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@@ -34,12 +34,20 @@ A lightweight model to do machine translation from Ukrainian to English based on
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  Also, there's another model: [kulyk-en-uk](https://huggingface.co/Yehor/kulyk-en-uk)
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- **Run with Docker**:
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  ```
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  docker run -p 3000:3000 --rm ghcr.io/egorsmkv/kulyk-rust:latest
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  ```
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  **Facts**:
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  - Fine-tuned with 40M samples (filtered by quality metric) from ~53.5M for 1.4 epochs
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  - 354M params
 
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  Also, there's another model: [kulyk-en-uk](https://huggingface.co/Yehor/kulyk-en-uk)
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+ **Run with Docker (CPU)**:
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  ```
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  docker run -p 3000:3000 --rm ghcr.io/egorsmkv/kulyk-rust:latest
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  ```
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+ **Run using Apptainer (CUDA)**:
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+
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+ ```
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+ wget https://huggingface.co/Yehor/kulyk-sif/resolve/main/kulyk.sif
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+
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+ apptainer shell --nv ./kulyk.sif
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+ ```
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+
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  **Facts**:
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  - Fine-tuned with 40M samples (filtered by quality metric) from ~53.5M for 1.4 epochs
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  - 354M params