{ "run_id": "20260831T133636Z", "created_at": "2026-08-31T13:37:14.110488+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", "warmups": 2, "rounds": 5, "max_tokens": 128, "seed": 42, "output_dir": "/Users/christianmeyer/Documents/git/lai_automatisierung/benchmarks/inference/direct-results" }, "load_s": 3.066661207994912, "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", "requests": 5, "successes": 5, "ttft_s_mean": 0.4445558497915044, "ttft_s_p50": 0.48620820802170783, "ttft_s_p95": 0.518837732996326, "total_s_mean": 4.9355954667902555, "total_s_p50": 4.966667582979426, "total_s_p95": 5.034370008390397, "prompt_tps_mean": 107.94239735907567, "prompt_tps_p50": 107.53363787342614, "prompt_tps_p95": 135.27062378239268, "decode_tps_mean": 28.570950408778582, "decode_tps_p50": 28.53361993265224, "decode_tps_p95": 28.826484879691197, "request_tps_mean": 25.943347049499913, "request_tps_p50": 25.771807325831702, "request_tps_p95": 26.64316963019791, "peak_memory_gb": 15.479377792 } }