test(flash-next-seat): depth-probe orca to 258K clean; record a blind instrument
Bisected context depth on the orcarouter checkpoint with non-repeating prompts (unique random hex per probe, so prefix caching cannot short-circuit the prefill). Six depths from 31,978 to 258,517 tokens, all served. The load-bearing evidence is the engine allocator log: zero OOM, CUBLAS, or illegal-memory entries across the run. That is the same detector that caught the dealignai near-miss at 155K on the previous checkpoint, where it did fire. The probe also ran under real concurrent operator load, making it a stricter test than a solo run rather than a weaker one. Positive control passed: a mis-sized first attempt produced a ~265K-token prompt and got a clean 400 naming the limit instead of killing the engine, so the probe could detect the failure mode it was looking for. Calibration for re-runs: random hex words tokenize at 7.9 tokens/word here. vLLM #54919 (long prefill starving decode for 3-7 minutes) did not reproduce: 258K prefilled in 28.9 s, roughly 8,900 tok/s, scaling near-linearly from 32K. Records that the probe's memory-headroom half was BLIND and must not be reused. It reported an identical 95,460 MiB used / 2,427 MiB free on every row across an 8x range of depths, which is the tell. Two causes: --kv-cache-memory pins the pool and the engine logs "skipped memory profiling", so GPU usage is flat with respect to depth; and the actual risk is a transient activation spike during prefill, which before/after nvidia-smi bracketing structurally cannot observe. Peak-activation headroom therefore remains unmeasured; the pass/fail result rests on the allocator log alone. Also qualifies the earlier 167.5 tok/s decode figure as a possibly-contended lower bound, and records the operator's independent 140 tok/s average measured in real use while this probe was loading the same card.
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@@ -92,7 +92,11 @@ both ways — as-shipped raises, with the declaration returns `Qwen4ExpPLEFp8Emb
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| on card | ~75 GiB; PLE 47.7 GiB pinned host RAM |
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⚠ **Do NOT read 167.5 as a win over dealignai.** dealignai's ~121 tok/s in this file came
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from a different harness/prompt; cross-harness comparison is invalid. What IS established is
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from a different harness/prompt; cross-harness comparison is invalid. ⚠ The 167.5 may itself
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have been contended — the operator was using the seat around that window — so treat it as a
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LOWER BOUND, not a clean solo figure. Operator's own session reported **140 tok/s average**
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in real use while the 258K depth probe was running against the same card: an independent,
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contended floor that agrees with the picture. What IS established is
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that weight-only experts (orca is W8 weight-only attn + W4 weight-only experts) did **not**
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cost decode speed, which was the standing risk of giving up FP4 tensor-core compute.
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@@ -100,7 +104,16 @@ cost decode speed, which was the standing risk of giving up FP4 tensor-core comp
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- Quality A/B orca vs dealignai (the actual reason for the swap — the W4A4 long-context
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degradation axis). Needs a controlled harness + noise floor.
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- Deep-prefill probe at 262K against THIS checkpoint. Startup is not a depth test.
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- ✅ **Deep-prefill probe DONE 2026-09-14: clean to 258,517 tokens.** Non-repeating prompts,
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6 depths 32K->258K, all 200 OK, and **zero allocator OOM/CUBLAS/illegal-memory in the engine
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log** — the detector that caught dealignai's 155K near-miss. Run under real operator load, so
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a stricter test than solo. Positive control passed (a ~265K prompt got a clean 400 naming the
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limit). #54919 did not reproduce: 258K prefilled in 28.9 s, ~8,900 tok/s, near-linear.
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⚠ The probe's MEMORY column was blind and must not be reused: `--kv-cache-memory` pins the
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pool ("skipped memory profiling"), so GPU use is flat vs depth, and before/after `nvidia-smi`
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bracketing cannot see a transient mid-prefill spike. Identical readings across an 8x depth
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range were the tell. Peak-activation headroom remains UNMEASURED.
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⭐ Calibration for re-runs: random hex words tokenize at **7.9 tok/word**.
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- ⚠⚠ **NO LOCAL ROLLBACK.** dealignai weights DELETED 2026-09-14 on operator instruction
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(125 GiB reclaimed). `.env.bak-preorca-20260914-023408` still names the old paths but they
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no longer exist — it is a record, not a revert. Reverting = 126 GiB re-download.
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