├── .github └── workflows │ └── codeql-analysis.yml ├── .gitignore ├── .idea ├── .gitignore ├── .name ├── Deep Stock Prediction.iml ├── csv-plugin.xml ├── discord.xml ├── encodings.xml ├── inspectionProfiles │ └── profiles_settings.xml ├── misc.xml ├── modules.xml ├── other.xml └── vcs.xml ├── Code ├── Data │ ├── GE.csv │ ├── GE1.csv │ ├── HistoricalPrices (4).csv │ ├── NEAFTSE2010-21.csv │ ├── NEAFTSE2010-21.sql │ ├── NEAFTSE2010-21_old.csv │ ├── Stock_data_raw.py │ ├── T.hdf5 │ ├── Testing-Data │ ├── Testing-Data.csv │ ├── ^FTSE (7).csv │ ├── ftse.csv │ ├── lloyds.csv │ ├── myplot.png │ ├── myplot2.png │ ├── threats.txt │ └── training │ │ ├── checkpoint │ │ ├── cp.ckpt.data-00000-of-00001 │ │ ├── cp.ckpt.index │ │ ├── cp.ckpt_temp_239d665e090f4b079031b3dd23a6341a │ │ ├── part-00000-of-00001.data-00000-of-00001 │ │ └── part-00000-of-00001.index │ │ └── cp.ckpt_temp_4c4fa13f6d334d3eaf84c6fb2dcb813e │ │ ├── part-00000-of-00001.data-00000-of-00001 │ │ └── part-00000-of-00001.index ├── TFT Model │ ├── Activation_functions.py │ ├── Attention_module.py │ ├── DBtoPy.py │ ├── Data_Preprocessing.py │ ├── Dense_Network.py │ ├── GLU.py │ ├── GRN.py │ ├── Imports.py │ ├── LSTM.py │ ├── Layer_Normalisation.py │ ├── Loss_Functions.py │ ├── Model.pt │ ├── Positional_Encoder.py │ ├── PytorchForecasting.py │ ├── Temporal_Layer.py │ ├── Time_Distributed.py │ ├── Variable_selection_network.py │ ├── lstmcopilot.py │ ├── main.py │ ├── nea_env.yaml │ ├── requirements.txt │ └── rick.pickle └── Testing │ ├── Attention.py │ ├── Batch-normalisation.py │ ├── Data-Preprocessing-testing.py │ ├── Dense-block.py │ ├── IBM_Transformer+TimeEmbedding.png │ ├── MNIST │ ├── processed │ │ ├── test.pt │ │ └── training.pt │ └── raw │ │ ├── t10k-images-idx3-ubyte │ │ ├── t10k-images-idx3-ubyte.gz │ │ ├── t10k-labels-idx1-ubyte │ │ ├── t10k-labels-idx1-ubyte.gz │ │ ├── train-images-idx3-ubyte │ │ ├── train-images-idx3-ubyte.gz │ │ ├── train-labels-idx1-ubyte │ │ └── train-labels-idx1-ubyte.gz │ ├── NN.py │ ├── Notes │ ├── Notes.txt │ ├── OZE_Loss.py │ ├── Optimiser.py │ ├── Tensors.py │ ├── Util.py │ ├── __pycache__ │ ├── Util.cpython-38.pyc │ ├── torch_test_data.cpython-38.pyc │ └── torch_test_utils.cpython-38.pyc │ ├── alphavantage.py │ ├── anothertest.py │ ├── avdataaapl.pkl │ ├── bn.py │ ├── dartstest.py │ ├── datatest.py │ ├── lightninglogstest.py │ ├── lstm+testing.py │ ├── main.py │ ├── nnmodule.py │ ├── nnmodule.py_pseudo.txt │ ├── pseudo.py │ ├── pylightning test.py │ ├── recursion.py │ ├── test.py │ ├── test2.py │ ├── tftgithubtest.py │ ├── time.py │ ├── torch_test.py │ ├── torch_test_data.py │ ├── torch_test_utils.py │ ├── torchtest.py │ ├── training_1 │ ├── checkpoint │ ├── cp.ckpt.data-00000-of-00001 │ └── cp.ckpt.index │ └── transformer_github.py ├── Other ├── Screenshots │ ├── data_formatters.pytorchtfttest.png │ ├── ss1.png │ ├── ss2.png │ ├── tft_funcs.png │ ├── tft_model.png │ ├── tft_model_large.png │ ├── tft_model_small.png │ └── transformer_github.png ├── __pycache__ │ ├── Stock_data_raw.cpython-38.pyc │ ├── torch_test_data.cpython-38.pyc │ └── torch_test_utils.cpython-38.pyc ├── dissertation (3).pdf └── py.uml ├── README.md ├── Writeup ├── StockTFT.pdf ├── StockTFT.tex └── references.bib └── requirements.txt /.github/workflows/codeql-analysis.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Soham-Deshpande/Stock-TFT/HEAD/.github/workflows/codeql-analysis.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Soham-Deshpande/Stock-TFT/HEAD/.gitignore -------------------------------------------------------------------------------- /.idea/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Soham-Deshpande/Stock-TFT/HEAD/.idea/.gitignore 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