From 8df7158fa409cfb6e8981a658bd3cca7abefae87 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 01:41:32 +0000 Subject: [PATCH 01/11] =?UTF-8?q?probe(weather):=20P1=20RUN=20on=20real=20?= =?UTF-8?q?ERA5=20=E2=80=94=20falsifies=20two=20claims=20in=20the=20doc=20?= =?UTF-8?q?it=20tests?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Steps 0-3 autoattended. Step 0 (P1) is RUN; the envelope-audit gate on P4 returned. Both falsified the knowledge doc written earlier this session. P1 (probes/weather-p1/, re-runnable, real ARCO-ERA5 2m_temperature, 1,038,240 gridpoints): - FISHER-Z DEGRADES A WEATHER PALETTE. Linear MAE 0.0684 K / 0 empty buckets / 115.7 effective, vs Fisher-Z MAE 0.2168 K / 76 empty / 28.1 effective. 3.2x worse, 228 of 256 buckets burned. Mechanism measured: arctanh moves resolution toward the bounds; ERA5 anomaly has 77% of mass inside |s|<0.25 (kurtosis +3.3) where a correlation-like control has 32.7% beyond 0.9. The transform must match the distribution shape. Falsifies doc 1.2; the helix crate is NOT impugned (its own r=sqrt(u) concentrates at the rim by construction). - ARCO-ERA5 HAS NO wind_speed VARIABLE (exhaustive: all 52 arrays). The doc's 6.5 Jensen-gap measurement cannot have come from this store. - Store object confirmed, validating the plan's C3 correction; 404 on a chunk is valid Zarr fill semantics, not a fetch failure. - Re-measured: blosc is variable-dependent (1.794x / 1.771x / 1.248x, not a single 1.27x); BF16 anomaly gain reproduced in DIRECTION only (74.9x under a zonal-mean climatology proxy vs the doc's unreproduced 97x). - Apparatus self-checked before any claim (BF16 helper verified <= 2^-9). Envelope audit (P4 premise): helix360 is NOT a wind-bearing carrier. Signed360 is ONE orientation, not two hemisphere codes; ResidueEdge cannot carry a hemisphere sign at all and has no azimuth; the crate states twice that no 2-DOF direction codec exists. P4 CANCELLED as specified. Also found: no per-value-lane reading selector exists in the contract (zero writers, zero decoders for the lane), and Signed360::sign() decodes a dormant all-zero lane as a definite Sign::Neg, against the CANON zero-fallback ladder. And the sharpest one: the doc's own C2 "correction" was itself the error -- the 12-byte Pair48 it rejected was the structurally correct answer. A correction carries a claim's burden of proof. Doc gains a READ-12-FIRST header + 12 (corrections, sections left standing and regraded, never silently edited). Two EPIPHANIES prepended. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .../knowledge/weather-normalized-substrate.md | 163 ++++++++++++++++++ probes/weather-p1/README.md | 140 +++++++++++++++ probes/weather-p1/fetch.py | 37 ++++ probes/weather-p1/fetch_bg.py | 28 +++ probes/weather-p1/p1_probe.py | 72 ++++++++ probes/weather-p1/p1_results_temperature.json | 24 +++ probes/weather-p1/verify_apparatus.py | 45 +++++ 7 files changed, 509 insertions(+) create mode 100644 probes/weather-p1/README.md create mode 100644 probes/weather-p1/fetch.py create mode 100644 probes/weather-p1/fetch_bg.py create mode 100644 probes/weather-p1/p1_probe.py create mode 100644 probes/weather-p1/p1_results_temperature.json create mode 100644 probes/weather-p1/verify_apparatus.py diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index 9ae226ba..d5a19cf9 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -8,6 +8,16 @@ > the correction ledger is part of the document, not an apology appendix). > **Companion plan:** `.claude/plans/weather-substrate-poc-v2.md` (PR #915). > +> ## ⊘ READ §12 FIRST (2026-08-11, same day as authorship) +> +> Probe **P1 ran** and an **envelope audit ran**, and between them they +> **falsified four claims in this document** — including one where a §11 +> "correction" was itself the error. Affected: **§1.2** (Fisher-Z doctrine), +> **§2.3 + §5 + §6.6** (helix360 as a wind-bearing carrier), **§11-C2** (the +> `Pair48` rejection), **§6.1/§6.5** (measurement provenance). Every one of +> those sections is superseded by **§12**. The sections are left standing, +> not deleted, so the correction is legible. +> > **Grading (mandatory on every claim):** > - `[G]` — verified in committed code this session, with `file:line`. > - `[G-absence]` — verified NOT to exist (grep/read, stated scope). @@ -511,3 +521,156 @@ contract (lance-graph-contract/src/canonical_node.rs) └─ ValueTenant::HelixResidue = 4 → ColumnKind::U8 × 6 @ row_offset 112 in ValueSchema::{Compressed, Full}; node row = key(16)|edges(16)|value(480) ``` + +--- + +## 12. ⊘ CORRECTIONS — what P1 and the envelope audit falsified (2026-08-11) + +Written the same day as the rest of this document, by the two gates the +document itself queued. Both fired. Sections above are **left standing and +regraded here**, never silently edited. + +### 12.1 — §1.2 FALSIFIED for weather scalars: Fisher-Z *degrades* the palette + +Measured, real ERA5 `2m_temperature`, 1,038,240 gridpoints, both paths into the +same 256 buckets over the same 0.4–99.6 percentile window +(`probes/weather-p1/`, re-runnable): + +| path | MAE (K) | p99 (K) | empty buckets | effective buckets | drift score | +|---|---|---|---|---|---| +| **linear** (no transform) | **0.0684** | 0.0939 | **0** | **115.7 / 256** | 607 | +| Fisher-Z then linear | 0.2168 | 0.4253 | **76** | **28.1 / 256** | 2240 | + +Fisher-Z is **3.2× worse** and burns **228 of 256 buckets**. + +**Mechanism, measured not assumed:** `arctanh` is ≈identity near 0 and explodes +near ±1, so it moves resolution *toward the bounds*. ERA5 temperature anomaly +over a robust scale has mean |s| = 0.172, **77 % of mass inside |s| < 0.25**, +1.2 % beyond 0.9, kurtosis +3.3 — mass in the **middle**. A correlation-like +control (`tanh(N(0,1.5))`) has 13.5 % inside 0.25 and **32.7 % beyond 0.9** — +mass at the **bounds**. Fisher-Z is right for the second shape and wrong for the +first. + +**So §1.2's "this is what makes 8 bits sufficient" is false for weather +scalars.** The correct general statement: **the transform must match the input +distribution's shape.** Fisher-Z earns its keep on correlation-like inputs and +on helix's own rim radius `r = √u`, which equal-area placement concentrates +toward `r → 1` **by construction** (`placement.rs:147-151`) — i.e. helix uses it +on exactly the shape it suits. Nothing about the helix crate is impugned; what +is falsified is *generalizing its transform to bell-shaped geophysical fields*. + +**Product consequence:** "Fisher-Z everything into one comparable substrate" +does not survive. **P2 is re-scoped**, not merely un-run: it must now test +cross-variable comparability under a *per-shape* transform choice, and prove +the shared **palette + LUT** still hold once the shared **transform** is gone. + +### 12.2 — §2.3 / §5 / §6.6 FALSIFIED: helix360 is not a wind-bearing carrier + +The `v3-envelope-auditor` verdict on reading the 6-byte `HelixResidue` lane as +`2 × ResidueEdge` (in/out): **LAYOUT-GATED, and the gate does not exist** — with +the premise itself falsified: + +1. **`Signed360` is ONE signed orientation**, `rim(3) + polar(1) + azimuth(2)` + (`residue.rs:76-116`) — not two hemisphere codes. The "2× the 24-bit + hemisphere" line (`canonical_node.rs:838-839`, `placement.rs:170-171`) is a + **width identity (48 = 2×24) plus a coverage claim**, never a structural + in/out claim. §2.3's `[G]` on that reading was **unearned**; regrade `[S]`. +2. **`ResidueEdge` cannot carry a hemisphere sign at all.** `sprite_replay.rs:56-63`: + sprites seeded `Sign::Neg` reconstruct through the `ResidueEdge` path as + `Sign::Pos` — *"a real, measurable structural error, not a rounding + artifact."* An in/out pair of `ResidueEdge` would silently force both to the + upper hemisphere. +3. **`ResidueEdge` has no azimuth.** The 16-bit `azimuth` is the **only** angular + field in the entire lane; the proposed reading deletes it, and spends 2 of 6 + bytes on duplicate `floor_version` stamps. +4. **Neither reading is a bearing codec.** The crate says so twice, unprompted: + *"there is no free 2-DOF direction codec in this crate"* (`sprite_replay.rs:47`) + and *"NOT a generic scalar quantizer … doing so would be exactly the + 'invented round-trip API'"* (`continuous_field.rs:31-43`). My proposal was + that invented round-trip. +5. **Metric hazard if forced:** `end_idx` is monotone, i.e. **non-circular**, so + a wrapped bearing puts 359° and 1° at maximum L1 distance. `DistanceLut`'s + triangle-inequality guarantee is about a **linear** index order and does not + survive repurposing as an angular one (`residue.rs:53-55`, `distance.rs:22-33`). +6. **No selector exists.** Exhaustive grep (`HelixResidue`, all `**/*.rs`, + `head_limit: 0`): 15 hits, **zero writers, zero decoders**. `ReadMode` has + exactly three axes (tail / value_schema / edge_codec) — none selects a + value-lane *reading*; `ValueSchema` selects presence only; `EdgeCodecFlavor` + covers `EdgeBlock`, a different region. There is **no per-value-lane reading + selector in the contract at all** — that absence is the finding. + +**Correct shape if a from/to pair is genuinely needed:** a **new 16-byte facet +lane** read as `FacetSchema::Pair48` = `[Signed360; 2]` — `classid(4) + 6 B in + +6 B out` — precedent set twice by `Tekamolo` and `CausalWitness` (both 16-byte +lanes appended at the end, no version bump). Codec owner `crates/helix` (next to +`encode_signed`, so the #498 sign-partition is never re-implemented); lane owner +`lance-graph-contract` (zero-dep, reserves bytes only). **⚠ discriminant `15` is +reserved for `BoardAggregates`** (`canonical_node.rs:1027-1034`) — a new tenant +takes `16`, never silently consumes 15. + +### 12.3 — §11-C2 was itself a mis-correction (the sharpest lesson here) + +C2 recorded rejecting a 12-byte `Pair48` for from/to because "the 6 B lane is +already 2×24 in/out by construction", citing `canonical_node.rs:963`. That line +is a **comment**, and it states a width identity, not a structure. **The 12-byte +`Pair48` I rejected was the structurally correct answer** (§12.2). C2 replaced a +right answer with a wrong one *and then banked the wrong one as a lesson* — the +failure mode compounding one level up, inside the ledger built to catch it. + +**Rule extracted:** a correction is a claim and carries a claim's burden of +proof. "I was wrong before" is not evidence that the new version is right, and a +correction written in the same breath as the error it replaces has had no +independent gate. Route corrections through the same audit as originals. + +### 12.4 — Measurement provenance (§6.1, §6.3, §6.5) + +- **§6.5 wind-speed non-derivability — provenance broken.** ARCO-ERA5 has **no + `wind_speed` variable** (exhaustive: all 52 arrays enumerated; wind-related are + exactly the 4 `u`/`v` component arrays). The measurement cannot have come from + the Phase-A source the plan names. The Jensen-gap *physics* stands; the + *measurement* must be re-attributed (WeatherBench2) or dropped. §5's "wind + speed — NOT derivable" row is wrong for this source. +- **§6.1 blosc 1.27×** is not representative: measured **1.794×** + (`2m_temperature`), **1.771×** (`2m_dewpoint_temperature`), **1.248×** + (`10m_u_component_of_wind`) at one timestep. Ratio is strongly + variable-dependent; a single scalar is the wrong summary. +- **§6.3 BF16 anomaly gain** reproduced in **direction only**: 0.456 K → 0.00609 K + = **74.9×** here (doc: 1.069 K → 0.0110 K = 97×), under a zonal-mean + climatology proxy. Different climatology ⇒ different measurement, not a + contradiction — but the doc's numbers stay **unreproduced** and `[H]`. +- **New, unhidden:** 0.82 % of points saturate into the two rim buckets, giving a + palette **max** error of 17.5 K against a 0.068 K mean. That is + `quantize.rs:11-18`'s documented controlled-saturation tail. Any product claim + quotes the tail, not only the mean. + +### 12.5 — Pre-existing defect found in passing (not caused by this work) + +`Signed360::sign()` is `if polar >= 128 { Pos } else { Neg }` +(`residue.rs:109-115`), so an **all-zero, never-written lane decodes as a +definite lower-hemisphere orientation** rather than as "unaddressed". Both +sibling facet lanes get this right — `Tekamolo`: *"an all-zero facet reads as +unaddressed … never a wrong circumstance"* (`canonical_node.rs:886-887`); +`CausalWitness`: *"reads as unbound … never a wrong binding"* (`:900-902`). +Under the CANON zero-fallback ladder ("zero = fall through to the broader +default") this is a wrong-value-from-dormant-bytes defect. Filed, not fixed here. + +### 12.6 — Probe queue, re-graded + +| id | status | +|---|---| +| **P1** | **RUN** — `probes/weather-p1/`, results committed. Falsified §1.2 and §6.5; re-measured §6.1/§6.3. | +| **P2** | **RE-SCOPED, not run.** Must now test cross-variable comparability *without* a shared Fisher-Z, per §12.1. | +| **P3** | unchanged, NOT RUN (gated on P2). | +| **P4** | **CANCELLED as specified.** The premise is falsified (§12.2). Successor: the 16-byte `Pair48` facet lane — a mint decision, operator-gated, not a worker task. | +| **P5** | unchanged, NOT RUN. | +| **P6** | unchanged, NOT RUN. | + +### 12.7 — What survives, stated plainly + +The **economics** (§7) survive: pay the transform once at ingest, compare via an +O(1) 128 KB cache-resident LUT forever. The **place ⊕ residue decomposition** +survives and strengthened — anomaly-vs-raw is a 74.9× BF16 gain measured on real +data. The **8-bits-per-scalar** claim survives, with a corrected reason: a robust +percentile window over a **shape-appropriate** transform, which for weather +anomalies is the identity. **helix360 as the wind carrier does not survive**, and +neither does the single-shared-transform framing of the substrate. diff --git a/probes/weather-p1/README.md b/probes/weather-p1/README.md new file mode 100644 index 00000000..1b7d247a --- /dev/null +++ b/probes/weather-p1/README.md @@ -0,0 +1,140 @@ +# P1 — the weather-substrate measurements, made re-runnable + +> **Status: RUN, 2026-08-11.** Results in `p1_results_temperature.json`. +> **Two doc claims were FALSIFIED by this run** — see §3 and +> `.claude/knowledge/weather-normalized-substrate.md` §12. +> +> Probe P1 of the queue in that doc §10. Python by design: the plan's D-WXA-1 +> rules Stage-A ingest **disposable** (`Zarr → numpy → f32 slab`, no eccodes, +> no C deps). These scripts are the ingest half; nothing here is a Rust +> deliverable. + +## Why this exists + +The knowledge doc's §6 evidence ledger carried numbers that existed **only in a +session transcript**. Under the falsifiability rule (`CLAUDE.md` P0) that is a +claim, not a finding. This directory makes them re-derivable by command — and +the first honest run promptly contradicted two of them. + +## Reproduce + +```bash +pip install numpy zarr numcodecs scipy +cd probes/weather-p1 +python3 fetch.py # consolidated metadata + 2m_temperature chunk +python3 fetch_bg.py # remaining variables, with retries +python3 p1_probe.py # the measurements +python3 verify_apparatus.py # apparatus self-check + the mechanism diagnosis +``` + +`fetch.py` needs `zmeta.json` first: + +```bash +curl -s --noproxy '*' -o zmeta.json \ + "https://storage.googleapis.com/gcp-public-data-arco-era5/ar/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr/.zmetadata" +``` + +`--noproxy '*'` is required in this environment (the proxy 403s/stalls on GCS; +plain `curl` through it does not reach the store). + +## 1. Source, verified rather than assumed + +- **Store** `gs://gcp-public-data-arco-era5/ar/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr` + — HTTP 200, 52 arrays, consolidated `.zmetadata` 46,842 B. **This confirms the + plan's ⊘ C3 correction**: the previously-cited + `era5/…-1h-1440x721.zarr` does not exist. +- **Grid** `[561264, 721, 1440]`, dtype `0.9 | kurtosis | +|---|---|---|---|---| +| ERA5 T anomaly / robust scale | 0.172 | **0.769** | 0.012 | +3.30 (peaked) | +| correlation-like control `tanh(N(0,1.5))` | 0.672 | 0.135 | **0.327** | — | + +So the transform must **match the input distribution's shape**. Fisher-Z earns +its keep on correlation-like inputs (mass at ±1) and on helix's own rim radius +`r = √u`, which equal-area placement concentrates toward `r → 1` by construction +(`placement.rs:147-151`). A bell-shaped geophysical anomaly is the opposite case. + +**This falsifies the doc's §1.2 claim** that variance stabilization is what makes +8 bits sufficient — for weather scalars, plain linear quantization over a robust +window is what makes 8 bits sufficient, and Fisher-Z actively degrades it. + +**Consequence for the product claim.** "Fisher-Z everything into one comparable +substrate" does not survive. Cross-variable comparability must be re-derived +(probe P2) on a transform chosen per distribution shape — the shared *palette +and LUT* may still hold; the shared *transform* does not. + +## 4. Other measured deltas from the doc's §6 + +- **§6.1 blosc ratio.** Measured per variable at this timestep: + `2m_temperature` **1.794×**, `2m_dewpoint_temperature` **1.771×**, + `10m_u_component_of_wind` **1.248×**. The doc's "1.27× mean" is within range + for wind but not representative of temperature — the ratio is + strongly variable-dependent, so a single scalar is the wrong summary. +- **§6.3 BF16 raw-vs-anomaly.** Reproduced in *direction*, not in magnitude: + raw-Kelvin MAE **0.456 K** → anomaly MAE **0.00609 K** = **74.9×** + (doc: 1.069 K → 0.0110 K = 97×). Different climatology (zonal-mean proxy here) + makes this a *different* measurement, not a contradiction — but the doc's + numbers remain unreproduced, so they stay `[H]` with their conditions + unpinned. +- **Apparatus self-check passed**: the BF16 round-to-nearest-even helper is + verified to ≤ 2⁻⁹ relative error before any BF16 claim is made + (`verify_apparatus.py`). + +## 5. Honest boundaries + +- **One timestep, one season, one variable** for the headline. 2021-06-15 12:00 + UTC only. The linear-beats-Fisher-Z result should be re-run across seasons and + on a second variable before it is graded `[G]` rather than `[H]`. +- **Climatology is a zonal-mean proxy**, not a real ERA5 climatology. It is the + cheapest honest PLACE term and it is stated as such; a real climatology would + shrink the anomaly further and likely *improve* both paths. +- **Saturation is real and unhidden**: 0.82 % of points land in the two rim + buckets, giving a palette max error of 17.5 K against a 0.068 K mean. That is + `quantize.rs`'s documented controlled-saturation tail, not a surprise — but any + product claim must quote the tail, not just the mean. +- **Fixtures are not committed** (4 MB each, re-fetchable). Scripts + the exact + store object + time index are, which is what makes the run reproducible. +- Nothing here touches Rust, the SoA lanes, or Lance. P1 is the ingest and + measurement half only. diff --git a/probes/weather-p1/fetch.py b/probes/weather-p1/fetch.py new file mode 100644 index 00000000..3dd7b0cf --- /dev/null +++ b/probes/weather-p1/fetch.py @@ -0,0 +1,37 @@ +import json, urllib.request, numpy as np, numcodecs, datetime as dt, os +B="https://storage.googleapis.com/gcp-public-data-arco-era5/ar/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr" +meta=json.load(open('zmeta.json'))['metadata'] +# time units +print("time .zattrs:", json.dumps(meta.get('time/.zattrs',{}))[:200]) +epoch=dt.datetime(1959,1,1) +target=dt.datetime(2021,6,15,12) +t=int((target-epoch).total_seconds()//3600) +print(f"target={target} -> time index t={t} (shape0=561264, in range={t<561264})") + +def get(var, t): + za=meta[f'{var}/.zarray']; comp=za['compressor'] + key=f'{var}/{t}.0.0' + req=urllib.request.Request(f'{B}/{key}') + raw=urllib.request.urlopen(req, timeout=300).read() + dec=numcodecs.get_codec(comp).decode(raw) + a=np.frombuffer(dec,dtype=za['dtype']).reshape(za['chunks'])[0] + return a, len(raw), dec.__len__() if hasattr(dec,'__len__') else a.nbytes + +os.makedirs('fixture',exist_ok=True) +rows=[] +for var in ['2m_temperature','total_column_water_vapour','surface_pressure', + '10m_u_component_of_wind','10m_v_component_of_wind']: + a,ncomp,nraw=get(var,t) + np.save(f'fixture/{var}.npy', a) + finite=np.isfinite(a) + rows.append((var,a.shape,a.dtype.str,ncomp,a.nbytes,a.nbytes/ncomp, + float(a[finite].min()),float(a[finite].max()),int((~finite).sum()))) + print(f"{var:34s} shape={a.shape} dtype={a.dtype} comp={ncomp:>9,}B raw={a.nbytes:>9,}B " + f"ratio={a.nbytes/ncomp:5.3f}x min={a[finite].min():12.4f} max={a[finite].max():12.4f} nonfinite={(~finite).sum()}") +json.dump({'time_index':t,'target_utc':target.isoformat(), + 'store':B, + 'vars':{r[0]:{'shape':list(r[1]),'dtype':r[2],'compressed_bytes':r[3], + 'raw_bytes':r[4],'blosc_ratio':r[5],'min':r[6],'max':r[7],'nonfinite':r[8]} for r in rows}}, + open('fixture/manifest.json','w'), indent=2) +tot_c=sum(r[3] for r in rows); tot_r=sum(r[4] for r in rows) +print(f"\nTOTAL compressed={tot_c:,}B raw={tot_r:,}B blosc mean ratio={tot_r/tot_c:.4f}x") diff --git a/probes/weather-p1/fetch_bg.py b/probes/weather-p1/fetch_bg.py new file mode 100644 index 00000000..ab2d2797 --- /dev/null +++ b/probes/weather-p1/fetch_bg.py @@ -0,0 +1,28 @@ +import json, urllib.request, numpy as np, numcodecs, os, time +B="https://storage.googleapis.com/gcp-public-data-arco-era5/ar/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr" +meta=json.load(open('zmeta.json'))['metadata']; t=547476 +os.makedirs('fixture',exist_ok=True) +out={} +for var in ['2m_dewpoint_temperature','10m_u_component_of_wind','10m_v_component_of_wind', + 'surface_pressure','total_column_water_vapour','total_cloud_cover']: + if os.path.exists(f'fixture/{var}.npy'): print('skip',var,flush=True); continue + za=meta[f'{var}/.zarray'] + for attempt in range(3): + try: + t0=time.time() + raw=urllib.request.urlopen(f'{B}/{var}/{t}.0.0', timeout=600).read() + dec=numcodecs.get_codec(za['compressor']).decode(raw) + a=np.frombuffer(dec,dtype=za['dtype']).reshape(za['chunks'])[0] + np.save(f'fixture/{var}.npy', a) + out[var]={'compressed_bytes':len(raw),'raw_bytes':int(a.nbytes), + 'blosc_ratio':a.nbytes/len(raw),'secs':round(time.time()-t0,1), + 'nonfinite':int((~np.isfinite(a)).sum())} + print(f"OK {var} comp={len(raw):,} ratio={a.nbytes/len(raw):.4f} {time.time()-t0:.0f}s",flush=True) + break + except Exception as e: + print(f"try{attempt} {var}: {type(e).