On HF, if you look at the model metadata, practically all of the rank one tensors (or stuff like the input embedding tensor where it's only multiplied by a one hot, which becomes a O(1) select rank 1 tensor from array practically) normally gets stored as fp32.

Ollama will expose the metadata on models too, showing the quantization for each individual tensor.