├── .github ├── pull_request_template.md └── workflows │ └── test.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yaml ├── .vscode └── launch.json ├── LICENSE ├── README.md ├── autograd ├── __init__.py ├── functional.py ├── init.py ├── logger.py ├── nn.py ├── optim.py ├── tensor.py ├── text │ ├── __init__.py │ ├── tokenizer.py │ └── utils.py └── tools │ ├── config_schema.py │ ├── data.py │ ├── metrics.py │ ├── model.py │ └── trainer.py ├── bootstrap.sh ├── docs ├── Makefile ├── autograd.rst ├── autograd.text.rst ├── conf.py ├── doctrees │ ├── docs │ │ ├── autograd.doctree │ │ ├── autograd.text.doctree │ │ ├── conf.doctree │ │ ├── modules.doctree │ │ ├── test.autograd.doctree │ │ ├── test.autograd.text.doctree │ │ └── test.doctree │ ├── environment.pickle │ └── index.doctree ├── index.rst ├── make.bat ├── modules.rst ├── requirements.in └── requirements.txt ├── examples ├── cifar.py ├── gpt-1.py ├── gpt-2.py ├── mnist.py ├── movie_sentiment.py ├── neural_turing_machine.py ├── seq2seq.py └── transformers.py ├── pyproject.toml ├── requirements.txt └── test ├── __init__.py ├── autograd ├── __init__.py ├── performance_test.py ├── test_functional.py ├── test_nn.py ├── test_optim.py ├── test_tensor.py ├── test_train.py ├── test_utils.py ├── text │ ├── __init__.py │ ├── test_text.txt │ ├── test_tokenizer.py │ └── test_utils.py └── tools │ ├── test_data.py │ ├── test_model.py │ └── test_trainer.py └── conftest.py /.github/pull_request_template.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/workofart/ml-by-hand/HEAD/.github/pull_request_template.md -------------------------------------------------------------------------------- /.github/workflows/test.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/workofart/ml-by-hand/HEAD/.github/workflows/test.yml 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