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545c4d5 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 | 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)
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