{ "n": 200, "images": 199, "accuracy_all": 0.63, "accuracy": { "noul": null, "choice": 0.63 }, "nll": 0.9023860797262202, "brier": 0.48241933227960376, "ece": 0.05323468044400214, "ece_bins": 15, "reliability": [ { "bin": [ 0.2, 0.3 ], "n": 8, "confidence": 0.28236541524529457, "accuracy": 0.25 }, { "bin": [ 0.3, 0.4 ], "n": 41, "confidence": 0.3474449958743119, "accuracy": 0.36585365853658536 }, { "bin": [ 0.4, 0.5 ], "n": 31, "confidence": 0.44290193915367126, "accuracy": 0.5161290322580645 }, { "bin": [ 0.5, 0.6 ], "n": 20, "confidence": 0.5382369369268417, "accuracy": 0.6 }, { "bin": [ 0.6, 0.7 ], "n": 29, "confidence": 0.6475593776538454, "accuracy": 0.6206896551724138 }, { "bin": [ 0.7, 0.8 ], "n": 18, "confidence": 0.7407801515526242, "accuracy": 0.7777777777777778 }, { "bin": [ 0.8, 0.9 ], "n": 17, "confidence": 0.8483305994202109, "accuracy": 0.9411764705882353 }, { "bin": [ 0.9, 1.0 ], "n": 36, "confidence": 0.9695057719945908, "accuracy": 0.9166666666666666 } ], "thresholds": { "0.6": { "coverage": 0.5, "accuracy": 0.81 }, "0.7": { "coverage": 0.355, "accuracy": 0.8873239436619719 }, "0.8": { "coverage": 0.265, "accuracy": 0.9245283018867925 }, "0.9": { "coverage": 0.18, "accuracy": 0.9166666666666666 } }, "by_source": { "aokvqa": { "n": 200, "images": 199, "accuracy": 0.63, "nll": 0.9023860797262202, "ece": 0.05323468044400214 } }, "by_kind": { "aokvqa": { "n": 200, "images": 199, "accuracy": 0.63, "nll": 0.9023860797262202, "ece": 0.05323468044400214 } }, "by_axis": { "-": { "n": 200, "images": 199, "accuracy": 0.63, "nll": 0.9023860797262202, "ece": 0.05323468044400214 } }, "by_options": { "4": { "n": 200, "images": 199, "accuracy": 0.63, "nll": 0.9023860797262202, "ece": 0.05323468044400214 } }, "ms_per_question": { "p50": 289.0499159984756, "p95": 301.4491552057734, "overall": 289.6095040804357 }, "request_latency_ms": { "p50": 289.0499159984756, "p95": 301.4491552057734, "requests": 200, "warmup_excluded": 3 }, "questions_per_request": { "mean": 1.0, "p50": 1.0, "max": 1 }, "latency_ms": { "p50": 289.0499159984756, "p95": 301.4491552057734, "requests": 200, "warmup_excluded": 3 }, "control": "none", "model": "devision-v0.3", "reading": { "mode": "none", "routed_questions": 0, "read_questions": 0 }, "temperature": { "choice": 2.3641862869262695, "noul": 1.0895380973815918, "by_options": { "choice:2": 3.563119649887085, "choice:3-5": 2.1145524978637695, "noul:2": 1.0895380973815918 } }, "grouping": { "max_questions_per_request": 1, "by": "none (one question per request)", "max_questions_per_call": "one request per call" }, "environment": { "threads": 4, "machine": "x86_64", "system": "Linux" }, "run": { "checkpoint": "runs/r21-soft/train", "data": "runs/v04-cpu/latency200.jsonl", "data_sha256": "e0f4d5b0f82ff59ba91d141f49833ad9a097ac36842b98c32e2c4a834d0b9691", "role": "monitoring", "device": "cpu", "temperature": "fitted", "control": "none", "seed": 0, "code": "a6b4e8a+dirty", "reading": { "mode": "none", "routed_questions": 0, "read_questions": 0 }, "code_identity": { "modules": { "devision": { "path": "/home/bruce/proj/devision/src/devision/__init__.py", "sha256": "aa00e0d329f33444a51bc4cab7691911b6b226664fdc2fbd438103de8d0c27a1" }, "devision.image": { "path": "/home/bruce/proj/devision/src/devision/image.py", "sha256": "a139a63f985b8a210de4b9a5327dd56cc078a986cb36ebcc7fd3c4aba4bef312" }, "devision.infer": { "path": "/home/bruce/proj/devision/src/devision/infer.py", "sha256": "d7e3e5f8bc54278cbdba99f77da567344cf40e9748c6b1a55ecb48e48d593893" }, "devision.model": { "path": "/home/bruce/proj/devision/src/devision/model.py", "sha256": "079e9c9c60545242146a99ec66ba09a5cd1435545967b37b2649e071b3245209" }, "devision.reading": { "path": "/home/bruce/proj/devision/src/devision/reading.py", "sha256": "dc2f3cc2151ec4761dcfc404b28d609a932aac70ff0ff02b0dd6e170b6c1f8ba" }, "devision.train": { "path": "/home/bruce/proj/devision/src/devision/train/__init__.py", "sha256": "16c32ba2bae66029fb0afd4946827c475729aa45c7dde335864d002c564df289" }, "devision.train.cli": { "path": "/home/bruce/proj/devision/src/devision/train/cli.py", "sha256": "aab8811a63c89726fd78dd7ea88ab930c6d115b529a011173ccc8637f081d342" }, "devision.train.evaluate": { "path": "/home/bruce/proj/devision/src/devision/train/evaluate.py", "sha256": "4d5df39b37b0854ead1b8c7d0a04933e24ab9b05e0e341f0bdbfbc6911af2d90" }, "devision.train.samples": { "path": "/home/bruce/proj/devision/src/devision/train/samples.py", "sha256": "5a4d5a75ec31380f5470a22c0ba4e370e170ba0499e5d4a77ed573450f9c3e31" } }, "version": "0.3.0.dev1", "python": "3.12.3" } } }