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To validate the utility and quality of Cryo2StructData, we designed two deep transformer models and trained and test them on Cryo2StructData to predict backbone atoms and amino acid types from density maps.
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### Deep transformer to predict protein backbone atoms and amino acid types
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The inference program for the deep transformer is available in [prediction/src/infer/](prediction/src/infer/). Download the model checkpoints from [Trained on Full Cryo2StructData](https://doi.org/10.7910/DVN/SXNYRE) or [Trained on Small Subset Cryo2StructData](https://doi.org/10.7910/DVN/CGUENL) and keep them in [prediction/checkpoints](prediction/checkpoints/) directory.
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The inference program for the deep transformer is available in [prediction/src/infer/](prediction/src/infer/). Download the model checkpoints from [Trained on Full Cryo2StructData](https://doi.org/10.7910/DVN/SXNYRE) or [Trained on Small Subset Cryo2StructData](https://doi.org/10.7910/DVN/DTV4JF) and keep them in [prediction/checkpoints](prediction/checkpoints/) directory.
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### Hidden Markov Model (HMM) to link predicted Ca atoms into backbone structures
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The Hidden Markov Model-Guided carbon-alpha atom connection program are available in [prediction/src/viterbi/](prediction/src/viterbi/). The viterbi algorithm is written in C++ program, so compile them using:

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