├── .github └── workflows │ └── ci.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .python-version ├── README.md ├── convlstm ├── __init__.py ├── model.py └── seq2seq.py ├── core ├── __init__.py ├── constants.py └── convlstm_cell.py ├── data_loaders ├── __init__.py ├── base.py └── moving_mnist.py ├── examples ├── __init__.py ├── moving_mnist_convlstm.py └── moving_mnist_self_attention_memory_convlstm.py ├── fig └── sa-convlstm.png ├── pipelines ├── __init__.py ├── base.py ├── evaluator.py ├── experimenter.py ├── trainer.py └── utils │ ├── __init__.py │ ├── early_stopping.py │ ├── trainer_utils.py │ └── visualize_utils.py ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── self_attention_convlstm ├── __init__.py ├── cell.py ├── model.py ├── self_attention.py └── seq2seq.py ├── self_attention_memory_convlstm ├── __init__.py ├── cell.py ├── model.py ├── self_attention_memory.py └── seq2seq.py └── tests ├── __init__.py ├── convlstm ├── __init__.py ├── test_model.py └── test_seq2seq.py ├── data_loaders ├── __init__.py └── test_moving_mnist.py ├── pipelines ├── __init__.py ├── test_evaluator.py ├── test_experimenter.py └── test_trainer.py ├── self_attention_convlstm ├── __init__.py ├── test_model.py └── test_seq2seq.py ├── self_attention_memory_convlstm ├── __init__.py ├── test_model.py └── test_seq2seq.py ├── test_model ├── __init__.py ├── model.py └── test_model.py └── utils.py /.github/workflows/ci.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/.github/workflows/ci.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/.gitignore -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/.pre-commit-config.yaml -------------------------------------------------------------------------------- /.python-version: -------------------------------------------------------------------------------- 1 | 3.11.0 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/README.md -------------------------------------------------------------------------------- /convlstm/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /convlstm/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/convlstm/model.py -------------------------------------------------------------------------------- /convlstm/seq2seq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/convlstm/seq2seq.py -------------------------------------------------------------------------------- /core/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /core/constants.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/core/constants.py -------------------------------------------------------------------------------- /core/convlstm_cell.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/core/convlstm_cell.py -------------------------------------------------------------------------------- /data_loaders/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data_loaders/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/data_loaders/base.py -------------------------------------------------------------------------------- /data_loaders/moving_mnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/data_loaders/moving_mnist.py -------------------------------------------------------------------------------- /examples/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/moving_mnist_convlstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/examples/moving_mnist_convlstm.py -------------------------------------------------------------------------------- /examples/moving_mnist_self_attention_memory_convlstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/examples/moving_mnist_self_attention_memory_convlstm.py -------------------------------------------------------------------------------- /fig/sa-convlstm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/fig/sa-convlstm.png -------------------------------------------------------------------------------- /pipelines/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pipelines/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/base.py -------------------------------------------------------------------------------- /pipelines/evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/evaluator.py -------------------------------------------------------------------------------- /pipelines/experimenter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/experimenter.py -------------------------------------------------------------------------------- /pipelines/trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/trainer.py -------------------------------------------------------------------------------- /pipelines/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pipelines/utils/early_stopping.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/utils/early_stopping.py -------------------------------------------------------------------------------- /pipelines/utils/trainer_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/utils/trainer_utils.py -------------------------------------------------------------------------------- /pipelines/utils/visualize_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pipelines/utils/visualize_utils.py -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/pyproject.toml -------------------------------------------------------------------------------- /requirements-dev.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/requirements-dev.txt -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/requirements.txt -------------------------------------------------------------------------------- /self_attention_convlstm/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /self_attention_convlstm/cell.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_convlstm/cell.py -------------------------------------------------------------------------------- /self_attention_convlstm/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_convlstm/model.py -------------------------------------------------------------------------------- /self_attention_convlstm/self_attention.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_convlstm/self_attention.py -------------------------------------------------------------------------------- /self_attention_convlstm/seq2seq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_convlstm/seq2seq.py -------------------------------------------------------------------------------- /self_attention_memory_convlstm/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /self_attention_memory_convlstm/cell.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_memory_convlstm/cell.py -------------------------------------------------------------------------------- /self_attention_memory_convlstm/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_memory_convlstm/model.py -------------------------------------------------------------------------------- /self_attention_memory_convlstm/self_attention_memory.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_memory_convlstm/self_attention_memory.py -------------------------------------------------------------------------------- /self_attention_memory_convlstm/seq2seq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/self_attention_memory_convlstm/seq2seq.py -------------------------------------------------------------------------------- /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/convlstm/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/convlstm/test_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/convlstm/test_model.py -------------------------------------------------------------------------------- /tests/convlstm/test_seq2seq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/convlstm/test_seq2seq.py -------------------------------------------------------------------------------- /tests/data_loaders/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/data_loaders/test_moving_mnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/data_loaders/test_moving_mnist.py -------------------------------------------------------------------------------- /tests/pipelines/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/pipelines/test_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/pipelines/test_evaluator.py -------------------------------------------------------------------------------- /tests/pipelines/test_experimenter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/pipelines/test_experimenter.py -------------------------------------------------------------------------------- /tests/pipelines/test_trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/pipelines/test_trainer.py -------------------------------------------------------------------------------- /tests/self_attention_convlstm/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/self_attention_convlstm/test_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/self_attention_convlstm/test_model.py -------------------------------------------------------------------------------- /tests/self_attention_convlstm/test_seq2seq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/self_attention_convlstm/test_seq2seq.py -------------------------------------------------------------------------------- /tests/self_attention_memory_convlstm/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/self_attention_memory_convlstm/test_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/self_attention_memory_convlstm/test_model.py -------------------------------------------------------------------------------- /tests/self_attention_memory_convlstm/test_seq2seq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/self_attention_memory_convlstm/test_seq2seq.py -------------------------------------------------------------------------------- /tests/test_model/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/test_model/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/test_model/model.py -------------------------------------------------------------------------------- /tests/test_model/test_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/test_model/test_model.py -------------------------------------------------------------------------------- /tests/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tsugumi-sys/SA-ConvLSTM-Pytorch/HEAD/tests/utils.py --------------------------------------------------------------------------------