first attempt at unifying the S2 and scalar noise handling#43
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first attempt at unifying the S2 and scalar noise handling#43
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azrael417
reviewed
Jan 12, 2026
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| self.noise_base_seed = 333 + comm.get_rank("data") | ||
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| self.input_noise = GaussianVectorNoise( |
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I am not happy with the name. Technically that is scalar noise with respect to coords. Since we noise the channels, shall we call it feature noise instead?
| # For concatenation, we must expand explicitly if dimensions match but size doesn't | ||
| if (n.dim() == 5) and (n.shape[-2] == 1) and (n.shape[-1] == 1): | ||
| if (x.shape[-2] != 1) or (x.shape[-1] != 1): | ||
| n = n.expand(-1, -1, -1, x.shape[-2], x.shape[-1]) |
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Why not expand the noise tensor emitted by the layer? That could also be a base noise S2 but diagonal in H and W>
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Draft commit to implement unified handling of perturbation modes - either through noisy S2 signals or through scalar noise vectors. Requires a rework of the preprocessor.