whn09 50483a06df Neuron: context-length buckets for dense compressed-KV scopes and indexer logits (#29)
DEEPINFER_NEURON_CTX_BUCKETS: the model runner sets the step's context limit
to the smallest bucket that holds every sequence, and the dense kv_ca_index /
indexer logits are sized to it instead of max_model_len (one more set of
attention graphs a bucket). Prefill cost scaled with the limit: a 128-token
chunk ~9 s at 16384 against ~5.3 s at 4352. Host tiny check: same tokens as
without buckets up to near ties.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-23 20:08:17 +08:00
..
__init__.py initial commit 2026-10-20 12:09:42 +08:00
attn.py Neuron: context-length buckets for dense compressed-KV scopes and indexer logits (#29) 2026-10-23 20:08:17 +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: context-length buckets for dense compressed-KV scopes and indexer logits (#29) 2026-10-23 20:08:17 +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