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Release v0.5.0 - #13
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v0.5.0
Added
mlfeature enabling thevortx::mlmodule of machine-learning operators: activations (incl.tanh/elubackward), unary ops, softmax/log-softmax, RMS norm, layer norm, RoPE, SiLU, fused attention, axis reductions, concat, gather, select, conv2d/conv-transpose-2d, im2col, pooling, window partitioning, the Adam optimizer, PPO gradients, and quantized GEMV (Q4/Q5/Q8 and K-quants, with CPU-sidequantizationblocks). The optionalrandfeature addsDistributionimpls for sampling random quantized blocks.cuda-oxidefeature to compile the CUDA kernels with cuda-oxide instead of rust-cuda. It is commented out in the published crates: it needs khal from GitHub through[patch].vortx_shaders::linalg::{contiguous, op_assign}::MAX_NUM_THREADSare now public.Changed
khal/khal-std/khal-builder0.4.gemm_tiledaccumulates withVec4FMAs.Fixed
ContiguousandOpAssignnow clamp their dispatch size toMAX_NUM_THREADS, fixing tensors too large for the workgroup-count limit.