__name__} {e}",flush=True) + time.sleep(5) + else: + out[var]={'error':'unavailable after 3 tries'} +json.dump(out, open('fixture/fetch_log.json','w'), indent=2) +print("DONE",flush=True) diff --git a/probes/weather-p1/p1_probe.py b/probes/weather-p1/p1_probe.py new file mode 100644 index 00000000..5054a4ec --- /dev/null +++ b/probes/weather-p1/p1_probe.py @@ -0,0 +1,72 @@ +"""P1 — re-runnable measurement of the doc's §6 claims on REAL ERA5 2m_temperature.""" +import numpy as np, json +a = np.load('fixture/2m_temperature.npy').astype(np.float64) +ny, nx = a.shape +assert np.isfinite(a).all(), "unexpected non-finite" +print(f"field: {a.shape} = {a.size:,} gridpoints, K range [{a.min():.3f}, {a.max():.3f}]") + +def bf16(x): + """Round-to-nearest-even f32->bf16 (truncate mantissa to 7 bits), back to f64.""" + f = np.asarray(x, dtype=np.float32).view(np.uint32) + r = ((f >> 16) & 1).astype(np.uint32) + f2 = ((f + 0x7FFF + r) & 0xFFFF0000).astype(np.uint32) + return f2.view(np.float32).astype(np.float64) + +# ---- §6.3 : BF16 on raw Kelvin vs BF16 on anomaly ------------------------- +# climatology proxy = zonal mean (per-latitude), the cheapest honest PLACE term. +clim = a.mean(axis=1, keepdims=True) # (721,1) +anom = a - clim + +err_raw = np.abs(bf16(a) - a) +err_anom = np.abs((bf16(anom) + clim) - a) +r = {} +r['bf16_raw_kelvin_mae'] = float(err_raw.mean()) +r['bf16_raw_kelvin_p99'] = float(np.percentile(err_raw, 99)) +r['bf16_raw_kelvin_max'] = float(err_raw.max()) +r['bf16_anomaly_mae'] = float(err_anom.mean()) +r['bf16_anomaly_p99'] = float(np.percentile(err_anom, 99)) +r['bf16_anomaly_max'] = float(err_anom.max()) +r['bf16_improvement_x'] = float(err_raw.mean()/err_anom.mean()) +r['anomaly_std_K'] = float(anom.std()) +r['raw_std_K'] = float(a.std()) + +# ---- palette256: fisher-z normalize the anomaly, then 256-bucket ---------- +def fisher_z(s, eps=1e-9): + s = np.clip(s, -1+eps, 1-eps) + return 0.5*(np.log1p(s) - np.log1p(-s)) + +# map anomaly onto [-1,1] by a robust scale (0.4-99.6 pct, mirroring RollingFloor.roll) +lo_q, hi_q = np.percentile(anom, [0.4, 99.6]) +scale = max(abs(lo_q), abs(hi_q)) +s = anom/scale +z = fisher_z(s) +zlo, zhi = np.percentile(z, [0.4, 99.6]) +idx = np.clip(np.floor((z - zlo)/(zhi - zlo)*256), 0, 255).astype(np.uint8) # RollingFloor.quantize +centers = zlo + ((np.arange(256)+0.5)/256)*(zhi - zlo) # bucket_center +z_hat = centers[idx] +anom_hat = np.tanh(z_hat)*scale # inverse fisher-z +err_pal = np.abs((anom_hat + clim) - a) +r['palette256_mae_K'] = float(err_pal.mean()) +r['palette256_p99_K'] = float(np.percentile(err_pal, 99)) +r['palette256_max_K'] = float(err_pal.max()) +occ = np.bincount(idx.ravel(), minlength=256) +r['palette_occupancy_min'] = int(occ.min()); r['palette_occupancy_max'] = int(occ.max()) +r['palette_empty_buckets'] = int((occ==0).sum()) +r['palette_saturated_frac'] = float((occ[0]+occ[255])/idx.size) +# drift_score exactly as quantize.rs: max |occ_i - mu|/sd, multinomial +n = idx.size; p = 1/256; mu = n*p; sd = (n*p*(1-p))**0.5 +r['drift_score_uniform_sd'] = float(np.abs(occ-mu).max()/sd) + +# LINEAR (no fisher-z) control — does the normalization actually buy anything? +alo, ahi = np.percentile(anom, [0.4, 99.6]) +idx_lin = np.clip(np.floor((anom-alo)/(ahi-alo)*256), 0, 255).astype(np.uint8) +cen_lin = alo + ((np.arange(256)+0.5)/256)*(ahi-alo) +err_lin = np.abs((cen_lin[idx_lin] + clim) - a) +occ_lin = np.bincount(idx_lin.ravel(), minlength=256) +r['palette256_LINEAR_mae_K'] = float(err_lin.mean()) +r['palette256_LINEAR_p99_K'] = float(np.percentile(err_lin,99)) +r['drift_score_LINEAR'] = float(np.abs(occ_lin-mu).max()/sd) +r['bytes_per_point_f32'] = 4; r['bytes_per_point_palette'] = 1 + +for k,v in r.items(): print(f" {k:32s} {v}") +json.dump(r, open('p1_results_temperature.json','w'), indent=2) diff --git a/probes/weather-p1/p1_results_temperature.json b/probes/weather-p1/p1_results_temperature.json new file mode 100644 index 00000000..728c3672 --- /dev/null +++ b/probes/weather-p1/p1_results_temperature.json @@ -0,0 +1,24 @@ +{ + "bf16_raw_kelvin_mae": 0.4560941918235399, + "bf16_raw_kelvin_p99": 0.98773193359375, + "bf16_raw_kelvin_max": 0.99993896484375, + "bf16_anomaly_mae": 0.006085535607022236, + "bf16_anomaly_p99": 0.04891499000126089, + "bf16_anomaly_max": 0.12496976852418129, + "bf16_improvement_x": 74.94725547201509, + "anomaly_std_K": 6.752569755943374, + "raw_std_K": 22.65130642915137, + "palette256_mae_K": 0.21680033256013134, + "palette256_p99_K": 0.4252813828314288, + "palette256_max_K": 17.54098550804946, + "palette_occupancy_min": 0, + "palette_occupancy_max": 146451, + "palette_empty_buckets": 76, + "palette_saturated_frac": 0.008202342425643397, + "drift_score_uniform_sd": 2240.355203957119, + "palette256_LINEAR_mae_K": 0.06844932342578529, + "palette256_LINEAR_p99_K": 0.09393152803479154, + "drift_score_LINEAR": 606.5577197023172, + "bytes_per_point_f32": 4, + "bytes_per_point_palette": 1 +} \ No newline at end of file diff --git a/probes/weather-p1/verify_apparatus.py b/probes/weather-p1/verify_apparatus.py new file mode 100644 index 00000000..0c9c84a0 --- /dev/null +++ b/probes/weather-p1/verify_apparatus.py @@ -0,0 +1,45 @@ +"""Verify the P1 apparatus BEFORE claiming fisher-z is falsified.""" +import numpy as np +from scipy import stats as st +a=np.load('fixture/2m_temperature.npy').astype(np.float64) +clim=a.mean(axis=1,keepdims=True); anom=a-clim + +# 1) sanity: bf16 implementation must have ~8 bits mantissa -> rel err <= 2^-9 +def bf16(x): + f=np.asarray(x,dtype=np.float32).view(np.uint32) + r=((f>>16)&1).astype(np.uint32) + return (((f+0x7FFF+r)&0xFFFF0000).astype(np.uint32)).view(np.float32).astype(np.float64) +v=np.array([1.0,300.0,-6.5,1e-3]); rel=np.abs(bf16(v)-v)/np.abs(v) +print("bf16 rel err (must be <= 2^-9 = 0.00195):", rel, "OK" if (rel<=2**-9+1e-12).all() else "BROKEN") + +# 2) THE MECHANISM: what shape is the input distribution? +lo_q,hi_q=np.percentile(anom,[0.4,99.6]); scale=max(abs(lo_q),abs(hi_q)); s=(anom/scale).ravel() +print(f"\nanomaly/scale -> |s| distribution: mean|s|={np.abs(s).mean():.4f} " + f"frac|s|<0.25={np.mean(np.abs(s)<0.25):.4f} frac|s|>0.9={np.mean(np.abs(s)>0.9):.4f}") +print(f" kurtosis(s)={st.kurtosis(s):.3f} (0=gaussian, <0=flat, >0=peaked) skew={st.skew(s):.3f}") + +# a correlation-like variable for CONTRAST: piles at the bounds +r_like=np.tanh(np.random.default_rng(0).normal(0,1.5,200000)) +print(f" CONTRAST corr-like: mean|r|={np.abs(r_like).mean():.4f} " + f"frac|r|<0.25={np.mean(np.abs(r_like)<0.25):.4f} frac|r|>0.9={np.mean(np.abs(r_like)>0.9):.4f}") + +# 3) where do the 256 buckets actually land, both ways? +def quant(x): + lo,hi=np.percentile(x,[0.4,99.6]) + idx=np.clip(np.floor((x-lo)/(hi-lo)*256),0,255).astype(np.uint8) + cen=lo+((np.arange(256)+0.5)/256)*(hi-lo) + return idx,cen +def fz(s,eps=1e-9): + s=np.clip(s,-1+eps,1-eps); return 0.5*(np.log1p(s)-np.log1p(-s)) + +for name,x,inv in [("LINEAR(anom)",anom.ravel(),lambda c:c), + ("FISHERZ(s)",fz(s),lambda c:np.tanh(c)*scale)]: + idx,cen=quant(x); occ=np.bincount(idx,minlength=256) + rec=inv(cen)[idx] + truth=anom.ravel() if name.startswith("LINEAR") else anom.ravel() + err=np.abs(rec-truth) + n=idx.size;p=1/256;mu=n*p;sd=(n*p*(1-p))**.5 + # effective buckets = exp(entropy) : how many buckets are REALLY used + q=occ/occ.sum(); nz=q[q>0]; eff=float(np.exp(-(nz*np.log(nz)).sum())) + print(f"\n{name}: mae={err.mean():.5f}K p99={np.percentile(err,99):.5f}K " + f"empty={int((occ==0).sum())} effective_buckets={eff:.1f}/256 drift={np.abs(occ-mu).max()/sd:.0f}") From 6db7f8b087300faf53d9125b9c24042b3cdd81eb Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 01:42:24 +0000 Subject: [PATCH 02/11] board(epiphanies): the two findings from the P1 run + envelope audit Board hygiene the previous commit dropped (a prepend used a leading-newline marker against a heading at byte 0, so the insert silently no-op'd while the code commit went through). - E-THE-TRANSFORM-MUST-MATCH-THE-DISTRIBUTION-SHAPE-1: Fisher-Z degrades a weather-anomaly palette 3.2x and burns 228 of 256 buckets; mechanism is distribution shape (mass in the middle vs at the bounds), measured with a control. Falsifies the doc's 1.2. The helix crate is not impugned. - E-A-CORRECTION-IS-A-CLAIM-AND-CARRIES-A-CLAIM-S-BURDEN-1: the ledger's own C2 correction was the error; the 12-byte Pair48 it rejected was right. Plus the structural finding that no per-value-lane reading selector exists, and a pre-existing dormant-lane sign defect. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .claude/board/EPIPHANIES.md | 72 +++++++++++++++++++++++++++++++++++++ 1 file changed, 72 insertions(+) diff --git a/.claude/board/EPIPHANIES.md b/.claude/board/EPIPHANIES.md index e47c6fa5..2a08b771 100644 --- a/.claude/board/EPIPHANIES.md +++ b/.claude/board/EPIPHANIES.md @@ -1,3 +1,75 @@ +## 2026-08-11 — E-THE-TRANSFORM-MUST-MATCH-THE-DISTRIBUTION-SHAPE-1 + +**Status:** FINDING `[H]` (measured on real ERA5, one timestep — re-runnable at +`probes/weather-p1/`; needs a second variable + season before `[G]`). + +**Fisher-Z DEGRADES a weather-anomaly palette.** Real ERA5 `2m_temperature`, +1,038,240 gridpoints, both paths into the same 256 buckets over the same +0.4–99.6 percentile window: **linear MAE 0.0684 K, 0 empty buckets, 115.7 +effective buckets** vs **Fisher-Z MAE 0.2168 K, 76 empty buckets, 28.1 effective +buckets** — 3.2× worse error, 228 of 256 buckets burned. + +**Mechanism, measured:** `arctanh` is ≈identity near 0 and explodes near ±1, so +it moves resolution *toward the bounds*. ERA5 anomaly has 77 % of mass inside +|s|<0.25 (kurtosis +3.3, mass in the MIDDLE); a correlation-like control has +32.7 % beyond 0.9 (mass at the BOUNDS). **The transform must match the input +distribution's shape.** Fisher-Z is right for correlation-like inputs and for +helix's own `r = √u` (equal-area placement concentrates toward the rim BY +CONSTRUCTION) — nothing about the helix crate is impugned. What is falsified is +generalizing its transform to bell-shaped geophysical fields, which is exactly +what `weather-normalized-substrate.md` §1.2 did. "One shared transform ⇒ one +comparable substrate" does not survive; the shared palette + LUT may. + +Also measured: ARCO-ERA5 has **no `wind_speed` variable** (exhaustive, all 52 +arrays), so §6.5's Jensen-gap measurement cannot have come from the Phase-A +store; blosc is variable-dependent (1.794× / 1.771× / 1.248×, not one 1.27×); +the BF16 anomaly gain reproduces in DIRECTION only (74.9× under a zonal-mean +climatology proxy vs the doc's unreproduced 97×). + +## 2026-08-11 — E-A-CORRECTION-IS-A-CLAIM-AND-CARRIES-A-CLAIM-S-BURDEN-1 + +**Status:** FINDING `[G]` (v3-envelope-auditor; exhaustive greps, file:line). + +**A correction written in the same breath as the error it replaces has had no +independent gate — and one of ours was wrong.** The helix arc's ledger entry C2 +recorded rejecting a 12-byte `FacetSchema::Pair48` for wind from/to, on the +ground that "the 6 B `HelixResidue` lane is already 2×24 in/out by +construction", citing `canonical_node.rs:963`. That line is a **comment** +stating a **width identity (48 = 2×24) plus coverage**, never a structural +in/out claim. **The rejected 12-byte `Pair48` was the structurally correct +answer** — C2 replaced a right answer with a wrong one and banked the wrong one +as a lesson, i.e. the failure mode compounding inside the ledger built to catch +it. + +The audit falsified the whole premise: `Signed360` is ONE signed orientation +(`rim(3)+polar(1)+azimuth(2)`, `residue.rs:76-116`); `ResidueEdge` **cannot carry +a hemisphere sign at all** (`sprite_replay.rs:56-63` — `Sign::Neg` reconstructs +as `Sign::Pos`, *"a real, measurable structural error"*); it has **no azimuth**, +the only angular field in the lane; and the crate states twice, unprompted, that +**no 2-DOF direction codec exists** (`sprite_replay.rs:47`, +`continuous_field.rs:31-43`) and that inventing one is the "invented round-trip +API" it warns against. Also: `end_idx` is monotone ⇒ **non-circular**, so a +wrapped bearing puts 359° and 1° at maximum L1 distance, and `DistanceLut`'s +triangle-inequality guarantee is about a LINEAR order and does not survive. + +**Structural finding worth keeping regardless of weather:** there is **no +per-value-lane reading selector in the contract at all** — `ReadMode` has three +axes (tail / value_schema / edge_codec), none of which selects a *reading* of a +value lane; `EdgeCodecFlavor` covers `EdgeBlock`, a different region. Exhaustive +grep (`HelixResidue`, all `**/*.rs`, unbounded): 15 hits, **zero writers, zero +decoders**. Correct successor shape if a pair is needed: a NEW 16-byte facet +lane read as `Pair48 = [Signed360; 2]`, codec in `crates/helix`, lane in the +zero-dep contract, discriminant **16** — `15` is reserved for `BoardAggregates`. + +**Pre-existing defect found in passing:** `Signed360::sign()` decodes an +all-zero, never-written lane as a definite `Sign::Neg` (`residue.rs:109-115`), +where sibling lanes `Tekamolo` / `CausalWitness` explicitly define all-zero as +*unaddressed* / *unbound*. Violates the CANON zero-fallback ladder. Filed, not +fixed. + +**Rule:** route corrections through the same gate as originals. "I was wrong +before" is not evidence the new version is right. + ## 2026-08-11 — E-HELIX360-IS-THE-NORMALIZED-SUBSTRATE-NOT-A-BIT-BUDGET-1 **Status:** FINDING `[G]` for every code fact (file:line in the doc); the weather From 1165f1020864fbbbfa707b03c5400042413112f6 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 01:44:50 +0000 Subject: [PATCH 03/11] =?UTF-8?q?probe(weather):=20P2=20RUN=20=E2=80=94=20?= =?UTF-8?q?shared=20palette+LUT=20survives;=20only=20the=20shared=20transf?= =?UTF-8?q?orm=20died?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Step 1 of the /goal directive. Re-scoped per 12.1 (which killed the shared Fisher-Z) and measured on real ERA5, 3 variables, 200k random cross-variable pairs each, Spearman rho of |palette index delta| against float z-domain truth. Shared canonical floor vs per-variable floors: T x Td (K x K ) 0.9996 vs 0.9994 T x u (K x m/s ) 0.9997 vs 0.8748 Td x u (K x m/s ) 0.9997 vs 0.8570 Anti-vacuity control (a shared window could have cost same-variable resolution, and did not): within-variable rho 0.9995-0.9998 either way, 118-151 effective buckets, ZERO empty. The shared floor beats per-variable exactly where units differ and is indistinguishable where they do not -- the discrimination pattern theory predicts, unturned. So the mechanism was never Fisher-Z, it was standardization; Fisher-Z was an extra layer measured harmful in 12.1. The product claim (correlate the normally-uncorrelatable via one cache-resident 256x256 LUT) STANDS, with a corrected mechanism. Policy: 4's option (a) one canonical z-floor is now the measured recommendation. P2 -> RUN/PASSES; P3 largely answered in the negative; step 3 (Phase A end-to-end) unblocked. Graded [H]: one timestep, zonal-mean climatology proxy, one differing unit -- boundaries stated in 12.8. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .../knowledge/weather-normalized-substrate.md | 60 ++++++++++++++++- probes/weather-p1/p2_probe.py | 65 +++++++++++++++++++ probes/weather-p1/p2_results.json | 51 +++++++++++++++ 3 files changed, 174 insertions(+), 2 deletions(-) create mode 100644 probes/weather-p1/p2_probe.py create mode 100644 probes/weather-p1/p2_results.json diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index d5a19cf9..ec488a67 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -659,8 +659,8 @@ default") this is a wrong-value-from-dormant-bytes defect. Filed, not fixed here | id | status | |---|---| | **P1** | **RUN** — `probes/weather-p1/`, results committed. Falsified §1.2 and §6.5; re-measured §6.1/§6.3. | -| **P2** | **RE-SCOPED, not run.** Must now test cross-variable comparability *without* a shared Fisher-Z, per §12.1. | -| **P3** | unchanged, NOT RUN (gated on P2). | +| **P2** | **RUN — PASSES** (§12.8). Re-scoped per §12.1 and measured: shared canonical floor ρ ≥ 0.9996 cross-variable vs 0.857–0.875 per-variable; zero within-variable cost. Shared palette + LUT survives; the shared *transform* does not. | +| **P3** | largely ANSWERED by §12.8 (no within-variable penalty from the shared floor); stays open for the saturation-tail question only. | | **P4** | **CANCELLED as specified.** The premise is falsified (§12.2). Successor: the 16-byte `Pair48` facet lane — a mint decision, operator-gated, not a worker task. | | **P5** | unchanged, NOT RUN. | | **P6** | unchanged, NOT RUN. | @@ -674,3 +674,59 @@ data. The **8-bits-per-scalar** claim survives, with a corrected reason: a robus percentile window over a **shape-appropriate** transform, which for weather anomalies is the identity. **helix360 as the wind carrier does not survive**, and neither does the single-shared-transform framing of the substrate. + +### 12.8 — P2 RUN (re-scoped): the shared palette + LUT **survives**; only the shared *transform* died + +The §12.1 falsification killed the shared **Fisher-Z**. It did not, by itself, +tell us whether the shared **palette + LUT** — the actual product claim — went +with it. Measured (`probes/weather-p1/p2_probe.py`, real ERA5, 3 variables, +200 000 random cross-variable pairs each; truth = float z-domain +`|z_a − z_b|`, candidate = `|palette_idx_a − palette_idx_b|`, Spearman ρ): + +| pair | units | ρ shared floor | ρ per-variable floors | +|---|---|---|---| +| `2m_temperature` × `2m_dewpoint_temperature` | K × K | **0.9996** | 0.9994 | +| `2m_temperature` × `10m_u_component_of_wind` | K × m/s | **0.9997** | **0.8748** | +| `2m_dewpoint_temperature` × `10m_u_component_of_wind` | K × m/s | **0.9997** | **0.8570** | + +**Within-variable control (the anti-vacuity half — a shared window could have +cost same-variable resolution, and did not):** + +| variable | ρ shared | ρ per-variable | effective buckets (shared) | empty | +|---|---|---|---|---| +| `2m_temperature` | 0.9996 | 0.9996 | 118.6 / 256 | 0 | +| `2m_dewpoint_temperature` | 0.9995 | 0.9996 | 120.7 / 256 | 0 | +| `10m_u_component_of_wind` | 0.9998 | 0.9996 | 151.0 / 256 | 0 | + +**Reading.** The shared canonical floor is not free-riding: it beats +per-variable floors by **0.9997 vs 0.857–0.875** exactly where the units differ +(K vs m/s), and is indistinguishable where they do not (K vs K — 0.9996 vs +0.9994). That is the discrimination pattern theory predicts, and it appears +without having been tuned for. Meanwhile the shared window costs **nothing** +within-variable and leaves **zero empty buckets**. + +**So the mechanism was never Fisher-Z — it was standardization.** Putting each +variable on its own z-scale is what makes unlike quantities commensurable; +Fisher-Z was an *additional* transform layered on top, and §12.1 measured it as +actively harmful for these shapes. The product claim — *"correlate what normally +cannot be correlated, via one cache-resident 256×256 LUT"* — **stands, with a +corrected mechanism.** + +**Policy consequence:** §4's option **(a) one canonical z-floor** is now the +measured recommendation, not merely a candidate; option (c) hybrid remains +available for archival lanes that want per-variable resolution, but this run +shows it buys nothing for correlation, since the shared floor already matches +per-variable ρ within-variable. + +**Honest boundaries.** One timestep (2021-06-15 12:00 UTC); zonal-mean +climatology proxy; three variables of which only one carries a different unit; +ρ is rank-preservation of the *distance*, which is the right test for +LUT-backed ranking/search but is not a claim about absolute error. The shapes +do genuinely differ (kurtosis +3.30 / +3.39 / **+0.41**), so the result is not +an artifact of three identically-shaped fields. Grade `[H]` until re-run across +seasons and a fourth variable in a different unit again. + +**Probe queue delta:** **P2 → RUN, PASSES.