ggml: aarch64: Implement SVE F32 kernels for Mamba Model #13602
+578
−167
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This PR adds SVE kernel support for F32 datatype specific to Mamba Model on ARM architecture.
Major code changes:
Performance
This PR improves performance by ~1.3x compared to the previous NEON-based implementation.
Model: falcon-mamba-7B-F32.gguf
Command: ./build/bin/llama-bench -m falcon-mamba-7B-F32.gguf -t 8,16,32,64 -p 128,1024 -n 0
Perplexity
There is no change in model accuracy as a result of this PR.
Command: ./build/bin/llama-perplexity -s 0 -np 128 -t 64 -m falcon-mamba-7B-F32.gguf -c 128 -b 128 --chunks 16 -f scripts/wikitext-2-raw/wiki.test.raw
Contributor: Vineel Abhinav Gottala
cc: @Vithulep