whn09 390ff603e0 Neuron chunk attention: NKI sparse kernel for top-k/SWA-only scopes (#26)
Only dense compressed-KV scopes need the shared-gather torch path; layers whose
scopes are all per row (top-k + SWA, SWA only) take the sparse_attn kernel as
in decode. bench4: the torch path was 41.6 ms a layer for a 128-token chunk.
Tiny V4.1 on a NeuronCore: short 8/9, long 9/9, logit cos >= 0.9977.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-23 18:20:48 +08:00
..
nki Neuron: per-layer region graphs + vllm-neuron#71 NKI kernels (issues #10, #11, #13, #25) 2026-10-22 17:36:54 +08:00
vendor Neuron: nkilib rotational_topk for the sampler; single-host shared engram tables (#27) 2026-10-23 07:23:32 +08:00
__init__.py Add AWS Trainium (Neuron) platform, basic mode — part 1 2026-10-20 18:34:51 +08:00
fp8_guard.py Neuron: tiny model on a NeuronCore matches the reference (issues #1, #2, #4) 2026-10-21 13:22:59 +08:00
fp8.py Neuron: full DeepSeek-V4.1-Flash load + decode region graphs at EP=64 (issues #21, #25) 2026-10-23 01:39:22 +08:00
neuron_compile.py Neuron: separate state regions, chunk-wide indexer context (issue #26) 2026-10-23 03:46:56 +08:00
NEURON_PORT.md Neuron: tiny model on a NeuronCore matches the reference (issues #1, #2, #4) 2026-10-21 13:22:59 +08:00
nki_attention.py Neuron chunk attention: NKI sparse kernel for top-k/SWA-only scopes (#26) 2026-10-23 18:20:48 +08:00
nki_gemm.py Neuron: block-quant GEMMs on both physical cores (grid 2); sync experiment knob (#27) 2026-10-23 11:08:05 +08:00
nki_hc.py Neuron: per-layer region graphs + vllm-neuron#71 NKI kernels (issues #10, #11, #13, #25) 2026-10-22 17:36:54 +08:00
nki_norm.py Neuron: full DeepSeek-V4.1-Flash load + decode region graphs at EP=64 (issues #21, #25) 2026-10-23 01:39:22 +08:00
nki_topk.py Neuron: nkilib rotational_topk for the sampler; single-host shared engram tables (#27) 2026-10-23 07:23:32 +08:00
op_census.py Neuron: compiled log-softmax + greedy argmax in the sampler; eager op census (#27) 2026-10-23 09:42:08 +08:00
regions.py Neuron: count MoE capacity overflows under DEEPINFER_NEURON_REGION_TIMING 2026-10-23 16:23:28 +08:00
static_moe.py Neuron MoE capacity path: all-reduce the overflow flag; bench prompts differ per rank (#26) 2026-10-23 17:06:47 +08:00
transfer_to_neuron.py Neuron: static decode graphs, static-shape MoE, trn2 e4m3 fp8 (issues #9, #12, #24) 2026-10-22 11:59:37 +08:00