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feat(r12): sweep wrapper for KV-cache compression PPL headroom diagnostic (A'') - #34

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feat/r12-sweep-wrapper-2026-05-18
May 17, 2026
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feat(r12): sweep wrapper for KV-cache compression PPL headroom diagnostic (A'')#34
synapticode-ai merged 3 commits into
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feat/r12-sweep-wrapper-2026-05-18

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Summary

R12 v1.1 first-execution sweep wrapper (A''): orchestrates a b_mse ∈ {6,5,4,3,2,1} sweep against the R7-B v1.2 autoregressive harness with the β1a (make_b_mse_hook_uniform) KV-cache compression hook on MPS. Produces per-point JSONs conformant to ppl_headroom_kv_cache_point/1.0 and an aggregate manifest conformant to ppl_headroom_kv_cache_sweep/1.0 per R12 v1.1 §6.

Why

All upstream dependencies landed this week (B baseline, Cache-shape contract PR #32, R7-B v1.2 calibration gate PR #33, MPS Codebook fix in gamma-seeds/turboquant fork). The sweep wrapper is the last piece needed to characterise TurboQuant's PPL-vs-compression frontier under R7-B-conformant methodology. The 12 May TQ bench b_mse=3 anchor (PPL 7.82→8.14) was non-R7-B-conformant per R7-B §1.2; this sweep re-establishes the anchor and characterises the full grid under the valid methodology.

Changes

New file tools/tern_r12_sweep.py (683 lines):

  • Schema constants for both per-point and sweep JSON formats
  • SweepPointResult / SweepResult dataclasses
  • run_sweep_point — single-point execution with branched error capture (hook construction failure, ppl eval failure, non-finite PPL)
  • build_point_json / build_sweep_manifest — §6.1 and §6.2 schema assembly
  • detect_termination — per-point termination classifier
  • classify_recommended_operating_point — frontier search for most-aggressive b_mse passing the R7-B v1.2 §1.1 N-indexed calibration gate
  • run_sweep — model-once / sequences-once orchestration loop with per-point JSON write for partial-progress preservation
  • main — full CLI surface including --smoke mode

Dispositions (ratified Phase B)

# Decision
Q1 Baseline anchor: B (R7-B@N=16 FP16 MPS, PPL=7.9367, run_id=20260516T065626Z)
Q2 Model loaded once, reused across all sweep points
Q3 Hook factory built per-point (b_mse differs; factory is closure over b_mse)
Q4 Termination: continue on ppl_eval_failure, halt on hook_construction_failure, halt at first ceiling_crossed per §8 canonical continue_past_ceiling=false
Q5 Smoke params: b_mse=[4,2], N=2, L=128
Q6 kv_cache_compression_ratio = theoretical 16/b_mse (β1a is round-trip — pre/post-bytes mechanism vacuous; theoretical ratio captures deployment-relevant compression). Per-point notes field documents derivation + flags R12 v1.2 amendment carry-forward

Phase E smoke results

Smoke 1 (default ceiling=2.0×):

  • Single point completes (b_mse=4): PPL=9551.6, headroom=+120,247%, Fail band, ceiling_crossed=True
  • Sweep correctly halts at point 0; recommended_operating_point correctly null-stubbed; both JSONs schema-conformant
  • Wall: ~30s on MPS (model load 4.1s + factory 0.24s + eval 30.6s)

Smoke 2 (permissive ceiling=100000):

  • Both points complete: b_mse=4 finite (same PPL as Smoke 1), b_mse=2 produces NaN
  • Sweep correctly continues past ppl_eval_failure at b_mse=2 (less-aggressive b_mse can still succeed per Q4 disposition)
  • Point 1 JSON populated with null PPL fields + theoretical compression ratio 8.0 retained + failure rationale in notes
  • Wall: ~46s

Both smokes verify the wrapper's full schema-conformance + termination-branch coverage. High PPL values are artefacts of the smoke's tiny context (N=2 L=128 with aggressive compression); not indicative of canonical-config behaviour.

Full sweep launched

After this PR opens, the canonical sweep launches as a nohup background process:

--model-id TinyLlama/TinyLlama-1.1B-Chat-v1.0
--baseline-run-id 20260516T065626Z --baseline-ppl 7.9367
--b-mse-values "6,5,4,3,2,1" --num-sequences 16 --ar-seq-len 2048
--device mps --hook-spec uniform

Expected wall-time: ~3-12 hours on M4 Pro MPS (β1a per §8.2.3 estimated ~26 hr on CPU; MPS speedup uncertain at L=2048). Results land in results/ppl_headroom_kv_cache_sweep/ for next-session inspection. PID + log path captured in landing report.

Test plan

  • Smoke 1 (default ceiling): ceiling_crossed termination + schema conformance verified
  • Smoke 2 (permissive ceiling): multi-point aggregation + ppl_eval_failure non-halting + null-field schema conformance verified
  • Per-point JSON conformance against §6.1 schema (all required keys present, enum values valid)
  • Sweep manifest conformance against §6.2 schema (all required keys present including inputs, frontier, recommended_operating_point, termination, hardware sub-blocks)
  • Full canonical sweep produces frontier covering b_mse=[6,5,4,3,2,1] or terminates at ceiling — verified next session from background-process output

Cross-references

🤖 Generated with Claude Code

…stic (A'')

Implements R12 v1.1 first-execution sweep wrapper per §8: orchestrates a
b_mse ∈ {6,5,4,3,2,1} sweep against the R7-B v1.2 autoregressive harness
with β1a (make_b_mse_hook_uniform) hook on MPS. Per-point JSONs conform
to ppl_headroom_kv_cache_point/1.0; aggregate manifest conforms to
ppl_headroom_kv_cache_sweep/1.0 (R12 v1.1 §6.1, §6.2).

