15 Questions
According to the high-level design principles in PyTorch, what is the primary goal of the framework?
To prioritize usability
What is the purpose of the design principles in PyTorch?
To guide trade-offs and resolve disagreements
What is one of the goals of PyTorch?
To be amazing
What is the recommended approach for contributors and module maintainers in PyTorch?
To use the design principles as a guide
What does the text say about the relationship between usability and performance in PyTorch?
Usability is more important than performance
Which module does the nn.Transformer module rely entirely on?
nn.MultiheadAttention
Which module in PyTorch is highly modularized and can be easily adapted/composed?
nn.TransformerEncoder
What is the task being performed in the tutorial?
Language modeling
What is the name of the paper that the standard transformer module in PyTorch is based on?
Attention is All You Need
Compared to RNNs, the transformer model has proven to be superior in quality for many sequence-to-sequence tasks while being more ____.
efficient
Which module in PyTorch is used to draw global dependencies between input and output?
nn.MultiheadAttention
What is the advantage of the transformer model over RNNs for sequence-to-sequence tasks?
It is more parallelizable
What is the main task being performed in the tutorial?
Training a model to predict the next word in a sequence
What is the purpose of the nn.TransformerEncoder module?
To easily adapt/compose a single component
What is the name of the paper that the standard transformer module in PyTorch is based on?
Attention is All You Need
Test your knowledge of PyTorch's high-level design principles and gain a deeper understanding of contributing and module maintainership.
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