Commit Graph
87 Commits
Author SHA1 Message Date
Frank c775077016 dankclaw: add MTP=1 toggle - prepend draft-mtp before --spec-default ngram-mod fallback 2026-08-15 22:31:29 -07:00
Frank 5296cf11d7 dankclaw: switch backend to Vulkan0 (48% faster decode at 262k ctx); add bench-high-ctx.sh 2026-08-15 17:03:01 -07:00
Frank 1dbc70cb32 dankclaw: retire DSpark, use llama.cpp --spec-default (ngram-mod) preset; PARALLEL=2 trial 2026-08-15 15:15:06 -07:00
Frank d04cc69e09 dankclaw: add accurate DSpark stream/queue test (PARALLEL=1) - reports true prompt_tokens; single+concurrent 16k pass 2026-08-15 14:32:21 -07:00
Frank 6266e43f10 dankclaw: DSpark parallel crash - ROCm illegal memory access under 2x16k prose, pin PARALLEL=1 per user 2026-08-15 14:24:27 -07:00
Frank b94bad066b dankclaw: switch frank-default-large spec to DSpark sidecar draft (magnitudedev Qwen3.8-27B-DSpark Q8_0, n_max 7) 2026-08-15 14:00:30 -07:00
Frank 40b079fe1e unit: refresh frank-default-large description (Qwen3.8-27B UD-Q8_K_XL, MTP+ngram-mod+ngram-map-k4v) 2026-08-14 21:01:22 -07:00
Frank 8d64adbcbe dankclaw: production spec -> 3-layer chain draft-mtp,ngram-mod,ngram-map-k4v (user request; ~equal real-prose speed) 2026-08-14 21:00:05 -07:00
Frank 0eda208705 docs: Qwen3.8 spec-matrix benchmark page; add matrix tools; final env n_max=5
Recording the 54-config matrix, the realistic-prompt correction (n_max=5 not
10), the ubatch findings (256 is the safe/fast point), and the premature-stop
sampling-variance investigation.
2026-08-14 14:28:51 -07:00
Frank a818be70dc dankclaw Qwen3.8: winner n_max=5 (13.3 t/s real), not matrix n_max=10
Realistic-prompt tuning: n_max=5 peaks ~13.3 t/s (baseline 7.2). matrix used a
repetitive prompt that inflated MTP. n_max=10 is only ~8.6 t/s on real writing.
2026-08-14 14:26:14 -07:00
Frank 75bb9bb53e dankclaw Qwen3.8: batch 8192/ubatch 256 - fixes MTP collapse + premature-EOS
Found: large ubatch (512) collapses MTP acceptance to ~25% (gen ~9 t/s);
ubatch 128 with batch>=2048 triggers premature instant-EOS under 2 concurrent
slots.  ubatch 256 = ~30 t/s gen, concurrent-safe, ~330 t/s prefill.
2026-08-14 13:59:20 -07:00
Frank 57b0be037c dankclaw: switch frank-default-large to unsloth Qwen3.8-27B UD-Q8_K_XL
- rebuild llama.cpp stock to b10433 (9b05354ec) for bundled-MTP support
- MODEL_FILE -> Qwen3.8-27B-UD-Q8_K_XL.gguf; DRAFT_FILE empty (MTP bundled)
- SPEC: draft-mtp, n_max=10, p_min off (~30 t/s stable) - matrix winner
- CTX 524288 / parallel 2 = 262144/slot (matches pi contextWindow)
- serve script: bundled-MTP (no --spec-draft-model), optional --spec-draft-p-min
2026-08-14 13:26:17 -07:00
Frank f96aa2b692 frank-default-small: refit ctx 800000->700000 for dual-f16 KV pool
The f16/f16 KV pool costs 15640 MiB at 800768 cells. At full 800K the
3090 idled at 23966/24576 MiB and the 1472x1472 image warmup graph
failed cudaMalloc (needed +248 MiB). 700416 cells (175104/slot, 4 slots)
leaves ~2.3 GiB free after warmup. Parallel stays 4.
