66 Commits
Author SHA1 Message Date
Matiq 3fe44255fa Δ-rule: distance-aware gain wired (default flat), ph*.npz capture proof
- delta_gain(bin,kfc,nbin,dist)=1+(|bin-kfc|/nbin)*RT_DELTA_DIST, default 0=identity
- delta_mark stores per-bin gain (was 0/1), applied as dm*vlaw_delta
- Calibration from rendersnap2 capture: dual@2000 g≈1.6, but default kept 0
  until multi-case validation (BLOCKMAP:285 confirmed: chain runs in render)
- Guard: corpus --compare d=+0.000, vlaw_check PASS
- Captured datasets in /tmp/opencode/{rendersnap2_dual,snap_t1k_b1f_1000,...}
2026-09-03 00:21:33 +03:00
Matiq c85b888745 Δ-rule: wire distance-aware template-local gain (calibration blocked on ph*.npz)
- delta_gain(bin, kfc, nbin, dist_factor): 1 + (|bin-kfc|/nbin)*RT_DELTA_DIST
  — template-local (farther peaks → deeper cut), dip width const
- delta_mark now stores per-bin gain (was flat 0/1); applied as dm*vlaw_delta
- Default RT_DELTA_DIST=0 → identity (no regression)
- Gated: bridge 1.594, structural 2.689 unchanged; unit checks PASS
- Calibration of dist_factor and STATE-dependence blocked on ph*.npz capture
  (BLOCKMAP:285 — mask chain runs at load time, wine DR EIO)
2026-09-02 23:50:19 +03:00
Matiq 2f854cd1da spectral: vectors instead of new[]; vlaw: extract law + vlaw_check target
- spectral.cpp: window_/buf_/tmp_buf_/fir_buf_/fir_freq_ as std::vector (no
  exception-leak in ctor, destructor = default)
- framed_model.hpp: extract vlaw_cut/vlaw_mask inline (BLOCKMAP:314 softplus)
- dsp/vlaw_check.cpp: unit test for law (monotonic, zero-level, delta, ref,
  comb-neutral) — PASS
- CMake: add vlaw_check target
- Guard: corpus --compare d=+0.000, fn529fe0_check PASS, twin_check PASS
2026-09-02 23:19:34 +03:00
Matiq e4c53480ad audit fixes: dead conditional, DBG_CASC gate, dup loop, fft comments, blend doc
- framed_model: remove `if (pool_w > 0 && !lut_off == false) {}` (empty body)
- framed_model: gate DBG_CASC fprintf behind RT_DBG_CASC (was per-frame spam)
- framed_model: document f6f8 blend 0.8 (decomp 0x5406f8, xmm10 @1824c3e28)
- framed_model: assert(spectrum != nullptr) in processFrame
- spectral: remove duplicate upper-half zero loop in buildFirFromMask
- fft: comment scaling difference (1/N canonical vs 2/half plugin convention)
- Guard: bridge corpus --compare d=+0.000 (exact parity)
2026-09-02 22:37:09 +03:00
Matiq 197f5edea4 k-mapping: dedup to k_mapping_factor helper, add RT_KMAP_FC
- Extract k_sens (linear 6->0.44, exp 12->22.0) + k_q log-interp 0.5->1.0 2.0->0.403 into helper
- Replace duplicate blocks for lvl_in/raw_level with single call
- Add k_fc=1.0 + opt-in RT_KMAP_FC via W_eq (gated)
- Gates: bridge 1.594, structural 2.689 (RT_KMAP=1 same, no regression)
2026-09-02 21:50:38 +03:00
Matiq f2cc0aeaa9 recalibrate: continuous per-fc lerp + additive sens for VLAW (task #1 staged)
- 800-1200 q<1: lerp 5.0/0.4→4.5/0.35 vs discrete 5.0/4.5/4.0 (block 283-287)
- sens: additive offset (6→-0.48, 24→+0.5) vs overwrite erasing fc choice
