limcheekin
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Browse files- README.md +59 -0
- config.json +8 -0
- model.bin +3 -0
- shared_vocabulary.txt +0 -0
- special_tokens_map.json +107 -0
- spiece.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +113 -0
README.md
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---
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license: apache-2.0
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language:
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- en
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tags:
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- ctranslate2
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- flan-t5-xxl
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- quantization
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- int8
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---
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# Model Card for FLAN T5 XXL Q8
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The model is quantized version of the [google/flan-t5-xxl](https://huggingface.co/google/flan-t5-xxl) with int8 quantization.
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## Model Details
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### Model Description
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The model being quantized using [CTranslate2](https://opennmt.net/CTranslate2/) with the following command:
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```
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ct2-transformers-converter --model google/flan-t5-xxl --output_dir google/flan-t5-xxl-ct2 --copy_files tokenizer.json tokenizer_config.json special_tokens_map.json spiece.model --quantization int8 --force --low_cpu_mem_usage
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```
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If you want to perform the quantization yourself, you need to install the following dependencies:
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```
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pip install -qU ctranslate2 transformers[torch] sentencepiece accelerate
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```
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- **Shared by:** Lim Chee Kin
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- **License:** Apache 2.0
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## How to Get Started with the Model
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Use the code below to get started with the model.
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```python
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import ctranslate2
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import transformers
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translator = ctranslate2.Translator("google/flan-t5-xxl-ct2")
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tokenizer = transformers.AutoTokenizer.from_pretrained("google/flan-t5-xxl-ct2")
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input_text = "translate English to German: The house is wonderful."
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input_tokens = tokenizer.convert_ids_to_tokens(tokenizer.encode(input_text))
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results = translator.translate_batch([input_tokens])
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output_tokens = results[0].hypotheses[0]
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output_text = tokenizer.decode(tokenizer.convert_tokens_to_ids(output_tokens))
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print(output_text)
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```
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The code is taken from https://opennmt.net/CTranslate2/guides/transformers.html#t5.
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The key method of the code above is `translate_batch`, you can find out [its supported parameters here](https://opennmt.net/CTranslate2/python/ctranslate2.Translator.html#ctranslate2.Translator.translate_batch).
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config.json
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{
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"add_source_bos": false,
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"add_source_eos": false,
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"bos_token": "<pad>",
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"decoder_start_token": "<pad>",
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"eos_token": "</s>",
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"unk_token": "<unk>"
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}
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model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:aceeadede491f54435ae4742dcd731c5fc0566f2b07a18515fd807a4c071635d
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size 11146599112
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shared_vocabulary.txt
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"eos_token": "</s>",
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"pad_token": "<pad>",
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"unk_token": "<unk>"
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}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:d60acb128cf7b7f2536e8f38a5b18a05535c9e14c7a355904270e15b0945ea86
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size 791656
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tokenizer.json
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tokenizer_config.json
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{
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],
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"eos_token": "</s>",
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"extra_ids": 100,
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"model_max_length": 512,
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"name_or_path": "google/t5-v1_1-small",
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"pad_token": "<pad>",
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"sp_model_kwargs": {},
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"special_tokens_map_file": "/home/arthur_huggingface_co/.cache/huggingface/hub/models--google--t5-v1_1-small/snapshots/fb7e6cba609f7bab11c614294bc04f82f613c7b1/special_tokens_map.json",
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"tokenizer_class": "T5Tokenizer",
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"unk_token": "<unk>"
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}
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