| import sys | |
| sys.path.append('../') | |
| from evaluation.encoders import Model | |
| from evaluation.few_shot_evaluator import FewShotEvaluator, SupervisedTask | |
| # default no control codes | |
| model = Model(base_checkpoint="allenai/specter") | |
| # default control codes | |
| # model = Model(base_checkpoint="../lightning_logs/full_run/scincl_ctrl/checkpoints/", task_id="[CLF]", use_ctrl_codes=True) | |
| # single adapters | |
| # model = Model(base_checkpoint="malteos/scincl", variant="adapters", | |
| # adapters_load_from="../lightning_logs/full_run/scincl_adapters/checkpoints/", task_id="[CLF]") | |
| evaluator = FewShotEvaluator("drsm", SupervisedTask.CLASSIFICATION, ("allenai/scirepeval", "drsm"), | |
| ("allenai/scirepeval_test", "drsm"), model=model, metrics=("f1_macro",), | |
| sample_size=16, num_iterations=50) | |
| embeddings = evaluator.generate_embeddings() | |
| evaluator.evaluate(embeddings) | |