{ "config": { "model": "LiquidAI/LFM2.5-Encoder-350M-Spellchecker", "output_dir": "/tmp/minima-spellcheck", "output_repo": "ProCreations/minima-spellcheck", "dataset": "HuggingFaceFW/fineweb-edu", "dataset_config": "sample-10BT", "sequence_length": 128, "batch_size": 2, "gradient_accumulation": 4, "steps": 1000, "learning_rate": 5e-05, "group_size": 32, "recovery_rank": 128, "topk": 16, "eval_batches": 8, "seed": 77, "log_every": 50 }, "duration_seconds": 394.26561307907104, "trainable_parameters": 57020424, "tagger_label_top1_candidate_agreement": 0.9951171875, "detection_top1_agreement": 0.994140625, "correction_exact_agreement": 0.7, "correction_evaluation_examples": 20, "example_exact_agreement": 1.0, "examples": [ { "input": "She go to school every day .", "teacher": "She goes to school every day .", "minima": "She goes to school every day ." }, { "input": "I has went to the stor yesterday .", "teacher": "I went to the store yesterday .", "minima": "I went to the store yesterday ." }, { "input": "Their are many reason to study hard .", "teacher": "There are many reasons to study hard .", "minima": "There are many reasons to study hard ." }, { "input": "That 's a fair point , let 's discuss it tomorrow .", "teacher": "That 's a fair point , let 's discuss it tomorrow .", "minima": "That 's a fair point , let 's discuss it tomorrow ." } ], "history": [ { "step": 1, "elapsed_s": 9.728960990905762, "loss": 2.4879839420318604, "label": 1.3699460625648499, "detect": 0.3631512150168419, "hidden": 0.4682311415672302 }, { "step": 51, "elapsed_s": 47.39888334274292, "loss": 0.5646287947893143, "label": 0.21763740107417107, "detect": 0.027677168138325214, "hidden": 0.16657640412449837 }, { "step": 101, "elapsed_s": 64.47661709785461, "loss": 0.433330237865448, "label": 0.14443234354257584, "detect": 0.012719596037641168, "hidden": 0.1412690468132496 }, { "step": 151, "elapsed_s": 81.66340661048889, "loss": 0.374489426612854, "label": 0.12132998369634151, "detect": 0.0135470035020262, "hidden": 0.12319297343492508 }, { "step": 201, "elapsed_s": 98.94163203239441, "loss": 0.38375477492809296, "label": 0.12871305830776691, "detect": 0.015309339622035623, "hidden": 0.12369352579116821 }, { "step": 251, "elapsed_s": 116.117196559906, "loss": 0.4129961282014847, "label": 0.16921869292855263, "detect": 0.018067472614347935, "hidden": 0.11737184971570969 }, { "step": 301, "elapsed_s": 133.41278839111328, "loss": 0.3421344459056854, "label": 0.12530853413045406, "detect": 0.008865324780344963, "hidden": 0.10619662329554558 }, { "step": 351, "elapsed_s": 150.6108753681183, "loss": 0.4015732929110527, "label": 0.15202416479587555, "detect": 0.021410188637673855, "hidden": 0.11942201666533947 }, { "step": 401, "elapsed_s": 167.74786019325256, "loss": 0.3250713273882866, "label": 0.11101343296468258, "detect": 0.014453576179221272, "hidden": 0.10341555811464787 }, { "step": 451, "elapsed_s": 184.91804909706116, "loss": 0.30887674540281296, "label": 0.1138718631118536, "detect": 0.009780762484297156, "hidden": 0.09505725093185902 }, { "step": 501, "elapsed_s": 201.9468400478363, "loss": 0.2911076098680496, "label": 0.093521011993289, "detect": 0.011887337197549641, "hidden": 0.09582146629691124 }, { "step": 551, "elapsed_s": 218.95755100250244, "loss": 0.3279508873820305, "label": 0.12233076430857182, "detect": 0.012748322915285826, "hidden": 0.09962298162281513 }, { "step": 601, "elapsed_s": 235.95491790771484, "loss": 0.2837226167321205, "label": 0.08802595920860767, "detect": 0.006528681959025562, "hidden": 0.09621615894138813 }, { "step": 651, "elapsed_s": 252.9777970314026, "loss": 0.29664454981684685, "label": 0.1072889119386673, "detect": 0.010023394948802888, "hidden": 0.09217197075486183 }, { "step": 701, "elapsed_s": 270.00525283813477, "loss": 0.31047341972589493, "label": 0.11355133540928364, "detect": 0.01577813387848437, "hidden": 0.09451650828123093 }, { "step": 751, "elapsed_s": 287.11339259147644, "loss": 0.2924303859472275, "label": 0.09383961372077465, "detect": 0.008933465695008636, "hidden": 0.09706202149391174 }, { "step": 801, "elapsed_s": 304.38399958610535, "loss": 0.26952020823955536, "label": 0.08447664976119995, "detect": 0.01343391730915755, "hidden": 0.08916330337524414 }, { "step": 851, "elapsed_s": 321.6072781085968, "loss": 0.27088215947151184, "label": 0.08796967100352049, "detect": 0.008289208286441863, "hidden": 0.08938394114375114 }, { "step": 901, "elapsed_s": 338.75015807151794, "loss": 0.2826335057616234, "label": 0.09538542665541172, "detect": 0.010135660180822015, "hidden": 0.0910901241004467 }, { "step": 951, "elapsed_s": 355.75725746154785, "loss": 0.2881084829568863, "label": 0.09700636379420757, "detect": 0.014985204674303532, "hidden": 0.0918047558516264 }, { "step": 1000, "elapsed_s": 372.5106551647186, "loss": 0.3113468959927559, "label": 0.1258483398705721, "detect": 0.012814029469154775, "hidden": 0.08954576589167118 } ] }