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Release Mon, Aug 31, 2026 1 min read

llama.cpp b10726

Original release notes

AVX2: Speed up large batch size prompt processing of IQ models (#27402)

  • Batched gemm for grid IQ quants

Style updates and a bit more performance

Clean up comments

Move code around

Vectorize IQ panel decode, lower threshold for speedup

IQ panel: single-source gather layout, gate bias, vectorize interleave

Add ggml_gemm_iqp_8x8_q8_K_p4 kernel, remove gather buffer

Move IQ panel code out of repack into iqp.cpp, clean up comments

Another comment sweep

  • Add myself as iqp.* codeownder
  • Remove ggml_cpu_iqp_scratch_offset and ggml_cpu_iqp_src1_conv_size
  • Renaming and moving
  • The other half of renaming and moving
  • Move macros and ggml_cpu_iqp_mul_mat_id_min_batch definition
  • Update ggml/src/ggml-cpu/iqp.h

Co-authored-by: Georgi Gerganov

  • Add iqp_rows work buffer
  • Revert "Add iqp_rows work buffer"

This reverts commit 425542991eee1b01fa3844bf87fc4f205ddbfccb.

  • Add NUMA fallback
  • Add 10 row batch tests for IQP coverage on all grid IQ types
  • Swap assert for return false in support check
  • Move IQP mul_mat_id test

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Co-authored-by: Georgi Gerganov

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