Path Lines of Code agents/aide/config.yaml 130 agents/dummy/config.yaml 3 agents/dummy/main.py 19 agents/mlagentbench/benchmark_dir/env/train.py 8 agents/mlagentbench/benchmark_dir/scripts/prepare.py 1 agents/mlagentbench/config.yaml 20 agents/opendevin/config.yaml 13 agents/opendevin/setup.py 39 agents/opendevin/start.py 134 agents/opendevin/templates.py 5 agents/opendevin/utils.py 18 agents/registry.py 78 agents/run.py 100 agents/utils.py 22 environment/__init__.py 1 environment/defaults.py 4 environment/grading_server.py 28 environment/utils.py 90 experiments/familiarity/familiarity.py 213 experiments/familiarity/get_discussion_posts.py 34 experiments/make_submission.py 84 extras/kernels/download_kernel_references.py 57 extras/kernels/download_kernels.py 121 extras/plagiarism_detector/analyze.py 118 extras/plagiarism_detector/dolos_wrapper.mjs 32 extras/plagiarism_detector/run.py 30 extras/rule_violation_detector/analyze.py 232 extras/rule_violation_detector/prompts.py 28 extras/rule_violation_detector/run.py 42 mlebench/__init__.py 1 mlebench/cli.py 200 mlebench/competitions/3d-object-detection-for-autonomous-vehicles/checksums.yaml 6 mlebench/competitions/3d-object-detection-for-autonomous-vehicles/config.yaml 19 mlebench/competitions/3d-object-detection-for-autonomous-vehicles/grade.py 85 mlebench/competitions/3d-object-detection-for-autonomous-vehicles/mAP_evaluation.py 215 mlebench/competitions/3d-object-detection-for-autonomous-vehicles/prepare.py 324 mlebench/competitions/AI4Code/checksums.yaml 7 mlebench/competitions/AI4Code/config.yaml 23 mlebench/competitions/AI4Code/grade.py 48 mlebench/competitions/AI4Code/prepare.py 55 mlebench/competitions/__init__.py 1 mlebench/competitions/aerial-cactus-identification/checksums.yaml 6 mlebench/competitions/aerial-cactus-identification/config.yaml 13 mlebench/competitions/aerial-cactus-identification/grade.py 8 mlebench/competitions/aerial-cactus-identification/prepare.py 47 mlebench/competitions/alaska2-image-steganalysis/checksums.yaml 5 mlebench/competitions/alaska2-image-steganalysis/config.yaml 19 mlebench/competitions/alaska2-image-steganalysis/grade.py 64 mlebench/competitions/alaska2-image-steganalysis/prepare.py 61 mlebench/competitions/aptos2019-blindness-detection/checksums.yaml 7 mlebench/competitions/aptos2019-blindness-detection/config.yaml 21 mlebench/competitions/aptos2019-blindness-detection/grade.py 24 mlebench/competitions/aptos2019-blindness-detection/prepare.py 50 mlebench/competitions/billion-word-imputation/checksums.yaml 5 mlebench/competitions/billion-word-imputation/config.yaml 13 mlebench/competitions/billion-word-imputation/grade.py 26 mlebench/competitions/billion-word-imputation/prepare.py 72 mlebench/competitions/bms-molecular-translation/checksums.yaml 7 mlebench/competitions/bms-molecular-translation/config.yaml 19 mlebench/competitions/bms-molecular-translation/grade.py 25 mlebench/competitions/bms-molecular-translation/prepare.py 43 mlebench/competitions/cassava-leaf-disease-classification/checksums.yaml 7 mlebench/competitions/cassava-leaf-disease-classification/config.yaml 25 mlebench/competitions/cassava-leaf-disease-classification/grade.py 9 mlebench/competitions/cassava-leaf-disease-classification/prepare.py 84 mlebench/competitions/cdiscount-image-classification-challenge/checksums.yaml 9 mlebench/competitions/cdiscount-image-classification-challenge/config.yaml 19 mlebench/competitions/cdiscount-image-classification-challenge/grade.py 8 