{ "run_id": "20260831T133721Z", "created_at": "2026-08-31T13:38:28.661722+00:00", "host": { "platform": "macOS-15.6-arm64-arm-64bit", "machine": "arm64", "python": "3.12.8" }, "arguments": { "model": "mlx-community/Qwen3.8-27B-mxfp8", "label": "qwen3.8-27b-mxfp8", "warmups": 2, "rounds": 5, "max_tokens": 128, "seed": 42, "output_dir": "/Users/christianmeyer/Documents/git/lai_automatisierung/benchmarks/inference/direct-results" }, "load_s": 5.387068083975464, "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-mxfp8", "requests": 5, "successes": 5, "ttft_s_mean": 0.6405866249930113, "ttft_s_p50": 0.6006166669540107, "ttft_s_p95": 0.993492508213967, "total_s_mean": 8.97830267478712, "total_s_p50": 8.952084249991458, "total_s_p95": 9.543902474397328, "prompt_tps_mean": 77.25518114106583, "prompt_tps_p50": 69.803885982221, "prompt_tps_p95": 108.54351756783554, "decode_tps_mean": 15.141694584402668, "decode_tps_p50": 15.417877788139895, "decode_tps_p95": 15.90376325022775, "request_tps_mean": 14.036390549836813, "request_tps_p50": 14.298346220336581, "request_tps_p95": 14.998850485179887, "peak_memory_gb": 28.05746427 } }