{ "environment": { "created_at": "2026-10-20T01:23:12.711589+00:00", "chip": "Apple M3 Max", "memory_bytes": 137438953472, "os": "macOS-27.2-arm64-arm-64bit", "python": "3.12.13", "packages": { "coremltools": "9.0", "numpy": "2.1.3", "torch": "2.7.0", "tokenizers": "0.23.2" }, "source_sha256": "f8025d7710b5f8ab9bcd4bf66ac368529e7ffdcd436c2e5fa6bb90bfc99c257e" }, "model": "laya", "export": { "format": "laya-coreml", "format_version": 1, "option_layout": "sequential", "source": "../laya-mlx/models/laya", "revision": null, "source_weights_sha256": "891102d372688fc2a094dac56a384bc537b87c63f21f9f3dac0be2b7cbc8d86c", "precision": "float16", "attention": "sdpa", "attention_mask_construction": "integer_positions_v2", "minimum_deployment_target": "macOS15 / iOS18", "shape": { "batch_size": 1, "max_length": 512, "min_length": 16, "default_length": 128, "max_options": 32, "flexible": true, "mode": "enumerated", "lengths": [ 16, 32, 48, 64, 80, 96, 112, 128, 192, 256, 384, 512 ] }, "versions": { "coremltools": "9.0", "torch": "2.7.0", "numpy": "2.1.3" }, "conversion_seconds": 13.752809875000821, "files": { "batches/b16/model.mlpackage/Data/com.apple.CoreML/model.mlmodel": { "bytes": 610258, "sha256": "07c9480cfb446958aa46a7d75161dea6fb33f1dae72cd47c0c041bf1ba5c023e" }, "batches/b16/model.mlpackage/Data/com.apple.CoreML/weights/weight.bin": { "bytes": 842753024, "sha256": "7419bfa05393ec6e1f585d7c19841f0ec2d2d23e28a80a7ed151c9b54d69b37a" }, "batches/b16/model.mlpackage/Manifest.json": { "bytes": 617, "sha256": "28261c8a23a48f96b9d8f407960ef47c81254a4b30fa1e40c59e263140c83020" }, "batches/b2/model.mlpackage/Data/com.apple.CoreML/model.mlmodel": { "bytes": 610258, "sha256": "e4ed630951bc6d99dd45d33dca057af304ef5ec6e80da224efd51ad7236dbefc" }, "batches/b2/model.mlpackage/Data/com.apple.CoreML/weights/weight.bin": { "bytes": 842753024, "sha256": "7419bfa05393ec6e1f585d7c19841f0ec2d2d23e28a80a7ed151c9b54d69b37a" }, "batches/b2/model.mlpackage/Manifest.json": { "bytes": 617, "sha256": "e31389d929ebfa33c5d9b3aea5ae40da0862c7cb38b7c68c0f1faf6ad3265a27" }, "batches/b4/model.mlpackage/Data/com.apple.CoreML/model.mlmodel": { "bytes": 610258, "sha256": "7016defe9cbc733498dec36d658fc6be7d931c1d56f01fd35f3869448e10026f" }, "batches/b4/model.mlpackage/Data/com.apple.CoreML/weights/weight.bin": { "bytes": 842753024, "sha256": "7419bfa05393ec6e1f585d7c19841f0ec2d2d23e28a80a7ed151c9b54d69b37a" }, "batches/b4/model.mlpackage/Manifest.json": { "bytes": 617, "sha256": "c73c445de53e68b0ad574538b2bccca697bfa7f10965a2db1be3160b4034c513" }, "encoder/config.json": { "bytes": 2083, "sha256": "bf3ab80598fdccf414855a2ce80f22859e4492d06ca8a62ddd1cfb63972f8979" }, "model.mlpackage/Data/com.apple.CoreML/model.mlmodel": { "bytes": 610258, "sha256": "25c7779914801424f09414ab760205c2109f8f122aa737a0538c4e1f088f73c6" }, "model.mlpackage/Data/com.apple.CoreML/weights/weight.bin": { "bytes": 842753024, "sha256": "7419bfa05393ec6e1f585d7c19841f0ec2d2d23e28a80a7ed151c9b54d69b37a" }, "model.mlpackage/Manifest.json": { "bytes": 617, "sha256": "55cc6b266dbb5c97ce41c28c1ece66174f4a89bf54bab5e9889e4c0a13af2038" }, "rl_agent_config.json": { "bytes": 745, "sha256": "ae287b56bbcf5f8c4f4541ae9dfd00c914c4c48b940b8398c3058af37ba92bbd" }, "tokenizer/tokenizer.json": { "bytes": 3583228, "sha256": "6c8aaa9a542084f2457eab775d4eeb51f92a70c0fd9de28d5edb0ddec3c08d30" }, "tokenizer/tokenizer_config.json": { "bytes": 308, "sha256": "50044de60daaa73df97d262e15a40d4faf0160e7d742df64b377877a1320dd12" } }, "batch_variants": [ { "package": "batches/b2/model.mlpackage", "shape": { "batch_size": 2, "max_length": 512, "min_length": 16, "default_length": 128, "max_options": 32, "flexible": true, "mode": "enumerated", "lengths": [ 16, 32, 48, 64, 80, 96, 112, 128, 192, 256, 384, 512 ] } }, { "package": "batches/b4/model.mlpackage", "shape": { "batch_size": 4, "max_length": 512, "min_length": 16, "default_length": 128, "max_options": 32, "flexible": true, "mode": "enumerated", "lengths": [ 16, 32, 48, 64, 80, 96, 112, 128, 192, 256, 384, 512 ] } }, { "package": "batches/b16/model.mlpackage", "shape": { "batch_size": 16, "max_length": 512, "min_length": 16, "default_length": 128, "max_options": 32, "flexible": true, "mode": "enumerated", "lengths": [ 16, 32, 48, 64, 80, 96, 112, 128, 192, 256, 384, 512 ] } } ] }, "reference_sha256": "efc2dc32ce042142210510cef0121c619bcfe0abb541119ea1ccb17563d13de4", "compute_units": "cpu_gpu", "load_seconds": 4.339303665998159, "cases": [ { "name": "email", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.00036248411817829673, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.011515617370605469, "public_result_equal": false, "public_result_differences": [] }, { "name": "en", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0005794522064193064, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.0030579566955566406, "public_result_equal": false, "public_result_differences": [] }, { "name": "zh", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0033076258324740704, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.020889997482299805, "public_result_equal": false, "public_result_differences": [] }, { "name": "de", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0014419040982275866, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.025826990604400635, "public_result_equal": false, "public_result_differences": [] }, { "name": "fr", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0019683208807920183, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.011814594268798828, "public_result_equal": false, "public_result_differences": [] }, { "name": "es", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.003062455574691314, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.01711207628250122, "public_result_equal": false, "public_result_differences": [] }, { "name": "hi", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0022815510838266606, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.01277017593383789, "public_result_equal": false, "public_result_differences": [] }, { "name": "ja", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0012594393266427695, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.011377334594726562, "public_result_equal": false, "public_result_differences": [] }, { "name": "ru", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0010868776635046817, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.009341925382614136, "public_result_equal": false, "public_result_differences": [] }, { "name": "empty_state", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.000519360980224759, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.0066835880279541016, "public_result_equal": false, "public_result_differences": [] }, { "name": "long", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0003138214746256085, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.0040740966796875, "public_result_equal": false, "public_result_differences": [] }, { "name": "conversation", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0001506211279515418, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.004204750061035156, "public_result_equal": false, "public_result_differences": [] }, { "name": "mask_literals", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.00043326147227729095, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.0048542022705078125, "public_result_equal": false, "public_result_differences": [] }, { "name": "many_questions", "questions": 20, "tokens_equal": true, "argmax_agreements": 20, "probability_max_abs_error": 0.00036248590012000204, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.011516094207763672, "public_result_equal": false, "public_result_differences": [] }, { "name": "structured", "questions": 3, "tokens_equal": true, "argmax_agreements": 3, "probability_max_abs_error": 0.0006351234277632567, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.008380889892578125, "public_result_equal": false, "public_result_differences": [] }, { "name": "twenty_options", "questions": 1, "tokens_equal": true, "argmax_agreements": 1, "probability_max_abs_error": 4.869884462355145e-08, "action_probability_max_abs_error": 0.0, "logits_max_abs_error": 0.007397174835205078, "public_result_equal": true, "public_result_differences": [] } ], "questions": 63, "argmax_agreements": 63, "probability_max_abs_error": 0.0033076258324740704, "action_probability_max_abs_error": 0.0, "probability_tolerance": 0.02, "passed": true, "stability": { "calls": 100, "shape_cache_capacity": 4, "maximum_cached_instances": 4, "seconds": 4.513573000000179, "rounded_public_results_identical": true, "rss_before": 3307798528, "rss_after": 3310632960, "rss_samples": [ 3307798528, 3308093440, 3308634112, 3309191168, 3309289472, 3309584384, 3309830144, 3309879296, 3310206976, 3310419968, 3310632960 ], "memory_note": "Process RSS includes Core ML/framework caches; not an active-tensor allocator measurement" }, "cache_released_on_close": true }