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hybrid-llama/turboquant/tools/results
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Marvin 1dd0700988 hybrid-llama: merge ik_llama IQK CPU GEMM into TurboQuant fork 
Base: AtomicBot-ai/atomic-llama-cpp-turboquant @ cd5609390. IQK source: ikawrakow/ik_llama.cpp @ fe215a8c (ggml/src/iqk only).

- GGML_IQK_MUL_MAT / GGML_IQK_FLASH_ATTENTION options (default OFF)

- 57 IQK repacked types, blocks, traits; IQK hooks in ggml_compute_forward_mul_mat

- ggml-cpu with IQK ON builds and links; IQK OFF build unaffected

Assisted-by: opencode (Muse Spark)
 		2026-09-05 18:09:49 -03:00
..
CMakeLists.txt hybrid-llama: merge ik_llama IQK CPU GEMM into TurboQuant fork 2026-09-05 18:09:49 -03:00
README.md hybrid-llama: merge ik_llama IQK CPU GEMM into TurboQuant fork 2026-09-05 18:09:49 -03:00
results.cpp hybrid-llama: merge ik_llama IQK CPU GEMM into TurboQuant fork 2026-09-05 18:09:49 -03:00

README.md

Results

The llama-results tool can be used to --check the outputs of a model vs. a previous commit to detect whether they have changed. Example usage:

llama-results --model model.gguf --output results.gguf --prompt "People die when they are killed."  # writes results to file
llama-results --model model.gguf --output results.gguf --prompt "People die when they are killed." --check  # compares results vs file

The metric by which the results are compared is the normalized mean squared error (NMSE) with a tolerance of 10^{-6}.