├── .gitignore ├── .isort.cfg ├── .pre-commit-config.yaml ├── .travis.yml ├── .travis └── maybe_install_miniconda.sh ├── LICENSE ├── Makefile ├── README.md ├── add_to_path.sh ├── assets └── logo_01.png ├── docs └── metal_commandments.md ├── environment.yml ├── metal ├── __init__.py ├── analysis.py ├── classifier.py ├── contrib │ ├── __init__.py │ ├── backends │ │ ├── CDR.ipynb │ │ ├── README.md │ │ ├── __init__.py │ │ ├── cdr.db.bz2 │ │ ├── requirements.txt │ │ └── wrapper.py │ ├── baselines │ │ └── sparse_logreg.py │ ├── featurizers │ │ ├── __init__.py │ │ ├── embedding_featurizer.py │ │ ├── featurizer.py │ │ ├── ngram_featurizer.py │ │ └── requirements.txt │ ├── info_extraction │ │ ├── __init__.py │ │ ├── mentions.py │ │ └── utils.py │ ├── modules │ │ ├── __init__.py │ │ ├── lstm_module.py │ │ ├── resnet_cifar10.py │ │ └── sparse_linear_module.py │ └── visualization │ │ ├── __init__.py │ │ ├── analysis.py │ │ └── requirements.txt ├── end_model │ ├── __init__.py │ ├── em_defaults.py │ ├── end_model.py │ ├── identity_module.py │ ├── logreg.py │ └── loss.py ├── label_model │ ├── __init__.py │ ├── baselines.py │ ├── class_balance.py │ ├── graph_utils.py │ ├── label_model.py │ ├── lm_defaults.py │ └── utils.py ├── logging │ ├── __init__.py │ ├── checkpointer.py │ ├── logger.py │ ├── requirements.txt │ ├── tensorboard.py │ ├── utils.py │ └── writer.py ├── metrics.py ├── mmtl │ ├── README.md │ ├── __init__.py │ ├── data.py │ ├── metal_model.py │ ├── mmtl_logger.py │ ├── modules.py │ ├── payload.py │ ├── requirements-mmtl.txt │ ├── scorer.py │ ├── task.py │ ├── task_scheduler.py │ ├── token_task.py │ └── trainer.py ├── multitask │ ├── __init__.py │ ├── mt_classifier.py │ ├── mt_em_defaults.py │ ├── mt_end_model.py │ ├── mt_label_model.py │ ├── task_graph.py │ └── utils.py ├── tuners │ ├── __init__.py │ ├── hyperband_tuner.py │ ├── random_tuner.py │ └── tuner.py └── utils.py ├── requirements-dev.txt ├── setup.cfg ├── setup.py ├── synthetic ├── __init__.py ├── generate.py └── words1k.py ├── tests ├── __init__.py ├── gpu │ ├── README.md │ ├── requirements.txt │ └── test_gpu.py ├── metal │ ├── __init__.py │ ├── contrib │ │ ├── test_baselines.py │ │ └── test_lstm.py │ ├── end_model │ │ ├── __init__.py │ │ ├── test_end_model.py │ │ └── test_loss.py │ ├── label_model │ │ ├── __init__.py │ │ ├── test_class_balance.py │ │ └── test_label_model.py │ ├── logging │ │ ├── test_checkpointer.py │ │ ├── test_logger.py │ │ └── test_writer.py │ ├── mmtl │ │ └── test_mmtl.py │ ├── multitask │ │ ├── __init__.py │ │ ├── test_mt_end_model.py │ │ ├── test_mt_label_model.py │ │ └── test_task_graph.py │ ├── test_analysis.py │ ├── test_metrics.py │ ├── test_utils.py │ └── tuners │ │ ├── __init__.py │ │ ├── test_hyperband_tuner.py │ │ └── test_random_search_tuner.py ├── synthetic │ └── __init__.py └── travis │ ├── __init__.py │ └── test_travis.py └── tutorials ├── Basics.ipynb ├── CIFAR_Tutorial.py ├── Class_Balance.ipynb ├── MMTL_Basics.ipynb ├── Multitask.ipynb ├── README.md 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