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batch-triton-ascend-token-unreorder

Batch inverse MoE token reordering in Triton-Ascend with contiguous tile loads, extension.extract_slice row extraction, and indexed output stores. Use when an agent must scatter sequential routed tokens back to output[indices[j]], reduce excessive one-token logical cores, or exploit contiguous reads while accepting dispersed writes on Ascend NPU.

skills/batch-triton-ascend-token-unreorder/SKILL.md

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Aug 15, 2026
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# Batch Triton-Ascend Token Unreorder

## Goal

Read a contiguous block of routed token rows once, extract rows in UB, and scatter each row to its indexed destination.

## Workflow

1. Treat input as S by D contiguous routed rows and indices as destination rows.
2. Assign BLOCK_SIZE consecutive input rows to each program.
3. Load a BLOCK_SIZE by D input tile and BLOCK_SIZE indices with masks.
4. Extract each valid row with extension.extract_slice.
5. Store the row at indices[row] * D with a column mask.