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Merge pull request #1 from oxpig/tcrlang
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Update code to allow users to easily use the TCRlang weights.
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FBoyles authored May 21, 2024
2 parents 5cf8a79 + cf3efeb commit 586af30
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162 changes: 162 additions & 0 deletions .gitignore
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2 changes: 2 additions & 0 deletions README.md
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Expand Up @@ -16,6 +16,8 @@

**Availability and implementation:** AbLang2 is a python package available at https://github.com/oxpig/AbLang2.git.

**TCRLang-Paired:** The AbLang2 architecture can be initialised with model weights trained on paired TCR sequences. This model can be used in an identical way to AbLang2 on TCR sequences. The only missing functionality is the lack of the align command. The generation of sequence and residue encodings, as well as masking are all the same. For an example please see the notebook.



-----------
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8 changes: 4 additions & 4 deletions ablang2/load_model.py
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list_of_models = {
"ablang1-heavy":["https://opig.stats.ox.ac.uk/data/downloads/ablang-heavy.tar.gz", "amodel.pt"],
"ablang1-light":["https://opig.stats.ox.ac.uk/data/downloads/ablang-light.tar.gz", "amodel.pt"],
"ablang2-paired":["https://zenodo.org/records/10185169/files/ablang2-weights.tar.gz", "model.pt"]
"ablang2-paired":["https://zenodo.org/records/10185169/files/ablang2-weights.tar.gz", "model.pt"],
"tcrlang-paired":["https://zenodo.org/records/11208211/files/tcrlang-weights.tar.gz", "model.pt"],
}
ablang1_models = ["ablang1-heavy", "ablang1-light"]
ablang2_models = ["ablang2-paired"]
ablang2_models = ["ablang2-paired", "tcrlang-paired"]


def load_model(model_to_use = "ablang2-paired", random_init = False, device = 'cpu'):
Expand Down Expand Up @@ -45,7 +46,7 @@ def download_model(model_to_use = "ablang2-paired"):
local_model_folder = os.path.join(os.path.dirname(__file__), "model-weights-{}".format(model_to_use))
os.makedirs(local_model_folder, exist_ok = True)

file_w_weights, file_model = list_of_models[model_to_use]
file_w_weights, file_model = list_of_models[model_to_use] # modify list of models

if not os.path.isfile(os.path.join(local_model_folder, file_model)):
print("Downloading model ...")
Expand Down Expand Up @@ -116,4 +117,3 @@ def fetch_ablang2(model_to_use, random_init=False, device='cpu'):
tokenizer = tokenizers.ABtokenizer()

return AbLang, tokenizer, hparams

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