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# Evaluation | ||
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## HMM scores | ||
Calculated in this notebook (first half): [https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb]{https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb} | ||
Calculated in this notebook (first half): [https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb](https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb) | ||
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## First and Second Order sequence statistics | ||
Calculated in this notebook (second half): [https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb]{https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb} | ||
Calculated in this notebook (second half): [https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb](https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/sequence_stats.ipynb) | ||
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## Alignment to training data | ||
There is a notebook "Align to training data" that contains all of the logic for the | ||
corresponding section of the report. [https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/Align%20to%20training%data.ipynb]{https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/Align%20to%20training%20data.ipynb} | ||
corresponding section of the report. [https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/Align%20to%20training%data.ipynb](https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/Align%20to%20training%20data.ipynb) | ||
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## GB1 Evaluation | ||
The notebook "GB1_fitness.ipynb" was used to generate the analysis of the ability to generate | ||
GB1 scores. The notebook is configured to run using the ESM34 model by default. This model | ||
can be changed in the notebook to explore other pre-trained models. | ||
[https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/GB1_fitness.ipynb]{https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/GB1_fitness.ipynb} | ||
[https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/GB1_fitness.ipynb](https://github.com/seanrjohnson/protein_gibbs_sampler/blob/main/src/tasks/evaluation/GB1_fitness.ipynb) |