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Fix TL2 kernel batch output stride bug causing NaN for batch_size > 1#521

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vladimirmoushkov wants to merge 2 commits intomicrosoft:mainfrom
vladimirmoushkov:fix/tl2-batch-stride
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Fix TL2 kernel batch output stride bug causing NaN for batch_size > 1#521
vladimirmoushkov wants to merge 2 commits intomicrosoft:mainfrom
vladimirmoushkov:fix/tl2-batch-stride

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Summary

Fixes a critical bug in the TL2 LUT kernel codegen where multi-token prompt
evaluation (batch_size > 1) produces NaN/garbage output.

Bug

In utils/codegen_tl2.py, the generated three_qgemm_lut_* and two_qgemm_lut_*
functions write all batch elements to C[i] instead of C[bs * out_stride + i],
overwriting previous batch results. Single-token generation works; any multi-token
prompt crashes with NaN.

Fix

  1. utils/codegen_tl2.py: Added int out_stride to kernel signatures,
    fixed output indexing to C[bs * out_stride + i], pass m as stride from dispatcher
  2. NaN guard: per_tensor_quant() now handles division by zero when max activation is 0
  3. nan-guards-ggml.patch: Defensive fixes for quantize_row_i8_s() and I2_S
    scale application in the submodule

Testing

  • Verified single-token generation still works (no regression)
  • Verified multi-token chat template prompts now produce correct, coherent output
  • Tested with both Debug and Release builds

vladimirmoushkov and others added 2 commits March 31, 2026 14:39
The generated TL2 LUT kernels (three_qgemm_lut_* and two_qgemm_lut_*)
wrote all batch elements' results to C[i] instead of C[bs*out_stride+i],
so each batch element overwrote the previous one. This caused NaN/garbage
output for any multi-token prompt evaluation (batch_size > 1). Only
single-token generation (batch_size=1) worked correctly.

Fix:
- Add `int out_stride` parameter to all generated kernel functions
- Use `C[bs * out_stride + i]` indexing for output writes
- Pass `m` (ne01) from ggml_qgemm_lut dispatcher as the stride
- Add NaN guard in per_tensor_quant: prevent 127/0 division when
  max activation is zero
- Add NaN guard in scale application: handle zero act_scales safely

The nan-guards-ggml.patch contains corresponding defensive fixes for
quantize_row_i8_s() in ggml-quants.c and the I2_S scale application
paths in ggml.c (submodule: 3rdparty/llama.cpp).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Build script for Windows x86_64 targeting Intel Alder Lake (12700K)
with AVX2 support. Includes TL2 kernel generation, NaN patch application,
and usage instructions for CLI, interactive, and server modes.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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