_s_p95": 5.222982274997048, "prompt_tps_mean": 103.80325950757997, "prompt_tps_p50": 102.6553925326314, "prompt_tps_p95": 128.99882432098076, "decode_tps_mean": 27.91928963114296, "decode_tps_p50": 27.87385628056727, "decode_tps_p95": 28.51407145210707, "request_tps_mean": 25.315032232739288, "request_tps_p50": 25.360795289977208, "request_tps_p95": 26.258409367849122, "peak_memory_gb": 15.479377792 } }