mlebench/competitions/cdiscount-image-classification-challenge/prepare.py 95 mlebench/competitions/chaii-hindi-and-tamil-question-answering/checksums.yaml 7 mlebench/competitions/chaii-hindi-and-tamil-question-answering/config.yaml 23 mlebench/competitions/chaii-hindi-and-tamil-question-answering/grade.py 37 mlebench/competitions/chaii-hindi-and-tamil-question-answering/prepare.py 18 mlebench/competitions/champs-scalar-coupling/checksums.yaml 13 mlebench/competitions/champs-scalar-coupling/config.yaml 23 mlebench/competitions/champs-scalar-coupling/grade.py 35 mlebench/competitions/champs-scalar-coupling/prepare.py 84 mlebench/competitions/denoising-dirty-documents/checksums.yaml 5 mlebench/competitions/denoising-dirty-documents/config.yaml 13 mlebench/competitions/denoising-dirty-documents/grade.py 32 mlebench/competitions/denoising-dirty-documents/prepare.py 93 mlebench/competitions/detecting-insults-in-social-commentary/checksums.yaml 8 mlebench/competitions/detecting-insults-in-social-commentary/config.yaml 20 mlebench/competitions/detecting-insults-in-social-commentary/grade.py 8 mlebench/competitions/detecting-insults-in-social-commentary/prepare.py 54 mlebench/competitions/dog-breed-identification/checksums.yaml 6 mlebench/competitions/dog-breed-identification/config.yaml 13 mlebench/competitions/dog-breed-identification/dogs.py 3 mlebench/competitions/dog-breed-identification/grade.py 33 mlebench/competitions/dog-breed-identification/prepare.py 34 mlebench/competitions/dogs-vs-cats-redux-kernels-edition/checksums.yaml 5 mlebench/competitions/dogs-vs-cats-redux-kernels-edition/config.yaml 13 mlebench/competitions/dogs-vs-cats-redux-kernels-edition/grade.py 31 mlebench/competitions/dogs-vs-cats-redux-kernels-edition/prepare.py 52 mlebench/competitions/facebook-recruiting-iii-keyword-extraction/checksums.yaml 7 mlebench/competitions/facebook-recruiting-iii-keyword-extraction/config.yaml 13 mlebench/competitions/facebook-recruiting-iii-keyword-extraction/grade.py 39 mlebench/competitions/facebook-recruiting-iii-keyword-extraction/prepare.py 27 mlebench/competitions/freesound-audio-tagging-2019/checksums.yaml 7 mlebench/competitions/freesound-audio-tagging-2019/config.yaml 12 mlebench/competitions/freesound-audio-tagging-2019/grade.py 37 mlebench/competitions/freesound-audio-tagging-2019/prepare.py 61 mlebench/competitions/freesound-audio-tagging-2019/vocabulary.py 83 mlebench/competitions/google-quest-challenge/checksums.yaml 7 mlebench/competitions/google-quest-challenge/classes.py 32 mlebench/competitions/google-quest-challenge/config.yaml 23 mlebench/competitions/google-quest-challenge/grade.py 34 mlebench/competitions/google-quest-challenge/prepare.py 37 mlebench/competitions/google-research-identify-contrails-reduce-global-warming/checksums.yaml 7 mlebench/competitions/google-research-identify-contrails-reduce-global-warming/config.yaml 25 mlebench/competitions/google-research-identify-contrails-reduce-global-warming/grade.py 52 mlebench/competitions/google-research-identify-contrails-reduce-global-warming/prepare.py 122 mlebench/competitions/h-and-m-personalized-fashion-recommendations/checksums.yaml 8 mlebench/competitions/h-and-m-personalized-fashion-recommendations/config.yaml 25 mlebench/competitions/h-and-m-personalized-fashion-recommendations/grade.py 27 mlebench/competitions/h-and-m-personalized-fashion-recommendations/prepare.py 66 mlebench/competitions/herbarium-2020-fgvc7/checksums.yaml 5 mlebench/competitions/herbarium-2020-fgvc7/config.yaml 13 