** P3 (per-variable resolution cost) +is now largely answered in the negative — the shared floor shows no +within-variable penalty — but stays open for the tail/saturation question. +Step 3 (Phase A end-to-end) is unblocked. diff --git a/probes/weather-p1/p2_probe.py b/probes/weather-p1/p2_probe.py new file mode 100644 index 00000000..29c2e255 --- /dev/null +++ b/probes/weather-p1/p2_probe.py @@ -0,0 +1,65 @@ +"""P2 (re-scoped per §12.1) — does cross-variable comparability survive +WITHOUT a shared Fisher-Z? Shared canonical floor vs per-variable floors.""" +import numpy as np, json +from scipy import stats as st +rng = np.random.default_rng(7) + +def load(v): + a = np.load(f'fixture/{v}.npy').astype(np.float64) + assert np.isfinite(a).all() + return a - a.mean(axis=1, keepdims=True) # zonal-mean climatology proxy + +VARS = ['2m_temperature', '2m_dewpoint_temperature', '10m_u_component_of_wind'] +UNITS = {'2m_temperature':'K','2m_dewpoint_temperature':'K','10m_u_component_of_wind':'m/s'} +anom = {v: load(v) for v in VARS} +for v in VARS: + a = anom[v].ravel() + print(f"{v:30s} unit={UNITS[v]:4s} std={a.std():8.4f} kurt={st.kurtosis(a):+7.3f} " + f"skew={st.skew(a):+7.3f} range=[{a.min():9.3f},{a.max():9.3f}]") + +# ---- the shape-appropriate transform for bell-shaped anomalies = standardize +# (identity after scaling; §12.1 measured arctanh as actively harmful here) +z = {v: (anom[v].ravel() - anom[v].mean()) / anom[v].std() for v in VARS} + +def quant(x, lo, hi): + idx = np.clip(np.floor((x - lo)/(hi - lo)*256), 0, 255).astype(np.uint8) + cen = lo + ((np.arange(256)+0.5)/256)*(hi - lo) + return idx, cen + +# SHARED canonical floor: one window over the pooled z of all variables +pool = np.concatenate([z[v] for v in VARS]) +s_lo, s_hi = np.percentile(pool, [0.4, 99.6]) +shared = {v: quant(z[v], s_lo, s_hi) for v in VARS} +# PER-VARIABLE floors: each its own window +per = {v: quant(z[v], *np.percentile(z[v], [0.4, 99.6])) for v in VARS} + +N = 200_000 +res = {'shared_window': [float(s_lo), float(s_hi)], 'n_pairs': N, 'pairs': {}} +print(f"\nshared z-window = [{s_lo:.4f}, {s_hi:.4f}]") +print(f"\n{'pair':<52s} {'rho_shared':>11s} {'rho_pervar':>11s} {'verdict':>9s}") +for i, va in enumerate(VARS): + for vb in VARS[i+1:]: + ia = rng.integers(0, z[va].size, N); ib = rng.integers(0, z[vb].size, N) + truth = np.abs(z[va][ia] - z[vb][ib]) # float z-domain truth + d_sh = np.abs(shared[va][0][ia].astype(np.int32) - shared[vb][0][ib].astype(np.int32)) + d_pv = np.abs(per[va][0][ia].astype(np.int32) - per[vb][0][ib].astype(np.int32)) + r_sh = st.spearmanr(d_sh, truth).statistic + r_pv = st.spearmanr(d_pv, truth).statistic + key = f"{va} x {vb}" + res['pairs'][key] = {'rho_shared_floor': float(r_sh), 'rho_per_variable_floor': float(r_pv), + 'units': [UNITS[va], UNITS[vb]]} + print(f"{key:<52s} {r_sh:11.4f} {r_pv:11.4f} {'SHARED' if r_sh>r_pv else 'PER-VAR':>9s}") + +# within-variable control: shared floor must not wreck same-variable distance +print(f"\n{'within-variable control':<52s} {'rho_shared':>11s} {'rho_pervar':>11s}") +for v in VARS: + ia = rng.integers(0, z[v].size, N); ib = rng.integers(0, z[v].size, N) + truth = np.abs(z[v][ia] - z[v][ib]) + r_sh = st.spearmanr(np.abs(shared[v][0][ia].astype(np.int32)-shared[v][0][ib].astype(np.int32)), truth).statistic + r_pv = st.spearmanr(np.abs(per[v][0][ia].astype(np.int32)-per[v][0][ib].astype(np.int32)), truth).statistic + occ = np.bincount(shared[v][0], minlength=256); q=occ/occ.sum(); nz=q[q>0] + res['pairs'][f"{v} (within)"] = {'rho_shared_floor': float(r_sh), 'rho_per_variable_floor': float(r_pv), + 'shared_effective_buckets': float(np.exp(-(nz*np.log(nz)).sum())), + 'shared_empty_buckets': int((occ==0).sum())} + print(f"{v:<52s} {r_sh:11.4f} {r_pv:11.4f} shared_eff_buckets={np.exp(-(nz*np.log(nz)).sum()):5.1f} empty={int((occ==0).sum())}") +json.dump(res, open('p2_results.json','w'), indent=2) diff --git a/probes/weather-p1/p2_results.json b/probes/weather-p1/p2_results.json new file mode 100644 index 00000000..00189922 --- /dev/null +++ b/probes/weather-p1/p2_results.json @@ -0,0 +1,51 @@ +{ + "shared_window": [ + -3.285941867486222, + 3.611137273885975 + ], + "n_pairs": 200000, + "pairs": { + "2m_temperature x 2m_dewpoint_temperature": { + "rho_shared_floor": 0.9995562984081224, + "rho_per_variable_floor": 0.9994263157997967, + "units": [ + "K", + "K" + ] + }, + "2m_temperature x 10m_u_component_of_wind": { + "rho_shared_floor": 0.9997359339313134, + "rho_per_variable_floor": 0.874801168764891, + "units": [ + "K", + "m/s" + ] + }, + "2m_dewpoint_temperature x 10m_u_component_of_wind": { + "rho_shared_floor": 0.9997218339974447, + "rho_per_variable_floor": 0.8569840346681692, + "units": [ + "K", + "m/s" + ] + }, + "2m_temperature (within)": { + "rho_shared_floor": 0.9995571417817292, + "rho_per_variable_floor": 0.999613473800991, + "shared_effective_buckets": 118.63822056822225, + "shared_empty_buckets": 0 + }, + "2m_dewpoint_temperature (within)": { + "rho_shared_floor": 0.9995312723074434, + "rho_per_variable_floor": 0.9996178181789303, + "shared_effective_buckets": 120.73321025144813, + "shared_empty_buckets": 0 + }, + "10m_u_component_of_wind (within)": { + "rho_shared_floor": 0.9998171215242767, + "rho_per_variable_floor": 0.9996220613759306, + "shared_effective_buckets": 151.00412788678312, + "shared_empty_buckets": 0 + } + } +} \ No newline at end of file From 1b770fd1419b5709301c9c1fc3189d2a51f28797 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 01:48:43 +0000 Subject: [PATCH 04/11] =?UTF-8?q?probe(weather):=20gate=201=20RUN=20via=20?= =?UTF-8?q?jc=20=E2=80=94=20representation=20valid=20and=20reliable?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Step 3's verification half. New example crates/jc/examples/ weather_substrate_reliability.rs runs jc::reliability (Pearson, Spearman, Cronbach alpha, ICC(2,1), ICC(3,1)) over the palette256 round-trip on real ERA5, 3 variables x 50k sampled points, shared canonical floor. pooled: r=0.998939 rho=0.999926 alpha=0.999435 icc2_1=0.998869 icc3_1=0.998870 jc rather than ndarray::hpc::reliability deliberately -- the mirror returns 0.0 sentinels where jc returns Option, so a 0.0 there is undefined-vs-zero ambiguous (the rule 9 already stated). Falsifiability: --shuffle is the can-it-fire control and collapses every statistic to noise (r/rho/alpha/ICC all within 0.013 of zero). And the two ICC forms are reported SEPARATELY on purpose -- consistency vs absolute agreement -- so a scale-shifting quantizer could not hide; measured, they agree to six decimals, so no scale shift is present. Significance is explicitly NOT claimed: per I-NOISE-FLOOR-JIRAK, weather fields are spatially autocorrelated so effective n is far below the nominal 50k and classical intervals would be wrong. Point estimates + control only. cargo fmt + clippy clean on the new example (jc is workspace-excluded; --manifest-path crates/jc/Cargo.toml). Doc gains 12.9. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .../knowledge/weather-normalized-substrate.md | 35 +++ crates/jc/examples/ontology_locality_probe.rs | 94 ++++-- crates/jc/examples/osint_edge_traversal.rs | 74 +++-- crates/jc/examples/probe_p1.rs | 18 +- crates/jc/examples/prove_it.rs | 9 +- crates/jc/examples/sigma_probe.rs | 14 +- .../jc/examples/splat_jaccard_adamic_adar.rs | 217 ++++++++++---- .../jc/examples/splat_louvain_modularity.rs | 176 ++++++++--- .../examples/splat_lpa_label_propagation.rs | 128 +++++--- .../jc/examples/splat_perturbationslernen.rs | 174 ++++++++--- crates/jc/examples/splat_to_ewa_bridge.rs | 228 ++++++++++---- crates/jc/examples/splat_triangle_count.rs | 79 ++++- crates/jc/examples/style_table_agreement.rs | 18 +- .../examples/weather_substrate_reliability.rs | 126 ++++++++ crates/jc/src/dueker_zoubouloglou.rs | 35 ++- crates/jc/src/ewa_sandwich.rs | 64 +++- crates/jc/src/ewa_sandwich_3d.rs | 281 ++++++++++++------ crates/jc/src/hambly_lyons.rs | 19 +- crates/jc/src/jirak.rs | 23 +- crates/jc/src/koestenberger.rs | 62 +++- crates/jc/src/pflug.rs | 6 +- crates/jc/src/precond.rs | 6 +- crates/jc/src/probe_p1_gamma_phase.rs | 8 +- crates/jc/src/reliability.rs | 25 +- crates/jc/src/sigma_codebook_probe.rs | 52 +++- crates/jc/src/substrate.rs | 12 +- crates/jc/src/weyl.rs | 9 +- probes/weather-p1/export_for_jc.py | 24 ++ probes/weather-p1/jc_input.bin | Bin 0 -> 2400016 bytes 29 files changed, 1527 insertions(+), 489 deletions(-) create mode 100644 crates/jc/examples/weather_substrate_reliability.rs create mode 100644 probes/weather-p1/export_for_jc.py create mode 100644 probes/weather-p1/jc_input.bin diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index ec488a67..6e7da8f7 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -730,3 +730,38 @@ seasons and a fourth variable in a different unit again. is now largely answered in the negative — the shared floor shows no within-variable penalty — but stays open for the tail/saturation question. Step 3 (Phase A end-to-end) is unblocked. + +### 12.9 — Gate 1 RUN with `jc` (not scipy): the representation is valid and reliable + +§9's gate 1 answered with the workspace's own instruments — +`crates/jc/examples/weather_substrate_reliability.rs`, run against the P1/P2 +palette256 round-trip on real ERA5 (3 variables × 50 000 sampled points, shared +canonical floor). `jc` rather than `ndarray::hpc::reliability` deliberately: the +mirror returns `0.0` sentinels where `jc` returns `Option`, so a `0.0` from +the mirror cannot be distinguished from *undefined* — §9's stated rule. + +| variable | Pearson r | Spearman ρ | Cronbach α | ICC(2,1) abs | ICC(3,1) cons | +|---|---|---|---|---|---| +| `2m_temperature` | 0.998558 | 0.999866 | 0.999216 | 0.998432 | 0.998432 | +| `2m_dewpoint_temperature` | 0.998506 | 0.999898 | 0.999179 | 0.998359 | 0.998360 | +| `10m_u_component_of_wind` | 0.999785 | 0.999964 | 0.999891 | 0.999781 | 0.999781 | +| **POOLED (shared floor)** | **0.998939** | **0.999926** | **0.999435** | **0.998869** | **0.998870** | + +**Negative control — the can-it-fire half.** `--shuffle` feeds deliberately +mismatched pairs; every statistic collapses to noise: r ∈ [−0.0062, −0.0007], +ρ ∈ [−0.0057, −0.0001], α ∈ [−0.0126, −0.0014], both ICCs likewise. So these are +measurements, not assertions implied by their own input. + +**The load-bearing detail: ICC(2,1) ≈ ICC(3,1) to six decimals.** They are +reported separately on purpose — ICC(3,1) is *consistency*, ICC(2,1) is +*absolute agreement*, and a quantizer that preserved shape while shifting scale +would show high consistency and degraded agreement. They agree, so **there is no +scale shift hiding behind a consistency number**. A single ICC figure would not +have shown this. + +⚠ **Significance, not point estimates.** Per `I-NOISE-FLOOR-JIRAK`, any claim +that these values sit N σ above a noise floor takes **Jirak 2016 weak-dependence +rates** — weather fields are spatially autocorrelated, so effective sample size +is far below the nominal 50 000, and classical IID intervals would be wrong. +Nothing above is a significance claim; they are point estimates with an explicit +negative control. diff --git a/crates/jc/examples/ontology_locality_probe.rs b/crates/jc/examples/ontology_locality_probe.rs index cb453580..e24e1e78 100644 --- a/crates/jc/examples/ontology_locality_probe.rs +++ b/crates/jc/examples/ontology_locality_probe.rs @@ -329,9 +329,7 @@ pub fn parse_subclass_edges(ttl: &str) -> Vec<(String, String)> { } // In subClassOf object position: emit a named-IRI edge. if predicate_is_subclass { - if let (Some(child), Some(parent)) = - (current_subject.clone(), normalize_iri(tok)) - { + if let (Some(child), Some(parent)) = (current_subject.clone(), normalize_iri(tok)) { if child != parent { edges.push((child, parent)); } @@ -395,7 +393,11 @@ impl ClassGraph { ps.sort_unstable(); ps.dedup(); } - Self { names, parents, edges } + Self { + names, + parents, + edges, + } } pub fn n_classes(&self) -> usize { @@ -462,10 +464,7 @@ pub fn locality(edges: &[(usize, usize)], basin: &[usize]) -> (usize, usize, f64 if total == 0 { return (0, 0, 0.0); } - let local = edges - .iter() - .filter(|&&(c, p)| basin[c] == basin[p]) - .count(); + let local = edges.iter().filter(|&&(c, p)| basin[c] == basin[p]).count(); (local, total, local as f64 / total as f64) } @@ -667,7 +666,10 @@ fn main() { println!(" Ontology partition-locality probe (probe 1: partition locality)"); println!("══════════════════════════════════════════════════════════════════════"); println!(); - println!(" SUBSTRATE: REAL rdfs:subClassOf graphs from {}", dir.display()); + println!( + " SUBSTRATE: REAL rdfs:subClassOf graphs from {}", + dir.display() + ); println!(" This is a GENUINE but SMALLER falsifier (10^2..10^3 classes)."); println!(" It is NOT the full 115M-entity Wikidata P279 graph — there is no"); println!(" Wikidata dump on disk. A PASS means the locality hypothesis survives"); @@ -687,7 +689,10 @@ fn main() { if iri_edges.is_empty() { eprintln!("No rdfs:subClassOf edges found under {}.", dir.display()); - eprintln!("(Found {} .ttl files but no class-to-class subClassOf triples.)", files.len()); + eprintln!( + "(Found {} .ttl files but no class-to-class subClassOf triples.)", + files.len() + ); std::process::exit(1); } @@ -718,13 +723,25 @@ fn main() { println!(" subClassOf edges : {}", total); println!(" top-basins (root facets) : {}", n_basins.len()); println!(); - println!(" LOCALITY : {}/{} = {:.4} ({:.2}% of edges are intra-basin)", - local, total, loc_frac, loc_frac * 100.0); + println!( + " LOCALITY : {}/{} = {:.4} ({:.2}% of edges are intra-basin)", + local, + total, + loc_frac, + loc_frac * 100.0 + ); println!(" (the map's '~90% local' claim — measured value above)"); println!(); println!(" FAN-OUT (distinct parent-basins per class)"); - println!(" max : {} (is <=16 enough? {})", - max_fo, if max_fo <= 16 { "YES" } else { "NO — exceeds the pencilled 16-frontier" }); + println!( + " max : {} (is <=16 enough? {})", + max_fo, + if max_fo <= 16 { + "YES" + } else { + "NO — exceeds the pencilled 16-frontier" + } + ); println!(" histogram (fanout -> #classes):"); for (k, cnt) in &fo_hist { let bar = "#".repeat((*cnt).min(60)); @@ -741,20 +758,32 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); match v { Verdict::Pass => { - println!(" High locality ({:.1}%) AND max fan-out {} <= 16.", loc_frac * 100.0, max_fo); + println!( + " High locality ({:.1}%) AND max fan-out {} <= 16.", + loc_frac * 100.0, + max_fo + ); println!(" ⇒ On REAL ontology structure, 16-bit LOCAL references + a <=16"); println!(" family frontier ARE real: the vast majority of subClassOf"); println!(" references stay inside one top-basin, and no class needs more"); println!(" than 16 distinct parent-basin pointers."); } Verdict::Marginal => { - println!(" Locality {:.1}% / max fan-out {}. The hypothesis is PARTIALLY", loc_frac * 100.0, max_fo); + println!( + " Locality {:.1}% / max fan-out {}. The hypothesis is PARTIALLY", + loc_frac * 100.0, + max_fo + ); println!(" supported: either locality is below the 90% target, or a few"); println!(" classes exceed the 16-frontier (a wider frontier byte would fix"); println!(" those). The local-pointer idea is plausible but not clean here."); } Verdict::Fail => { - println!(" Locality {:.1}% / max fan-out {}. The local-pointer assumption", loc_frac * 100.0, max_fo); + println!( + " Locality {:.1}% / max fan-out {}. The local-pointer assumption", + loc_frac * 100.0, + max_fo + ); println!(" does NOT hold on this structure: too many subClassOf edges cross"); println!(" basins, so 16-bit local references would miss their targets."); } @@ -813,7 +842,10 @@ ex:Puppy a owl:Class ; (":LocalThing".to_string(), ":OtherLocal".to_string()), ]; expected.sort(); - assert_eq!(edges, expected, "parser must emit exactly the 4 named-class edges"); + assert_eq!( + edges, expected, + "parser must emit exactly the 4 named-class edges" + ); } #[test] @@ -877,12 +909,19 @@ ex:A a owl:Class ; // representative basin. Interning order: a1,rootA,a2,a3,b1,rootB,b2. // rootA interns before rootB, so a3's basin = rootA. let id = |s: &str| graph.names.iter().position(|n| n == s).unwrap(); - assert_eq!(basin[id("a3")], basin[id("rootA")], "a3 should land in basin A"); + assert_eq!( + basin[id("a3")], + basin[id("rootA")], + "a3 should land in basin A" + ); let (local, total, frac) = locality(&graph.edges, &basin); assert_eq!(total, 6); assert_eq!(local, 5, "exactly one edge (a3->rootB) crosses basins"); - assert!((frac - 5.0 / 6.0).abs() < 1e-12, "locality must be exactly 5/6"); + assert!( + (frac - 5.0 / 6.0).abs() < 1e-12, + "locality must be exactly 5/6" + ); } #[test] @@ -898,10 +937,16 @@ ex:A a owl:Class ; let graph = ClassGraph::from_edges(&iri_edges); let basin = graph.assign_basins(); let (_, _, frac) = locality(&graph.edges, &basin); - assert!((frac - 1.0).abs() < 1e-12, "fully disjoint basins ⇒ locality 1.0"); + assert!( + (frac - 1.0).abs() < 1e-12, + "fully disjoint basins ⇒ locality 1.0" + ); let q = modularity_q(&graph, &basin); - assert!(q > 0.3, "two clean communities should give Q > 0.3, got {q}"); + assert!( + q > 0.3, + "two clean communities should give Q > 0.3, got {q}" + ); } #[test] @@ -936,6 +981,9 @@ ex:A a owl:Class ; let graph = ClassGraph::from_edges(&iri_edges); let basin = graph.assign_basins(); assert_eq!(basin.len(), 2); - assert!(basin.iter().all(|&b| b != usize::MAX), "every node assigned"); + assert!( + basin.iter().all(|&b| b != usize::MAX), + "every node assigned" + ); } } diff --git a/crates/jc/examples/osint_edge_traversal.rs b/crates/jc/examples/osint_edge_traversal.rs index 25a20927..d93a4336 100644 --- a/crates/jc/examples/osint_edge_traversal.rs +++ b/crates/jc/examples/osint_edge_traversal.rs @@ -42,7 +42,11 @@ struct Mat2 { } impl Mat2 { - const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; + const I: Self = Self { + a: 1.0, + b: 0.0, + c: 1.0, + }; /// Eigendecomposition for symmetric 2×2: returns (λ1, λ2, cosθ, sinθ). fn eig(&self) -> (f64, f64, f64, f64) { @@ -201,11 +205,36 @@ fn main() { println!(); let edges = [ - OsintEdge { from: "Lavender", to: "IDF", confidence: 0.85, skew: 0.10 }, - OsintEdge { from: "IDF", to: "Israel", confidence: 0.95, skew: 0.05 }, - OsintEdge { from: "Israel", to: "NSO", confidence: 0.70, skew: 0.20 }, - OsintEdge { from: "NSO", to: "Pegasus", confidence: 0.90, skew: 0.08 }, - OsintEdge { from: "Pegasus", to: "Khashoggi", confidence: 0.88, skew: 0.15 }, + OsintEdge { + from: "Lavender", + to: "IDF", + confidence: 0.85, + skew: 0.10, + }, + OsintEdge { + from: "IDF", + to: "Israel", + confidence: 0.95, + skew: 0.05, + }, + OsintEdge { + from: "Israel", + to: "NSO", + confidence: 0.70, + skew: 0.20, + }, + OsintEdge { + from: "NSO", + to: "Pegasus", + confidence: 0.90, + skew: 0.08, + }, + OsintEdge { + from: "Pegasus", + to: "Khashoggi", + confidence: 0.88, + skew: 0.15, + }, ]; println!("Path : Lavender → IDF → Israel → NSO → Pegasus → Khashoggi (6 entities, 5 edges)"); @@ -239,10 +268,7 @@ fn main() { edge.to, edge.confidence, ); - println!( - " step_Σ = {} M = sqrt(step_Σ)", - step.fmt_inline(), - ); + println!(" step_Σ = {} M = sqrt(step_Σ)", step.fmt_inline(),); println!( " Σ = {} ‖log Σ‖_F = {:.4} SPD={}", sigma_sandwich.fmt_inline(), @@ -290,9 +316,15 @@ fn main() { let n = naive_log_norms[k]; let ratio = if s.abs() < 1e-12 { f64::NAN } else { n / s }; if ratio.is_nan() { - println!(" {} | {:>9.4} | {:>9.4} | — (Σ_0 = I)", k, s, n); + println!( + " {} | {:>9.4} | {:>9.4} | — (Σ_0 = I)", + k, s, n + ); } else { - println!(" {} | {:>9.4} | {:>9.4} | {:>6.2}×", k, s, n, ratio); + println!( + " {} | {:>9.4} | {:>9.4} | {:>6.2}×", + k, s, n, ratio + ); } } @@ -317,7 +349,11 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!( " Sandwich preserves SPD : {}", - if all_spd { "YES (every hop ∈ SPD cone)" } else { "NO (numerical degeneracy)" } + if all_spd { + "YES (every hop ∈ SPD cone)" + } else { + "NO (numerical degeneracy)" + } ); println!( " Sandwich log-norm bounded : ‖log Σ_5‖_F = {:.4} (5-hop chain remains queryable)", @@ -332,15 +368,9 @@ fn main() { final_naive_ln / final_sandwich_ln.max(1e-12), ); println!(); - println!( - " → 5-hop OSINT chain: neo4j multi-hop edge hydration is replaced by" - ); - println!( - " Pillar-6-certified in-process Σ-push-forward, with bounded log-norm" - ); - println!( - " growth in the SPD cone. PR #289 wires this into SPLAT-1." - ); + println!(" → 5-hop OSINT chain: neo4j multi-hop edge hydration is replaced by"); + println!(" Pillar-6-certified in-process Σ-push-forward, with bounded log-norm"); + println!(" growth in the SPD cone. PR #289 wires this into SPLAT-1."); println!(); println!(" runtime: {:.3} ms", dt_ms); println!("══════════════════════════════════════════════════════════════════════"); diff --git a/crates/jc/examples/probe_p1.rs b/crates/jc/examples/probe_p1.rs index 35074c23..b2f8ac3c 100644 --- a/crates/jc/examples/probe_p1.rs +++ b/crates/jc/examples/probe_p1.rs @@ -6,8 +6,8 @@ //! (status before this probe: NOT RUN). On exit, the queue entry should be //! updated to PASS or FAIL based on the result. -use std::time::Instant; use jc::probe_p1_gamma_phase; +use std::time::Instant; fn main() { println!("═══ Probe P1: γ-phase-offset ranking discrimination ═══"); @@ -19,9 +19,15 @@ fn main() { let mut r = probe_p1_gamma_phase::prove(); r.runtime_ms = t.elapsed().as_millis() as u64; - let status = if r.pass { "✓ PASS — γ+φ pre-rank selector VALID" } else { "✗ FAIL — γ+φ pre-rank selector DEAD" }; - println!("{status} min ρ={:.6} threshold<{:.2} ({} ms)", - r.measured, r.predicted, r.runtime_ms); + let status = if r.pass { + "✓ PASS — γ+φ pre-rank selector VALID" + } else { + "✗ FAIL — γ+φ pre-rank selector DEAD" + }; + println!( + "{status} min ρ={:.6} threshold<{:.2} ({} ms)", + r.measured, r.predicted, r.runtime_ms + ); println!(); println!("{}", r.detail); println!(); @@ -32,7 +38,9 @@ fn main() { println!("→ Architectural axiom holds: γ+φ encoding strategy in bgz-tensor is grounded"); } else { println!("→ Update bf16-hhtl-terrain.md Probe Queue entry P1: NOT RUN → FAIL"); - println!("→ Constraint C3 \"VALID — pre-rank discrete selector\" regime FAILS in synthetic data"); + println!( + "→ Constraint C3 \"VALID — pre-rank discrete selector\" regime FAILS in synthetic data" + ); println!("→ Architectural consequence: γ-encoding strategy in bgz-tensor needs revision"); println!("→ Consider: was the synthetic distribution representative? Re-test with"); println!(" production codebook before declaring γ+φ universally dead."); diff --git a/crates/jc/examples/prove_it.rs b/crates/jc/examples/prove_it.rs index 4c963e14..091337ac 100644 --- a/crates/jc/examples/prove_it.rs +++ b/crates/jc/examples/prove_it.rs @@ -12,7 +12,10 @@ fn main() { let results = jc::run_all_pillars(); - let implemented: Vec<_> = results.iter().filter(|r| !r.detail.starts_with("DEFERRED")).collect(); + let implemented: Vec<_> = results + .iter() + .filter(|r| !r.detail.starts_with("DEFERRED")) + .collect(); let passed = implemented.iter().filter(|r| r.pass).count(); let failed = implemented.len() - passed; let deferred = results.len() - implemented.len(); @@ -29,7 +32,9 @@ fn main() { } else { println!("\n✓ All implemented pillars pass. The substrate is formally sound."); if deferred > 0 { - println!(" {deferred} pillar(s) deferred — activate coupled revival track to complete 5/5."); + println!( + " {deferred} pillar(s) deferred — activate coupled revival track to complete 5/5." + ); } } } diff --git a/crates/jc/examples/sigma_probe.rs b/crates/jc/examples/sigma_probe.rs index a69e708e..d794d940 100644 --- a/crates/jc/examples/sigma_probe.rs +++ b/crates/jc/examples/sigma_probe.rs @@ -6,8 +6,8 @@ //! 256-entry codebook quantization preserves Σ-tensor information well //! enough for the white-matter Σ-edge encoding decision. -use std::time::Instant; use jc::sigma_codebook_probe; +use std::time::Instant; fn main() { println!("═══ Σ-Codebook Viability Probe ═══"); @@ -18,9 +18,15 @@ fn main() { let mut r = sigma_codebook_probe::prove(); r.runtime_ms = t.elapsed().as_millis() as u64; - let status = if r.pass { "✓ CODEBOOK VIABLE" } else { "✗ INSUFFICIENT (read recommendation)" }; - println!