self-host Translating AI model #3
Description
Integrate a self-hosted English-Vietnamese translation model into an Express.js app using Hugging Face’s transformers to enhance performance, reduce costs, and ensure data privacy.
Tasks:
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Select Model: Use an appropriate Hugging Face translation model (e.g., facebook/mbart-large-50-many-to-many-mmt).
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Setup Dependencies: Install @huggingface/transformers, torch, and node-fetch.
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Load Model Locally: Implement logic to download and run the model.
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Create API Endpoint: /translate for handling translation requests with source_lang and target_lang.
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Optimize Performance: Use batching, caching, and GPU acceleration if available.
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Error Handling & Logging: Ensure robust handling and logging mechanisms.
Acceptance Criteria:
- Eng-Vie translation
- fast
Note: could have to be coded in python!
References:
Hugging Face Transformers: https://huggingface.co/docs/transformers/index