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license: apache-2.0 |
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Contains files for a Transformer model that answers 5,6,etc-digit addition and/or subtractions questions (e.g. 123450-345670=-0123230). |
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The model can have 1, 2 or 3 layers, 3 or 4 attention heads, d-model = 510, d-head = 170. |
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The model can be trained to do addition, subtraction or both (aka "mixed"). |
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An untrained mixed model can be initialised with a previously trained addition model. |
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The file are generated by two CoLabs: |
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- One is used to train the model outputing a "pt" file: https://github.com/apartresearch/Verified_addition/blob/main/assets/Accurate_Math_Train.ipynb |
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- One is used to analyse the model outputing a "json" file: https://github.com/apartresearch/Verified_addition/blob/main/assets/Accurate_Math_Analyse.ipynb |