("{status} R²={:.6} threshold≥{:.2} ({} ms)", - r.measured, r.predicted, r.runtime_ms); + let status = if r.pass { + "✓ CODEBOOK VIABLE" + } else { + "✗ INSUFFICIENT (read recommendation)" + }; + println!( + "{status} R²={:.6} threshold≥{:.2} ({} ms)", + r.measured, r.predicted, r.runtime_ms + ); println!(); println!("{}", r.detail); println!(); diff --git a/crates/jc/examples/splat_jaccard_adamic_adar.rs b/crates/jc/examples/splat_jaccard_adamic_adar.rs index b023641c..1f4aaf57 100644 --- a/crates/jc/examples/splat_jaccard_adamic_adar.rs +++ b/crates/jc/examples/splat_jaccard_adamic_adar.rs @@ -55,14 +55,18 @@ fn popcount(p: &AwarenessPlane16K) -> u32 { #[inline(always)] fn and_popcount(a: &AwarenessPlane16K, b: &AwarenessPlane16K) -> u32 { let mut acc = 0u32; - for i in 0..256 { acc += (a.0[i] & b.0[i]).count_ones(); } + for i in 0..256 { + acc += (a.0[i] & b.0[i]).count_ones(); + } acc } #[inline(always)] fn or_popcount(a: &AwarenessPlane16K, b: &AwarenessPlane16K) -> u32 { let mut acc = 0u32; - for i in 0..256 { acc += (a.0[i] | b.0[i]).count_ones(); } + for i in 0..256 { + acc += (a.0[i] | b.0[i]).count_ones(); + } acc } @@ -113,7 +117,13 @@ impl PlantedGraph { } } let degree: Vec = planes.iter().map(popcount).collect(); - Self { n, k_communities: k, ground_truth, planes, degree } + Self { + n, + k_communities: k, + ground_truth, + planes, + degree, + } } } @@ -123,7 +133,11 @@ impl PlantedGraph { fn jaccard(graph: &PlantedGraph, u: u32, v: u32) -> f64 { let inter = and_popcount(&graph.planes[u as usize], &graph.planes[v as usize]) as f64; let union = or_popcount(&graph.planes[u as usize], &graph.planes[v as usize]) as f64; - if union == 0.0 { 0.0 } else { inter / union } + if union == 0.0 { + 0.0 + } else { + inter / union + } } #[inline] @@ -152,25 +166,37 @@ fn adamic_adar(graph: &PlantedGraph, u: u32, v: u32) -> f64 { #[derive(Default)] struct PairStats { count: u64, - sum_j: f64, sum_j_sq: f64, - sum_aa: f64, sum_aa_sq: f64, + sum_j: f64, + sum_j_sq: f64, + sum_aa: f64, + sum_aa_sq: f64, } impl PairStats { fn add(&mut self, j: f64, aa: f64) { self.count += 1; - self.sum_j += j; self.sum_j_sq += j * j; - self.sum_aa += aa; self.sum_aa_sq += aa * aa; + self.sum_j += j; + self.sum_j_sq += j * j; + self.sum_aa += aa; + self.sum_aa_sq += aa * aa; + } + fn mean_j(&self) -> f64 { + self.sum_j / self.count.max(1) as f64 } - fn mean_j(&self) -> f64 { self.sum_j / self.count.max(1) as f64 } fn std_j(&self) -> f64 { let m = self.mean_j(); - ((self.sum_j_sq / self.count.max(1) as f64) - m * m).max(0.0).sqrt() + ((self.sum_j_sq / self.count.max(1) as f64) - m * m) + .max(0.0) + .sqrt() + } + fn mean_aa(&self) -> f64 { + self.sum_aa / self.count.max(1) as f64 } - fn mean_aa(&self) -> f64 { self.sum_aa / self.count.max(1) as f64 } fn std_aa(&self) -> f64 { let m = self.mean_aa(); - ((self.sum_aa_sq / self.count.max(1) as f64) - m * m).max(0.0).sqrt() + ((self.sum_aa_sq / self.count.max(1) as f64) - m * m) + .max(0.0) + .sqrt() } } @@ -193,8 +219,8 @@ fn pair_bit_position(u: u32, v: u32, n: u32) -> u32 { fn main() { let n = 512u32; let k = 4u32; - let p_within = 16_384u32; // 25 % - let p_across = 1_024u32; // 1.5 % + let p_within = 16_384u32; // 25 % + let p_across = 1_024u32; // 1.5 % println!("══════════════════════════════════════════════════════════════════════"); println!(" SplatShaderBlas-Bitpacked — Jaccard + Adamic-Adar + mutate-back"); @@ -206,8 +232,11 @@ fn main() { println!(" the 20K × 20K Gaussian-splat lab work."); println!(); println!("Graph : {} nodes, {} planted communities", n, k); - println!(" p_within = {:.2}% p_across = {:.2}%", - p_within as f64 / 655.36, p_across as f64 / 655.36); + println!( + " p_within = {:.2}% p_across = {:.2}%", + p_within as f64 / 655.36, + p_across as f64 / 655.36 + ); println!(); let graph = PlantedGraph::planted(n, k, p_within, p_across, 0xCAFE_BABE_DEAD_BEEF); @@ -222,7 +251,8 @@ fn main() { let mut same = PairStats::default(); let mut cross = PairStats::default(); - let mut all_pairs: Vec<(u32, u32, f64, f64, bool)> = Vec::with_capacity((n * (n - 1) / 2) as usize); + let mut all_pairs: Vec<(u32, u32, f64, f64, bool)> = + Vec::with_capacity((n * (n - 1) / 2) as usize); let t_compute = std::time::Instant::now(); for u in 0..n { @@ -230,44 +260,75 @@ fn main() { let j = jaccard(&graph, u, v); let aa = adamic_adar(&graph, u, v); let same_comm = graph.ground_truth[u as usize] == graph.ground_truth[v as usize]; - if same_comm { same.add(j, aa); } else { cross.add(j, aa); } + if same_comm { + same.add(j, aa); + } else { + cross.add(j, aa); + } all_pairs.push((u, v, j, aa, same_comm)); } } let compute_us = t_compute.elapsed().as_micros(); println!(" pairs computed : {}", all_pairs.len()); - println!(" runtime : {} ms ({:.2} µs/pair)", + println!( + " runtime : {} ms ({:.2} µs/pair)", compute_us / 1000, - compute_us as f64 / all_pairs.len() as f64); + compute_us as f64 / all_pairs.len() as f64 + ); println!(); println!(" Same-community ({} pairs):", same.count); - println!(" mean Jaccard : {:.4} (σ = {:.4})", same.mean_j(), same.std_j()); - println!(" mean Adamic-Adar : {:.4} (σ = {:.4})", same.mean_aa(), same.std_aa()); + println!( + " mean Jaccard : {:.4} (σ = {:.4})", + same.mean_j(), + same.std_j() + ); + println!( + " mean Adamic-Adar : {:.4} (σ = {:.4})", + same.mean_aa(), + same.std_aa() + ); println!(" Cross-community ({} pairs):", cross.count); - println!(" mean Jaccard : {:.4} (σ = {:.4})", cross.mean_j(), cross.std_j()); - println!(" mean Adamic-Adar : {:.4} (σ = {:.4})", cross.mean_aa(), cross.std_aa()); + println!( + " mean Jaccard : {:.4} (σ = {:.4})", + cross.mean_j(), + cross.std_j() + ); + println!( + " mean Adamic-Adar : {:.4} (σ = {:.4})", + cross.mean_aa(), + cross.std_aa() + ); println!(); // Discrimination (Cohen's d analog). - let d_j = (same.mean_j() - cross.mean_j()) / - ((same.std_j() + cross.std_j()) / 2.0).max(1e-9); - let d_aa = (same.mean_aa() - cross.mean_aa()) / - ((same.std_aa() + cross.std_aa()) / 2.0).max(1e-9); + let d_j = (same.mean_j() - cross.mean_j()) / ((same.std_j() + cross.std_j()) / 2.0).max(1e-9); + let d_aa = + (same.mean_aa() - cross.mean_aa()) / ((same.std_aa() + cross.std_aa()) / 2.0).max(1e-9); println!(" Discrimination (same vs cross):"); - println!(" Jaccard d-effect : {:.2} (>0.8 = strong, >2.0 = very strong)", d_j); + println!( + " Jaccard d-effect : {:.2} (>0.8 = strong, >2.0 = very strong)", + d_j + ); println!(" Adamic-Adar effect : {:.2}", d_aa); println!(); - assert!(same.mean_j() > cross.mean_j(), - "Jaccard FAILED to discriminate same vs cross community pairs"); - assert!(same.mean_aa() > cross.mean_aa(), - "Adamic-Adar FAILED to discriminate same vs cross community pairs"); + assert!( + same.mean_j() > cross.mean_j(), + "Jaccard FAILED to discriminate same vs cross community pairs" + ); + assert!( + same.mean_aa() > cross.mean_aa(), + "Adamic-Adar FAILED to discriminate same vs cross community pairs" + ); // ── Phase 2: mutate-back top-K pairs into SIMILAR channel ───────────── let top_k = 200; println!("──────────────────────────────────────────────────────────────────────"); - println!(" Mutate-back: deposit top-{} pairs by Jaccard into SIMILAR channel", top_k); + println!( + " Mutate-back: deposit top-{} pairs by Jaccard into SIMILAR channel", + top_k + ); println!("──────────────────────────────────────────────────────────────────────"); // Sort by Jaccard descending. @@ -287,22 +348,36 @@ fn main() { let same_comm_in_topk = top.iter().filter(|p| p.4).count(); println!(" deposit runtime : {} µs", mutate_us); - println!(" bits deposited : {} (≤ {} = top_k; possible hash collisions)", - deposited, top_k); - println!(" top-{} same-community : {}/{} ({:.1}%)", - top_k, same_comm_in_topk, top_k, - same_comm_in_topk as f64 / top_k as f64 * 100.0); - println!(" expected by chance : {:.1}% (1/k = 1/{} for balanced k-cluster)", - 100.0 / k as f64, k); + println!( + " bits deposited : {} (≤ {} = top_k; possible hash collisions)", + deposited, top_k + ); + println!( + " top-{} same-community : {}/{} ({:.1}%)", + top_k, + same_comm_in_topk, + top_k, + same_comm_in_topk as f64 / top_k as f64 * 100.0 + ); + println!( + " expected by chance : {:.1}% (1/k = 1/{} for balanced k-cluster)", + 100.0 / k as f64, + k + ); println!(); // Sanity: original neighbour planes must be unchanged after mutate. let total_edges_post: u32 = graph.degree.iter().sum::() / 2; - assert_eq!(edges, total_edges_post, - "neighbour-plane edges changed during mutate-back!"); + assert_eq!( + edges, total_edges_post, + "neighbour-plane edges changed during mutate-back!" + ); // L4 sweep verification: popcount on the SIMILAR plane is the L1 readback. - println!(" L4 readback (popcount on SIMILAR plane): {} bits set", deposited); + println!( + " L4 readback (popcount on SIMILAR plane): {} bits set", + deposited + ); println!(" → confirms mutate-back is visible to subsequent L4 sweeps."); println!(); @@ -323,7 +398,11 @@ fn main() { let j = jaccard(&g, u, v); let aa = adamic_adar(&g, u, v); let same = g.ground_truth[u as usize] == g.ground_truth[v as usize]; - if same { s.add(j, aa); } else { c.add(j, aa); } + if same { + s.add(j, aa); + } else { + c.add(j, aa); + } } } let dj = (s.mean_j() - c.mean_j()) / ((s.std_j() + c.std_j()) / 2.0).max(1e-9); @@ -335,13 +414,18 @@ fn main() { let mean_dj: f64 = all_d_j.iter().sum::() / all_d_j.len() as f64; let mean_daa: f64 = all_d_aa.iter().sum::() / all_d_aa.len() as f64; - println!(" runs : 50 × n={} ({} pairs each)", - n_stress, n_stress * (n_stress - 1) / 2); + println!( + " runs : 50 × n={} ({} pairs each)", + n_stress, + n_stress * (n_stress - 1) / 2 + ); println!(" mean Jaccard d-effect : {:.3}", mean_dj); println!(" mean Adamic-Adar effect : {:.3}", mean_daa); - println!(" runtime : {} ms ({:.1} ms / run)", + println!( + " runtime : {} ms ({:.1} ms / run)", stress_elapsed.as_millis(), - stress_elapsed.as_millis() as f64 / 50.0); + stress_elapsed.as_millis() as f64 / 50.0 + ); println!(); // ── verdict ────────────────────────────────────────────────────────── @@ -351,16 +435,33 @@ fn main() { println!(" Jaccard reduces to L2 popcount-AND / L2 popcount-OR : YES"); println!(" Adamic-Adar reduces to L2 AND-iter + L1 popcount : YES"); println!(" Same-community pairs score higher (canonical run) :"); - println!(" Jaccard: {:.4} (same) vs {:.4} (cross), d = {:.2}", - same.mean_j(), cross.mean_j(), d_j); - println!(" Adamic-Adar: {:.4} (same) vs {:.4} (cross), d = {:.2}", - same.mean_aa(), cross.mean_aa(), d_aa); + println!( + " Jaccard: {:.4} (same) vs {:.4} (cross), d = {:.2}", + same.mean_j(), + cross.mean_j(), + d_j + ); + println!( + " Adamic-Adar: {:.4} (same) vs {:.4} (cross), d = {:.2}", + same.mean_aa(), + cross.mean_aa(), + d_aa + ); println!(" Mutate-back into SIMILAR plane in one L4 sweep : YES"); - println!(" {} top pairs deposited; {} bits set on SIMILAR plane", top_k, deposited); - println!(" {}/{} top pairs are same-community = {:.0}% precision", - same_comm_in_topk, top_k, same_comm_in_topk as f64 / top_k as f64 * 100.0); - println!(" Stress (50 graphs): mean discrimination d_J = {:.2}, d_AA = {:.2}", - mean_dj, mean_daa); + println!( + " {} top pairs deposited; {} bits set on SIMILAR plane", + top_k, deposited + ); + println!( + " {}/{} top pairs are same-community = {:.0}% precision", + same_comm_in_topk, + top_k, + same_comm_in_topk as f64 / top_k as f64 * 100.0 + ); + println!( + " Stress (50 graphs): mean discrimination d_J = {:.2}, d_AA = {:.2}", + mean_dj, mean_daa + ); println!(); println!(" → Substrate scope: bitpacked AwarenessPlane16K (popcount tier)."); println!(" The palette-codec tier (BGZ17, 256-entry codebook + 256×256"); diff --git a/crates/jc/examples/splat_louvain_modularity.rs b/crates/jc/examples/splat_louvain_modularity.rs index 015f9a49..ac21742f 100644 --- a/crates/jc/examples/splat_louvain_modularity.rs +++ b/crates/jc/examples/splat_louvain_modularity.rs @@ -101,7 +101,7 @@ struct PlantedGraph { ground_truth: Vec, planes: Vec, degree: Vec, - total_edges: u32, // |E| (counted once per edge) + total_edges: u32, // |E| (counted once per edge) } impl PlantedGraph { @@ -123,7 +123,14 @@ impl PlantedGraph { } let degree: Vec = planes.iter().map(popcount).collect(); let total_edges = degree.iter().sum::() / 2; - Self { n, k_communities: k, ground_truth, planes, degree, total_edges } + Self { + n, + k_communities: k, + ground_truth, + planes, + degree, + total_edges, + } } } @@ -150,7 +157,11 @@ impl LouvainState { community_planes.insert(u as u16, plane); community_degree.insert(u as u16, graph.degree[u as usize]); } - Self { labels, community_planes, community_degree } + Self { + labels, + community_planes, + community_degree, + } } /// Compute current modularity Q = (1/2m) Σ_c [e_c - (a_c²/2m)] @@ -175,7 +186,9 @@ impl LouvainState { /// Move node `u` from community `from` to community `to`. Updates /// labels, community planes, community degrees. fn move_node(&mut self, graph: &PlantedGraph, u: u32, from: u16, to: u16) { - if from == to { return; } + if from == to { + return; + } // Remove from old community. if let Some(plane) = self.community_planes.get_mut(&from) { clear_neighbor(plane, u); @@ -190,7 +203,10 @@ impl LouvainState { self.community_degree.remove(&from); } // Add to new community. - let plane = self.community_planes.entry(to).or_insert_with(AwarenessPlane16K::zero); + let plane = self + .community_planes + .entry(to) + .or_insert_with(AwarenessPlane16K::zero); set_neighbor(plane, u); *self.community_degree.entry(to).or_insert(0) += deg; self.labels[u as usize] = to; @@ -219,25 +235,25 @@ impl LouvainState { // review correction. // ─────────────────────────────────────────────────────────────────────────── -fn delta_q( - graph: &PlantedGraph, - state: &LouvainState, - u: u32, - from: u16, - to: u16, -) -> f64 { - if from == to { return 0.0; } +fn delta_q(graph: &PlantedGraph, state: &LouvainState, u: u32, from: u16, to: u16) -> f64 { + if from == to { + return 0.0; + } let m = graph.total_edges as f64; - let two_m_squared = 2.0 * m * m; // = 2·m²; canonical Louvain denominator + let two_m_squared = 2.0 * m * m; // = 2·m²; canonical Louvain denominator let k_u = graph.degree[u as usize] as f64; let plane_u = &graph.planes[u as usize]; // k_{u,in_b}: edges from u to community `to`. - let k_u_in_to = state.community_planes.get(&to) + let k_u_in_to = state + .community_planes + .get(&to) .map(|p| and_popcount(plane_u, p) as f64) .unwrap_or(0.0); // k_{u,in_a}: edges from u to community `from`, EXCLUDING u itself. - let k_u_in_from = state.community_planes.get(&from) + let k_u_in_from = state + .community_planes + .get(&from) .map(|p| and_popcount(plane_u, p) as f64) .unwrap_or(0.0); @@ -300,7 +316,9 @@ fn purity(labels: &[u16], ground_truth: &[u16], k_truth: usize) -> f64 { let mut correct = 0usize; for (_, gts) in clusters { let mut count = vec![0u32; k_truth]; - for g in gts.iter() { count[*g as usize] += 1; } + for g in gts.iter() { + count[*g as usize] += 1; + } correct += *count.iter().max().unwrap() as usize; } correct as f64 / labels.len() as f64 @@ -319,10 +337,15 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(); println!("Graph : {} nodes, {} planted communities", n, k); - println!(" p_within = {:.2}% p_across = {:.2}%", - p_within as f64 / 655.36, p_across as f64 / 655.36); - println!("Convergence : α_iter ≥ {} for {} consecutive supersteps", - ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS); + println!( + " p_within = {:.2}% p_across = {:.2}%", + p_within as f64 / 655.36, + p_across as f64 / 655.36 + ); + println!( + "Convergence : α_iter ≥ {} for {} consecutive supersteps", + ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS + ); println!(); let graph = PlantedGraph::planted(n, k, p_within, p_across, 0xCAFE_BABE_DEAD_BEEF); @@ -348,7 +371,11 @@ fn main() { let dq = q - prev_q; let alpha_iter = (n - changes) as f64 / n as f64; let saturated = alpha_iter >= ALPHA_SATURATION_THRESHOLD; - if saturated { consecutive += 1; } else { consecutive = 0; } + if saturated { + consecutive += 1; + } else { + consecutive = 0; + } // Q monotonicity assertion (allow tiny float slack). assert!(dq >= -1e-9, "Q decreased at iter {iter}: ΔQ = {dq}"); @@ -363,8 +390,16 @@ fn main() { "" }; - println!(" {:4} {:7} {:.4} {:.6} {:+.6} {:6} {}", - iter, changes, alpha_iter, q, dq, unique_labels(&state.labels), note); + println!( + " {:4} {:7} {:.4} {:.6} {:+.6} {:6} {}", + iter, + changes, + alpha_iter, + q, + dq, + unique_labels(&state.labels), + note + ); prev_q = q; if changes == 0 || consecutive >= MIN_STABLE_ITERS { @@ -384,13 +419,22 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); match converged_at { Some(it) => println!(" converged at superstep : {} (α-saturation)", it), - None => println!(" DID NOT CONVERGE within {} supersteps", MAX_SUPERSTEPS), + None => println!(" DID NOT CONVERGE within {} supersteps", MAX_SUPERSTEPS), } - println!(" final Q : {:.6} (ΔQ from init: {:+.6})", - final_q, final_q - q0); - println!(" unique communities : {} (ground truth: {})", final_unique, k); - println!(" purity vs ground truth : {:.4} ({:.1}% correct)", - final_purity, final_purity * 100.0); + println!( + " final Q : {:.6} (ΔQ from init: {:+.6})", + final_q, + final_q - q0 + ); + println!( + " unique communities : {} (ground truth: {})", + final_unique, k + ); + println!( + " purity vs ground truth : {:.4} ({:.1}% correct)", + final_purity, + final_purity * 100.0 + ); println!(" runtime : {} µs", elapsed.as_micros()); println!(); @@ -414,10 +458,18 @@ fn main() { for iter in 1..=MAX_SUPERSTEPS { let changes = louvain_superstep(&g, &mut s); let q = s.modularity(&g); - assert!(q - prev_q >= -1e-9, "stress run {run} iter {iter}: Q decreased ({:+e})", q - prev_q); + assert!( + q - prev_q >= -1e-9, + "stress run {run} iter {iter}: Q decreased ({:+e})", + q - prev_q + ); prev_q = q; let alpha_iter = (n - changes) as f64 / n as f64; - if alpha_iter >= ALPHA_SATURATION_THRESHOLD { consec += 1; } else { consec = 0; } + if alpha_iter >= ALPHA_SATURATION_THRESHOLD { + consec += 1; + } else { + consec = 0; + } if changes == 0 || consec >= MIN_STABLE_ITERS { converged_at = Some(iter); break; @@ -437,16 +489,25 @@ fn main() { let q_var = (q_sq_sum / converged_count.max(1) as f64) - q_mean * q_mean; println!(" converged : {}/100", converged_count); - println!(" mean iterations : {:.1}", - iters_sum as f64 / converged_count.max(1) as f64); - println!(" mean purity : {:.4}", - purity_sum / converged_count.max(1) as f64); + println!( + " mean iterations : {:.1}", + iters_sum as f64 / converged_count.max(1) as f64 + ); + println!( + " mean purity : {:.4}", + purity_sum / converged_count.max(1) as f64 + ); println!(" mean Q at convergence : {:.6}", q_mean); println!(" Q variance across runs : {:.6e}", q_var); - println!(" Q std (empirical) : {:.6}", q_var.max(0.0).sqrt()); - println!(" runtime : {} ms ({:.1} ms / run)", + println!( + " Q std (empirical) : {:.6}", + q_var.max(0.0).sqrt() + ); + println!( + " runtime : {} ms ({:.1} ms / run)", stress_elapsed.as_millis(), - stress_elapsed.as_millis() as f64 / 100.0); + stress_elapsed.as_millis() as f64 / 100.0 + ); println!(); // ── verdict ────────────────────────────────────────────────────────── @@ -455,12 +516,26 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" L4 SoA sweep IS one Louvain Phase-1 iter : YES"); println!(" α-saturation IS the convergence criterion : YES"); - println!(" Q monotonically non-decreasing (assertion) : YES (across {} runs)", converged_count); - println!(" Convergence rate : {}/100", converged_count); - println!(" Mean purity (vs ground-truth communities) : {:.4}", - purity_sum / converged_count.max(1) as f64); - println!(" Mean Q at convergence : {:.6}", q_mean); - println!(" Empirical Q std across runs : {:.6}", q_var.max(0.0).sqrt()); + println!( + " Q monotonically non-decreasing (assertion) : YES (across {} runs)", + converged_count + ); + println!( + " Convergence rate : {}/100", + converged_count + ); + println!( + " Mean purity (vs ground-truth communities) : {:.4}", + purity_sum / converged_count.max(1) as f64 + ); + println!( + " Mean Q at convergence : {:.6}", + q_mean + ); + println!( + " Empirical Q std across runs : {:.6}", + q_var.max(0.0).sqrt() + ); println!(); println!(" → Louvain Phase-1 reduces to:"); println!(" L1: degree(u) = popcount(neighbour_plane[u])"); @@ -469,12 +544,17 @@ fn main() { println!(" All three measured. ΔQ formula is the standard Louvain modularity gain."); println!(); println!(" → vs LPA on the same graph (prior probe, mean purity ~0.475):"); - println!(" Louvain {:.4} vs LPA ~0.475 = {:.2}× quality improvement", + println!( + " Louvain {:.4} vs LPA ~0.475 = {:.2}× quality improvement", purity_sum / converged_count.max(1) as f64, - purity_sum / converged_count.max(1) as f64 / 0.475); + purity_sum / converged_count.max(1) as f64 / 0.475 + ); println!(); println!(" → Pillar-6 confidence-interval footnote:"); - println!(" Empirical Q std = {:.6} across 100 runs.", q_var.max(0.0).sqrt()); + println!( + " Empirical Q std = {:.6} across 100 runs.", + q_var.max(0.0).sqrt() + ); println!(" Per-run Q variance is bounded by the Pillar-6 KS bound on"); println!(" EWA-sandwich variance growth on community-membership planes."); println!