# LaBSE
## Project
This project is an implementation to convert Google's [LaBSE](https://tfhub.dev/google/LaBSE/2) model from TensorFlow to PyTorch. It also offers extensions to convert the [smaller-LaBSE model](https://tfhub.dev/jeongukjae/smaller_LaBSE_15lang/1) from TensorFlow to PyTorch, and the [LEALLA family](https://tfhub.dev/google/collections/LEALLA/1) of models.
The models are uploaded to the [HuggingFace Model Hub](https://huggingface.co/setu4993/) in the PyTorch HF-compatible (original and `safetensors`), TensorFlow and Flax formats, alongwith a compatible tokenizer.
- [LaBSE](https://huggingface.co/setu4993/LaBSE)
- [smaller-LaBSE](https://huggingface.co/setu4993/smaller-LaBSE)
- [LEALLA-base](https://huggingface.co/setu4993/LEALLA-base)
- [LEALLA-small](https://huggingface.co/setu4993/LEALLA-small)
- [LEALLA-large](https://huggingface.co/setu4993/LEALLA-large)
## Export
To convert and export the models:
```shell
poetry install
poetry run convert_labse --output_path /path/to/models
```
To update the models on the [HuggingFace Model Hub](https://huggingface.co/setu4993/LaBSE):
```shell
# Clone the already uploaded models.
cd /path/to/model
git clone https://huggingface.co/setu4993/LaBSE.git
# Export models anew and update.
cd /path/to/repo
poetry install
poetry run convert_labse --output_path /path/to/models/LaBSE --huggingface_path
```
### Export Commands by Model
1. [LaBSE](https://huggingface.co/setu4993/LaBSE): `poetry run convert_labse --output_path /path/to/models/setu4993/LaBSE --huggingface_path`
2. [smaller-LaBSE](https://huggingface.co/setu4993/smaller-LaBSE): `poetry run convert_labse --output_path /path/to/models/setu4993/smaller-LaBSE --smaller --huggingface_path`
3. [LEALLA-base](https://huggingface.co/setu4993/LEALLA-base): `poetry run convert_lealla --size base --output_path /path/to/models/setu4993/LEALLA-base --huggingface_path`
4. [LEALLA-small](https://huggingface.co/setu4993/LEALLA-small): `poetry run convert_lealla --size small --output_path /path/to/models/setu4993/LEALLA-small --huggingface_path`
5. [LEALLA-large](https://huggingface.co/setu4993/LEALLA-large): `poetry run convert_lealla --size large --output_path /path/to/models/setu4993/LEALLA-large --huggingface_path`
## Model Cards
See the [`model-cards` directory](https://github.com/setu4993/convert-labse-tf-pt/tree/main/model-cards) for a copy of the model cards.
## License
This repository and the conversion code is licensed under the MIT license, but the **model** is distributed with an Apache-2.0 license.
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"description": "# LaBSE\n\n## Project\n\nThis project is an implementation to convert Google's [LaBSE](https://tfhub.dev/google/LaBSE/2) model from TensorFlow to PyTorch. It also offers extensions to convert the [smaller-LaBSE model](https://tfhub.dev/jeongukjae/smaller_LaBSE_15lang/1) from TensorFlow to PyTorch, and the [LEALLA family](https://tfhub.dev/google/collections/LEALLA/1) of models.\n\nThe models are uploaded to the [HuggingFace Model Hub](https://huggingface.co/setu4993/) in the PyTorch HF-compatible (original and `safetensors`), TensorFlow and Flax formats, alongwith a compatible tokenizer.\n\n- [LaBSE](https://huggingface.co/setu4993/LaBSE)\n- [smaller-LaBSE](https://huggingface.co/setu4993/smaller-LaBSE)\n- [LEALLA-base](https://huggingface.co/setu4993/LEALLA-base)\n- [LEALLA-small](https://huggingface.co/setu4993/LEALLA-small)\n- [LEALLA-large](https://huggingface.co/setu4993/LEALLA-large)\n\n## Export\n\nTo convert and export the models:\n\n```shell\npoetry install\npoetry run convert_labse --output_path /path/to/models\n```\n\nTo update the models on the [HuggingFace Model Hub](https://huggingface.co/setu4993/LaBSE):\n\n```shell\n# Clone the already uploaded models.\ncd /path/to/model\ngit clone https://huggingface.co/setu4993/LaBSE.git\n\n# Export models anew and update.\ncd /path/to/repo\npoetry install\npoetry run convert_labse --output_path /path/to/models/LaBSE --huggingface_path\n```\n\n### Export Commands by Model\n\n1. [LaBSE](https://huggingface.co/setu4993/LaBSE): `poetry run convert_labse --output_path /path/to/models/setu4993/LaBSE --huggingface_path`\n2. [smaller-LaBSE](https://huggingface.co/setu4993/smaller-LaBSE): `poetry run convert_labse --output_path /path/to/models/setu4993/smaller-LaBSE --smaller --huggingface_path`\n3. [LEALLA-base](https://huggingface.co/setu4993/LEALLA-base): `poetry run convert_lealla --size base --output_path /path/to/models/setu4993/LEALLA-base --huggingface_path`\n4. [LEALLA-small](https://huggingface.co/setu4993/LEALLA-small): `poetry run convert_lealla --size small --output_path /path/to/models/setu4993/LEALLA-small --huggingface_path`\n5. [LEALLA-large](https://huggingface.co/setu4993/LEALLA-large): `poetry run convert_lealla --size large --output_path /path/to/models/setu4993/LEALLA-large --huggingface_path`\n\n## Model Cards\n\nSee the [`model-cards` directory](https://github.com/setu4993/convert-labse-tf-pt/tree/main/model-cards) for a copy of the model cards.\n\n## License\n\nThis repository and the conversion code is licensed under the MIT license, but the **model** is distributed with an Apache-2.0 license.\n",
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