Patched input [batchSize][numPatches * inputPatchLen] — flat per batch entry.
Patch-level mask [batchSize][numPatches * inputPatchLen].
Per-patch means [batchSize * numPatches] — for RevIN reversal.
Per-patch std deviations [batchSize * numPatches] — for RevIN reversal.
Per-batch-element running stats after the last patch.
Number of patches per series (= maxContext / inputPatchLen).
Number of input series.
The cleaned raw inputs (for post-processing reference).
InternaltruncatedThe truncated inputs (after truncation to maxContext, before padding). Reserved for future iterative refinement APIs.
Output of the full preprocessing pipeline — ready for model inference.