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lopatnov/
nllb-200-3.3B-onnx

Name: nllb-200-3.3B-onnx
Availability: InStock

onnx

m2m_100

facebook/nllb-200-3.3B

quantized

cc-by-nc-4.0

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NLLB Model 3.3B for Lopatnov.Translate

This repository contains an ONNX-converted version of the NLLB model, optimized for the Lopatnov.Translate service. These files are converted from the original weights in the facebook/nllb-200-3.3B repository.

Conversion recipe

bash

conda create -n model_export python=3.10 -y
conda activate model_export
pip install "optimum[onnxruntime,export,openvino]" transformers sentencepiece
optimum-cli export onnx --model facebook/nllb-200-3.3B --task seq2seq-lm --dtype fp32 --opset 18 ./model/nllb-200-3.3B-onnx

Configuration

To configure model for the service, please modify appsettings.json:

Example configuration:

json

{
  "Models": {
    "nllb-200-3.3B": {
      "Type": "NLLB",
      "Path": "../../models/translate/nllb-200-3.3B",
      "EncoderFile": "encoder_model.onnx",
      "DecoderFile": "decoder_model.onnx",
      "TokenizerFile": "sentencepiece.bpe.model",
      "TokenizerConfigFile": "tokenizer.json",
      "MaxTokens": 512,
      "BeamSize": 1
    }
  },
  // These configurations are optional
  "Translation": {
    "AllowedModels": [ "nllb-200-3.3B" ], // Whitelist allowed models if needed
    "DefaultModel": "nllb-200-3.3B", // Set this model as the default
    "WarmUp": [ "nllb-200-3.3B" ] // Load the model into memory on startup
  }
}

Note: Make sure the Path correctly points to the location of your downloaded .onnx files relative to application.

Documentation

For advanced configuration options, visit the Official Documentation.

lopatnov/nllb-200-3.3B-onnx