(" Concrete σ_pred derivation deferred to a follow-up probe;"); diff --git a/crates/jc/examples/splat_lpa_label_propagation.rs b/crates/jc/examples/splat_lpa_label_propagation.rs index 8800521e..b3a9669e 100644 --- a/crates/jc/examples/splat_lpa_label_propagation.rs +++ b/crates/jc/examples/splat_lpa_label_propagation.rs @@ -89,7 +89,9 @@ impl PlantedGraph { let mut state = seed; let mut planes = vec![AwarenessPlane16K::zero(); n as usize]; let nodes_per_comm = n / k; - let ground_truth: Vec = (0..n).map(|u| (u / nodes_per_comm).min(k - 1) as u16).collect(); + let ground_truth: Vec = (0..n) + .map(|u| (u / nodes_per_comm).min(k - 1) as u16) + .collect(); for u in 0..n { for v in (u + 1)..n { let same = ground_truth[u as usize] == ground_truth[v as usize]; @@ -101,7 +103,12 @@ impl PlantedGraph { } } } - Self { n, k_communities: k, ground_truth, planes } + Self { + n, + k_communities: k, + ground_truth, + planes, + } } fn edge_count(&self) -> u32 { @@ -146,12 +153,13 @@ fn lpa_superstep(graph: &PlantedGraph, labels: &[u16], next_labels: &mut [u16]) // among the tied set (stability heuristic — converges faster). let max_count = tally.iter().map(|(_, c)| *c).max().unwrap_or(0); let new_label = if max_count == 0 { - cur // isolated node — keep label + cur // isolated node — keep label } else if tally.iter().any(|(l, c)| *l == cur && *c == max_count) { - cur // current label is among the tied max — stay + cur // current label is among the tied max — stay } else { // pick lowest label id among tied for max - tally.iter() + tally + .iter() .filter(|(_, c)| *c == max_count) .map(|(l, _)| *l) .min() @@ -159,7 +167,9 @@ fn lpa_superstep(graph: &PlantedGraph, labels: &[u16], next_labels: &mut [u16]) }; next_labels[u as usize] = new_label; - if new_label != cur { changes += 1; } + if new_label != cur { + changes += 1; + } } changes } @@ -185,7 +195,9 @@ fn purity(labels: &[u16], ground_truth: &[u16], k_truth: usize) -> f64 { let mut correct = 0usize; for (_, gts) in clusters { let mut count = vec![0u32; k_truth]; - for g in gts.iter() { count[*g as usize] += 1; } + for g in gts.iter() { + count[*g as usize] += 1; + } correct += *count.iter().max().unwrap() as usize; } correct as f64 / labels.len() as f64 @@ -197,19 +209,29 @@ fn purity(labels: &[u16], ground_truth: &[u16], k_truth: usize) -> f64 { fn main() { let n = 512u32; - let k = 4u32; // ground-truth communities - let p_within = 16_384u32; // ~25 % within-community edge prob - let p_across = 1_024u32; // ~1.5 % across-community edge prob + let k = 4u32; // ground-truth communities + let p_within = 16_384u32; // ~25 % within-community edge prob + let p_across = 1_024u32; // ~1.5 % across-community edge prob println!("══════════════════════════════════════════════════════════════════════"); println!(" SplatShaderBlas — LPA via Pregel-style L4 supersteps"); println!("══════════════════════════════════════════════════════════════════════"); println!(); println!("Graph : {} nodes, {} planted communities", n, k); - println!(" p_within = {:.2}% (q16 = {})", p_within as f64 / 655.36, p_within); - println!(" p_across = {:.2}% (q16 = {})", p_across as f64 / 655.36, p_across); - println!("Convergence : α_iter ≥ {} for {} consecutive supersteps", - ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS); + println!( + " p_within = {:.2}% (q16 = {})", + p_within as f64 / 655.36, + p_within + ); + println!( + " p_across = {:.2}% (q16 = {})", + p_across as f64 / 655.36, + p_across + ); + println!( + "Convergence : α_iter ≥ {} for {} consecutive supersteps", + ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS + ); println!(" (matches Pillar-7 ALPHA_SATURATION_THRESHOLD)"); println!(); @@ -253,8 +275,10 @@ fn main() { "" }; - println!(" {:4} {:7} {:.4} {:13} {}", - iter, changes, alpha_iter, uniq, note); + println!( + " {:4} {:7} {:.4} {:13} {}", + iter, changes, alpha_iter, uniq, note + ); if changes == 0 || consecutive_saturated >= MIN_STABLE_ITERS { converged_at = Some(iter); @@ -272,13 +296,21 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); match converged_at { Some(it) => println!(" converged at superstep {} (α-saturation)", it), - None => println!(" did NOT converge within {} supersteps", MAX_SUPERSTEPS), + None => println!(" did NOT converge within {} supersteps", MAX_SUPERSTEPS), } - println!(" unique labels at convergence : {} (ground truth: {})", - final_unique, k); - println!(" purity vs ground truth : {:.4} ({:.1}% correct)", - final_purity, final_purity * 100.0); - println!(" total runtime : {} µs", elapsed.as_micros()); + println!( + " unique labels at convergence : {} (ground truth: {})", + final_unique, k + ); + println!( + " purity vs ground truth : {:.4} ({:.1}% correct)", + final_purity, + final_purity * 100.0 + ); + println!( + " total runtime : {} µs", + elapsed.as_micros() + ); println!(); // ── stress test: 100 graphs, deterministic seeds ───────────────────── @@ -300,7 +332,11 @@ fn main() { let changes = lpa_superstep(&g, &labels, &mut next); std::mem::swap(&mut labels, &mut next); let alpha_iter = (n - changes) as f64 / n as f64; - if alpha_iter >= ALPHA_SATURATION_THRESHOLD { consec += 1 } else { consec = 0 }; + if alpha_iter >= ALPHA_SATURATION_THRESHOLD { + consec += 1 + } else { + consec = 0 + }; if changes == 0 || consec >= MIN_STABLE_ITERS { converged_at = Some(iter); break; @@ -314,14 +350,23 @@ fn main() { } let stress_elapsed = stress_t0.elapsed(); - println!(" converged : {}/100 runs", converged_count); - println!(" mean iterations to converge : {:.1}", - iters_sum as f64 / converged_count.max(1) as f64); - println!(" mean purity : {:.4}", - purity_sum / converged_count.max(1) as f64); - println!(" total runtime : {} µs ({:.1} µs / run)", + println!( + " converged : {}/100 runs", + converged_count + ); + println!( + " mean iterations to converge : {:.1}", + iters_sum as f64 / converged_count.max(1) as f64 + ); + println!( + " mean purity : {:.4}", + purity_sum / converged_count.max(1) as f64 + ); + println!( + " total runtime : {} µs ({:.1} µs / run)", stress_elapsed.as_micros(), - stress_elapsed.as_micros() as f64 / 100.0); + stress_elapsed.as_micros() as f64 / 100.0 + ); println!(); // ── verdict ────────────────────────────────────────────────────────── @@ -330,15 +375,24 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" L4 SoA sweep IS one Pregel superstep : YES"); println!(" α-saturation IS the convergence criterion : YES (Pillar-7 threshold)"); - println!(" Convergence rate (planted graphs) : {}/100", converged_count); - println!(" Mean supersteps to α-saturate : {:.1}", - iters_sum as f64 / converged_count.max(1) as f64); - println!(" Mean clustering purity : {:.4}", - purity_sum / converged_count.max(1) as f64); + println!( + " Convergence rate (planted graphs) : {}/100", + converged_count + ); + println!( + " Mean supersteps to α-saturate : {:.1}", + iters_sum as f64 / converged_count.max(1) as f64 + ); + println!( + " Mean clustering purity : {:.4}", + purity_sum / converged_count.max(1) as f64 + ); println!(); println!(" → LPA's normally-heuristic iteration count is now deterministic:"); - println!(" α_iter ≥ {} for {} consecutive supersteps = converged.", - ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS); + println!( + " α_iter ≥ {} for {} consecutive supersteps = converged.", + ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS + ); println!(); println!(" → Generalises to: Louvain modularity (α tracks Q-stability),"); println!(" Leiden refinement (α gates well-connected community check),"); diff --git a/crates/jc/examples/splat_perturbationslernen.rs b/crates/jc/examples/splat_perturbationslernen.rs index 0305e026..ce4d1359 100644 --- a/crates/jc/examples/splat_perturbationslernen.rs +++ b/crates/jc/examples/splat_perturbationslernen.rs @@ -78,10 +78,18 @@ fn splitmix64(state: &mut u64) -> u64 { // ── 2×2 SPD math (inlined; same as splat_to_ewa_bridge) ─────────────────── #[derive(Clone, Copy, Debug)] -struct Mat2 { a: f64, b: f64, c: f64 } +struct Mat2 { + a: f64, + b: f64, + c: f64, +} impl Mat2 { - const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; + const I: Self = Self { + a: 1.0, + b: 0.0, + c: 1.0, + }; fn eig(&self) -> (f64, f64) { let half_trace = (self.a + self.c) / 2.0; @@ -116,7 +124,9 @@ impl Mat2 { /// Affine-invariant Riemannian distance from identity in the SPD cone. fn displacement_from_identity(&self) -> f64 { let (l1, l2) = self.eig(); - if l1 <= 0.0 || l2 <= 0.0 { return f64::INFINITY; } + if l1 <= 0.0 || l2 <= 0.0 { + return f64::INFINITY; + } (l1.ln().powi(2) + l2.ln().powi(2)).sqrt() } } @@ -166,7 +176,13 @@ impl PlantedGraph { } } let degree: Vec = planes.iter().map(popcount).collect(); - Self { n, k_communities: k, ground_truth, planes, degree } + Self { + n, + k_communities: k, + ground_truth, + planes, + degree, + } } } @@ -205,7 +221,11 @@ fn deposit_from_query_overlap( let alpha = (overlap as f64 / deg).clamp(0.0, 1.0) + 0.05; // Width = symmetric counter-axis (we keep it tight relative to alpha). let beta = 0.5 + 0.05; - Mat2 { a: alpha, b: 0.0, c: beta } + Mat2 { + a: alpha, + b: 0.0, + c: beta, + } } fn perturb_superstep( @@ -251,8 +271,13 @@ fn perturb_superstep( let new_sigma = sandwich(&m, &agg); // assert! (NOT debug_assert!) so the SPD invariant is checked under // --release too; per PR #347 Codex review correction. - assert!(new_sigma.is_spd(), "Σ left SPD cone at row {u}: agg={:?} step={:?} new={:?}", - agg, step, new_sigma); + assert!( + new_sigma.is_spd(), + "Σ left SPD cone at row {u}: agg={:?} step={:?} new={:?}", + agg, + step, + new_sigma + ); next_sigma[u as usize] = new_sigma; } } @@ -275,23 +300,30 @@ fn main() { println!(); println!("Graph : {} nodes, {} planted communities", n, k); println!("Query : 5 seed nodes from community 0 → planted in query plane"); - println!("Settling : per-iter mean Σ-displacement-change crosses {} (Pillar-7)", - ALPHA_SATURATION_THRESHOLD); + println!( + "Settling : per-iter mean Σ-displacement-change crosses {} (Pillar-7)", + ALPHA_SATURATION_THRESHOLD + ); println!(); let graph = PlantedGraph::planted(n, k, p_within, p_across, 0xCAFE_BABE_DEAD_BEEF); // ── build query plane: deposit 5 seed nodes from community 0 ───────── let mut query_plane = AwarenessPlane16K::zero(); - let seeds: Vec = (0..n).filter(|&u| graph.ground_truth[u as usize] == 0).take(5).collect(); + let seeds: Vec = (0..n) + .filter(|&u| graph.ground_truth[u as usize] == 0) + .take(5) + .collect(); for &s in &seeds { // Deposit the seed's neighbour bitset as part of the query. for i in 0..256 { query_plane.0[i] |= graph.planes[s as usize].0[i]; } } - println!(" query plane bits set : {} (= union of 5 seed neighbour sets)", - popcount(&query_plane)); + println!( + " query plane bits set : {} (= union of 5 seed neighbour sets)", + popcount(&query_plane) + ); println!(); // ── propagate perturbation ──────────────────────────────────────────── @@ -315,8 +347,7 @@ fn main() { // Print only key checkpoints + saturation event (avoids 200 lines of output). fn should_print(i: usize, max: usize) -> bool { - i == 1 || i == max || (i <= 20 && i % 5 == 0) || - (i <= 50 && i % 10 == 0) || i % 25 == 0 + i == 1 || i == max || (i <= 20 && i % 5 == 0) || (i <= 50 && i % 10 == 0) || i % 25 == 0 } let t0 = std::time::Instant::now(); @@ -324,14 +355,25 @@ fn main() { perturb_superstep(&graph, &query_plane, &sigma, &mut next); std::mem::swap(&mut sigma, &mut next); - let displacements: Vec = sigma.iter().map(|s| s.displacement_from_identity()).collect(); + let displacements: Vec = sigma + .iter() + .map(|s| s.displacement_from_identity()) + .collect(); let mean_disp: f64 = displacements.iter().sum::() / n as f64; let max_disp: f64 = displacements.iter().cloned().fold(0.0, f64::max); let delta_mean = (mean_disp - prev_mean).abs(); - let relative_change = if prev_mean > 1e-9 { delta_mean / prev_mean } else { 1.0 }; + let relative_change = if prev_mean > 1e-9 { + delta_mean / prev_mean + } else { + 1.0 + }; let alpha_iter = (1.0 - relative_change).max(0.0).min(1.0); let saturated = alpha_iter >= ALPHA_SATURATION_THRESHOLD; - if saturated { consecutive += 1; } else { consecutive = 0; } + if saturated { + consecutive += 1; + } else { + consecutive = 0; + } let note = if consecutive >= 2 { "α-SATURATED" @@ -342,8 +384,10 @@ fn main() { }; if should_print(iter, max_supersteps) || saturated || consecutive >= 2 { - println!(" {:4} {:8.4} {:8.4} {:.4} {:.4} {}", - iter, mean_disp, max_disp, delta_mean, alpha_iter, note); + println!( + " {:4} {:8.4} {:8.4} {:.4} {:.4} {}", + iter, mean_disp, max_disp, delta_mean, alpha_iter, note + ); } prev_mean = mean_disp; @@ -359,14 +403,17 @@ fn main() { // ── Σ pinned). Target rows have alpha ≈ 0.95 in the deposit, so their ── // ── Σ accumulates more gently than non-target rows (alpha ≈ 0.05). ───── // ── Therefore: FOUND = displacement BELOW (mean − 1σ). ───────────────── - let displacements: Vec = sigma.iter().map(|s| s.displacement_from_identity()).collect(); + let displacements: Vec = sigma + .iter() + .map(|s| s.displacement_from_identity()) + .collect(); let mean_disp: f64 = displacements.iter().sum::() / n as f64; let std_disp: f64 = { let m = mean_disp; let var = displacements.iter().map(|d| (d - m).powi(2)).sum::() / n as f64; var.max(0.0).sqrt() }; - let threshold = mean_disp - std_disp; // mean − 1σ: target rows have LOW disp + let threshold = mean_disp - std_disp; // mean − 1σ: target rows have LOW disp println!(); println!("──────────────────────────────────────────────────────────────────────"); @@ -377,24 +424,46 @@ fn main() { println!(" std_displacement : {:.4}", std_disp); println!(" threshold (mean − 1σ) : {:.4}", threshold); - let found: Vec = (0..n).filter(|&u| displacements[u as usize] < threshold).collect(); - let found_in_target: usize = found.iter() + let found: Vec = (0..n) + .filter(|&u| displacements[u as usize] < threshold) + .collect(); + let found_in_target: usize = found + .iter() .filter(|&&u| graph.ground_truth[u as usize] == 0) .count(); - println!(" rows above threshold : {} ({:.1}%)", - found.len(), found.len() as f64 / n as f64 * 100.0); - println!(" of those in community 0 (target): {}/{} ({:.1}%)", - found_in_target, found.len(), - if !found.is_empty() { found_in_target as f64 / found.len() as f64 * 100.0 } else { 0.0 }); - println!(" expected by chance : {:.1}% (1/k = 1/{})", 100.0 / k as f64, k); + println!( + " rows above threshold : {} ({:.1}%)", + found.len(), + found.len() as f64 / n as f64 * 100.0 + ); + println!( + " of those in community 0 (target): {}/{} ({:.1}%)", + found_in_target, + found.len(), + if !found.is_empty() { + found_in_target as f64 / found.len() as f64 * 100.0 + } else { + 0.0 + } + ); + println!( + " expected by chance : {:.1}% (1/k = 1/{})", + 100.0 / k as f64, + k + ); let baseline = 1.0 / k as f64; let precision = if !found.is_empty() { found_in_target as f64 / found.len() as f64 - } else { 0.0 }; + } else { + 0.0 + }; let lift = precision / baseline; - println!(" lift over baseline : {:.2}× (precision over random)", lift); + println!( + " lift over baseline : {:.2}× (precision over random)", + lift + ); println!(); // ── community-level breakdown ──────────────────────────────────────── @@ -408,13 +477,22 @@ fn main() { .collect(); let m = comm_displacements.iter().sum::() / comm_displacements.len() as f64; let std = { - let var = comm_displacements.iter().map(|d| (d - m).powi(2)).sum::() + let var = comm_displacements + .iter() + .map(|d| (d - m).powi(2)) + .sum::() / comm_displacements.len() as f64; var.max(0.0).sqrt() }; - let mark = if c == 0 { " ← target (query seeds were here)" } else { "" }; - println!(" community {} : mean disp = {:.4} σ = {:.4}{}", - c, m, std, mark); + let mark = if c == 0 { + " ← target (query seeds were here)" + } else { + "" + }; + println!( + " community {} : mean disp = {:.4} σ = {:.4}{}", + c, m, std, mark + ); } println!(); @@ -422,14 +500,28 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" VERDICT"); println!("══════════════════════════════════════════════════════════════════════"); - println!(" Query injected as perturbation on {} seed rows", seeds.len()); - println!(" EWA-sandwich propagation (Pillar-6-bounded) for {} supersteps", - converged_at.unwrap_or(max_supersteps)); - println!(" α-saturation triggered : {}", - if converged_at.is_some() { "YES" } else { "no (max iters)" }); + println!( + " Query injected as perturbation on {} seed rows", + seeds.len() + ); + println!( + " EWA-sandwich propagation (Pillar-6-bounded) for {} supersteps", + converged_at.unwrap_or(max_supersteps) + ); + println!( + " α-saturation triggered : {}", + if converged_at.is_some() { + "YES" + } else { + "no (max iters)" + } + ); println!(" Σ stayed SPD across all rows : YES (assertion-checked)"); println!(" Found-row precision over baseline : {:.2}×", lift); - println!(" Runtime : {} ms", elapsed.as_millis()); + println!( + " Runtime : {} ms", + elapsed.as_millis() + ); println!(); println!(" → Context search WITHOUT explicit k-NN distance queries."); println!(" The query is a deposit; the field's response is the answer."); diff --git a/crates/jc/examples/splat_to_ewa_bridge.rs b/crates/jc/examples/splat_to_ewa_bridge.rs index f1ad2f96..5a134d3f 100644 --- a/crates/jc/examples/splat_to_ewa_bridge.rs +++ b/crates/jc/examples/splat_to_ewa_bridge.rs @@ -47,8 +47,8 @@ //! --example splat_to_ewa_bridge --release use lance_graph_contract::splat::{ - witness_to_splat, AwarenessPlane16K, CamPlaneSplat, ReasoningWitness64, - SplatPlaneSet, ThetaDecision, TriadicProjection, + witness_to_splat, AwarenessPlane16K, CamPlaneSplat, ReasoningWitness64, SplatPlaneSet, + ThetaDecision, TriadicProjection, }; // ════════════════════════════════════════════════════════════════════════════ @@ -60,10 +60,18 @@ use lance_graph_contract::splat::{ // ════════════════════════════════════════════════════════════════════════════ #[derive(Clone, Copy, Debug)] -struct Mat2 { a: f64, b: f64, c: f64 } +struct Mat2 { + a: f64, + b: f64, + c: f64, +} impl Mat2 { - const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; + const I: Self = Self { + a: 1.0, + b: 0.0, + c: 1.0, + }; fn eig(&self) -> (f64, f64) { let half_trace = (self.a + self.c) / 2.0; @@ -96,7 +104,9 @@ impl Mat2 { fn log_norm(&self) -> f64 { let (l1, l2) = self.eig(); - if l1 <= 0.0 || l2 <= 0.0 { return f64::INFINITY; } + if l1 <= 0.0 || l2 <= 0.0 { + return f64::INFINITY; + } (l1.ln().powi(2) + l2.ln().powi(2)).sqrt() } } @@ -129,7 +139,11 @@ fn sandwich(m: &Mat2, n: &Mat2) -> Mat2 { fn splat_to_sigma(splat: &CamPlaneSplat) -> Mat2 { let alpha = splat.effective_amplitude() as f64 / 255.0 + 0.05; let beta = splat.width_q8 as f64 / 255.0 + 0.05; - Mat2 { a: alpha, b: 0.0, c: beta } + Mat2 { + a: alpha, + b: 0.0, + c: beta, + } } fn plane_popcount(plane: &AwarenessPlane16K) -> u32 { @@ -144,9 +158,11 @@ fn plane_popcount(plane: &AwarenessPlane16K) -> u32 { struct OsintHop { label: &'static str, - factor_a: u16, factor_b: u16, + factor_a: u16, + factor_b: u16, witness_bits: u64, - sigma_idx: u8, sigma_width_q8: u8, + sigma_idx: u8, + sigma_width_q8: u8, theta: ThetaDecision, replay_ref: u64, } @@ -155,42 +171,72 @@ fn osint_chain() -> [OsintHop; 5] { [ OsintHop { label: "Lavender→IDF", - factor_a: 0x0123, factor_b: 0x0456, - witness_bits: 0x0000_0000_0000_00D8, // amp byte D8 ≈ 0.85 conf - sigma_idx: 0, sigma_width_q8: 64, - theta: ThetaDecision { accept_q8: 16, width_q8: 32, negative: false }, + factor_a: 0x0123, + factor_b: 0x0456, + witness_bits: 0x0000_0000_0000_00D8, // amp byte D8 ≈ 0.85 conf + sigma_idx: 0, + sigma_width_q8: 64, + theta: ThetaDecision { + accept_q8: 16, + width_q8: 32, + negative: false, + }, replay_ref: 0xDEAD_BEEF_0001, }, OsintHop { label: "IDF→Israel", - factor_a: 0x0456, factor_b: 0x0789, - witness_bits: 0x0000_0000_0000_00F2, // amp F2 ≈ 0.95 - sigma_idx: 1, sigma_width_q8: 32, - theta: ThetaDecision { accept_q8: 8, width_q8: 24, negative: false }, + factor_a: 0x0456, + factor_b: 0x0789, + witness_bits: 0x0000_0000_0000_00F2, // amp F2 ≈ 0.95 + sigma_idx: 1, + sigma_width_q8: 32, + theta: ThetaDecision { + accept_q8: 8, + width_q8: 24, + negative: false, + }, replay_ref: 0xDEAD_BEEF_0002, }, OsintHop { label: "Israel→NSO", - factor_a: 0x0789, factor_b: 0x0ABC, - witness_bits: 0x0000_0000_0000_00B3, // amp B3 ≈ 0.70 - sigma_idx: 2, sigma_width_q8: 96, - theta: ThetaDecision { accept_q8: 24, width_q8: 48, negative: false }, + factor_a: 0x0789, + factor_b: 0x0ABC, + witness_bits: 0x0000_0000_0000_00B3, // amp B3 ≈ 0.70 + sigma_idx: 2, + sigma_width_q8: 96, + theta: ThetaDecision { + accept_q8: 24, + width_q8: 48, + negative: false, + }, replay_ref: 0xDEAD_BEEF_0003, }, OsintHop { label: "NSO→Pegasus", - factor_a: 0x0ABC, factor_b: 0x0DEF, - witness_bits: 0x0000_0000_0000_00E6, // amp E6 ≈ 0.90 - sigma_idx: 3, sigma_width_q8: 48, - theta: ThetaDecision { accept_q8: 12, width_q8: 28, negative: false }, + factor_a: 0x0ABC, + factor_b: 0x0DEF, + witness_bits: 0x0000_0000_0000_00E6, // amp E6 ≈ 0.90 + sigma_idx: 3, + sigma_width_q8: 48, + theta: ThetaDecision { + accept_q8: 12, + width_q8: 28, + negative: false, + }, replay_ref: 0xDEAD_BEEF_0004, }, OsintHop { label: "Pegasus→Khashoggi", - factor_a: 0x0DEF, factor_b: 0x0FED, - witness_bits: 0x0000_0000_0000_00E0, // amp E0 ≈ 0.88 - sigma_idx: 4, sigma_width_q8: 56, - theta: ThetaDecision { accept_q8: 16, width_q8: 32, negative: false }, + factor_a: 0x0DEF, + factor_b: 0x0FED, + witness_bits: 0x0000_0000_0000_00E0, // amp E0 ≈ 0.88 + sigma_idx: 4, + sigma_width_q8: 56, + theta: ThetaDecision { + accept_q8: 16, + width_q8: 32, + negative: false, + }, replay_ref: 0xDEAD_BEEF_0005, }, ] @@ -221,25 +267,33 @@ fn stress_1000_paths() -> (u32, f64, f64) { let r = splitmix64(&mut state); let amp = (r & 0xFF) as u8; let width = ((r >> 8) & 0xFF) as u8; - let theta_accept = ((r >> 16) & 0x3F) as u8; // ≤ 63 so eff_amp > 0 mostly + let theta_accept = ((r >> 16) & 0x3F) as u8; // ≤ 63 so eff_amp > 0 mostly let theta_width = ((r >> 24) & 0x3F) as u8; let splat = witness_to_splat( ((r >> 32) & 0xFFFF) as u16, ((r >> 48) & 0xFFFF) as u16, TriadicProjection(0), - ReasoningWitness64(amp as u64), // amp lives in low byte + ReasoningWitness64(amp as u64), // amp lives in low byte 0, width, - ThetaDecision { accept_q8: theta_accept, width_q8: theta_width, negative: false }, + ThetaDecision { + accept_q8: theta_accept, + width_q8: theta_width, + negative: false, + }, r, ); let step_sigma = splat_to_sigma(&splat); let m = step_sigma.sqrt(); sigma = sandwich(&m, &sigma); - if !sigma.is_spd() { all_spd = false; } + if !sigma.is_spd() { + all_spd = false; + } + } + if all_spd { + spd_count += 1; } - if all_spd { spd_count += 1; } log_norms.push(sigma.log_norm()); } @@ -295,16 +349,30 @@ fn main() { let log_norm = new_sigma.log_norm(); println!(" k={} hop {}", k + 1, hop.label); - println!(" splat : center=(0x{:04X},0x{:04X}) channel={:?} amp={} eff_amp={} width={}", - splat.center_a, splat.center_b, splat.channel, - splat.amplitude_q8, splat.effective_amplitude(), splat.width_q8); - println!(" Σ_step = diag({:.4}, {:.4})", step_sigma.a, step_sigma.c); - println!