Features:
- Model loaded once at sweep entry; reused across all sweep points (Q2)
- Per-point JSON written immediately for partial-progress preservation
- Termination conditions per R12 v1.1 §6.2:
    * ceiling_crossed (ppl > baseline × ceiling_multiplier): halt
      (continue_past_ceiling=false canonical per §8)
    * hook_construction_failure: halt (environmental, not parameter-specific)
    * ppl_eval_failure: continue (less-aggressive b_mse may succeed)
    * grid_exhausted: clean completion
- --smoke mode for reduced verification runs (b_mse=[4,2], N=2, L=128)
- Recommended operating point: most-aggressive b_mse (lowest int) meeting
  the R7-B v1.2 §1.1 N-indexed calibration gate

Q6 disposition — kv_cache_compression_ratio:
β1a is a round-trip hook (K/V shape/dtype preserved for PPL measurement
correctness), so the schema's pre/post-bytes mechanism is vacuous.
Emits theoretical 16/b_mse instead (deployment-relevant codebook ratio).
Per-point notes field documents the derivation + flags R12 v1.2
amendment carry-forward for clarifying §6.1 field semantics.

Schema version conventions:
- spec_version: kv_cache_compression_ppl_headroom_diagnostic v1.1
- methodology_consumed: wikitext2_ppl_methodology_autoregressive v1.2
- schema_version: ppl_headroom_kv_cache_{point,sweep}/1.0 (unchanged)

Dependencies: imports tern_ppl_bench functions
(build_sequences_autoregressive, evaluate_ppl_autoregressive,
build_kv_cache_hook, classify_ppl_headroom_band, utc_now_compact,
git_commit_short) via sibling sys.path. No tern_ppl_bench
modifications required — all needed functions already top-level.

Phase E smoke verification (2 runs, smoke mode):
- Smoke 1 (default ceiling=2.0): single-point ceiling-crossed at b_mse=4
  (PPL=9551 expected high for N=2 L=128 aggressive compression);
  termination halt + null recommended_operating_point both correctly
  schema-conformant
- Smoke 2 (permissive ceiling=100000): multi-point completion;
  b_mse=4 finite, b_mse=2 ppl_eval_failure (NaN); continue-on-failure
  correctly populated point 1 JSON with null PPL fields + theoretical
  compression ratio retained + failure rationale in notes

Full sweep at canonical R7-B parameters (N=16, L=2048,
b_mse=[6,5,4,3,2,1], MPS, β1a) launched as nohup background process
post-PR-creation. Results land in results/ppl_headroom_kv_cache_sweep/
for next-session inspection.

Cross-references:
  - R12 v1.1 §6 (per-point + sweep schemas), §8 (canonical sweep params)
  - R7-B v1.2 §1.1 N-indexed calibration gate (PR #33)
  - β1a factory make_b_mse_hook_uniform (PR #27)
  - Cache-shape DynamicCache contract (PR #32)
  - MPS Codebook fix (gamma-seeds/turboquant fork; OnlyTerp PR #5)

Copyright (c) 2025-2026 Gamma Seeds Pte Ltd. All rights reserved.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Companion to docs(r12) PR #35 (R12 v1.2 §6.1 kv_cache_compression_ratio
semantics clarification + doc-consistency sweep). The implementation
already emitted theoretical compression ratios per v1.2 semantics; this
bump aligns the spec_version field with the canonical doc version.

Per-point JSONs and aggregate manifests from sweeps launched after this
commit will emit spec_version 'kv_cache_compression_ppl_headroom_diagnostic
v1.2'. The currently-running unattended sweep (PID 8767, launched
2026-05-17 under v1.1) continues emitting v1.1 — methodologically correct
for sweeps started before the amendment landed.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@synapticode-ai
synapticode-ai marked this pull request as ready for review May 17, 2026 07:46
@synapticode-ai
synapticode-ai merged commit e065278 into main May 17, 2026
1 check passed
synapticode-ai pushed a commit that referenced this pull request May 21, 2026
Brings R12 current with main carrying:
- f0b7fc4  ci: install integration3 v1.0.2 in CI; remove sys.path injection
- 8547f7b  ci: bump integration3 pin v1.0.2 → v1.0.3
- e53f011  test(integration3): F-1→F-12 falsifier coverage + cross-repo TW arm
- 36bfd2a / 9e6f12b / 11f183d / 76550b7  Kokoro 82M adapter + Provider³ + Phase 0 docs

Pre-merge assessment (read-only):
- R12 working tree clean (only untracked results/ benchmark sweep outputs)
- merge-tree HEAD origin/main: clean (no conflicts)
- R12 tree has zero integration3 references in src/, tests/, tools/, benchmarks/
- R12 has zero tests that relied on the old hardcoded integration3 sys.path
  injection (that injection was introduced and removed entirely on the
  integration3-kokoro PR lineage; R12 never inherited it)
- Inherited tests/conftest.py worktree-src precedence is benign for R12
  (R12's editable install already points at this worktree's src/)
- Inherited CI step needs INTEGRATION3_READONLY_TOKEN; repo-level secret
  is branch-agnostic

Branch convention: feat/r12-* uses merge commits (PR #34, #36 precedents) —
preserved here with --no-ff.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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