mlebench/competitions/herbarium-2020-fgvc7/grade.py 22 mlebench/competitions/herbarium-2020-fgvc7/prepare.py 176 mlebench/competitions/herbarium-2021-fgvc8/checksums.yaml 5 mlebench/competitions/herbarium-2021-fgvc8/config.yaml 13 mlebench/competitions/herbarium-2021-fgvc8/grade.py 22 mlebench/competitions/herbarium-2021-fgvc8/prepare.py 176 mlebench/competitions/herbarium-2022-fgvc9/checksums.yaml 7 mlebench/competitions/herbarium-2022-fgvc9/config.yaml 13 mlebench/competitions/herbarium-2022-fgvc9/grade.py 20 mlebench/competitions/herbarium-2022-fgvc9/prepare.py 156 mlebench/competitions/histopathologic-cancer-detection/checksums.yaml 6 mlebench/competitions/histopathologic-cancer-detection/config.yaml 13 mlebench/competitions/histopathologic-cancer-detection/grade.py 9 mlebench/competitions/histopathologic-cancer-detection/prepare.py 44 mlebench/competitions/hms-harmful-brain-activity-classification/checksums.yaml 8 mlebench/competitions/hms-harmful-brain-activity-classification/config.yaml 24 mlebench/competitions/hms-harmful-brain-activity-classification/constants.py 9 mlebench/competitions/hms-harmful-brain-activity-classification/grade.py 28 mlebench/competitions/hms-harmful-brain-activity-classification/kaggle_metric_utilities.py 56 mlebench/competitions/hms-harmful-brain-activity-classification/kullback_leibler_divergence.py 60 mlebench/competitions/hms-harmful-brain-activity-classification/prepare.py 98 mlebench/competitions/hotel-id-2021-fgvc8/checksums.yaml 6 mlebench/competitions/hotel-id-2021-fgvc8/config.yaml 13 mlebench/competitions/hotel-id-2021-fgvc8/grade.py 27 mlebench/competitions/hotel-id-2021-fgvc8/prepare.py 48 mlebench/competitions/hubmap-kidney-segmentation/checksums.yaml 8 mlebench/competitions/hubmap-kidney-segmentation/config.yaml 26 mlebench/competitions/hubmap-kidney-segmentation/grade.py 43 mlebench/competitions/hubmap-kidney-segmentation/prepare.py 81 mlebench/competitions/icecube-neutrinos-in-deep-ice/checksums.yaml 8 mlebench/competitions/icecube-neutrinos-in-deep-ice/config.yaml 31 mlebench/competitions/icecube-neutrinos-in-deep-ice/grade.py 59 mlebench/competitions/icecube-neutrinos-in-deep-ice/prepare.py 96 mlebench/competitions/imet-2020-fgvc7/checksums.yaml 7 mlebench/competitions/imet-2020-fgvc7/config.yaml 13 mlebench/competitions/imet-2020-fgvc7/grade.py 35 mlebench/competitions/imet-2020-fgvc7/prepare.py 54 mlebench/competitions/inaturalist-2019-fgvc6/checksums.yaml 8 mlebench/competitions/inaturalist-2019-fgvc6/config.yaml 13 mlebench/competitions/inaturalist-2019-fgvc6/grade.py 23 mlebench/competitions/inaturalist-2019-fgvc6/prepare.py 203 mlebench/competitions/invasive-species-monitoring/checksums.yaml 5 mlebench/competitions/invasive-species-monitoring/config.yaml 13 mlebench/competitions/invasive-species-monitoring/grade.py 8 mlebench/competitions/invasive-species-monitoring/prepare.py 70 mlebench/competitions/iwildcam-2019-fgvc6/checksums.yaml 8 mlebench/competitions/iwildcam-2019-fgvc6/config.yaml 13 mlebench/competitions/iwildcam-2019-fgvc6/grade.py 29 mlebench/competitions/iwildcam-2019-fgvc6/prepare.py 82 mlebench/competitions/iwildcam-2020-fgvc7/checksums.yaml 8 mlebench/competitions/iwildcam-2020-fgvc7/config.yaml 13 mlebench/competitions/iwildcam-2020-fgvc7/grade.py 8 mlebench/competitions/iwildcam-2020-fgvc7/prepare.py 112 mlebench/competitions/jigsaw-toxic-comment-classification-challenge/checksums.yaml 7 mlebench/competitions/jigsaw-toxic-comment-classification-challenge/classes.py 1 