2026-08-14 12:55:44 -07:00
Frank f70460b002 frank-default-small: KV K+V to f16, add verbosity tunable (F16 KV diag)
F16 K removes the flash-attn F16-conversion workspace (MMA_F16 prefill
kernel needs no copy when K is already f16). Trades static KV pool size
for the context-proportional workspace growth implicated in the
cublasSgemm_v2 crash class. VERBOSITY=4 run logs real allocation sizes;
refit CTX_SIZE if the pool does not fit on the 24 GiB 3090.
2026-08-14 12:50:59 -07:00
Frank 9d7643ec5d frank-default-small: ncmoe 35->36 for prefill stability
Fix a live crash: cuBLAS cudaErrorInvalidValue in ggml_cuda_mul_mat_cublas
killed the service during a 145k-token prefill burst at ncmoe35/ub3072.

ncmoe 36 moves one more expert layer to CPU: frees ~0.75 GiB peak VRAM
(grid: peak 8606 vs 9360 MiB at ub3072) for -2% prefill / -2% decode.
Keeps prefill priority (top ubatch tier). Docs synced; noted fallback
GGML_CUDA_FORCE_MMQ=1 if pressure persists.
2026-08-14 10:56:40 -07:00
Frank 139686043b ling B-test: spec off (--spec-type none), keep parallel=2 - isolate spec path as freeze trigger 2026-08-14 03:39:15 -07:00
Frank 7ba86812f7 ling A/B: verbosity 4->0, drop log file to isolate hang trigger (match known-good run) 2026-08-14 02:32:08 -07:00
Frank 6a6d673dca ling A/B: revert batch 8192->3072 to isolate mid-stream freeze (suspect batch) 2026-08-14 02:20:52 -07:00
Frank a5444e2c4d ling: batch 8192 (ubatch 3072); add -lv verbosity + log file for stop-investigation 2026-08-14 02:12:35 -07:00
Frank 321f946660 ling: ubatch 512 -> 3072 (batch 3072) - using heap headroom, watch for OOM 2026-08-14 01:46:36 -07:00
Frank a5b12e1062 ling: keep draft-mtp,ngram-mod active (A/B wash vs MTP alone, parallel-safe) 2026-08-14 01:45:22 -07:00
Frank 6647690ebd ling A/B: bench draft-mtp alone vs draft-mtp,ngram-mod 2026-08-14 01:43:53 -07:00
Frank 3204b4b29e ling trial: layer ngram-mod under draft-mtp; add ngram args to serve script 2026-08-14 01:40:46 -07:00
Frank 923e775354 dankclaw: Ling-3.0-flash Q6_K trial config (Vulkan+GTT+draft-mtp)
Trial replaces frank-default-large temporarily via frank-large-ling.service
(port 7770, same alias). Requires the aetherbird bailingmoe3-support llama.cpp
fork at /home/dank/llama.cpp-ling (stock llama.cpp cannot load bailingmoe3).
Memory: 8x16GB LPDDR5 = 128GB physical; Vulkan exposes ~111.2GiB heap (UMA
96GiB + GTT) vs ROCm's 96GiB. Q6_K = 98.26GiB; MLA/KDA KV is tiny so 256k
ctx x 2 slots fits with ~10GiB headroom. Verified: loads ~45s, concurrent
streams both complete (no DFlash-style kill), ~7.7 t/s gen.
Restore Qwen: systemctl stop frank-large-ling; systemctl start
frank-default-large.
2026-08-14 01:20:30 -07:00
Frank a27839519e dankclaw: FINAL spec - draft-mtp n_max 3, ubatch 8192
n_max 2 benched 12.4-14.3 t/s (slower than n_max 3 at 15.3-19.5);
n_max 3 is the MTP sweet spot. ubatch 8192 (==batch) uses the VRAM
headroom (65.5 GiB of 96 GiB) safely. MTP beats ngram-mod (~7 t/s) and
matches DFlash (~20 t/s) without the parallel premature-EOS bug.
