A zoning-counter helper must return one closed land-use label for a short parcel note, not a generated paragraph. Which transformers call matches that head?
Select an answer to reveal the explanation.
Short Explanation
One closed land-use label means an encoder classification forward pass, then argmax on the logits. generate writes an essay. NCCL reduce-scatter and an image-to-video sampler are not the transformers call for a zoning code.
Full Explanation
A closed label is an encoder classification head: forward produces logits and argmax selects the class. generate on a decoder writes open text, which is the wrong method for a land-use code. NCCL reduce-scatter is Professional parallelism, not the transformers call you wire in the app. An image-to-video sampler ignores the note and the classification head.