Commit Graph

6 Commits

Author SHA1 Message Date
ce7229f4fe speculative: Qwen3 draft-model v0 with paged verify parity
Phase 22 lands a correctness-only speculative decoding loop for Qwen3
target + Qwen3 small draft (batch=1, greedy, gamma=4). Phase 23 turns
verify logits into the authoritative acceptance signal so mirror-decode
per accepted token is no longer needed.

- paged_kv_cache: truncate_sequence(slot, new_len) shrinks a registered
  sequence, freeing whole physical blocks no longer reachable and
  leaving the slot registered. Covered by a CUDA-gated unit test.
- qwen3: forward_verify_paged_decode_attention writes the draft window
  into the target cache, runs the same paged decode attention kernel per
  draft token, and uses matmul_rows_gemv so linear layers follow the
  single-token decode BF16 rounding path.
- bench-speculative: new bench binary drives the state machine with
  --gamma / --gen-tokens / --prompts / --use-verify-logits /
  --verify-path flash|paged-decode / --dump-verify-mismatches, and
  compares baseline vs spec token sequences plus TPOT / tok/s / speedup.
- docs/22 records the decode-authoritative v0 result and dash5 numbers
  (matched=true, speedup_e2e ~0.29x, verify_decode_mismatches>0 under
  --use-verify-logits).
- docs/23 records the paged-decode verify path (matched=true,
  verify_decode_mismatches=0, 50x64 speedup_e2e ~0.44x) and the
  next-step performance TODO.
2026-07-01 14:16:30 +08:00
531cd3fe08 style: format Rust workspace 2026-06-18 18:11:58 +08:00
4088f49b7d cuda: infrastructure for whole-step CUDA graph capture
- Thread-local launch stream (xserv_cuda::stream): every kernel
  wrapper, cublasSetStream, and NCCL collective now launches on
  current_stream_raw() — the legacy null stream by default (behavior
  unchanged), or the capture stream installed via push_stream during
  graph capture. Capture is impossible on the legacy stream.
- Allocator retain mode: blocks freed inside a retain window are
  quarantined (RetainedBlocks) instead of pooled, so an instantiated
  graph keeps exclusive ownership of every intermediate buffer it
  references across replays.
- Capture mode GLOBAL -> THREAD_LOCAL: concurrent TP rank threads
  must not poison each other's captures with their own cudaMallocs.
- embedding_device_ids / rope_inplace_device_pos: variants reading
  token ids / positions from persistent device buffers, replacing the
  per-call host upload that a captured region cannot contain.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-06-12 20:12:37 +08:00
Gahow Wang
cc4bd4cfe5 paged-kv: kernel-based scatter + fix data_ptr offset bug
Replace the Rust cudaMemcpy loop in append_tokens() with the new
reshape_and_cache kernel. Add append_tokens_batched() for the decode
path using the batched variant.

Fix: use data_ptr() instead of storage().gpu_buffer().as_ptr() so that
tensor offset is respected. The old code silently read from storage base
(element 0) instead of the tensor's logical start, which produced wrong
results when K/V tensors were narrow() views into a fused QKV buffer.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-05-30 12:50:28 +08:00
f17011129e model: tensor-parallel Qwen3 (sharded weights + AllReduce)
from_weights_tp shards each rank's weights (column-split q/k/v/gate/up,
row-split o/down; replicate norms/embed/lm_head) and the paged forward uses
local head counts + AllReduces after o_proj and down_proj. PagedKVCache::new_tp
sizes the pool for the rank's local KV heads (KV is sharded too). TP=1 is the
identity path. New bench-tp binary runs E2E multi-GPU generation per TP degree.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-29 11:10:24 +08:00
d52baa0006 model: paged KV cache with CPU swap pool, decode graph, qwen3 updates
- paged_kv_cache: new block-paged KV cache; adds a pinned-host swap pool with
  a second BlockAllocator, per-sequence Location {Gpu,Cpu}, and lossless
  swap_out/swap_in (block-granular D2H/H2D) for vLLM-style preemption.
  bytes_per_block helper exposes per-block cost for VRAM-based sizing.
- decode_graph: CUDA-graph decode path.
- qwen3/gpt2/kv_cache: paged prefill/decode forward + related updates.
- tokenizer/bins: BPE updates, new xserv-chat CLI, bench-qwen3 tweaks.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-28 19:58:54 +08:00