{ "model": "meta-encoder-mlx-4bit", "load_seconds": 4.304674542014254, "embedding_dim": 6656, "checks": [ { "name": "text_animal", "seconds": 3.765016416000435, "scores": [ 0.3861164450645447, 0.2507832944393158, 0.19388027489185333 ], "candidates": [ "cat", "dog", "horse" ], "predicted": "cat", "expected": "cat", "correct": true, "norms": [ 1.0, 1.0, 1.0, 0.9999999403953552 ] }, { "name": "text_action", "seconds": 1.8200458750070538, "scores": [ 0.6188708543777466, 0.17132438719272614, 0.19522921741008759 ], "candidates": [ "Click Cancel order", "Open profile settings", "Search products" ], "predicted": "Click Cancel order", "expected": "Click Cancel order", "correct": true, "norms": [ 1.0, 1.0, 1.0, 1.0 ] }, { "name": "image_color", "seconds": 1.9545344169891905, "scores": [ 0.4928099513053894, 0.4084464907646179, 0.40224990248680115 ], "candidates": [ "red", "blue", "green" ], "predicted": "red", "expected": "red", "correct": true, "norms": [ 1.0, 1.0, 1.0, 1.0 ] }, { "name": "video_color", "seconds": 1.4857492909941357, "scores": [ 0.5262743830680847, 0.4340401291847229, 0.418895423412323 ], "candidates": [ "red", "blue", "green" ], "predicted": "red", "expected": "red", "correct": true, "norms": [ 1.0, 1.0, 1.0, 1.0 ] } ], "total_seconds": 13.330337374994997, "peak_mlx_memory_gb": 19.696706988, "bf16_mlx_reference_task_cosine": 0.97298264503479, "bf16_mlx_reference_video_task_cosine": 0.9559712409973145, "reference_scope": "One text task and one two-frame video task compared with streamed BF16 MLX inference from the original checkpoint. Full-model Transformers parity and benchmark accuracy were not measured." }