- Verified: bridge 1.594 unchanged, structural 2.689 stable (requires campaign.py per-fc fit for <0.5)
- Gated RT_CASC=0, no regression
2026-09-02 20:25:12 +03:00
Matiq 96816f9921 chain_9_19: add IIR4 generator (FUN_180533340) + integrate in audio path
- Add generate_iir4_coefs() — frequency-dependent warp coefficients from BLOCKMAP:135-150
- Integrate chain_9_19 in process_band_structural via RT_CASC=1 env gate
- chain_9_19 now runs full pipeline: LOG#1→DIVIDE→dc40→FMA→EXP#1→track→warp→LOG#2→IIR4×2→FIR→EXP#2
- IIR4×2 uses double precision (movsd/mulsd per disasm)
- FIR min-phase (52b3cd) enabled
- Canon bridge 1.594 unchanged when RT_CASC=0
- Requires live-dump or ph*.npz capture for input format calibration
2026-09-02 18:25:14 +03:00
Matiq 2a295af6f3 chain_9_19: integrate into audio path with RT_CASC env gate
- Pass track_[b] from FramedDetector to process_band_structural
- chain_9_19 called when RT_CASC=1, otherwise identity (warp path)
- Uses unity track (calibrated via live-dump)
- Canon bridge 1.594 unchanged
- Requires calibration of input format for structural chain
2026-09-02 18:12:10 +03:00
Matiq 9d10169157 revert chain_9_19 to working 0.314 baseline. document chain I/O unknown as blocker 2026-08-31 00:29:08 +03:00
Matiq c23646d74f revert chain_9_19 integration: architectural mismatch (single-shot vs block-based ACC). keep 0.314 baseline 2026-08-31 00:13:05 +03:00
Matiq 281f4079c2 VLAW: compact per-fc/sens params (no lambda), comb early-return, keep 0.314 2026-08-30 23:21:12 +03:00
Matiq 22ff0e3ee9 VLAW: compact per-fc/sens params (no lambda), comb early-return, keep 0.314 2026-08-30 22:24:05 +03:00
Matiq c393b6f6be C6 LUT CAP -13.78/68/0.344 -> -24/28/1 live 180563a60 24z, keep 0.314 2026-08-30 18:19:23 +03:00
Matiq 4411e617a6 tune t1kq_800 5.0/0.4, TOTAL 0.314 max1.03 (was 0.324) 2026-08-30 15:12:03 +03:00
Matiq 6f32b26d6a tune per-fc VLAW t1kq_1200 4.5/0.35, TOTAL 0.324 max1.03 (was 0.341 max1.17) 2026-08-30 14:12:27 +03:00
Matiq 9311e7397f B: wire real kWarp/kRTAtt/kRTRel into chain_9_19, keep TOTAL 0.341 2026-08-29 16:46:55 +03:00
Matiq 5e8c3d8af4 wire chain_9_19 RT_CASC_CHAIN gate, keep TOTAL 0.341 2026-08-29 16:06:07 +03:00
Matiq 031f7d21af k-mapping 2: RBJ peaking EQ for W_eq, keep per-fc, TOTAL 0.341 2026-08-29 15:10:24 +03:00
Matiq f40f41ef71 EQ before detector: W(f) bell via RBJ, TOTAL 0.341 max 1.17
- eq_bell H=1/sqrt(1+(1.54*q^1.33*A)^2), W=10^(sens*H*eq_gain/12/20), eq_gain 0.3
- applied to lvl_in/raw_level in lvl calc (not am state) per pipeline_ocr
- RT_EQ default 1 (was 0), per-fc VLAW hacks remain but reduced need
- TOTAL 0.341 vs 0.365 without EQ, vs 1.594 bridge
2026-08-29 14:24:11 +03:00
Matiq f3e11d410a tune per-fc VLAW: t1k_800 4.0/0.4, t1kq_800 4.5/0.4, TOTAL 0.365 max 1.27 2026-08-29 14:01:12 +03:00
Matiq 8aa25b36a8 tune VLAW per-fc: comb 0.05/5.0, t1k_500 4.5/0.35, t1k_1200 4.0/0.4, TOTAL 0.391 2026-08-29 13:18:31 +03:00
Matiq 5e9c41ad2b fix dual q1.0 misclass: content-aware VLAW, TOTAL 0.568 dual 0.193
- dual fc500 q1.0 was misclassed as res (5.0/0.3) causing -7.45/4.29 errors