(" Σ = [[{:.4}, {:.4}], [{:.4}, {:.4}]] ‖log Σ‖_F = {:.4} SPD={}", - new_sigma.a, new_sigma.b, new_sigma.b, new_sigma.c, log_norm, spd); + println!( + " splat : center=(0x{:04X},0x{:04X}) channel={:?} amp={} eff_amp={} width={}", + splat.center_a, + splat.center_b, + splat.channel, + splat.amplitude_q8, + splat.effective_amplitude(), + splat.width_q8 + ); + println!( + " Σ_step = diag({:.4}, {:.4})", + step_sigma.a, step_sigma.c + ); + println!( + " Σ = [[{:.4}, {:.4}], [{:.4}, {:.4}]] ‖log Σ‖_F = {:.4} SPD={}", + new_sigma.a, new_sigma.b, new_sigma.b, new_sigma.c, log_norm, spd + ); println!(); sigma = new_sigma; - assert!(spd, "Σ left SPD cone at hop {k} — Pillar 6 violated through SPLAT contract!"); + assert!( + spd, + "Σ left SPD cone at hop {k} — Pillar 6 violated through SPLAT contract!" + ); } let elapsed = t0.elapsed(); @@ -313,12 +381,27 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); println!(" L1 — popcount-based exact top-k recovery (per-channel planes)"); println!("──────────────────────────────────────────────────────────────────────"); - println!(" support : {} bits set", plane_popcount(&planes.support)); - println!(" contradiction : {} bits", plane_popcount(&planes.contradiction)); - println!(" forecast : {} bits", plane_popcount(&planes.forecast)); - println!(" counterfactual: {} bits", plane_popcount(&planes.counterfactual)); + println!( + " support : {} bits set", + plane_popcount(&planes.support) + ); + println!( + " contradiction : {} bits", + plane_popcount(&planes.contradiction) + ); + println!( + " forecast : {} bits", + plane_popcount(&planes.forecast) + ); + println!( + " counterfactual: {} bits", + plane_popcount(&planes.counterfactual) + ); println!(" style : {} bits", plane_popcount(&planes.style)); - println!(" source : {} bits", plane_popcount(&planes.source)); + println!( + " source : {} bits", + plane_popcount(&planes.source) + ); println!(); // ────────── L1 identity recovery via per-splat ledger ────────────────── @@ -327,8 +410,10 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); for (i, splat) in splats.iter().enumerate() { let bit_pos = (((splat.center_a as u32) << 8) ^ splat.center_b as u32) % 16_384; - println!(" splat[{}] : bit_position={:5} channel={:?} replay_ref=0x{:016X}", - i, bit_pos, splat.channel, splat.replay_ref); + println!( + " splat[{}] : bit_position={:5} channel={:?} replay_ref=0x{:016X}", + i, bit_pos, splat.channel, splat.replay_ref + ); } println!(); @@ -339,13 +424,18 @@ fn main() { let stress_t0 = std::time::Instant::now(); let (spd_count, mean_lognorm, std_lognorm) = stress_1000_paths(); let stress_elapsed = stress_t0.elapsed(); - println!(" SPD-preservation rate : {}/1000 ({:.3}%)", - spd_count, spd_count as f64 / 10.0); + println!( + " SPD-preservation rate : {}/1000 ({:.3}%)", + spd_count, + spd_count as f64 / 10.0 + ); println!(" mean ‖log Σ_n‖_F : {:.4}", mean_lognorm); println!(" std ‖log Σ_n‖_F : {:.4}", std_lognorm); - println!(" runtime : {} µs ({:.1} µs/path)", + println!( + " runtime : {} µs ({:.1} µs/path)", stress_elapsed.as_micros(), - stress_elapsed.as_micros() as f64 / 1000.0); + stress_elapsed.as_micros() as f64 / 1000.0 + ); println!(); // ────────── VERDICT ─────────────────────────────────────────────────── @@ -354,22 +444,38 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" SPLAT → EWA bridge end-to-end : YES"); println!(" Σ stays SPD across canonical 5-hop chain : YES (assertion-checked)"); - println!(" Σ stays SPD across 1000 × 10-hop chains : {}/1000", spd_count); - println!(" ‖log Σ_5‖_F (canonical chain) : {:.4}", sigma.log_norm()); + println!( + " Σ stays SPD across 1000 × 10-hop chains : {}/1000", + spd_count + ); + println!( + " ‖log Σ_5‖_F (canonical chain) : {:.4}", + sigma.log_norm() + ); println!(" AwarenessPlane bits recoverable : YES (popcount + per-splat ledger)"); println!(" Identity preserved (replay_ref intact) : YES (5/5)"); println!(); println!(" Memory:"); - println!(" SplatPlaneSet (6 channels × 2 KB) : {} bytes", - std::mem::size_of::()); - println!(" Per-splat ledger ({} entries × {} B) : {} bytes", - chain.len(), std::mem::size_of::(), - chain.len() * std::mem::size_of::()); + println!( + " SplatPlaneSet (6 channels × 2 KB) : {} bytes", + std::mem::size_of::() + ); + println!( + " Per-splat ledger ({} entries × {} B) : {} bytes", + chain.len(), + std::mem::size_of::(), + chain.len() * std::mem::size_of::() + ); println!(); println!(" Runtime:"); - println!(" canonical 5-hop chain : {} µs", elapsed.as_micros()); - println!(" 1000 × 10-hop stress : {} µs total", - stress_elapsed.as_micros()); + println!( + " canonical 5-hop chain : {} µs", + elapsed.as_micros() + ); + println!( + " 1000 × 10-hop stress : {} µs total", + stress_elapsed.as_micros() + ); println!(); println!(" → Pillar-6 certified math + SPLAT-1 contract = end-to-end OSINT"); println!(" edge traversal in pure-Rust process memory, identity-preserving,"); diff --git a/crates/jc/examples/splat_triangle_count.rs b/crates/jc/examples/splat_triangle_count.rs index 1d894b0e..8cfb8421 100644 --- a/crates/jc/examples/splat_triangle_count.rs +++ b/crates/jc/examples/splat_triangle_count.rs @@ -67,7 +67,7 @@ fn iter_set_bits(plane: &AwarenessPlane16K, mut f: impl FnMut(u32)) { while w != 0 { let bit = w.trailing_zeros(); f((word_idx as u32) * 64 + bit); - w &= w - 1; // clear lowest set bit + w &= w - 1; // clear lowest set bit } } } @@ -99,7 +99,7 @@ impl SsbGraph { let mut csr_set = vec![Vec::::new(); n as usize]; for u in 0..n { for v in (u + 1)..n { - let r = (splitmix64(&mut state) >> 48) as u32; // 0..2^16 + let r = (splitmix64(&mut state) >> 48) as u32; // 0..2^16 if r < edge_prob_q16 { set_neighbor(&mut planes[u as usize], v); set_neighbor(&mut planes[v as usize], u); @@ -109,7 +109,11 @@ impl SsbGraph { } } // CSR neighbour lists are built in increasing u order so already sorted. - Self { n, planes, csr: csr_set } + Self { + n, + planes, + csr: csr_set, + } } fn edge_count(&self) -> u32 { @@ -159,8 +163,11 @@ fn triangles_csr(g: &SsbGraph) -> u64 { let a = nbrs_u[i]; let b = nbrs_v[j]; if a == b { - if a > v { total += 1; } - i += 1; j += 1; + if a > v { + total += 1; + } + i += 1; + j += 1; } else if a < b { i += 1; } else { @@ -185,8 +192,13 @@ fn run_one(label: &str, n: u32, edge_prob_q16: u32, seed: u64) { println!("──────────────────────────────────────────────────────────────────────"); println!(" {}", label); println!("──────────────────────────────────────────────────────────────────────"); - println!(" nodes={} edges={} avg_degree={:.1} density={:.3}%", - n, edges, avg_deg, density * 100.0); + println!( + " nodes={} edges={} avg_degree={:.1} density={:.3}%", + n, + edges, + avg_deg, + density * 100.0 + ); let t0 = std::time::Instant::now(); let ssb_tri = triangles_ssb(&g); @@ -202,14 +214,34 @@ fn run_one(label: &str, n: u32, edge_prob_q16: u32, seed: u64) { println!(" triangles = {} ({} µs)", csr_tri, csr_us); let correct = ssb_tri == csr_tri; - let ratio = if ssb_us > 0 { csr_us as f64 / ssb_us as f64 } else { f64::INFINITY }; - println!(" correct : {}", if correct { "YES (counts match)" } else { "NO — DIVERGENT" }); - println!(" SSB / CSR ratio: {:.2}× ({})", + let ratio = if ssb_us > 0 { + csr_us as f64 / ssb_us as f64 + } else { + f64::INFINITY + }; + println!( + " correct : {}", + if correct { + "YES (counts match)" + } else { + "NO — DIVERGENT" + } + ); + println!( + " SSB / CSR ratio: {:.2}× ({})", ratio, - if ratio > 1.0 { "SSB faster" } else { "CSR faster" }); + if ratio > 1.0 { + "SSB faster" + } else { + "CSR faster" + } + ); println!(); - assert_eq!(ssb_tri, csr_tri, "SSB triangle count diverges from CSR baseline!"); + assert_eq!( + ssb_tri, csr_tri, + "SSB triangle count diverges from CSR baseline!" + ); } fn main() { @@ -226,16 +258,31 @@ fn main() { println!(); // Sweet spot: dense graph where SSB shines (avg_degree > 256). - run_one("dense graph (avg_degree ~256)", 1024, /* p ≈ 0.25 */ 16_384, 0xDEAD_BEEF_0001); + run_one( + "dense graph (avg_degree ~256)", + 1024, + /* p ≈ 0.25 */ 16_384, + 0xDEAD_BEEF_0001, + ); // Medium graph (CSR competitive but not faster). - run_one("medium graph (avg_degree ~64)", 1024, /* p ≈ 0.0625 */ 4_096, 0xDEAD_BEEF_0002); + run_one( + "medium graph (avg_degree ~64)", + 1024, + /* p ≈ 0.0625 */ 4_096, + 0xDEAD_BEEF_0002, + ); // Sparse graph (CSR theoretically wins; SSB still correct + competitive). - run_one("sparse graph (avg_degree ~16)", 1024, /* p ≈ 0.0156 */ 1_024, 0xDEAD_BEEF_0003); + run_one( + "sparse graph (avg_degree ~16)", + 1024, + /* p ≈ 0.0156 */ 1_024, + 0xDEAD_BEEF_0003, + ); // Larger dense — exercises cache behaviour. - run_one("larger dense (n=2048)", 2048, 8_192, 0xDEAD_BEEF_0004); + run_one("larger dense (n=2048)", 2048, 8_192, 0xDEAD_BEEF_0004); println!("══════════════════════════════════════════════════════════════════════"); println!(" VERDICT"); diff --git a/crates/jc/examples/style_table_agreement.rs b/crates/jc/examples/style_table_agreement.rs index 44af499d..cb04e4cd 100644 --- a/crates/jc/examples/style_table_agreement.rs +++ b/crates/jc/examples/style_table_agreement.rs @@ -123,14 +123,14 @@ const TABLE_B_ENGINE: [StyleRow; 12] = [ const TABLE_C_PLANNER: [StyleRow; 12] = [ ("deliberate", 0.75, 6.0, 0.20), ("analytical", 0.85, 4.0, 0.10), - ("convergent", 0.70, 6.0, 0.30), // default - ("systematic", 0.70, 6.0, 0.30), // default + ("convergent", 0.70, 6.0, 0.30), // default + ("systematic", 0.70, 6.0, 0.30), // default ("creative", 0.50, 12.0, 0.80), - ("divergent", 0.70, 6.0, 0.30), // default + ("divergent", 0.70, 6.0, 0.30), // default ("exploratory", 0.30, 20.0, 1.00), ("focused", 0.90, 2.0, 0.05), - ("diffuse", 0.70, 6.0, 0.30), // default - ("peripheral", 0.70, 6.0, 0.30), // default + ("diffuse", 0.70, 6.0, 0.30), // default + ("peripheral", 0.70, 6.0, 0.30), // default ("intuitive", 0.60, 8.0, 0.40), ("metacognitive", 0.70, 8.0, 0.50), ]; @@ -179,9 +179,7 @@ fn report_dimension(dim_name: &str, indices: &[usize], which: usize) { let col_c = column(&TABLE_C_PLANNER, indices, which); let n = col_a.len(); - let ratings: Vec> = (0..n) - .map(|i| vec![col_a[i], col_b[i], col_c[i]]) - .collect(); + let ratings: Vec> = (0..n).map(|i| vec![col_a[i], col_b[i], col_c[i]]).collect(); let icc21 = icc(&ratings, IccForm::Icc2_1); let icc31 = icc(&ratings, IccForm::Icc3_1); @@ -246,7 +244,9 @@ fn main() { let all_12: Vec = (0..12).collect(); let seven_explicit: Vec = (0..12).filter(|&i| PLANNER_HAS_EXPLICIT[i]).collect(); - println!("╔══ MODE A — all-12 (planner's 5 fallback families use FieldModulation::default) ══╗"); + println!( + "╔══ MODE A — all-12 (planner's 5 fallback families use FieldModulation::default) ══╗" + ); println!(); report_dimension("resonance_threshold", &all_12, 0); report_dimension("fan_out", &all_12, 1); diff --git a/crates/jc/examples/weather_substrate_reliability.rs b/crates/jc/examples/weather_substrate_reliability.rs new file mode 100644 index 00000000..de19d671 --- /dev/null +++ b/crates/jc/examples/weather_substrate_reliability.rs @@ -0,0 +1,126 @@ +//! Gate 1 of the weather-substrate verification battery (§9 of +//! `.claude/knowledge/weather-normalized-substrate.md`): is the palette256 +//! representation **valid and reliable** by the workspace's own instruments? +//! +//! Runs `jc::reliability` — Pearson r, Spearman ρ, Cronbach α, ICC(2,1) and +//! ICC(3,1) — over `(truth, reconstructed)` pairs produced by the P1/P2 probes +//! on real ARCO-ERA5 fields. Deliberately Rust + `jc` rather than scipy: §9 +//! rules that `jc` returns `Option` where the `ndarray::hpc` mirror +//! returns `0.0` sentinels, so a `0.0` from the mirror is ambiguous +//! (undefined-vs-zero) and `jc` is what a verdict cites. +//! +//! Input: `probes/weather-p1/jc_input.bin`, written by +//! `probes/weather-p1/export_for_jc.py`. Layout (all little-endian): +//! `i64 n_vars, i64 n_points`, then per variable `n_points × f64` truth +//! followed by `n_points × f64` reconstructed. +//! +//! ```text +//! cargo run -p jc --example weather_substrate_reliability -- probes/weather-p1/jc_input.bin +//! ``` +//! +//! **What would make this FAIL** (the falsifiability rule — an assertion +//! implied by its own input is not a test): a quantizer that lost rank order +//! drops Spearman; one that lost scale drops ICC(2,1) (absolute agreement) +//! while leaving ICC(3,1) (consistency) high — the two ICC forms are reported +//! separately precisely so a scale shift cannot hide behind a consistency +//! number. The `--shuffle` control below is the can-it-fire half: it feeds +//! deliberately mismatched pairs and must collapse every statistic. + +use jc::reliability::{cronbach_alpha, icc, pearson, spearman, IccForm}; +use std::io::Read; + +const VAR_NAMES: [&str; 3] = [ + "2m_temperature", + "2m_dewpoint_temperature", + "10m_u_component_of_wind", +]; + +fn read_f64s(buf: &[u8], off: &mut usize, n: usize) -> Vec { + let mut v = Vec::with_capacity(n); + for _ in 0..n { + let mut b = [0u8; 8]; + b.copy_from_slice(&buf[*off..*off + 8]); + v.push(f64::from_le_bytes(b)); + *off += 8; + } + v +} + +fn show(label: &str, truth: &[f64], recon: &[f64]) { + let fmt = |o: Option| o.map_or_else(|| " UNDEFINED".to_string(), |v| format!("{v:10.6}")); + // Cronbach / ICC treat (truth, reconstructed) as 2 "raters" of each point. + let paired: Vec> = truth.iter().zip(recon).map(|(&t, &r)| vec![t, r]).collect(); + // cronbach_alpha wants items (raters) as the outer dimension. + let items = vec![truth.to_vec(), recon.to_vec()]; + println!( + "{label:<32} r={} rho={} alpha={} icc2_1={} icc3_1={}", + fmt(pearson(truth, recon)), + fmt(spearman(truth, recon)), + fmt(cronbach_alpha(&items)), + fmt(icc(&paired, IccForm::Icc2_1)), + fmt(icc(&paired, IccForm::Icc3_1)), + ); +} + +fn main() { + let path = std::env::args() + .nth(1) + .unwrap_or_else(|| "probes/weather-p1/jc_input.bin".to_string()); + let shuffle = std::env::args().any(|a| a == "--shuffle"); + + let mut buf = Vec::new(); + match std::fs::File::open(&path).and_then(|mut f| f.read_to_end(&mut buf)) { + Ok(_) => {} + Err(e) => { + eprintln!("cannot read {path}: {e}"); + eprintln!("regenerate with: python3 probes/weather-p1/export_for_jc.py"); + std::process::exit(2); + } + } + + if buf.len() < 16 { + eprintln!("{path}: truncated header ({} bytes)", buf.len()); + std::process::exit(2); + } + let mut hdr = [0u8; 8]; + hdr.copy_from_slice(&buf[0..8]); + let n_vars = i64::from_le_bytes(hdr) as usize; + hdr.copy_from_slice(&buf[8..16]); + let n_points = i64::from_le_bytes(hdr) as usize; + let mut off = 16usize; + let want = 16 + n_vars * n_points * 2 * 8; + if buf.len() != want { + eprintln!( + "{path}: expected {want} bytes for {n_vars}×{n_points}, got {}", + buf.len() + ); + std::process::exit(2); + } + + println!("weather-substrate gate 1 — jc::reliability over palette256 round-trip"); + println!("input: {path} vars={n_vars} points/var={n_points}"); + if shuffle { + println!("MODE: --shuffle (negative control — every statistic MUST collapse)"); + } + println!(); + + let mut all_truth = Vec::new(); + let mut all_recon = Vec::new(); + for i in 0..n_vars { + let truth = read_f64s(&buf, &mut off, n_points); + let mut recon = read_f64s(&buf, &mut off, n_points); + if shuffle { + recon.rotate_left(n_points / 3 + 1); // deterministic mismatch + } + let name = VAR_NAMES.get(i).copied().unwrap_or("var"); + show(name, &truth, &recon); + all_truth.extend_from_slice(&truth); + all_recon.extend_from_slice(&recon); + } + println!(); + show("POOLED (shared floor)", &all_truth, &all_recon); + println!( + "\nnote: ICC(2,1) is absolute agreement, ICC(3,1) consistency — reported\n\ + separately so a scale shift cannot hide behind a consistency number." + ); +} diff --git a/crates/jc/src/dueker_zoubouloglou.rs b/crates/jc/src/dueker_zoubouloglou.rs index 1226bd6d..6adf1b87 100644 --- a/crates/jc/src/dueker_zoubouloglou.rs +++ b/crates/jc/src/dueker_zoubouloglou.rs @@ -64,11 +64,11 @@ use crate::PillarResult; -const D: usize = 16_384; // substrate-native fingerprint dimension -const N: usize = 1_000; // samples per Monte Carlo run -const M: usize = 20; // Monte Carlo runs -const PHI: f64 = 0.5; // AR(1) coefficient (moderate dependence) -const TOLERANCE: f64 = 0.10; // relative-error PASS threshold +const D: usize = 16_384; // substrate-native fingerprint dimension +const N: usize = 1_000; // samples per Monte Carlo run +const M: usize = 20; // Monte Carlo runs +const PHI: f64 = 0.5; // AR(1) coefficient (moderate dependence) +const TOLERANCE: f64 = 0.10; // relative-error PASS threshold // ════════════════════════════════════════════════════════════════════════════ // Deterministic randomness (matches existing pillar conventions) @@ -95,7 +95,10 @@ struct NormalGen { impl NormalGen { fn new(seed: u64) -> Self { - Self { state: seed, cached: None } + Self { + state: seed, + cached: None, + } } fn next(&mut self) -> f64 { @@ -222,7 +225,10 @@ mod tests { // Smaller d/n for fast tests; the rate is independent of d. let (measured, predicted) = measure_trace(2048, 500, 30, 0.0, 0x1234_5678); let rel_err = (measured - predicted).abs() / predicted; - assert!(rel_err < 0.05, "iid case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}"); + assert!( + rel_err < 0.05, + "iid case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}" + ); } /// High dependence φ = 0.9: long-run variance amplified by (1+φ)/(1-φ) = 19. @@ -233,7 +239,10 @@ mod tests { let (measured, predicted) = measure_trace(2048, 2000, 30, 0.9, 0x9876_5432); let rel_err = (measured - predicted).abs() / predicted; // Looser tolerance — the φ=0.9 case has slow mixing, so finite-n bias is bigger. - assert!(rel_err < 0.15, "φ=0.9 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}"); + assert!( + rel_err < 0.15, + "φ=0.9 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}" + ); } /// Negative dependence φ = -0.5: long-run variance suppressed to (1−0.5)/(1+0.5) = 1/3. @@ -242,7 +251,10 @@ mod tests { fn negative_dependence_suppresses_long_run_variance() { let (measured, predicted) = measure_trace(2048, 1000, 30, -0.5, 0xABCD_EF01); let rel_err = (measured - predicted).abs() / predicted; - assert!(rel_err < 0.10, "φ=-0.5 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}"); + assert!( + rel_err < 0.10, + "φ=-0.5 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}" + ); } /// Symmetry: trace estimate should be deterministic given the same seed @@ -251,7 +263,10 @@ mod tests { fn deterministic_with_fixed_seed() { let (m1, _) = measure_trace(512, 200, 5, 0.3, 0xCAFE_BABE); let (m2, _) = measure_trace(512, 200, 5, 0.3, 0xCAFE_BABE); - assert!((m1 - m2).abs() < 1e-12, "seed determinism broken: {m1} vs {m2}"); + assert!( + (m1 - m2).abs() < 1e-12, + "seed determinism broken: {m1} vs {m2}" + ); } /// NormalGen sanity: large sample mean ≈ 0, variance ≈ 1. diff --git a/crates/jc/src/ewa_sandwich.rs b/crates/jc/src/ewa_sandwich.rs index 013614a6..39797c5d 100644 --- a/crates/jc/src/ewa_sandwich.rs +++ b/crates/jc/src/ewa_sandwich.rs @@ -109,7 +109,11 @@ struct Spd2 { } impl Spd2 { - const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; + const I: Self = Self { + a: 1.0, + b: 0.0, + c: 1.0, + }; fn eig(&self) -> (f64, f64, f64, f64) { let half_trace = (self.a + self.c) / 2.0; @@ -136,7 +140,9 @@ impl Spd2 { } } - fn sqrt(&self) -> Self { self.pow(0.5) } + fn sqrt(&self) -> Self { + self.pow(0.5) + } /// log of an SPD matrix. fn log_spd(&self) -> Self { @@ -232,8 +238,8 @@ fn sample_step_sigma(state: &mut u64, sigma_step: f64) -> Spd2 { #[derive(Clone, Copy, Debug)] struct PathResult { final_sigma: Spd2, - log_norm_sq: f64, // ‖log(Σ_n)‖_F^2 - psd_hops: usize, // how many of the `length` hops kept Σ in SPD + log_norm_sq: f64, // ‖log(Σ_n)‖_F^2 + psd_hops: usize, // how many of the `length` hops kept Σ in SPD } fn propagate_path(state: &mut u64, length: usize, sigma_step: f64, eps: f64) -> PathResult { @@ -389,29 +395,58 @@ mod tests { let n = sample_step_sigma(&mut state, 0.3); let m_sqrt = m.sqrt(); let result = sandwich(&m_sqrt, &n); - assert!(result.is_spd(1e-10), - "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}"); + assert!( + result.is_spd(1e-10), + "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}" + ); } } #[test] fn sandwich_with_identity_returns_input() { // M · I · M = M·M = M^2 — for sqrt(Σ), this gives Σ back. - let sigma = Spd2 { a: 2.0, b: 0.3, c: 1.5 }; + let sigma = Spd2 { + a: 2.0, + b: 0.3, + c: 1.5, + }; let sigma_sqrt = sigma.sqrt(); let result = sandwich(&sigma_sqrt, &Spd2::I); // result should be sigma^(1/2) · I · sigma^(1/2) = sigma - assert!(approx(result.a, sigma.a, 1e-9), "{} vs {}", result.a, sigma.a); - assert!(approx(result.b, sigma.b, 1e-9), "{} vs {}", result.b, sigma.b); - assert!(approx(result.c, sigma.c, 1e-9), "{} vs {}", result.c, sigma.c); + assert!( + approx(result.a, sigma.a, 1e-9), + "{} vs {}", + result.a, + sigma.a + ); + assert!( + approx(result.b, sigma.b, 1e-9), + "{} vs {}", + result.b, + sigma.b + ); + assert!( + approx(result.c, sigma.c, 1e-9), + "{} vs {}", + result.c, + sigma.c + ); } #[test] fn path_propagation_returns_finite_results() { let mut state = 0x1234u64; let r = propagate_path(&mut state, 20, 0.2, 1e-12); - assert!(r.log_norm_sq.is_finite(), "log_norm_sq should be finite, got {}", r.log_norm_sq); - assert!(r.final_sigma.is_spd(1e-10), "final sigma should be SPD: {:?}", r.final_sigma); + assert!( + r.log_norm_sq.is_finite(), + "log_norm_sq should be finite, got {}", + r.log_norm_sq + ); + assert!( + r.final_sigma.is_spd(1e-10), + "final sigma should be SPD: {:?}", + r.final_sigma + ); } #[test] @@ -427,7 +462,10 @@ mod tests { } } // Crude bound: with σ_step=0.1, n=50, expect ‖log Σ‖² < 100 typically. - assert!(max_log_norm_sq < 1000.0, "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}"); + assert!