Design a NAS pipeline to optimize the Transformer block for text generation

Question

Can you Design a NAS pipeline to optimize the Transformer block for text generation.

Answer 1

You can design a NAS pipeline to optimize the Transformer block for text generation by searching over architectural variants using a controller model and reinforcement learning.

Here is the code snippet below:

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

• search_space defines different Transformer configurations.

• sample_architecture picks random combinations for exploration.

• evaluate_architecture provides a placeholder for model training and scoring.

Hence, this pipeline helps automatically discover efficient Transformer designs tailored for text generation.