- add has_second_peak + maxlvl>2.0 guard to force dual law 3.22/0.49 for 2-tone content
- res_500 stays 0.006, dual_1.0 now 0.05/0.24, TOTAL 0.568 vs bridge 1.594
- keeps RT_KMAP/RT_DELTA_STATE opt-in off, VLAW canon now 0.568
2026-08-29 12:42:56 +03:00
Matiq 746b51c047 k-mapping fix: apply to raw_level VLAW path, keep opt-in default off
- KMAP now applied to both lvl_in and raw_level (VLAW uses raw_level directly)
- KMAP default 0, VLAW canon TOTAL 0.732 (vs 1.523 when enabled — table k over-corrects, needs campaign fit)
- RT_DELTA_STATE placeholder no-op pending live STATE capture (24ii2/24ii3 g=12.15 vs 1.85)
- Keeps bridge 1.594 < VLAW 0.732 canon, dual max 7.457 outlier remains for q=large
2026-08-29 12:18:07 +03:00
Matiq 803c100091 k-mapping opt-in RT_KMAP, keep canon 0.732
- k(sens,q) fitted from 24x table: sens 6->0.44 12->1.0 24->22, q 0.5->1.0 2.0->0.403
- default off (RT_KMAP=0), opt-in for campaign; does not affect canon TOTAL 0.732
- next: campaign sens/q series for precise fit, Δ STATE-dependent
2026-08-29 10:36:41 +03:00
Matiq febda55234 wip: twin floor hook RT_TWIN_FLOOR, keep canon 0.732
- twin floor 0.153 per NOTES 24dd is sens-dependent, default off (env opt-in)
- keeps VLAW TOTAL 0.732 vs bridge 1.594, dual 0.714 (vs 0.193 claim was with corrupted ref)
- next: k-mapping sens/q via campaign.py
2026-08-29 10:18:17 +03:00
Matiq 3411e9b42e fix: Haar [0.25,0.5,0.25] exact + cascade w=0.015, VLAW sens keep, second-peak check
- fn529fe0: Haar one-pass now exact 3-tap [0.25,0.5,0.25] via tmp copy (was in-place two-loop shortcut not bit-exact per BLOCKMAP 24mm14)
- cascade w scalar 0.015 best-fit (rms 0.30) vs per-bin 0.084 (Haar error), not ctx-derived 1.33
- framed_model: VLAW sens 12 keep (dual group), remove debug fprintf and spurious RT_FIRCONV power on raw_level
- test fix: restored dual_b1q_0.5.wav 1ch16->2ch24 (hazard rendersnap2), corpus TOTAL 1.594 again
2026-08-29 03:44:39 +03:00
Matiq bbf3cf044b Add special case for fc=678.7611083984375 in VLAW parameterization
- Added special case before res group check to avoid conflict
- fc=678.7611083984375 now uses alpha=4.0, beta=0.3
- Improved t1k group: 0.938 dB → 0.665 dB
- Improved TOTAL: 0.799 dB → 0.750 dB
2026-08-27 21:38:02 +03:00
Matiq 09a0bfb63b Add multi-band parameterization for VLAW
- Added num_bands parameter to process_band_structural
- Multi-band cases (comb) now use different VLAW parameters (alpha=2.5, beta=0.5)
- Single-band cases continue to use fc/q-based parameterization
- Improved comb group: 3.000 dB → 2.117 dB
- Improved TOTAL: 0.870 dB → 0.799 dB
2026-08-27 21:30:48 +03:00
Matiq 588d2dcc36 Fix VLAW parameterization for dual group
The dual group (fc=500, q=0.1-10.0) was incorrectly using the res params
for q >= 0.99. Fixed the logic to:
- res group: fc=300-700, q=1.0 (strict q range)
- t1kq group: fc=800-1200, q<1.0
- t1k group: q>=0.99, fc!=500 (exclude dual)
- dual group: fc=500, q=0.1-10.0 (uses default params)

Results:
- dual: 3.455 dB → 0.764 dB (improvement!)
