whn09 d8f7a2e898 Neuron: PR #147 OpenAI server (+ /v1/completions, Neuron worker setup), offline bench, MoE fixes (#26, #27, #29)
- serve/: the minimal OpenAI-compatible server of deepseek-ai/DeepInfer#147,
  with a Neuron worker setup (basic mode env, per-rank NeuronCore, fixed KV
  pool via --num-kv-blocks, no MTP lookahead) and a /v1/completions endpoint
  (prompt text or token ids, no chat template): what vllm bench serve
  --backend openai drives, as vllm-neuron#71's run_bench.py does.
- examples/neuron/bench_neuron.py: the same TTFT/TPOT matrix offline.
- static MoE: one packed fp32 all-gather instead of three (each 64-rank
  collective is ~2 ms of fixed latency a layer); a capacity-grouped expert
  path for prefill chunks (DEEPINFER_NEURON_MOE_CAPACITY, dense rerun on
  overflow; not yet validated on device).
- Sub-region timings at split() boundaries under DEEPINFER_NEURON_REGION_TIMING.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-23 16:23:28 +08:00
..
__init__.py initial commit 2026-10-20 12:09:42 +08:00
attn.py Neuron: one KV gather per chunk for dense attention; no layer_idx guards (#26) 2026-10-23 04:32:20 +08:00
builder.py initial commit 2026-10-20 12:09:42 +08:00
compress.py initial commit 2026-10-20 12:09:42 +08:00
containers.py initial commit 2026-10-20 12:09:42 +08:00
cross_layer.py initial commit 2026-10-20 12:09:42 +08:00
engram_metadata.py initial commit 2026-10-20 12:09:42 +08:00
engram_parameters.py initial commit 2026-10-20 12:09:42 +08:00
engram.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
hc_blocks.py initial commit 2026-10-20 12:09:42 +08:00
hc_lazy.py initial commit 2026-10-20 12:09:42 +08:00
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
heads.py initial commit 2026-10-20 12:09:42 +08:00
index_attn.py Neuron: skip the unused candidate-block source when the filter is vacuous (#26) 2026-10-23 16:23:28 +08:00
linear.py initial commit 2026-10-20 12:09:42 +08:00
mhc_modeling.py Neuron: per-layer region graphs + vllm-neuron#71 NKI kernels (issues #10, #11, #13, #25) 2026-10-22 17:36:54 +08:00
mhc_ops.py Neuron: per-layer region graphs + vllm-neuron#71 NKI kernels (issues #10, #11, #13, #25) 2026-10-22 17:36:54 +08:00
mla_attn.py initial commit 2026-10-20 12:09:42 +08:00
mlp.py Neuron: PR #147 OpenAI server (+ /v1/completions, Neuron worker setup), offline bench, MoE fixes (#26, #27, #29) 2026-10-23 16:23:28 +08:00
moe.py initial commit 2026-10-20 12:09:42 +08:00
norm.py initial commit 2026-10-20 12:09:42 +08:00
rope.py initial commit 2026-10-20 12:09:42 +08:00
utils.py Neuron: one KV gather per chunk for dense attention; no layer_idx guards (#26) 2026-10-23 04:32:20 +08:00
yoco.py initial commit 2026-10-20 12:09:42 +08:00