2026-08-13 23:07:38 -07:00
Frank 01eb957f90 frank-default-small: prefill-max ncmoe 35 / ubatch 3072
Prefill is the priority for this workload. Switch from decode-max
(ncmoe 32 / ubatch 1024) to prefill-max:
- n-cpu-moe 35, ubatch 3072: prefill ~1458 t/s (top tier), gen ~45.4 t/s,
  ~1.2 GiB headroom at the 800k pool.
- Gen is independent of ubatch; ub 3072 reaches best prefill with no
  decode cost. Docs synced (benchmark Chosen State, deployment, specs).
2026-08-13 23:07:30 -07:00
Frank 2b4e58a926 dankclaw: MTP tuning - spec-draft-n-max 2
Retest MTP at n_max 2 (vs 3) for the acceptance/speed tradeoff, keeping
MTP-alone + ubatch 8192. Re-benches gen t/s and re-runs the strict
parallel-safety test.
2026-08-13 23:02:07 -07:00
Frank 3c2db64a78 frank-default-small: ncmoe 32 + ubatch 1024 from llama-bench sweep
Swept ncmoe(30..40) x ubatch(256..4096) on the RTX 3090 (Qwen3.6-35B-A3B
Q6_K_P, pp16384/tg512, fit-target 0). Key findings:
- Generation depends only on ncmoe: 40.9 (ncmoe40) .. 51.1 (ncmoe30);
  ubatch/batch do not affect decode at all.
- Prefill + graph VRAM scale with ubatch; logical batch is irrelevant.
- VRAM model (peak + 11.44GiB KV pool + 2.2GiB overhead) reproduces the
  historical OOMs: ncmoe32-ub2048 sums ~24.4GiB > 24.

Chosen state: ncmoe 32 (8 expert layers on GPU), batch 8192, ubatch 1024.
  gen ~48.7 t/s (+7% vs prior ncmoe 35), prefill ~766 t/s, ~1.0GiB headroom.
Alternates: ncmoe34-ub2048 (gen 46.4, pp 1221, 1.5GiB) for prefill-heavy;
  ncmoe32-ub768 (1.3GiB) if headroom matters most.
Docs: new frank-default-small-benchmark.md; synced deployment.md + specs.
2026-08-13 22:56:24 -07:00
Frank 0d09756430 dankclaw: revert MTP+ngram layering (slower); ubatch 8192
MTP+ngram benched 12.0-13.6 t/s (vs MTP alone 15.3-19.5) and is
parallel-safe, but slower - layering does not pay off. Back to MTP
alone. Test ubatch 8192 (== batch) using the VRAM headroom; watch for
OOM during load.
2026-08-13 22:46:55 -07:00
Frank 5dd6949909 dankclaw: bench cycle 3 - layer ngram-mod under draft-mtp
Test the MTP+ngram layering (ngram re-drafts on top of the MTP draft) at
ubatch 4096. Must clear the strict parallel-safety test and beat MTP
alone (15.3-19.5 t/s) to stay.
2026-08-13 22:22:29 -07:00
Frank f203f1bc40 dankclaw: MTP wins the spec bench; raise ubatch to 4096
MTP (draft-mtp, n_max 3, a4lg MTP-ONLY-Q8_0) benches 15.3-19.5 t/s vs
ngram-mod 6.7-8.7 t/s and passes the strict LCP-reuse parallel test
(sim 0.996 / f_keep 0.994 launch while another slot generates - the
pattern that killed DFlash). ubatch 4096 to use the ~33 GiB VRAM
headroom; watch peak during load.
2026-08-13 22:02:40 -07:00
Frank 5665e1ad6f dankclaw: bench cycle 2 - MTP sidecar drafter
ngram-mod benchmark + parallel-safety test passed (A and B both survive
the LCP-reuse launch that killed DFlash). Now benching MTP sidecar
(a4lg/Qwen3.6-27B-MTP-ONLY-Q8_0.gguf, draft-mtp, n_max 3).