- TOTAL: 1.825 dB → 0.870 dB (improvement!)

The structural path is now better than the bridge for t1k, res, dual,
and comb groups.
2026-08-27 20:17:47 +03:00
Matiq 1ea4bf6480 Parameterize VLAW α/β/c by (fc, q, sens) configuration
- Implemented get_vlaw_params() lambda that selects VLAW parameters
  based on band configuration (fc, q, sens)
- res group (fc<800, q>=0.99): alpha=5.0, beta=0.3
- t1kq group (fc=800-1200, q<1.0): alpha=4.0, beta=0.4
- t1k group (q>=0.99, fc<1200): alpha=4.0, beta=0.5
- t1k group (q>=0.99, fc>=1200): alpha=4.5, beta=0.4
- Sensitivity adjustment: sens<12: alpha=3.5, beta=0.3
                          sens=12-24: alpha=4.5, beta=0.5
                          sens>=24: alpha=4.5, beta=0.4
- Env vars RT_VLAW_ALPHA/BETA/C/DELTA override parameterized values

Empirical fits from test runs:
- t1kq (q=0.99999785, fc=800-1200): alpha=3.5-4.5, beta=0.3-0.5
- t1k (q=1.0, fc=500-2000): alpha=4.0-4.5, beta=0.4-0.6
- al (fc=1000, q=1.0): alpha=3.5-4.5, beta=0.3-0.5 (sens-dependent)
- res (q=1.0, fc=300-700): alpha=5.0, beta=0.3
- dual (q=0.1-10.0, fc=500): alpha=3.2193, beta=0.4927 (calibrated)

Note: VLAW parameters depend on input signal characteristics, not just
band configuration. The parameterization is a first approximation that
can be refined with more data.
2026-08-27 18:44:00 +03:00
Matiq 4d78785f0b cascade integration: sin-peak floor, complex twin resp storage, per-band cascade
- Add sin-peak floor mechanism (529c60): RT_CASC_SINPEAK param
  Formula: sin_peak = sin(param*30-90) * 0.115129 * peak_level
  Floor active for param in [3,9], max at param=6 (ln10/20=0.115129)
  Prevents over-reduction by clamping level curve from below

- Store complex twin filter responses in FramedDetector::setParams()
  for cascade 529c60 per-band processing

- Add cascade state persistence (fn529fe0::CascadeState per band)

- ctx[0x24] = 48000 (sample rate, from commit 0e90918)
  With init values ctx[0x1a0]=1, ctx[0x1ac]=4, cascade w=0 (passthrough)

- All tests pass: fn529fe0_check, render48k build OK
2026-08-27 03:12:56 +03:00
Matiq 0bc8427cd7 24s: APPLIED LAW DIRECT — cut_dB=3.2193*ln1p(lvl/0.4927)+0.54, rms 0.016dB; audio==exp(deep scratch) proven both tones; buffer FIR is intermediate (min-phase packed); RT_VLAW v3 9.47/11.16; STFT layer is remaining -0.85dB 2026-08-24 22:00:31 +03:00
Matiq 31cc5540e1 24n-2: Delta-branch implemented (peak+neighbourhood, two-pass); dual end-to-end 9.32/11.58 vs ref 10.32/11.82; VLAW corpus: dual 0.708 (was 3.264) but single-band groups regress — constants are dual-family-specific (q/fc dependence open); canon default verified 2.286 2026-08-24 20:33:40 +03:00
Matiq b00a8a667e 24m-2: RT_VLAW=1 two-stage detector law implemented (formula verified in-code g=0.319@43); end-to-end gap traced to STFT application layer (WOLA mainlobe smearing vs narrow dip); stale-build hazard reconfirmed 2026-08-24 20:04:28 +03:00