mlebench/competitions/jigsaw-toxic-comment-classification-challenge/config.yaml 19 mlebench/competitions/jigsaw-toxic-comment-classification-challenge/grade.py 34 mlebench/competitions/jigsaw-toxic-comment-classification-challenge/prepare.py 29 mlebench/competitions/jigsaw-unintended-bias-in-toxicity-classification/checksums.yaml 7 mlebench/competitions/jigsaw-unintended-bias-in-toxicity-classification/config.yaml 33 mlebench/competitions/jigsaw-unintended-bias-in-toxicity-classification/grade.py 95 mlebench/competitions/jigsaw-unintended-bias-in-toxicity-classification/prepare.py 25 mlebench/competitions/kuzushiji-recognition/checksums.yaml 8 mlebench/competitions/kuzushiji-recognition/config.yaml 24 mlebench/competitions/kuzushiji-recognition/grade.py 30 mlebench/competitions/kuzushiji-recognition/kuzushiji_metric.py 73 mlebench/competitions/kuzushiji-recognition/prepare.py 57 mlebench/competitions/leaf-classification/checksums.yaml 7 mlebench/competitions/leaf-classification/classes.py 101 mlebench/competitions/leaf-classification/config.yaml 13 mlebench/competitions/leaf-classification/grade.py 32 mlebench/competitions/leaf-classification/prepare.py 38 mlebench/competitions/learning-agency-lab-automated-essay-scoring-2/checksums.yaml 7 mlebench/competitions/learning-agency-lab-automated-essay-scoring-2/config.yaml 25 mlebench/competitions/learning-agency-lab-automated-essay-scoring-2/grade.py 29 mlebench/competitions/learning-agency-lab-automated-essay-scoring-2/prepare.py 36 mlebench/competitions/lmsys-chatbot-arena/checksums.yaml 7 mlebench/competitions/lmsys-chatbot-arena/config.yaml 23 mlebench/competitions/lmsys-chatbot-arena/grade.py 39 mlebench/competitions/lmsys-chatbot-arena/prepare.py 37 mlebench/competitions/ml2021spring-hw2/checksums.yaml 5 mlebench/competitions/ml2021spring-hw2/config.yaml 13 mlebench/competitions/ml2021spring-hw2/grade.py 8 mlebench/competitions/ml2021spring-hw2/prepare.py 40 mlebench/competitions/mlsp-2013-birds/checksums.yaml 5 mlebench/competitions/mlsp-2013-birds/config.yaml 19 mlebench/competitions/mlsp-2013-birds/grade.py 8 mlebench/competitions/mlsp-2013-birds/prepare.py 143 mlebench/competitions/movie-review-sentiment-analysis-kernels-only/checksums.yaml 5 mlebench/competitions/movie-review-sentiment-analysis-kernels-only/config.yaml 13 mlebench/competitions/movie-review-sentiment-analysis-kernels-only/grade.py 8 mlebench/competitions/movie-review-sentiment-analysis-kernels-only/prepare.py 38 mlebench/competitions/multi-modal-gesture-recognition/checksums.yaml 7 mlebench/competitions/multi-modal-gesture-recognition/config.yaml 25 mlebench/competitions/multi-modal-gesture-recognition/grade.py 35 mlebench/competitions/multi-modal-gesture-recognition/prepare.py 45 mlebench/competitions/new-york-city-taxi-fare-prediction/checksums.yaml 7 mlebench/competitions/new-york-city-taxi-fare-prediction/config.yaml 13 mlebench/competitions/new-york-city-taxi-fare-prediction/grade.py 18 mlebench/competitions/new-york-city-taxi-fare-prediction/prepare.py 29 mlebench/competitions/nfl-player-contact-detection/checksums.yaml 12 mlebench/competitions/nfl-player-contact-detection/config.yaml 23 mlebench/competitions/nfl-player-contact-detection/grade.py 25 mlebench/competitions/nfl-player-contact-detection/prepare.py 77 mlebench/competitions/nomad2018-predict-transparent-conductors/checksums.yaml 7 mlebench/competitions/nomad2018-predict-transparent-conductors/config.yaml 19 mlebench/competitions/nomad2018-predict-transparent-conductors/grade.py 