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mt5-small-squad-qa-trimmed-en-5000
vocabtrimmer/mt5-small-squad-qa-trimmed-en-5000
mt5-small-squad-qa-trimmed-en-5000 is a machine learning model from vocabtrimmer. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
This model is a trimmed version of lmqg/mt5-small-squad-qa by vocabtrimmer, a tool for trimming vocabulary of language models to compress the model size. Following table shows a summary of the trimming process.
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At a glance
- Library
- transformers
- Model type
- mt5
- Access
- Public
- Created
- Mar 30, 2023
- Updated
- Mar 30, 2023
- SHA
- 20e08648
Model card
From the Hugging Face model README
Vocabulary Trimmed lmqg/mt5-small-squad-qa: vocabtrimmer/mt5-small-squad-qa-trimmed-en-5000
This model is a trimmed version of lmqg/mt5-small-squad-qa by vocabtrimmer, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.
| lmqg/mt5-small-squad-qa | vocabtrimmer/mt5-small-squad-qa-trimmed-en-5000 | |
|---|---|---|
| parameter_size_full | 300,165,504 | 49,184,128 |
| parameter_size_embedding | 256,103,424 | 5,122,048 |
| vocab_size | 250,101 | 5,002 |
| compression_rate_full | 100.0 | 16.39 |
| compression_rate_embedding | 100.0 | 2.0 |
Following table shows the parameter used to trim vocabulary.
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| en | vocabtrimmer/mc4_validation | text | en | validation | 5000 | 2 |
- Library
- transformers
- Type
- mt5
- Created
- Mar 30, 2023
- Updated
- Mar 30, 2023