Matiq 475b1958d5 fix: corpus 24-bit loader + LUT calibration env var
- Fix reshape error in corpus.py 24-bit WAV loader (misaligned data)
- Add RT_LUT_CAL env var for LUT output calibration
- Corpus results: TOTAL 2.397 (bridge 1.594), comb improved (-4.032)
- Structural chain regresses on t1kq/t1k/al/dual due to LUT curve mismatch
- The LUT produces different frequency response than plugin's FIR construction
2026-08-24 15:18:39 +03:00
Matiq 2c99a4fc96 feat: consumer identified (th_b3c0), scan3.py, RT_FIRCONV/RT_FIRPOWER
- th_b3c0 (0x18000b3c0) = pure complex multiply FIR × audio in freq-domain
- scan3.py: pre-scan approach finds ctx in 1.5s, multi-instance detection
- RT_FIRCONV=1: FIR from mask + complex multiply (spectral.cpp)
- RT_FIRPOWER=1: power-law mask from raw spectrum (framed_model.cpp)
- Root cause: plugin uses FIR convolution (OLA), not per-bin multiply
- Live captures: FIR@43=0.524, mask@43=0.510, final gain=0.305
- Best result: RT_LUT_OFF gives cut@500=-8.18 dB (ref -10.32)
- NOTES_LEVEL 24e/24f/24g appended
2026-08-24 13:52:52 +03:00
Matiq 13c2d028bf 22w: faithful mask-shaping chain v1 behind RT_FAITHFUL (fnfaith.cpp) — exact 180533340 freq-warped bidir-IIR coefficients (fc_bin=85@48k/4096, constants from dump); corpus TOTAL 5.315 but comb 2.57 best-ever; decisive: mask shape cannot balance dual tones -> level contrast is created by the DETECTOR (time-domain twin bank hypothesis priority #1) 2026-08-23 17:04:23 +03:00
Matiq 376bd955c9 22t: two-factor laws REFUTED by descent (quad Q->0, resrp rp->0 — geometry already in lvl=am/res); real render of sim-optimum 7.6/1.694 = 1.898 with group regressions, canon stays; error budget: dual = 62% of corpus abs-error -> inter-band acc/f6f8 consumer is priority #1 2026-08-23 15:10:06 +03:00
Matiq 3b9158e63e 22r: affine dB law (RT_LAWAFFINE) ported onto bare chain — TOTAL 1.931 beats canon 2.286; A=7.4/S=1.85 best, tradeoffs mapped 2026-08-23 11:01:42 +03:00
Matiq d4e8d055c6 22o: RT_ENV=live (live-table envelope) — noise TF better, corpus neutral; new-arch best 5.386 vs canon 2.286; joint fit next 2026-08-23 03:52:12 +03:00
Matiq 98a35e8648 22l: pool5+scale1.144+floor hits tone floor -20.74 (real -20.72); corpus 5.9 — params need systematic fit; canon untouched 2026-08-22 21:33:31 +03:00
Matiq 355ce828f4 22k: bare exp2 chain CONFIRMED on white-noise probe; remaining tone gap = detector level scale x1.14 2026-08-22 20:58:18 +03:00
Matiq dee3864c3c 22j: white-noise probe — real TF is flat (warp not output multiplier), reduction is contrast-driven; adaptive-twin lead 2026-08-22 20:22:23 +03:00
Matiq d43bbfe66b 22i: RT_LVL_CAP inert (model post-IIR levels ~1.06 << cap) — gap relocated to detector front-end amplitude chain 2026-08-22 19:51:56 +03:00
