| from cde_benchmark.embedders.sentence_transformer_embedder import ( | |
| SentenceTransformerEmbedder, | |
| ) | |
| from sentence_transformers import SentenceTransformer | |
| from cde_benchmark.embedders.jina_late_chunking_embedder import LateChunkingEmbedder | |
| from cde_benchmark.formatters.data_formatter import DataFormatter, BEIRDataFormatter | |
| # Values | |
| DATASET_NAME = "illuin-cde/tech-qa" | |
| MODEL_NAME = "nomic-ai/modernbert-embed-base" | |
| model = SentenceTransformer(MODEL_NAME) | |
| model._modules[ | |
| "0" | |
| ].auto_model.config.reference_compile = False # hacky but necessary for the moment | |
| formatter = DataFormatter(DATASET_NAME, "train") | |
| # formatter = BEIRDataFormatter("zeta-alpha-ai/NanoClimateFEVER", "train") | |
| # Non-nested | |
| embedder = SentenceTransformerEmbedder(model) if True else LateChunkingEmbedder(model) | |
| metrics = embedder.compute_metrics_e2e(formatter) | |
| print(metrics) | |