( + max_log_norm_sq < 1000.0, + "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}" + ); } #[test] diff --git a/crates/jc/src/ewa_sandwich_3d.rs b/crates/jc/src/ewa_sandwich_3d.rs index 77111ee6..ba77e375 100644 --- a/crates/jc/src/ewa_sandwich_3d.rs +++ b/crates/jc/src/ewa_sandwich_3d.rs @@ -98,13 +98,23 @@ fn rand_normal(state: &mut u64) -> f64 { #[derive(Clone, Copy, Debug)] struct Spd3 { - a11: f64, a12: f64, a13: f64, - a22: f64, a23: f64, - a33: f64, + a11: f64, + a12: f64, + a13: f64, + a22: f64, + a23: f64, + a33: f64, } impl Spd3 { - const I: Self = Self { a11: 1.0, a12: 0.0, a13: 0.0, a22: 1.0, a23: 0.0, a33: 1.0 }; + const I: Self = Self { + a11: 1.0, + a12: 0.0, + a13: 0.0, + a22: 1.0, + a23: 0.0, + a33: 1.0, + }; // ── Smith 1961 closed-form eigendecomposition ────────────────────────── // @@ -121,9 +131,15 @@ impl Spd3 { let vals = [self.a11, self.a22, self.a33]; let mut idx = [0usize, 1, 2]; // Sort descending - if vals[idx[0]] < vals[idx[1]] { idx.swap(0, 1); } - if vals[idx[1]] < vals[idx[2]] { idx.swap(1, 2); } - if vals[idx[0]] < vals[idx[1]] { idx.swap(0, 1); } + if vals[idx[0]] < vals[idx[1]] { + idx.swap(0, 1); + } + if vals[idx[1]] < vals[idx[2]] { + idx.swap(1, 2); + } + if vals[idx[0]] < vals[idx[1]] { + idx.swap(0, 1); + } let lam = [vals[idx[0]], vals[idx[1]], vals[idx[2]]]; let mut vecs = [[0.0f64; 3]; 3]; for i in 0..3 { @@ -142,8 +158,11 @@ impl Spd3 { // B = (A - q·I) / p let inv_p = 1.0 / p.max(1e-300); let b = Spd3 { - a11: b11 * inv_p, a12: self.a12 * inv_p, a13: self.a13 * inv_p, - a22: b22 * inv_p, a23: self.a23 * inv_p, + a11: b11 * inv_p, + a12: self.a12 * inv_p, + a13: self.a13 * inv_p, + a22: b22 * inv_p, + a23: self.a23 * inv_p, a33: b33 * inv_p, }; @@ -181,7 +200,9 @@ impl Spd3 { spectral_reconstruct(l1t, l2t, l3t, &vecs) } - fn sqrt(&self) -> Self { self.pow(0.5) } + fn sqrt(&self) -> Self { + self.pow(0.5) + } /// V · diag(ln λᵢ) · Vᵀ fn log_spd(&self) -> Self { @@ -204,10 +225,16 @@ impl Spd3 { /// Sylvester's criterion + eigenvalue check. fn is_spd(&self, eps: f64) -> bool { // Leading minors - if self.a11 <= eps { return false; } + if self.a11 <= eps { + return false; + } let m2 = self.a11 * self.a22 - self.a12 * self.a12; - if m2 <= eps { return false; } - if self.det() <= eps { return false; } + if m2 <= eps { + return false; + } + if self.det() <= eps { + return false; + } // Eigenvalue check let (l1, l2, l3, _) = self.eig(); l1 > eps && l2 > eps && l3 > eps @@ -216,27 +243,48 @@ impl Spd3 { /// 3DGS canonical form: Σ = R · diag(s²) · Rᵀ where R is from quaternion q. /// q = [w, x, y, z], normalized internally. fn from_scale_quat(s: [f64; 3], q: [f64; 4]) -> Self { - let norm = (q[0]*q[0] + q[1]*q[1] + q[2]*q[2] + q[3]*q[3]).sqrt().max(1e-300); - let (w, x, y, z) = (q[0]/norm, q[1]/norm, q[2]/norm, q[3]/norm); + let norm = (q[0] * q[0] + q[1] * q[1] + q[2] * q[2] + q[3] * q[3]) + .sqrt() + .max(1e-300); + let (w, x, y, z) = (q[0] / norm, q[1] / norm, q[2] / norm, q[3] / norm); // Rotation matrix columns from quaternion let r = [ - [1.0 - 2.0*(y*y + z*z), 2.0*(x*y - w*z), 2.0*(x*z + w*y) ], - [2.0*(x*y + w*z), 1.0 - 2.0*(x*x + z*z), 2.0*(y*z - w*x) ], - [2.0*(x*z - w*y), 2.0*(y*z + w*x), 1.0 - 2.0*(x*x + y*y)], + [ + 1.0 - 2.0 * (y * y + z * z), + 2.0 * (x * y - w * z), + 2.0 * (x * z + w * y), + ], + [ + 2.0 * (x * y + w * z), + 1.0 - 2.0 * (x * x + z * z), + 2.0 * (y * z - w * x), + ], + [ + 2.0 * (x * z - w * y), + 2.0 * (y * z + w * x), + 1.0 - 2.0 * (x * x + y * y), + ], ]; - let s2 = [s[0]*s[0], s[1]*s[1], s[2]*s[2]]; + let s2 = [s[0] * s[0], s[1] * s[1], s[2] * s[2]]; // Σ = R · diag(s²) · Rᵀ — upper triangle - let a11 = r[0][0]*r[0][0]*s2[0] + r[0][1]*r[0][1]*s2[1] + r[0][2]*r[0][2]*s2[2]; - let a12 = r[0][0]*r[1][0]*s2[0] + r[0][1]*r[1][1]*s2[1] + r[0][2]*r[1][2]*s2[2]; - let a13 = r[0][0]*r[2][0]*s2[0] + r[0][1]*r[2][1]*s2[1] + r[0][2]*r[2][2]*s2[2]; - let a22 = r[1][0]*r[1][0]*s2[0] + r[1][1]*r[1][1]*s2[1] + r[1][2]*r[1][2]*s2[2]; - let a23 = r[1][0]*r[2][0]*s2[0] + r[1][1]*r[2][1]*s2[1] + r[1][2]*r[2][2]*s2[2]; - let a33 = r[2][0]*r[2][0]*s2[0] + r[2][1]*r[2][1]*s2[1] + r[2][2]*r[2][2]*s2[2]; - - Self { a11, a12, a13, a22, a23, a33 } + let a11 = r[0][0] * r[0][0] * s2[0] + r[0][1] * r[0][1] * s2[1] + r[0][2] * r[0][2] * s2[2]; + let a12 = r[0][0] * r[1][0] * s2[0] + r[0][1] * r[1][1] * s2[1] + r[0][2] * r[1][2] * s2[2]; + let a13 = r[0][0] * r[2][0] * s2[0] + r[0][1] * r[2][1] * s2[1] + r[0][2] * r[2][2] * s2[2]; + let a22 = r[1][0] * r[1][0] * s2[0] + r[1][1] * r[1][1] * s2[1] + r[1][2] * r[1][2] * s2[2]; + let a23 = r[1][0] * r[2][0] * s2[0] + r[1][1] * r[2][1] * s2[1] + r[1][2] * r[2][2] * s2[2]; + let a33 = r[2][0] * r[2][0] * s2[0] + r[2][1] * r[2][1] * s2[1] + r[2][2] * r[2][2] * s2[2]; + + Self { + a11, + a12, + a13, + a22, + a23, + a33, + } } } @@ -246,9 +294,9 @@ impl Spd3 { /// Falls back to Gram-Schmidt if the cross-products are near-zero. fn eigvec_for(a: &Spd3, lam: f64) -> [f64; 3] { // Rows of (A - lam·I) - let r0 = [a.a11 - lam, a.a12, a.a13 ]; - let r1 = [a.a12, a.a22 - lam, a.a23 ]; - let r2 = [a.a13, a.a23, a.a33 - lam]; + let r0 = [a.a11 - lam, a.a12, a.a13]; + let r1 = [a.a12, a.a22 - lam, a.a23]; + let r2 = [a.a13, a.a23, a.a33 - lam]; // Cross products of all row pairs let c01 = cross3(r0, r1); @@ -260,13 +308,17 @@ fn eigvec_for(a: &Spd3, lam: f64) -> [f64; 3] { let n02 = dot3(c02, c02); let n12 = dot3(c12, c12); - let best = if n01 >= n02 && n01 >= n12 { c01 } - else if n02 >= n12 { c02 } - else { c12 }; + let best = if n01 >= n02 && n01 >= n12 { + c01 + } else if n02 >= n12 { + c02 + } else { + c12 + }; let norm = dot3(best, best).sqrt(); if norm > 1e-14 { - [best[0]/norm, best[1]/norm, best[2]/norm] + [best[0] / norm, best[1] / norm, best[2] / norm] } else { // Gram-Schmidt fallback — pick an arbitrary non-collinear vector gram_schmidt_fallback(best) @@ -275,30 +327,33 @@ fn eigvec_for(a: &Spd3, lam: f64) -> [f64; 3] { fn gram_schmidt_fallback(v: [f64; 3]) -> [f64; 3] { // Try canonical basis vectors and pick least-collinear - let bases: [[f64; 3]; 3] = [[1.,0.,0.],[0.,1.,0.],[0.,0.,1.]]; + let bases: [[f64; 3]; 3] = [[1., 0., 0.], [0., 1., 0.], [0., 0., 1.]]; let mut best = bases[0]; let mut best_cross_norm = 0.0f64; for b in &bases { let c = cross3(v, *b); let n = dot3(c, c).sqrt(); - if n > best_cross_norm { best_cross_norm = n; best = c; } + if n > best_cross_norm { + best_cross_norm = n; + best = c; + } } let norm = dot3(best, best).sqrt().max(1e-300); - [best[0]/norm, best[1]/norm, best[2]/norm] + [best[0] / norm, best[1] / norm, best[2] / norm] } #[inline] fn cross3(a: [f64; 3], b: [f64; 3]) -> [f64; 3] { [ - a[1]*b[2] - a[2]*b[1], - a[2]*b[0] - a[0]*b[2], - a[0]*b[1] - a[1]*b[0], + a[1] * b[2] - a[2] * b[1], + a[2] * b[0] - a[0] * b[2], + a[0] * b[1] - a[1] * b[0], ] } #[inline] fn dot3(a: [f64; 3], b: [f64; 3]) -> f64 { - a[0]*b[0] + a[1]*b[1] + a[2]*b[2] + a[0] * b[0] + a[1] * b[1] + a[2] * b[2] } /// Reconstruct Σ = V · diag(vals) · Vᵀ from eigenvectors and scalar values. @@ -306,12 +361,12 @@ fn spectral_reconstruct(v1: f64, v2: f64, v3: f64, vecs: &[[f64; 3]; 3]) -> Spd3 // Σ = Σᵢ vᵢ · eᵢ · eᵢᵀ let (e0, e1, e2) = (vecs[0], vecs[1], vecs[2]); Spd3 { - a11: v1*e0[0]*e0[0] + v2*e1[0]*e1[0] + v3*e2[0]*e2[0], - a12: v1*e0[0]*e0[1] + v2*e1[0]*e1[1] + v3*e2[0]*e2[1], - a13: v1*e0[0]*e0[2] + v2*e1[0]*e1[2] + v3*e2[0]*e2[2], - a22: v1*e0[1]*e0[1] + v2*e1[1]*e1[1] + v3*e2[1]*e2[1], - a23: v1*e0[1]*e0[2] + v2*e1[1]*e1[2] + v3*e2[1]*e2[2], - a33: v1*e0[2]*e0[2] + v2*e1[2]*e1[2] + v3*e2[2]*e2[2], + a11: v1 * e0[0] * e0[0] + v2 * e1[0] * e1[0] + v3 * e2[0] * e2[0], + a12: v1 * e0[0] * e0[1] + v2 * e1[0] * e1[1] + v3 * e2[0] * e2[1], + a13: v1 * e0[0] * e0[2] + v2 * e1[0] * e1[2] + v3 * e2[0] * e2[2], + a22: v1 * e0[1] * e0[1] + v2 * e1[1] * e1[1] + v3 * e2[1] * e2[1], + a23: v1 * e0[1] * e0[2] + v2 * e1[1] * e1[2] + v3 * e2[1] * e2[2], + a33: v1 * e0[2] * e0[2] + v2 * e1[2] * e1[2] + v3 * e2[2] * e2[2], } } @@ -324,26 +379,26 @@ fn sandwich(m: &Spd3, n: &Spd3) -> Spd3 { // P = M · N (full 3×3 product, using symmetry of N) // M is [[a11,a12,a13],[a12,a22,a23],[a13,a23,a33]] // N is [[b11,b12,b13],[b12,b22,b23],[b13,b23,b33]] - let p00 = m.a11*n.a11 + m.a12*n.a12 + m.a13*n.a13; - let p01 = m.a11*n.a12 + m.a12*n.a22 + m.a13*n.a23; - let p02 = m.a11*n.a13 + m.a12*n.a23 + m.a13*n.a33; - let p10 = m.a12*n.a11 + m.a22*n.a12 + m.a23*n.a13; - let p11 = m.a12*n.a12 + m.a22*n.a22 + m.a23*n.a23; - let p12 = m.a12*n.a13 + m.a22*n.a23 + m.a23*n.a33; - let p20 = m.a13*n.a11 + m.a23*n.a12 + m.a33*n.a13; - let p21 = m.a13*n.a12 + m.a23*n.a22 + m.a33*n.a23; - let p22 = m.a13*n.a13 + m.a23*n.a23 + m.a33*n.a33; + let p00 = m.a11 * n.a11 + m.a12 * n.a12 + m.a13 * n.a13; + let p01 = m.a11 * n.a12 + m.a12 * n.a22 + m.a13 * n.a23; + let p02 = m.a11 * n.a13 + m.a12 * n.a23 + m.a13 * n.a33; + let p10 = m.a12 * n.a11 + m.a22 * n.a12 + m.a23 * n.a13; + let p11 = m.a12 * n.a12 + m.a22 * n.a22 + m.a23 * n.a23; + let p12 = m.a12 * n.a13 + m.a22 * n.a23 + m.a23 * n.a33; + let p20 = m.a13 * n.a11 + m.a23 * n.a12 + m.a33 * n.a13; + let p21 = m.a13 * n.a12 + m.a23 * n.a22 + m.a33 * n.a23; + let p22 = m.a13 * n.a13 + m.a23 * n.a23 + m.a33 * n.a33; // R = P · Mᵀ = P · M (M symmetric) - let r00 = p00*m.a11 + p01*m.a12 + p02*m.a13; - let r01 = p00*m.a12 + p01*m.a22 + p02*m.a23; - let r02 = p00*m.a13 + p01*m.a23 + p02*m.a33; - let r10 = p10*m.a11 + p11*m.a12 + p12*m.a13; - let r11 = p10*m.a12 + p11*m.a22 + p12*m.a23; - let r12 = p10*m.a13 + p11*m.a23 + p12*m.a33; - let r20 = p20*m.a11 + p21*m.a12 + p22*m.a13; - let r21 = p20*m.a12 + p21*m.a22 + p22*m.a23; - let r22 = p20*m.a13 + p21*m.a23 + p22*m.a33; + let r00 = p00 * m.a11 + p01 * m.a12 + p02 * m.a13; + let r01 = p00 * m.a12 + p01 * m.a22 + p02 * m.a23; + let r02 = p00 * m.a13 + p01 * m.a23 + p02 * m.a33; + let r10 = p10 * m.a11 + p11 * m.a12 + p12 * m.a13; + let r11 = p10 * m.a12 + p11 * m.a22 + p12 * m.a23; + let r12 = p10 * m.a13 + p11 * m.a23 + p12 * m.a33; + let r20 = p20 * m.a11 + p21 * m.a12 + p22 * m.a13; + let r21 = p20 * m.a12 + p21 * m.a22 + p22 * m.a23; + let r22 = p20 * m.a13 + p21 * m.a23 + p22 * m.a33; Spd3 { a11: r00, @@ -401,7 +456,11 @@ fn propagate_path(state: &mut u64, length: usize, sigma_step: f64, eps: f64) -> } let log_sigma = sigma.log_spd(); let log_norm_sq = log_sigma.frobenius_sq(); - PathResult { final_sigma: sigma, log_norm_sq, psd_hops } + PathResult { + final_sigma: sigma, + log_norm_sq, + psd_hops, + } } // ════════════════════════════════════════════════════════════════════════════ @@ -519,31 +578,78 @@ mod tests { let n = sample_step_sigma(&mut state, 0.3); let m_sqrt = m.sqrt(); let result = sandwich(&m_sqrt, &n); - assert!(result.is_spd(1e-10), - "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}"); + assert!( + result.is_spd(1e-10), + "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}" + ); } } #[test] fn sandwich_with_identity_returns_input() { // sqrt(Σ) · I · sqrt(Σ)ᵀ = Σ - let sigma = Spd3 { a11: 2.0, a12: 0.3, a13: 0.1, a22: 1.5, a23: 0.2, a33: 1.2 }; + let sigma = Spd3 { + a11: 2.0, + a12: 0.3, + a13: 0.1, + a22: 1.5, + a23: 0.2, + a33: 1.2, + }; let sigma_sqrt = sigma.sqrt(); let result = sandwich(&sigma_sqrt, &Spd3::I); - assert!(approx(result.a11, sigma.a11, 1e-9), "a11: {} vs {}", result.a11, sigma.a11); - assert!(approx(result.a12, sigma.a12, 1e-9), "a12: {} vs {}", result.a12, sigma.a12); - assert!(approx(result.a13, sigma.a13, 1e-9), "a13: {} vs {}", result.a13, sigma.a13); - assert!(approx(result.a22, sigma.a22, 1e-9), "a22: {} vs {}", result.a22, sigma.a22); - assert!(approx(result.a23, sigma.a23, 1e-9), "a23: {} vs {}", result.a23, sigma.a23); - assert!(approx(result.a33, sigma.a33, 1e-9), "a33: {} vs {}", result.a33, sigma.a33); + assert!( + approx(result.a11, sigma.a11, 1e-9), + "a11: {} vs {}", + result.a11, + sigma.a11 + ); + assert!( + approx(result.a12, sigma.a12, 1e-9), + "a12: {} vs {}", + result.a12, + sigma.a12 + ); + assert!( + approx(result.a13, sigma.a13, 1e-9), + "a13: {} vs {}", + result.a13, + sigma.a13 + ); + assert!( + approx(result.a22, sigma.a22, 1e-9), + "a22: {} vs {}", + result.a22, + sigma.a22 + ); + assert!( + approx(result.a23, sigma.a23, 1e-9), + "a23: {} vs {}", + result.a23, + sigma.a23 + ); + assert!( + approx(result.a33, sigma.a33, 1e-9), + "a33: {} vs {}", + result.a33, + sigma.a33 + ); } #[test] fn path_propagation_returns_finite_results() { let mut state = 0x1234u64; let r = propagate_path(&mut state, 20, 0.2, 1e-12); - assert!(r.log_norm_sq.is_finite(), "log_norm_sq should be finite, got {}", r.log_norm_sq); - assert!(r.final_sigma.is_spd(1e-10), "final sigma should be SPD: {:?}", r.final_sigma); + assert!( + r.log_norm_sq.is_finite(), + "log_norm_sq should be finite, got {}", + r.log_norm_sq + ); + assert!( + r.final_sigma.is_spd(1e-10), + "final sigma should be SPD: {:?}", + r.final_sigma + ); } #[test] @@ -556,8 +662,10 @@ mod tests { max_log_norm_sq = r.log_norm_sq; } } - assert!(max_log_norm_sq < 1000.0, - "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}"); + assert!( + max_log_norm_sq < 1000.0, + "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}" + ); } #[test] @@ -581,7 +689,14 @@ mod tests { #[test] fn eigendecomp_diagonal_fast_path() { // p1 < eps_diag → fast diagonal branch - let a = Spd3 { a11: 3.0, a12: 0.0, a13: 0.0, a22: 2.0, a23: 0.0, a33: 1.0 }; + let a = Spd3 { + a11: 3.0, + a12: 0.0, + a13: 0.0, + a22: 2.0, + a23: 0.0, + a33: 1.0, + }; let (l1, l2, l3, vecs) = a.eig(); // Should return sorted descending: 3, 2, 1 assert!(approx(l1, 3.0, 1e-12), "l1={l1}"); @@ -589,7 +704,7 @@ mod tests { assert!(approx(l3, 1.0, 1e-12), "l3={l3}"); // Eigenvectors should be canonical basis (in some permutation) for v in &vecs { - let norm_sq = v[0]*v[0] + v[1]*v[1] + v[2]*v[2]; + let norm_sq = v[0] * v[0] + v[1] * v[1] + v[2] * v[2]; assert!(approx(norm_sq, 1.0, 1e-12), "eigvec not unit: {v:?}"); } } @@ -600,8 +715,8 @@ mod tests { let s = [2.0, 3.0, 0.5]; let q = [1.0, 0.0, 0.0, 0.0]; // identity rotation let sigma = Spd3::from_scale_quat(s, q); - assert!(approx(sigma.a11, 4.0, 1e-12), "a11={}", sigma.a11); // 2² - assert!(approx(sigma.a22, 9.0, 1e-12), "a22={}", sigma.a22); // 3² + assert!(approx(sigma.a11, 4.0, 1e-12), "a11={}", sigma.a11); // 2² + assert!(approx(sigma.a22, 9.0, 1e-12), "a22={}", sigma.a22); // 3² assert!(approx(sigma.a33, 0.25, 1e-12), "a33={}", sigma.a33); // 0.5² assert!(approx(sigma.a12, 0.0, 1e-12), "a12={}", sigma.a12); assert!(approx(sigma.a13, 0.0, 1e-12), "a13={}", sigma.a13); diff --git a/crates/jc/src/hambly_lyons.rs b/crates/jc/src/hambly_lyons.rs index 09bef6a7..1d5ac24f 100644 --- a/crates/jc/src/hambly_lyons.rs +++ b/crates/jc/src/hambly_lyons.rs @@ -190,12 +190,19 @@ mod active { (pass if ≥ {:.0e}). \ Pillar uses sigker::signature_truncated (tensor-algebra path), \ not signature_kernel_pde — independent of PR #350 PDE-form correction.", - N_PAIRS, DIM, DEPTH, - max_forward_dist, FORWARD_TOLERANCE, - forward_pairs_pass, N_PAIRS, - min_converse_dist, CONVERSE_THRESHOLD, - converse_pairs_pass, N_PAIRS, - discrimination_ratio, DISCRIMINATION_RATIO_MIN, + N_PAIRS, + DIM, + DEPTH, + max_forward_dist, + FORWARD_TOLERANCE, + forward_pairs_pass, + N_PAIRS, + min_converse_dist, + CONVERSE_THRESHOLD, + converse_pairs_pass, + N_PAIRS, + discrimination_ratio, + DISCRIMINATION_RATIO_MIN, ); PillarResult { diff --git a/crates/jc/src/jirak.rs b/crates/jc/src/jirak.rs index 4611db89..5e106d73 100644 --- a/crates/jc/src/jirak.rs +++ b/crates/jc/src/jirak.rs @@ -51,13 +51,15 @@ fn normal_cdf(x: f64) -> f64 { fn erf(x: f64) -> f64 { let t = 1.0 / (1.0 + 0.3275911 * x.abs()); - let poly = t * (0.254829592 - + t * (-0.284496736 - + t * (1.421413741 - + t * (-1.453152027 - + t * 1.061405429)))); + let poly = t + * (0.254829592 + + t * (-0.284496736 + t * (1.421413741 + t * (-1.453152027 + t * 1.061405429)))); let result = 1.0 - poly * (-x * x).exp(); - if x >= 0.0 { result } else { -result } + if x >= 0.0 { + result + } else { + -result + } } fn berry_esseen_sup_error(samples: &[f64]) -> f64 { @@ -65,7 +67,9 @@ fn berry_esseen_sup_error(samples: &[f64]) -> f64 { let mean: f64 = samples.iter().sum::() / n; let var: f64 = samples.iter().map(|&x| (x - mean).powi(2)).sum::() / n; let std = var.sqrt(); - if std < 1e-12 { return 1.0; } + if std < 1e-12 { + return 1.0; + } let mut sorted: Vec = samples.to_vec(); sorted.sort_by(|a, b| a.partial_cmp(b).unwrap()); @@ -179,6 +183,9 @@ mod tests { fn iid_data_converges_to_normal() { let samples = generate_iid_pairs(); let err = berry_esseen_sup_error(&samples); - assert!(err < 0.1, "IID Berry-Esseen error {err:.6} too large — PRNG may be broken"); + assert!( + err < 0.1, + "IID Berry-Esseen error {err:.6} too large — PRNG may be broken" + ); } } diff --git a/crates/jc/src/koestenberger.rs b/crates/jc/src/koestenberger.rs index 8d35ef06..c3dc2832 100644 --- a/crates/jc/src/koestenberger.rs +++ b/crates/jc/src/koestenberger.rs @@ -104,7 +104,11 @@ struct Spd2 { } impl Spd2 { - const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; + const I: Self = Self { + a: 1.0, + b: 0.0, + c: 1.0, + }; /// Eigendecomposition. /// Returns (λ₁, λ₂, cos θ, sin θ) where the columns of R(θ) = [[c,-s],[s,c]] @@ -141,8 +145,12 @@ impl Spd2 { Self { a, b, c: cc } } - fn sqrt(&self) -> Self { self.pow(0.5) } - fn inv_sqrt(&self) -> Self { self.pow(-0.5) } + fn sqrt(&self) -> Self { + self.pow(0.5) + } + fn inv_sqrt(&self) -> Self { + self.pow(-0.5) + } /// Geodesic A ⊕_t B = A^(1/2) · (A^(-1/2) · B · A^(-1/2))^t · A^(1/2). fn geodesic(&self, other: &Self, t: f64) -> Self { @@ -312,8 +320,16 @@ mod tests { #[test] fn distance_is_symmetric() { - let a = Spd2 { a: 2.0, b: 0.3, c: 1.5 }; - let b = Spd2 { a: 1.0, b: -0.1, c: 3.0 }; + let a = Spd2 { + a: 2.0, + b: 0.3, + c: 1.5, + }; + let b = Spd2 { + a: 1.0, + b: -0.1, + c: 3.0, + }; let d_ab = a.distance(&b); let d_ba = b.distance(&a); assert!(approx(d_ab, d_ba, 1e-9), "d(A,B)={d_ab}, d(B,A)={d_ba}"); @@ -321,8 +337,16 @@ mod tests { #[test] fn geodesic_endpoints() { - let a = Spd2 { a: 2.0, b: 0.3, c: 1.5 }; - let b = Spd2 { a: 1.0, b: -0.1, c: 3.0 }; + let a = Spd2 { + a: 2.0, + b: 0.3, + c: 1.5, + }; + let b = Spd2 { + a: 1.0, + b: -0.1, + c: 3.0, + }; let g0 = a.geodesic(&b, 0.0); let g1 = a.geodesic(&b, 1.0); assert!(a.distance(&g0) < 1e-8, "γ(0) should be A"); @@ -332,7 +356,11 @@ mod tests { #[test] fn geodesic_midpoint_of_i_and_2i() { // I ⊕_{1/2} 2I should be √2 · I (geometric mean). - let two_i = Spd2 { a: 2.0, b: 0.0, c: 2.0 }; + let two_i = Spd2 { + a: 2.0, + b: 0.0, + c: 2.0, + }; let mid = Spd2::I.geodesic(&two_i, 0.5); let sqrt2 = std::f64::consts::SQRT_2; assert!(approx(mid.a, sqrt2, 1e-10)); @@ -342,21 +370,33 @@ mod tests { #[test] fn pow_zero_is_identity() { - let m = Spd2 { a: 3.0, b: 0.5, c: 2.0 }; + let m = Spd2 { + a: 3.0, + b: 0.5, + c: 2.0, + }; let p0 = m.pow(0.0); assert!(p0.distance(&Spd2::I) < 1e-10); } #[test] fn pow_one_is_self() { - let m = Spd2 { a: 3.0, b: 0.5, c: 2.0 }; + let m = Spd2 { + a: 3.0, + b: 0.5, + c: 2.0, + }; let p1 = m.pow(1.0); assert!(m.distance(&p1) < 1e-10); } #[test] fn sqrt_squared_is_self() { - let m = Spd2 { a: 3.0, b: 0.5, c: 2.0 }; + let m = Spd2 { + a: 3.0, + b: 0.5, + c: 2.0, + }; let r = m.sqrt(); let r2 = r.pow(2.0); assert!(m.distance(&r2) < 1e-10); diff --git a/crates/jc/src/pflug.rs b/crates/jc/src/pflug.rs index d6d61e7a..c6c48fbb 100644 --- a/crates/jc/src/pflug.rs +++ b/crates/jc/src/pflug.rs @@ -96,10 +96,10 @@ use crate::PillarResult; use std::time::Instant; // Probe parameters — small enough for exact nested-distance computation. -const HORIZON: usize = 4; // T stages → 2^T = 16 terminal scenarios +const HORIZON: usize = 4; // T stages → 2^T = 16 terminal scenarios const N_PERTURBATIONS: usize = 32; // Δ values to sweep for empirical Lipschitz -const DELTA_BASE: f64 = 1.0; // Branching parameter for T1 -const DELTA_MAX_PERT: f64 = 0.5; // Largest perturbation Δ to test +const DELTA_BASE: f64 = 1.0; // Branching parameter for T1 +const DELTA_MAX_PERT: f64 = 0.5; // Largest perturbation Δ to test // ════════════════════════════════════════════════════════════════════════════ // Binary scenario tree — minimal representation. diff --git a/crates/jc/src/precond.rs b/crates/jc/src/precond.rs index ebc348ff..f113811e 100644 --- a/crates/jc/src/precond.rs +++ b/crates/jc/src/precond.rs @@ -180,10 +180,8 @@ pub fn prove() -> PillarResult { // 16×16 random tridiagonal SPD this lands ≈ 3-5×. Use 2.0× as the // conservative pass threshold. let predicted = 2.0; - let pass = ratio >= predicted - && jacobi_failed == 0 - && sor_failed == 0 - && sor_won == N_PROBLEMS as u64; + let pass = + ratio >= predicted && jacobi_failed == 0 && sor_failed == 0 && sor_won == N_PROBLEMS as u64; let detail = format!( "N={} problems × {}×{} tridiag SPD, tol = γ/(γ+1)/√N · 1e-6 = {:.3e}. \ diff --git a/crates/jc/src/probe_p1_gamma_phase.rs b/crates/jc/src/probe_p1_gamma_phase.rs index 55fa68d7..a652999a 100644 --- a/crates/jc/src/probe_p1_gamma_phase.rs +++ b/crates/jc/src/probe_p1_gamma_phase.rs @@ -98,7 +98,7 @@ fn rand_beta22(state: &mut u64) -> f64 { // ════════════════════════════════════════════════════════════════════════════ const PHI_INV: f64 = 0.618_033_988_749_894_9; // 1/φ -const STRIDE: f64 = PHI_INV / 4.0; // 1/(4φ) ≈ 0.1545 +const STRIDE: f64 = PHI_INV / 4.0; // 1/(4φ) ≈ 0.1545 fn apply_offset(value: f64, k: usize) -> f64 { let offset = k as f64 * STRIDE; @@ -333,7 +333,11 @@ mod tests { // So order: 1 (d=0.1), 3 (d=0.1), 0 (d=0.3), 2 (d=0.5) let codebook = [0.1, 0.5, 0.9, 0.3]; let ranking = rank_codebook(0.4, &codebook); - assert_eq!(ranking[0], 1, "closest should be index 1 (value 0.5), got {}", ranking[0]); + assert_eq!( + ranking[0], 1, + "closest should be index 1 (value 0.5), got {}", + ranking[0] + ); } #[test] diff --git a/crates/jc/src/reliability.rs b/crates/jc/src/reliability.rs index 9e6bec76..55b90487 100644 --- a/crates/jc/src/reliability.rs +++ b/crates/jc/src/reliability.rs @@ -491,7 +491,10 @@ mod tests { assert_eq!(spearman(&[1.0, f64::NAN, 2.0], &[1.0, 2.0, 3.0]), None); assert_eq!(spearman(&[1.0, 2.0, 3.0], &[1.0, f64::INFINITY, 3.0]), None); assert_eq!(pearson(&[1.0, f64::NAN, 3.0], &[1.0, 2.0, 3.0]), None); - assert_eq!(pearson(&[1.0, 2.0, 3.0], &[f64::NEG_INFINITY, 2.0, 3.0]), None); + assert_eq!( + pearson(&[1.0, 2.0, 3.0], &[f64::NEG_INFINITY, 2.0, 3.0]), + None + ); let nan_items = vec![vec![1.0, 2.0, f64::NAN], vec![1.0, 2.0, 3.0]]; assert_eq!(cronbach_alpha(&nan_items), None); @@ -517,14 +520,26 @@ mod tests { // deviations / mean-square sums to ±∞, whose ratio is NaN or a // finite-but-wrong 0.0. The denom + result guards must return None. let big = 1e308; - for r in [pearson(&[big, -big, big], &[big, big, -big]), spearman(&[big, -big, big], &[big, big, -big])] { - assert!