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vocabtrimmer/mt5-small-trimmed-en-10000vocabtrimmer, 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-10000 | |
|---|---|---|
| parameter_size_full | 300,176,768 | 54,303,104 |
| parameter_size_embedding | 256,114,688 | 10,241,024 |
| vocab_size | 250,112 | 10,001 |
| compression_rate_full | 100.0 | 18.09 |
| compression_rate_embedding | 100.0 | 4.0 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| en | vocabtrimmer/mc4_validation | text | en | validation | 10000 | 2 |