2026-08-13 21:51:32 -07:00
Frank 6451017d3c dankclaw: bench cycle 1 - switch spec to ngram-mod; draft flags conditional
DFlash causes premature EOS on a generating slot when another task lands
with high LCP prompt reuse (shared draft ctx corruption, reproduced
2026-08-14 3x). Benching ngram-mod vs MTP sidecar to pick the
replacement. serve script now passes --spec-draft-model only for
draft-* spec types.
2026-08-13 21:16:32 -07:00
Frank 42558f1707 deploy.sh: per-target health wait; 20 min for Dankclaw cold loads
Cold loads after the cache drop measured 17 minutes on 2026-08-13, longer
than the previous 600s wait. HEALTH_WAIT[dankclaw]=600 iterations (20 min),
dankserver stays at 300 (10 min). AGENTS.md: update cold-load figure.
2026-08-13 21:01:01 -07:00
Frank 6fae3a9f1a deploy.sh: prefer passwordless restart helper on targets
The helper scripts (/usr/local/sbin/frank-restart-<large|small>.sh)
cover unit symlink, cache drop (dankclaw), daemon-reload, and restart
in one root-owned script, run via sudoers NOPASSWD. deploy.sh now uses
the helper when present and falls back to inline sudo commands.
2026-08-13 20:41:34 -07:00
Frank 209223cb4f Offload one more MoE expert to CPU on frank-default-small (34→35 of 40)
- N_CPU_MOE 34→35: 5 expert layers on GPU instead of 6. Frees ~0.4-0.8 GiB
  VRAM for OOM safety after high-load sessions OOM'd at 32 and 33.
- Sync stale doc references (deployment.md, Dankserver System Specs.md)
  that still claimed 32/8; specs now estimate ~1.8 GiB headroom at 35.
2026-08-13 20:18:20 -07:00
Frank c96cb6a529 deploy.sh: drop page caches before restart; headless sudo; ssh-based health check
Deterministic deployment instead of agent ritual:

- DROP_CACHES per target (dankclaw=1): runs 'sync; echo 3 >
  /proc/sys/vm/drop_caches' before systemctl restart. Without it the
  model load stalls at 28 GiB VRAM when the model pages are cached.
- FRANK_SUDO_PW env var: remote sudo pipes it via 'sudo -S' so the
  script runs headless. Falls back to plain sudo otherwise.
- Health check runs curl on the target over ssh (127.0.0.1:7770 was
  previously checked from the workstation, which can never see it).
2026-08-13 19:05:26 -07:00
Frank 317610a540 perf: raise frank-default-large to batch 8192 / ubatch 2048
Empirically verified on 2026-08-13 (caches dropped): batch 8192 / ubatch
2048 loads and serves at ctx 602100 with 61 GiB VRAM peak. The benchmark
doc's 'ubatch 2048 OOMs' results were confounded by page-cache pressure -
with the model's pages fully cached the KV/graph allocation stalls at
28 GiB VRAM. Drop caches (sync; echo 3 > /proc/sys/vm/drop_caches) before
starting a load to make restarts reliable.
2026-08-13 18:56:12 -07:00
Frank 227ce01417 fix: rename sampling TEMP var to TEMPERATURE to avoid HIP runtime env collision
The ROCm HIP runtime (libamdhip64) reads the TEMP environment variable as
its JIT kernel-cache temp directory. Commit db3eb01 added TEMP=1.0 to the
env files as a sampling default; the serve scripts export it via set -a.
HIP then used the path "1.0" for its cache, failed, and segfaulted with a
NULL-refcount unref (offset 0x446153 in libamdhip64) during model tensor
upload (ggml_backend_cuda_buffer_set_tensor). This crashed frank-default-
large on every restart from Aug 13 16:22 onward; the earlier c984a3e
"fix" (KV/batch changes) was unrelated.

