| import sys |
| import os |
| from transformers import AutoModel, AutoTokenizer |
| from transformers.utils import cached_file |
|
|
| |
| print("Loading model and tokenizer...") |
| model = AutoModel.from_pretrained("hemantn/ablang2", trust_remote_code=True) |
| tokenizer = AutoTokenizer.from_pretrained("hemantn/ablang2", trust_remote_code=True) |
|
|
| |
| adapter_path = cached_file("hemantn/ablang2", "adapter.py") |
| cached_model_dir = os.path.dirname(adapter_path) |
| sys.path.insert(0, cached_model_dir) |
|
|
| |
| from adapter import AbLang2PairedHuggingFaceAdapter |
| ablang = AbLang2PairedHuggingFaceAdapter(model=model, tokenizer=tokenizer) |
|
|
| |
| test_sequences = [ |
| ['EVQ***SGGEVKKPGASVKVSCRASGYTFRNYGLTWVRQAPGQGLEWMGWISAYNGNTNYAQKFQGRVTLTTDTSTSTAYMELRSLRSDDTAVYFCAR**PGHGAAFMDVWGTGTTVTVSS', |
| 'DIQLTQSPLSLPVTLGQPASISCRSS*SLEASDTNIYLSWFQQRPGQSPRRLIYKI*NRDSGVPDRFSGSGSGTHFTLRISRVEADDVAVYYCMQGTHWPPAFGQGTKVDIK'] |
| ] |
|
|
| print("Testing restore without alignment:") |
| result_no_align = ablang(test_sequences, mode='restore', align=False) |
| print(f"Result (no align): {result_no_align[0]}") |
|
|
| print("\nTesting restore with alignment:") |
| result_with_align = ablang(test_sequences, mode='restore', align=True) |
| print(f"Result (with align): {result_with_align[0]}") |
|
|
| print("\nBoth options work correctly!") |