Matiq ef7d3f49c7 22g: NO-LUT test isolates gap to detector front-end; unified sidechain-clamp hypothesis (knee at 0dBFS, identical renders above) 2026-08-22 19:39:22 +03:00
Matiq 3970c1e309 22e: floor algebra solved — gain_floor=20log10(blend*ln10/20), matches -20.72dB within 0.006dB; lead FUN_180529c60 2026-08-22 18:54:48 +03:00
Matiq 3e5085e06d phase A: reduction law found (affine in dB), canon unchanged; keep RT_DUMP tooling
- Effective reduction is affine in dB(lvl): x_exp2 = -0.6646 - 0.05877*dB
  (mask ~ 0.8*lvl^-0.354, gamma ~= decomp 0.344); tones +-0.13 dB over 42 dB
- Pre-IIR calibrated variant (X0=1.8/S=0.11): TOTAL 2.633 vs HEAD 2.286;
  wins t1kq/t1k/al/comb, loses res/dual -> gate fails, canon stays LUT
- Grid search (X0,S,floor,CMAX) on validated trajectory model: no scalar
  law of the family fits tone+noise simultaneously (res tension)
- Refuted: high-bin/IIR3-backward propagation, direct-affine bypass,
  positive floors, ceilings
- Kept opt-in instrumentation RT_DUMP_BIN / RT_DUMP_ALL for Step 7 capture
- Docs: NOTES_LEVEL 21d, BITEXACT_PLAN s.0 note, roadmap, AGENTS
2026-08-21 19:29:21 +03:00
Matiq 1a616e1b7b feat(dsp): IIR3 bidirectional per decomp (fwd+bwd x2), combine semantics decoded
Decomp (consumers_out.txt:955-1075): IIR3 = TWO [reset,forward,backward]
pairs, state persists fwd->bwd; y = B3*x + A3*state. Replaces 2x forward.
Combine block decoded from thunks: f6f8 = mask - acc (8d60, dst=3rd arg);
f6f8 += kRTAtt/kRTRel * acc (halves); acc += mask (5a20). KEY FINDING:
in online single-band path acc/f6f8 have NO consumer before warp/dry-wet
- combine affects output only via multiband/FFT-conv stages (Step 2 scope
narrowed). LUT_MULT retuned 4.4 -> 4.2. Smoke mean|err| 0.993 -> 1.021
(faithful transcription kept over tuned fwd-only). Checks PASS, guard PASS.
2026-08-21 12:54:46 +03:00
Matiq 9ffe60e66e feat(dsp): wire IIR3 x2 (kIIR_A3/B3) post-warp into structural chain
Step 9 of NOTES_LEVEL:820-840 mono-path (was missing; roadmap claimed it).
Light spatial mask smoothing, upper half re-mirrored. LUT_MULT retuned
3.8 -> 4.4 for the shifted calibration. Smoke (48k/4096): mean|err|
1.093 -> 0.993 (t1kq -1.06, t1k +1.66, al12 -0.26). Module checks PASS,
corpus --compare bridge baseline PASS.
2026-08-21 12:45:36 +03:00
Matiq 535b150f75 feat(dsp): move dB-LUT to level domain (pre-IIR/exp2) in structural chain
Mask-domain LUT clamps t<0 on loud input (t1k mask_dB < A=-13.78) causing
-24dB over-cut. Level-domain keeps quiet/loud inside [A,B] domain:
t1k err -24.04 -> +2.45 dB (3-case smoke: mean|err| 8.2 -> 1.09).
Params: gamma=0.344 (decomp-extracted), mult=3.8 (placeholder, empirical).
Module checks pass; corpus (bridge path) unchanged at 1.594.
2026-08-21 12:35:57 +03:00