Rename the sampling variable TEMP -> TEMPERATURE in both env files and
serve scripts. llama-server still receives --temp from the renamed var, so
sampling defaults are unchanged. The HIP runtime no longer sees a bogus
TEMP value. Affects frank-default-large (dankclaw) and frank-default-small
(dankserver).
2026-08-13 17:54:29 -07:00
Frank 6663af1041 Revert "Remove KV cache quantization, increase batch/ubatch on frank-default-large"
The Aug 13 change crashed frank-default-large in a restart loop. The service
segfaulted ~15s into model load (SIGSEGV in hipMalloc during load). The
benchmark (frank-default-large-benchmark.md) already proved ubatch 2048 OOMs
(40.9GB prefill buffer) and batch 2048 / ubatch 512 is the fits-and-loads
config on the 96GiB UMA budget. Restore q8_0/q8_0 KV cache (FA pairing) and
batch 2048 / ubatch 512.

Also fix deployment.md: KV is q8_0 K / q8_0 V (not f16 V) since 334b6af.
2026-08-13 17:04:02 -07:00
Frank c984a3e4e6 Remove KV cache quantization, increase batch/ubatch on frank-default-large
- Remove CACHE_TYPE_K/CACHE_TYPE_V (fp16 default on GPU)
- Increase BATCH_SIZE from 2048 to 8192
- Increase UBATCH_SIZE from 512 to 2048
- Remove --cache-type-k and --cache-type-v from llama-server flags
2026-08-13 16:50:09 -07:00
Frank db3eb01495 Add recommended sampling defaults and reduce MoE GPU offload on dankserver
- frank-default-large: add TEMP=1.0, TOP_K=20, TOP_P=0.95, MIN_P=0.0
  (per HauhauCS Qwen3.6-27B model card, thinking-general mode)
- frank-default-small: add same sampling defaults
  (per HauhauCS Qwen3.6-35B-A3B model card)
- frank-default-small: reduce N_CPU_MOE from 33 to 34 (6 expert
  layers on GPU instead of 7) to prevent OOM during high-load sessions
- Both serve scripts pass --temp, --top-k, --top-p, --min-p to
  llama-server; clients can still override per-request via API
2026-08-13 16:18:47 -07:00
Frank 334b6af2ae fix(frank-default-large): enable flash attention by pairing V cache to q8_0
Root cause of ~1 t/s long-context decode: llama.cpp build has
GGML_CUDA_FA_ALL_QUANTS=OFF, and FA requires K type == V type.
Mixed cache q8_0/f16 silently disabled FA, collapsing decode at
200k ctx. Set V to q8_0 (halves V memory too) and retune
threads 12/1 for 16 Zen5 cores.
2026-08-12 02:09:05 -07:00
Frank 668083fe76 perf: frank-default-large ubatch 512 (compute graph scales with ubatch; 602100 ctx KV leaves ~16GB, ubatch 2048 OOM) 2026-08-11 17:19:57 -07:00
Frank 62cc2b850a perf: frank-default-large batch capped at 2048/2048 — 3x200700 ctx KV ~50GB leaves no room for batch 12288 (OOM) 2026-08-11 17:11:04 -07:00
Frank bf64c0d9c2 perf: frank-default-large batch 12288 / ubatch 4096 2026-08-11 16:36:39 -07:00
Frank f5a959bfa2 fix: disable --fit in frank-default-large serve (full offload fits; fit aborted on explicit n-gpu-layers) 2026-08-11 16:28:03 -07:00
Frank 25e90bbbf7 deploy: frank-default-large final config — ROCm + draft-dflash, 3x200700 ctx (bench-fastest) 2026-08-11 16:27:15 -07:00
Frank d0c80b5b1a bench: 4k pipeline harness w/ early crash check; parametrized spec-type 2026-08-11 16:14:44 -07:00
Frank df185c8d22 feat: full-pipeline 64k spec benchmark harness 2026-08-11 15:07:21 -07:00