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vocabtrimmer/mbart-large-cc25-trimmed-envocabtrimmer, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.| facebook/mbart-large-cc25 | vocabtrimmer/mbart-large-cc25-trimmed-en | |
|---|---|---|
| parameter_size_full | 610,851,840 | 532,244,480 |
| parameter_size_embedding | 512,055,296 | 354,840,576 |
| vocab_size | 250,027 | 173,262 |
| compression_rate_full | 100.0 | 87.13 |
| compression_rate_embedding | 100.0 | 69.3 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| en | vocabtrimmer/mc4_validation | text | en | validation | 2 |