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vocabtrimmer/mt5-small-trimmed-en-15000vocabtrimmer, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.| google/mt5-small | vocabtrimmer/mt5-small-trimmed-en-15000 | |
|---|---|---|
| parameter_size_full | 300,176,768 | 59,423,104 |
| parameter_size_embedding | 256,114,688 | 15,361,024 |
| vocab_size | 250,112 | 15,001 |
| compression_rate_full | 100.0 | 19.8 |
| compression_rate_embedding | 100.0 | 6.0 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| en | vocabtrimmer/mc4_validation | text | en | validation | 15000 | 2 |