How would you convert a transformer-based LLM checkpoint to ONNX format for deployment

Question

With the help of code can i know How would you convert a transformer-based LLM checkpoint to ONNX format for deployment?

Answer 1

You can convert a transformer-based LLM checkpoint to ONNX format for deployment using Hugging Face's transformers and onnx utilities for efficient inference.

Here is the code snippet below:

In the above code we are using the following key points:

• Loading a pretrained model and tokenizer from Hugging Face.

• Creating a dummy input to simulate model input shape for ONNX tracing.

• Using transformers.onnx.export to handle the ONNX conversion process.

Hence, this approach simplifies the transformation of transformer checkpoints into ONNX for optimized, hardware-agnostic deployment.