Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q4_k_m defs correctness:sqnr + stable SiLU (moe)

Tag q8_0 MoE definitions correctness:sqnr

Tag q8_0 MoE definitions correctness:sqnr

Update all w8a8ch definitions' correctness reference, aligns with what llama.cpp low-bit kernel correctness reference style: dequant input, then calculate in full precision

Stable SiLU in moe references (clip before exp; prevents q8_0 overflow-driven inf)

Add kernel in different precision:

Definitions, solutions, and evaluation trace updates for ncnn kernels

add baseline solution source at all neural network kernel definitions

Update definition and workload for CV model kernels:

Resolve conflict and recover nn kernel traces

local snapshot before syncing with HF

Replace pre-PR#15 conv2d-only trace with current simd-loop set (definitions + workloads + reference/autovec solutions)

reset convolution kernel definition, workload, and solution; cin now is an axe of input shape

Upload folder using huggingface_hub

Add simd-loop definitions (23 loops: scalar-output, array-output, inplace-sort)

Upload folder using huggingface_hub