39 mlebench/competitions/nomad2018-predict-transparent-conductors/prepare.py 55 mlebench/competitions/osic-pulmonary-fibrosis-progression/checksums.yaml 7 mlebench/competitions/osic-pulmonary-fibrosis-progression/config.yaml 19 mlebench/competitions/osic-pulmonary-fibrosis-progression/grade.py 52 mlebench/competitions/osic-pulmonary-fibrosis-progression/prepare.py 72 mlebench/competitions/paddy-disease-classification/checksums.yaml 6 mlebench/competitions/paddy-disease-classification/config.yaml 13 mlebench/competitions/paddy-disease-classification/grade.py 23 mlebench/competitions/paddy-disease-classification/prepare.py 46 mlebench/competitions/petfinder-pawpularity-score/checksums.yaml 7 mlebench/competitions/petfinder-pawpularity-score/config.yaml 19 mlebench/competitions/petfinder-pawpularity-score/grade.py 29 mlebench/competitions/petfinder-pawpularity-score/prepare.py 55 mlebench/competitions/plant-pathology-2020-fgvc7/checksums.yaml 7 mlebench/competitions/plant-pathology-2020-fgvc7/config.yaml 13 mlebench/competitions/plant-pathology-2020-fgvc7/grade.py 30 mlebench/competitions/plant-pathology-2020-fgvc7/prepare.py 54 mlebench/competitions/plant-pathology-2021-fgvc8/checksums.yaml 6 mlebench/competitions/plant-pathology-2021-fgvc8/config.yaml 13 mlebench/competitions/plant-pathology-2021-fgvc8/grade.py 35 mlebench/competitions/plant-pathology-2021-fgvc8/prepare.py 44 mlebench/competitions/plant-seedlings-classification/checksums.yaml 5 mlebench/competitions/plant-seedlings-classification/config.yaml 13 mlebench/competitions/plant-seedlings-classification/grade.py 24 mlebench/competitions/plant-seedlings-classification/prepare.py 57 mlebench/competitions/playground-series-s3e18/checksums.yaml 7 mlebench/competitions/playground-series-s3e18/config.yaml 13 mlebench/competitions/playground-series-s3e18/grade.py 25 mlebench/competitions/playground-series-s3e18/prepare.py 22 mlebench/competitions/predict-volcanic-eruptions-ingv-oe/checksums.yaml 6 mlebench/competitions/predict-volcanic-eruptions-ingv-oe/config.yaml 13 mlebench/competitions/predict-volcanic-eruptions-ingv-oe/grade.py 29 mlebench/competitions/predict-volcanic-eruptions-ingv-oe/prepare.py 50 mlebench/competitions/random-acts-of-pizza/checksums.yaml 7 mlebench/competitions/random-acts-of-pizza/config.yaml 13 mlebench/competitions/random-acts-of-pizza/grade.py 11 mlebench/competitions/random-acts-of-pizza/prepare.py 57 mlebench/competitions/ranzcr-clip-catheter-line-classification/checksums.yaml 7 mlebench/competitions/ranzcr-clip-catheter-line-classification/classes.py 11 mlebench/competitions/ranzcr-clip-catheter-line-classification/config.yaml 27 mlebench/competitions/ranzcr-clip-catheter-line-classification/grade.py 25 mlebench/competitions/ranzcr-clip-catheter-line-classification/prepare.py 37 mlebench/competitions/rsna-2022-cervical-spine-fracture-detection/checksums.yaml 8 mlebench/competitions/rsna-2022-cervical-spine-fracture-detection/config.yaml 29 mlebench/competitions/rsna-2022-cervical-spine-fracture-detection/grade.py 62 mlebench/competitions/rsna-2022-cervical-spine-fracture-detection/prepare.py 153 mlebench/competitions/rsna-breast-cancer-detection/checksums.yaml 7 mlebench/competitions/rsna-breast-cancer-detection/config.yaml 29 mlebench/competitions/rsna-breast-cancer-detection/grade.py 45 mlebench/competitions/rsna-breast-cancer-detection/prepare.py 104 mlebench/competitions/rsna-miccai-brain-tumor-radiogenomic-classification/checksums.yaml 6 