Details
imatrix: calculate activation-based statistics for new format (GGUF) imatrices (#14891)
- Use activations to calculate the stats
- Determine calculation mode
- Compute entropy for activations
- Compute cosine similarity based on activations
- Compute l2 norm
- Add compute_layer_statistics() function
- Update aggregated statistic report layout
- Fix printing l2 norm when calc_mode = 1
- Refactor variable name
- Compute aggregated (per layer) l2 norm
- Update aggregated sum of squared activations per layer
- Make ZD Score two-tailed
- Update report layout
- Reverse conditional logic to match convention
- Rename report heading
- Add --activation-statistics parameter
- Add Euclidean–Cosine Score (ECS)
- Add --activation-statistics logic to avoid doubling the imatrix size by default
- Update stats output sort based on imatrix type
- Process external NextN draft files (-md / --model-draft)
- Refactor to use new llama_batch_ext
Co-authored-by: compilade git@compilade.net
Co-authored-by: Sigbjørn Skjæret sigbjorn.skjaeret@huggingface.co
Website:
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Linux:
- Ubuntu x64 (CPU)
- Ubuntu arm64 (CPU)
- Ubuntu s390x (CPU)
- Ubuntu x64 (Vulkan)
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- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
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- Windows arm64 (OpenCL Adreno)
- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
- Windows x64 (CUDA 13) - CUDA 13.4 DLLs
- Windows arm64 (CUDA 13) - CUDA 13.4 DLLs
- Windows x64 (Vulkan)
- Windows x64 (OpenVINO)
- Windows x64 (SYCL)
- Windows x64 (ROCm 10.0)
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- openEuler x86 (910b, ACL Graph)
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