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BERT-base compressed by JPQD with Regularization Factor 0.03
F1: 87.66
EM: 80.23
Description of important files
βββ r0.030-squad-bert-b-mvmt-8bit
β βββ 8bit_ref_bert_squad_nncf_mvmt.json (nncf config used with ssbs-feb branch)
β βββ checkpoint-110000 (trained checkpoint for generation)
β βββ ir
β β βββ sparsity_structures.csv
β β βββ sparsity_structures.md (layer wise sparsity reporting, for linear layer in transformer block only)
β β βββ sparsity_structures.pkl (containing pruned structure id, e.g. particular head in MHSA or dimension in FFN, useful for debug)
β β βββ squad-BertForQuestionAnswering.cropped.8bit.xml (custom discard of pruned dimension and onnx export, followed by ir translation
β βββ ir_uncropped
β β βββ mo-pruned-ir
β β β βββ mo.log (see Model Optimizer version here)
β β β βββ squad-BertForQuestionAnswering.8bit.xml (pruned structures are removed using Model Optimier --transform=Pruning)
β β βββ squad-BertForQuestionAnswering.8bit.xml (pruned structures are sparsified/zero-ed only)
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