mlebench/competitions/rsna-miccai-brain-tumor-radiogenomic-classification/config.yaml 29 mlebench/competitions/rsna-miccai-brain-tumor-radiogenomic-classification/grade.py 10 mlebench/competitions/rsna-miccai-brain-tumor-radiogenomic-classification/prepare.py 35 mlebench/competitions/seti-breakthrough-listen/checksums.yaml 6 mlebench/competitions/seti-breakthrough-listen/config.yaml 19 mlebench/competitions/seti-breakthrough-listen/grade.py 8 mlebench/competitions/seti-breakthrough-listen/prepare.py 54 mlebench/competitions/siim-covid19-detection/checksums.yaml 7 mlebench/competitions/siim-covid19-detection/config.yaml 33 mlebench/competitions/siim-covid19-detection/grade.py 98 mlebench/competitions/siim-covid19-detection/prepare.py 62 mlebench/competitions/siim-isic-melanoma-classification/checksums.yaml 7 mlebench/competitions/siim-isic-melanoma-classification/config.yaml 23 mlebench/competitions/siim-isic-melanoma-classification/grade.py 8 mlebench/competitions/siim-isic-melanoma-classification/prepare.py 97 mlebench/competitions/smartphone-decimeter-2022/checksums.yaml 5 mlebench/competitions/smartphone-decimeter-2022/config.yaml 19 mlebench/competitions/smartphone-decimeter-2022/grade.py 41 mlebench/competitions/smartphone-decimeter-2022/notebook.py 60 mlebench/competitions/smartphone-decimeter-2022/prepare.py 104 mlebench/competitions/spaceship-titanic/checksums.yaml 7 mlebench/competitions/spaceship-titanic/config.yaml 13 mlebench/competitions/spaceship-titanic/grade.py 8 mlebench/competitions/spaceship-titanic/prepare.py 12 mlebench/competitions/spooky-author-identification/checksums.yaml 7 mlebench/competitions/spooky-author-identification/classes.py 1 mlebench/competitions/spooky-author-identification/config.yaml 13 mlebench/competitions/spooky-author-identification/grade.py 26 mlebench/competitions/spooky-author-identification/prepare.py 26 mlebench/competitions/stanford-covid-vaccine/checksums.yaml 7 mlebench/competitions/stanford-covid-vaccine/config.yaml 19 mlebench/competitions/stanford-covid-vaccine/grade.py 44 mlebench/competitions/stanford-covid-vaccine/prepare.py 95 mlebench/competitions/statoil-iceberg-classifier-challenge/checksums.yaml 5 mlebench/competitions/statoil-iceberg-classifier-challenge/config.yaml 19 mlebench/competitions/statoil-iceberg-classifier-challenge/grade.py 29 mlebench/competitions/statoil-iceberg-classifier-challenge/prepare.py 80 mlebench/competitions/tabular-playground-series-dec-2021/checksums.yaml 7 mlebench/competitions/tabular-playground-series-dec-2021/config.yaml 13 mlebench/competitions/tabular-playground-series-dec-2021/grade.py 8 mlebench/competitions/tabular-playground-series-dec-2021/prepare.py 27 mlebench/competitions/tabular-playground-series-may-2022/checksums.yaml 8 mlebench/competitions/tabular-playground-series-may-2022/config.yaml 14 mlebench/competitions/tabular-playground-series-may-2022/grade.py 6 mlebench/competitions/tabular-playground-series-may-2022/prepare.py 36 mlebench/competitions/tensorflow-speech-recognition-challenge/checksums.yaml 5 mlebench/competitions/tensorflow-speech-recognition-challenge/config.yaml 21 mlebench/competitions/tensorflow-speech-recognition-challenge/grade.py 8 mlebench/competitions/tensorflow-speech-recognition-challenge/prepare.py 66 mlebench/competitions/tensorflow2-question-answering/checksums.yaml 8 mlebench/competitions/tensorflow2-question-answering/config.yaml 26 mlebench/competitions/tensorflow2-question-answering/grade.py 80 mlebench/competitions/tensorflow2-question-answering/prepare.py 