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# Python
## Setup
Install dependencies
```
python3 -m venv env
source env/bin/activate
pip install -r py/requirements.txt
```
Download a copy of model weights
```
curl https://storage.googleapis.com/uncertainty-over-space/zari-bert-cda/pytorch_model.bin -o zari-bert-cda/pytorch_model.bin
curl https://huggingface.co/bert-large-uncased-whole-word-masking/resolve/main/pytorch_model.bin -0 bert-large-uncased-whole-word-masking/pytorch_model.bin
```
Start server
```
source env/bin/activate
cd py && python main.py
```
## Deploy
The `py` folder is bundled with docker and deployed to [Cloud Run](https://cloud.google.com/run/docs/quickstarts/build-and-deploy/python).
```
cd py
gcloud builds submit --tag gcr.io/uncertainty-over-space/helloworld --project=uncertainty-over-space && gcloud run deploy --image gcr.io/uncertainty-over-space/helloworld --project=uncertainty-over-space
```
https://huggingface.co/blog/how-to-deploy-a-pipeline-to-google-clouds
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