What strategies have you found effective for optimizing the inference speed of generative models including any code snippets

Question

How can i speed up inference with generative models? What strategies work best for optimizing this,and could you share any code snippets to help?

Answer 1

Techniques and Code Snippets to Accelerate Generative Model Inference Time

Accelerating Inference Time

Model Quantization:

• Reduce model size by converting weights from float32 to int8.

Batch Processing:

• Process multiple inputs at once to utilize computational resources effectively.

Use Efficient Libraries:

• Leverage libraries like ONNX Runtime for optimized execution.

Reduce Input Size:

• Truncate inputs to minimize processing time.

Caching Responses:

• Cache frequent queries to avoid recomputation.