82 mlebench/competitions/text-normalization-challenge-english-language/checksums.yaml 5 mlebench/competitions/text-normalization-challenge-english-language/config.yaml 19 mlebench/competitions/text-normalization-challenge-english-language/grade.py 34 mlebench/competitions/text-normalization-challenge-english-language/prepare.py 89 mlebench/competitions/text-normalization-challenge-russian-language/checksums.yaml 5 mlebench/competitions/text-normalization-challenge-russian-language/config.yaml 19 mlebench/competitions/text-normalization-challenge-russian-language/grade.py 34 mlebench/competitions/text-normalization-challenge-russian-language/prepare.py 89 mlebench/competitions/tgs-salt-identification-challenge/checksums.yaml 7 mlebench/competitions/tgs-salt-identification-challenge/config.yaml 21 mlebench/competitions/tgs-salt-identification-challenge/grade.py 93 mlebench/competitions/tgs-salt-identification-challenge/prepare.py 113 mlebench/competitions/the-icml-2013-whale-challenge-right-whale-redux/checksums.yaml 5 mlebench/competitions/the-icml-2013-whale-challenge-right-whale-redux/config.yaml 17 mlebench/competitions/the-icml-2013-whale-challenge-right-whale-redux/grade.py 8 mlebench/competitions/the-icml-2013-whale-challenge-right-whale-redux/prepare.py 60 mlebench/competitions/tweet-sentiment-extraction/checksums.yaml 7 mlebench/competitions/tweet-sentiment-extraction/config.yaml 19 mlebench/competitions/tweet-sentiment-extraction/grade.py 37 mlebench/competitions/tweet-sentiment-extraction/prepare.py 22 mlebench/competitions/us-patent-phrase-to-phrase-matching/checksums.yaml 7 mlebench/competitions/us-patent-phrase-to-phrase-matching/config.yaml 19 mlebench/competitions/us-patent-phrase-to-phrase-matching/grade.py 20 mlebench/competitions/us-patent-phrase-to-phrase-matching/prepare.py 18 mlebench/competitions/utils.py 167 mlebench/competitions/uw-madison-gi-tract-image-segmentation/checksums.yaml 7 mlebench/competitions/uw-madison-gi-tract-image-segmentation/config.yaml 19 mlebench/competitions/uw-madison-gi-tract-image-segmentation/grade.py 94 mlebench/competitions/uw-madison-gi-tract-image-segmentation/prepare.py 89 mlebench/competitions/ventilator-pressure-prediction/checksums.yaml 7 mlebench/competitions/ventilator-pressure-prediction/config.yaml 19 mlebench/competitions/ventilator-pressure-prediction/grade.py 29 mlebench/competitions/ventilator-pressure-prediction/prepare.py 44 mlebench/competitions/vesuvius-challenge-ink-detection/checksums.yaml 6 mlebench/competitions/vesuvius-challenge-ink-detection/config.yaml 34 mlebench/competitions/vesuvius-challenge-ink-detection/grade.py 68 mlebench/competitions/vesuvius-challenge-ink-detection/prepare.py 89 mlebench/competitions/vinbigdata-chest-xray-abnormalities-detection/checksums.yaml 7 mlebench/competitions/vinbigdata-chest-xray-abnormalities-detection/config.yaml 22 mlebench/competitions/vinbigdata-chest-xray-abnormalities-detection/grade.py 136 mlebench/competitions/vinbigdata-chest-xray-abnormalities-detection/prepare.py 86 mlebench/competitions/whale-categorization-playground/checksums.yaml 6 mlebench/competitions/whale-categorization-playground/config.yaml 13 mlebench/competitions/whale-categorization-playground/grade.py 26 mlebench/competitions/whale-categorization-playground/prepare.py 68 mlebench/data.py 275 mlebench/grade.py 110 mlebench/grade_helpers.py 171 mlebench/metrics.py 29 mlebench/registry.py 113 mlebench/utils.py 190 pyproject.toml 50 run_agent.py 203