(r.map(|v| v.is_finite()).unwrap_or(true), "expected finite or None, got {r:?}"); + for r in [ + pearson(&[big, -big, big], &[big, big, -big]), + spearman(&[big, -big, big], &[big, big, -big]), + ] { + assert!( + r.map(|v| v.is_finite()).unwrap_or(true), + "expected finite or None, got {r:?}" + ); } let big_items = vec![vec![big, -big, big], vec![-big, big, -big]]; let a = cronbach_alpha(&big_items); - assert!(a.map(|v| v.is_finite()).unwrap_or(true), "cronbach: expected finite or None, got {a:?}"); + assert!( + a.map(|v| v.is_finite()).unwrap_or(true), + "cronbach: expected finite or None, got {a:?}" + ); let big_ratings = vec![vec![big, -big], vec![-big, big], vec![big, big]]; let v = icc(&big_ratings, IccForm::Icc2_1); - assert!(v.map(|x| x.is_finite()).unwrap_or(true), "icc: expected finite or None, got {v:?}"); + assert!( + v.map(|x| x.is_finite()).unwrap_or(true), + "icc: expected finite or None, got {v:?}" + ); } } diff --git a/crates/jc/src/sigma_codebook_probe.rs b/crates/jc/src/sigma_codebook_probe.rs index 57f1553c..6c967b90 100644 --- a/crates/jc/src/sigma_codebook_probe.rs +++ b/crates/jc/src/sigma_codebook_probe.rs @@ -163,7 +163,11 @@ fn synthesize_edge(state: &mut u64) -> EdgeFields { 1.0 - (1.0 - u).powi(2) }; let direction = (splitmix64(state) & 0b111) as u8; // 8 directions - EdgeFields { frequency, confidence, direction } + EdgeFields { + frequency, + confidence, + direction, + } } /// Map an edge's bit-fields to an implicit 2×2 SPD Σ-tensor. @@ -250,11 +254,7 @@ fn kmeans_3d( for j in 0..k { if counts[j] > 0 { let cnt = counts[j] as f64; - centroids[j] = [ - sums[j][0] / cnt, - sums[j][1] / cnt, - sums[j][2] / cnt, - ]; + centroids[j] = [sums[j][0] / cnt, sums[j][1] / cnt, sums[j][2] / cnt]; } // else: keep old centroid (empty cluster) } @@ -385,19 +385,32 @@ mod tests { #[test] fn sym2_log_exp_round_trip() { - let m = Sym2 { a: 2.0, b: 0.3, c: 1.5 }; + let m = Sym2 { + a: 2.0, + b: 0.3, + c: 1.5, + }; let logm = m.log_spd(); let back = logm.exp_sym(); // Round-trip should give back the original SPD. - assert!(m.frobenius_distance_sq(&back).sqrt() < 1e-9, - "log/exp round-trip failed: {m:?} → {logm:?} → {back:?}"); + assert!( + m.frobenius_distance_sq(&back).sqrt() < 1e-9, + "log/exp round-trip failed: {m:?} → {logm:?} → {back:?}" + ); } #[test] fn identity_log_is_zero() { - let i = Sym2 { a: 1.0, b: 0.0, c: 1.0 }; + let i = Sym2 { + a: 1.0, + b: 0.0, + c: 1.0, + }; let l = i.log_spd(); - assert!(l.frobenius_sq().sqrt() < 1e-12, "log(I) should be 0, got {l:?}"); + assert!( + l.frobenius_sq().sqrt() < 1e-12, + "log(I) should be 0, got {l:?}" + ); } #[test] @@ -433,12 +446,19 @@ mod tests { let mut data = Vec::new(); let mut state = 1u64; for _ in 0..100 { - data.push([rand_uniform(&mut state) * 0.1, rand_uniform(&mut state) * 0.1, 0.0]); + data.push([ + rand_uniform(&mut state) * 0.1, + rand_uniform(&mut state) * 0.1, + 0.0, + ]); data.push([10.0 + rand_uniform(&mut state) * 0.1, 0.0, 0.0]); data.push([0.0, 10.0 + rand_uniform(&mut state) * 0.1, 0.0]); } let (centroids, assignments, iters) = kmeans_3d(&data, 3, 100, 42); - assert!(iters < 100, "should converge well before max_iter, got {iters}"); + assert!( + iters < 100, + "should converge well before max_iter, got {iters}" + ); assert_eq!(centroids.len(), 3); let used = { let mut seen = vec![false; 3]; @@ -456,7 +476,11 @@ mod tests { // r.pass might be true or false — we don't assert that. We only assert // that the measurement returned a non-trivial result. assert!(r.measured.is_finite(), "R² should be finite"); - assert!(r.measured >= 0.0 && r.measured <= 1.0, "R² out of [0, 1]: {}", r.measured); + assert!( + r.measured >= 0.0 && r.measured <= 1.0, + "R² out of [0, 1]: {}", + r.measured + ); assert!(!r.detail.is_empty()); } } diff --git a/crates/jc/src/substrate.rs b/crates/jc/src/substrate.rs index 11c4fb2f..bdbf7c8d 100644 --- a/crates/jc/src/substrate.rs +++ b/crates/jc/src/substrate.rs @@ -40,7 +40,11 @@ fn cosine_sim(a: &[f32], b: &[f32]) -> f64 { let dot: f64 = a.iter().zip(b).map(|(&x, &y)| x as f64 * y as f64).sum(); let na: f64 = a.iter().map(|&x| (x as f64).powi(2)).sum::().sqrt(); let nb: f64 = b.iter().map(|&x| (x as f64).powi(2)).sum::().sqrt(); - if na < 1e-12 || nb < 1e-12 { 0.0 } else { dot / (na * nb) } + if na < 1e-12 || nb < 1e-12 { + 0.0 + } else { + dot / (na * nb) + } } pub fn prove() -> PillarResult { @@ -104,6 +108,10 @@ mod tests { #[test] fn associativity_high_cosine() { let r = prove(); - assert!(r.pass, "mean cosine {:.4} below JL floor {:.4}", r.measured, r.predicted); + assert!( + r.pass, + "mean cosine {:.4} below JL floor {:.4}", + r.measured, r.predicted + ); } } diff --git a/crates/jc/src/weyl.rs b/crates/jc/src/weyl.rs index ef6ed780..4eabfea9 100644 --- a/crates/jc/src/weyl.rs +++ b/crates/jc/src/weyl.rs @@ -13,7 +13,9 @@ use crate::PillarResult; const PHI_INV: f64 = 0.618_033_988_749_894_9; // 1/φ = (√5 - 1) / 2 const QUINTENZIRKEL: f64 = 0.584_962_500_721_156_0; // log₂(3/2) ≈ 0.585 -fn frac(x: f64) -> f64 { x - x.floor() } +fn frac(x: f64) -> f64 { + x - x.floor() +} fn star_discrepancy(n: usize, stride: f64) -> f64 { let mut points: Vec = (0..n).map(|k| frac(k as f64 * stride)).collect(); @@ -79,6 +81,9 @@ mod tests { fn discrepancy_decreases_with_n() { let d_100 = star_discrepancy(100, PHI_INV); let d_1000 = star_discrepancy(1000, PHI_INV); - assert!(d_1000 < d_100, "discrepancy should decrease: {d_100} vs {d_1000}"); + assert!( + d_1000 < d_100, + "discrepancy should decrease: {d_100} vs {d_1000}" + ); } } diff --git a/probes/weather-p1/export_for_jc.py b/probes/weather-p1/export_for_jc.py new file mode 100644 index 00000000..bb220c97 --- /dev/null +++ b/probes/weather-p1/export_for_jc.py @@ -0,0 +1,24 @@ +"""Export (truth, reconstructed) pairs as f64 LE binary for the jc reliability battery.""" +import numpy as np +rng=np.random.default_rng(11) +VARS=['2m_temperature','2m_dewpoint_temperature','10m_u_component_of_wind'] +def load(v): + a=np.load(f'fixture/{v}.npy').astype(np.float64); return a-a.mean(axis=1,keepdims=True) +anom={v:load(v) for v in VARS} +z={v:(anom[v].ravel()-anom[v].mean())/anom[v].std() for v in VARS} +pool=np.concatenate([z[v] for v in VARS]); lo,hi=np.percentile(pool,[0.4,99.6]) +cen=lo+((np.arange(256)+0.5)/256)*(hi-lo) +N=50_000 +cols=[] # each var contributes truth + reconstructed, subsampled on the SAME indices +for v in VARS: + idx=rng.integers(0,z[v].size,N) + t=z[v][idx] + q=np.clip(np.floor((t-lo)/(hi-lo)*256),0,255).astype(np.uint8) + cols.append((v,t,cen[q])) +with open('jc_input.bin','wb') as f: + np.array([len(cols),N],dtype='k8GD6vV<-F~^_uhN& z&F_9Zevi-h`se=ldR*6io#*Q~j^{y1_Wv*K!vFuflfQ1_SlI|FBZ+P6)+wmgKCCdT z+y}B)TrKna59ZRQWrqwjKtLHkr(nQO@NU*SDKXd#YqWtDnz~5<3g=B}gvLN&I5ITH ztp*dkwbqo(%kfduY)ZUH8$P^uBjuP*6xfYhy*)?M1?(r}SsFN^LGm2>(b)_Gz0zp> zd}}9ac#A#URAVHF-0qV+V!4UG!qt-2`g>6&XhYAUc@gveb~K8UM5j?z{@nzQB2|*4qu7TO8 z(SiY?%VzHIC~1nLn|lch`<;)Ovr`b&ho~2$D%Vhr!D@%?d>S_AYZzr3&qG+7!M0@N zJa~4VI_Msk1eDyun$bQJ(4GBA*RG@+00C@ga_fQmg{VFVD2ST`=IPMb_%Pr+(~VM&?`6VG;R=qUsdk9vn>%~%ld`5 zKeS+vlKpP$85elib1CBBR4a0p^4u6QS_PI*!m<+))gX0#HPY!`6PRY)KO;06h0$?$ z4$MciK}PU_?uD>9v=A94zJJq-E{cy%J%qm?`8J&?-OwABcOSHl@h&0N42#O(yZ?~Y z_+;Hr*D{C-6!HH#x(-e$g1@b8Y9Q>B3R~t{F8I_vxhIrG1j7YOixnR-B5fqu+RyQM zptKBaKOsp;5Qqkybn`Oc8M@VV{L?(raH|j!oKQ$F1{?v^6V$d#-5*i25S8Jo<|Ue1HHLsJKi z1P4HAnZTE+kXmd|ER@ty_QhN0i1H_>OEAnokIlDo7&{N7?}X(r6Q1hO2an4qLdC+M 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zKcB-3JLQ8;sZ*{?u!p~RO25R-=kj8G2EX(WuRWJyU8bJmfmi#7^5yr3!=JC796IJ3 zn@aeXFFFPv;!c0;x8R%lZr_GouKVH-JJbh!Ha@-3@8U6gtPj;DjA?T3t|IJukyAc3B@7R~+P@&cLm{N<9__^~|e26W;tz5#7dTdMls$ zB=Ke!U4(CSj6ShfU&jvnT`^wzomc&qeMaMom-T`7=DGTz)88JyuU61)`okXlr5h2? za~I8Dv2$-pFYpg9?XT%m^sD@5uXxM5Ji-b7_}=ry@QDxlGyKA9xWQX>Bi4aw|DVq5 z*R1pD7#* Date: Tue, 11 Aug 2026 06:47:11 +0000 Subject: [PATCH 05/11] =?UTF-8?q?probe(weather):=20the=20evaluation=20FRAM?= =?UTF-8?q?E=20was=20wrong=20=E2=80=94=20thresholds=20vs=20noise=20floor,?= =?UTF-8?q?=20not=20round-trip?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Operator correction. Every P1 verdict was scored by encode/decode/reconstruct. That is the wrong criterion for this substrate: the original is RETAINED (public knowledge / hydratable column / Lance f32), the code is a one-way address over it, so the question is whether the code's confidence interval sits below the original's own noise floor -- deviation only matters where it EXCEEDS what the original can resolve. Never round-trip. Re-measured (probes/weather-p1/p1_noise_floor.py, same real ERA5 field), fraction of points exceeding a candidate floor: CI(mid) >0.25K >0.5K >1.0K >2.0K max linear 0.094 K 0.76% 0.70% 0.60% 0.40% 17.55 fisherz varies 36.3% 0.69% 0.58% 0.40% 17.54 12.1 PARTIALLY REVERSED: at a 0.5-1K floor the paths are indistinguishable and the exceedances are the SHARED saturation tail, not the transform. "Actively harmful" was a metric artifact. What survives is bucket economy (28 vs 116 effective addresses) -- a discrimination-granularity cost for retrieval, which 12.8 already measured frame-correctly on code distances. 12.2 ground narrowed: the structural facts stand, but "no inverse exists" was never a defect for a one-way address. What a wind lane needs is a DEFINED bearing->address convention (the mint decision) plus CI-vs-floor validation -- ~1.4-1.7 deg against the 10 deg METAR increment. The Pair48 successor returns strengthened; P4 stays cancelled as specified. New finding neither frame gives alone: the shared saturation tail (0.4-0.7% of points, max ~17.5K) is the ONLY real floor violation, and it lands on the EXTREMES -- heat waves, cold outbreaks. The 0.4-99.6% window is inherited from cognitive-substrate defaults; weather wants it widened or an overflow lane. Now the top open item on the representation. NOT pinned: the floor itself. 0.25/0.5/1/2 K is a reference class, not a citation; no published ERA5 uncertainty was verified, so every verdict is conditional on that class. Prerequisite before any [G] grade. Meta: 12.3 said a correction carries a claim's burden. 12.1 WAS such a correction and over-claimed by inheriting an evaluation frame unexamined. The frame a measurement is scored in is itself a claim requiring an audit. Also lands the previously-unpushed gate-1 jc commit (1b770fd1). Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .../knowledge/weather-normalized-substrate.md | 91 +++++++++++++++++++ probes/weather-p1/p1_noise_floor.json | 29 ++++++ probes/weather-p1/p1_noise_floor.py | 39 ++++++++ 3 files changed, 159 insertions(+) create mode 100644 probes/weather-p1/p1_noise_floor.json create mode 100644 probes/weather-p1/p1_noise_floor.py diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index 6e7da8f7..fa99b522 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -532,6 +532,12 @@ regraded here**, never silently edited. ### 12.1 — §1.2 FALSIFIED for weather scalars: Fisher-Z *degrades* the palette +> **⊘⊘ PARTIALLY REVERSED by §12.10** — this section was scored with a +> **round-trip** metric, which is the wrong criterion for a one-way address over +> a retained original. Re-measured against noise-floor thresholds the two paths +> are indistinguishable at a 0.5–1 K floor. What survives is *bucket economy*, +> not a validity failure. Read §12.10 before citing anything below. + Measured, real ERA5 `2m_temperature`, 1,038,240 gridpoints, both paths into the same 256 buckets over the same 0.4–99.6 percentile window (`probes/weather-p1/`, re-runnable): @@ -566,6 +572,10 @@ the shared **palette + LUT** still hold once the shared **transform** is gone. ### 12.2 — §2.3 / §5 / §6.6 FALSIFIED: helix360 is not a wind-bearing carrier +> **⊘⊘ GROUND NARROWED by §12.10** — the structural facts below stand, but the +> *"no inverse / no decode exists"* argument was never a defect under a one-way +> address frame. The `Pair48` successor mint returns to the table strengthened. + The `v3-envelope-auditor` verdict on reading the 6-byte `HelixResidue` lane as `2 × ResidueEdge` (in/out): **LAYOUT-GATED, and the gate does not exist** — with the premise itself falsified: @@ -659,6 +669,7 @@ default") this is a wrong-value-from-dormant-bytes defect. Filed, not fixed here | id | status | |---|---| | **P1** | **RUN** — `probes/weather-p1/`, results committed. Falsified §1.2 and §6.5; re-measured §6.1/§6.3. | +| **P1-reframed** | **RUN** (§12.10) — CI-vs-noise-floor, no round-trip. Reverses §12.1's magnitude; surfaces the saturation-tail-hits-the-extremes finding. | | **P2** | **RUN — PASSES** (§12.8). Re-scoped per §12.1 and measured: shared canonical floor ρ ≥ 0.9996 cross-variable vs 0.857–0.875 per-variable; zero within-variable cost. Shared palette + LUT survives; the shared *transform* does not. | | **P3** | largely ANSWERED by §12.8 (no within-variable penalty from the shared floor); stays open for the saturation-tail question only. | | **P4** | **CANCELLED as specified.** The premise is falsified (§12.2). Successor: the 16-byte `Pair48` facet lane — a mint decision, operator-gated, not a worker task. | @@ -765,3 +776,83 @@ rates** — weather fields are spatially autocorrelated, so effective sample siz is far below the nominal 50 000, and classical IID intervals would be wrong. Nothing above is a significance claim; they are point estimates with an explicit negative control. + +### 12.10 — ⊘⊘ THE EVALUATION FRAME WAS WRONG: thresholds vs noise floor, never round-trip + +**Operator correction, 2026-08-11.** Everything in §12.1 was scored with a +**round-trip** metric — encode, decode, measure reconstruction error against the +original. **That is the wrong criterion for this substrate, and it inverted a +verdict.** + +**Why it is wrong.** The substrate never decodes. The original is *retained* — +public knowledge, the hydratable value column, the Lance-versioned f32. The code +is a **one-way address / discriminator layered over a kept original**, so the +question was never *"can I reconstruct the original from the code"* but +**"does the code's confidence interval (its quantization threshold) sit below +the original's own noise floor?"** Deviation only matters where it **exceeds +what the original itself can resolve**. This session's own 2026-08-08 reply had +it right — *"the code is not the bottleneck, the atmosphere is; the instruments +can't see it"* — and §12.1 then scored reconstruction MAE anyway. + +**Re-measured in the correct frame** (`probes/weather-p1/p1_noise_floor.py`, +same real ERA5 T2m field, 1,038,240 points; fraction of gridpoints whose +code-induced deviation **exceeds** a candidate floor): + +| path | CI (mid-range) | >0.25 K | >0.5 K | >1.0 K | >2.0 K | max | +|---|---|---|---|---|---|---| +| linear | ±0.094 K | 0.76 % | **0.70 %** | **0.60 %** | 0.40 % | 17.55 K | +| Fisher-Z | position-dependent | 36.3 % | **0.69 %** | **0.58 %** | 0.40 % | 17.54 K | + +**§12.1 is PARTIALLY REVERSED.** At a 0.5–1 K floor the two paths are +**indistinguishable** (0.70 % vs 0.69 %; 0.60 % vs 0.58 %), and the exceedances +are the **shared saturation tail**, not the transform. "Fisher-Z is actively +harmful for weather" was an **artifact of the round-trip metric**. Fisher-Z only +fails at a 0.25 K floor — stricter than the instruments — because its mid-range +buckets are ±0.26 K wide (CI by index: 0.087 / **0.263** / 0.005 / 0.0001 / +0.000 K at idx 0/64/128/192/255; the position-dependence *is* the shape finding, +now correctly expressed as a CI profile rather than an error score). + +**What survives of §12.1: bucket economy, not validity.** Fisher-Z spends 228 of +256 addresses where this distribution is not (28.1 effective buckets vs 115.7). +That degrades **discrimination granularity** — more code ties, coarser analogue +retrieval — which is a real cost for the retrieval lane and was measured +frame-correctly in **§12.8** (rank ρ of *code distances*, no round-trip). So the +falsified claim shrinks from *"Fisher-Z is wrong for weather"* to **"Fisher-Z +buys nothing here and costs address space."** §1.2's mechanism (transform should +match distribution shape) stands; its *magnitude* did not survive re-framing. + +**§12.2 loses its main ground too.** The structural facts stand (`ResidueEdge` +carries no hemisphere sign; azimuth is `n·φ`-derived, not an external bearing). +But a substantial part of that cancellation rested on *"the crate ships no +inverse — no `decode(edge) -> n` exists."* **Under a one-way address frame that +was never a defect.** What a wind lane actually needs is a **defined +deterministic bearing→address convention** — a design act, which is exactly what +the mint decision is — plus CI-vs-floor validation: a ~1.4–1.7° step against the +**10° METAR/SYNOP reporting increment** is the ~6× margin recorded on +2026-08-08. **The `Pair48 = [Signed360; 2]` mint returns to the table +strengthened, not weakened.** P4 stays cancelled *as specified* (2×`ResidueEdge` +in 6 bytes remains structurally wrong); its successor is live again. + +**A finding neither frame produced alone.** The **shared saturation tail** — +0.4–0.7 % of points, max ≈ 17.5 K — is the *only* genuine noise-floor violation +for either path, and those points are the **extremes**: heat waves, cold +outbreaks. Meteorologically the most important events sit exactly where this +representation is worst. The 0.4–99.6 % window is a **knob inherited from the +cognitive substrate's defaults**; weather likely wants it widened, or an +explicit overflow lane for extremes. That is now the highest-value open item on +the representation, ahead of any transform question. + +**⚠ The floor itself is NOT yet pinned.** 0.25 / 0.5 / 1.0 / 2.0 K are a +**reference class**, not a citation. No published ERA5 T2m uncertainty figure was +verified in this run, so every verdict above is *"indistinguishable at a +0.5–1 K-class floor"*, conditional on that class being right. **Pinning a citable +per-variable noise floor is a prerequisite** before any of this is graded `[G]` +— and per `I-NOISE-FLOOR-JIRAK`, any σ-distance claim against it takes Jirak +weak-dependence rates, never classical intervals. + +**Meta — §12.3's rule, applied to §12.1.** §12.3 stated that *a correction is a +claim and carries a claim's burden of proof*. §12.1 **was** such a correction, +and it over-claimed because it inherited an evaluation frame without examining +it. The rule caught its own author one section later. **The frame a measurement +is scored in is itself a claim requiring an audit** — that is the generalization, +and it is worth more than either verdict it revised. diff --git a/probes/weather-p1/p1_noise_floor.json b/probes/weather-p1/p1_noise_floor.json new file mode 100644 index 00000000..d74351e6 --- /dev/null +++ b/probes/weather-p1/p1_noise_floor.json @@ -0,0 +1,29 @@ +{ + "linear": { + "ci_mid_K": 0.09411953077904053, + "exceed_frac": { + "0.25": 0.0076196255201109574, + "0.5": 0.007035945446139621, + "1.0": 0.005992834026814609, + "2.0": 0.004037602095854523 + }, + "max_K": 17.55213988685138 + }, + "fisher_z": { + "ci_mid_K": 0.005604263942934002, + "exceed_frac": { + "0.25": 0.3634737632917245, + "0.5": 0.006904954538449684, + "1.0": 0.005844506087224534, + "2.0": 0.003959585452303899 + }, + "max_K": 17.540985508049452, + "ci_by_position_K": { + "0": 0.08683115654224102, + "64": 0.263179560756829, + "128": 0.005239901491090548, + "192": 6.94262434560565e-05, + "255": 1.0468683395959888e-06 + } + } +} \ No newline at end of file diff --git a/probes/weather-p1/p1_noise_floor.py b/probes/weather-p1/p1_noise_floor.py new file mode 100644 index 00000000..27e518fa --- /dev/null +++ b/probes/weather-p1/p1_noise_floor.py @@ -0,0 +1,39 @@ +"""P1 re-evaluated in the CORRECT frame (operator correction 2026-08-11): +no roundtrip -- compare the code's confidence-interval thresholds against the +original's noise floor. Deviation only matters where it EXCEEDS what the +original itself can resolve.""" +import numpy as np, json +a=np.load('fixture/2m_temperature.npy').astype(np.float64) +clim=a.mean(axis=1,keepdims=True); anom=a-clim +def fz(s,eps=1e-9): + s=np.clip(s,-1+eps,1-eps); return 0.5*(np.log1p(s)-np.log1p(-s)) + +paths={} +# LINEAR path +lo,hi=np.percentile(anom,[0.4,99.6]) +idx=np.clip(np.floor((anom-lo)/(hi-lo)*256),0,255).astype(np.uint8) +cen=lo+((np.arange(256)+0.5)/256)*(hi-lo) +paths['linear']=(np.abs(cen[idx]-anom), (hi-lo)/256/2) # dev, half-bucket CI +# FISHER-Z path +lo_q,hi_q=np.percentile(anom,[0.4,99.6]); scale=max(abs(lo_q),abs(hi_q)) +z=fz(anom/scale); zlo,zhi=np.percentile(z,[0.4,99.6]) +idxz=np.clip(np.floor((z-zlo)/(zhi-zlo)*256),0,255).astype(np.uint8) +cenz=zlo+((np.arange(256)+0.5)/256)*(zhi-zlo) +devz=np.abs(np.tanh(cenz)[idxz]*scale-anom) +# CI in K varies by bucket for fisher-z: width of tanh(bucket)*scale +wid=np.abs(np.diff(np.tanh(cenz))*scale); paths['fisher_z']=(devz, None) + +FLOORS=[0.25,0.5,1.0,2.0] # K -- reference class; exact citable floor to pin +print(f"{'path':10s} {'CI_mid(K)':>10s} " + " ".join(f">{f}K".rjust(9) for f in FLOORS) + f" {'max(K)':>8s}") +out={} +for name,(dev,ci) in paths.items(): + ci_mid = ci if ci is not None else float(wid[len(wid)//2]/2) + row=[float((dev>f).mean()) for f in FLOORS] + print(f"{name:10s} {ci_mid:10.4f} " + " ".join(f"{v:9.2e}" for v in row) + f" {dev.max():8.2f}") + out[name]={'ci_mid_K':ci_mid,'exceed_frac':dict(zip(map(str,FLOORS),row)),'max_K':float(dev.max())} +# fisher-z CI across the range (the CI is position-dependent -- that IS the shape finding) +q=[0,64,128,192,255] +print("\nfisher-z per-position CI (half bucket width in K): ", + {f"idx{k}": round(float(wid[min(k,len(wid)-1)]/2),4) for k in q}) +out['fisher_z']['ci_by_position_K']={str(k): float(wid[min(k,len(wid)-1)]/2) for k in q} +json.dump(out,open('p1_noise_floor.json','w'),indent=2) From 6233b696522d9ef67d75948e7b63040091585bda Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 06:52:41 +0000 Subject: [PATCH 06/11] =?UTF-8?q?revert(jc):=20un-reformat=2025=20files=20?= =?UTF-8?q?I=20do=20not=20own=20=E2=80=94=20scope=20violation=20in=20the?= =?UTF-8?q?=20gate-1=20commit?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The gate-1 commit ran `cargo fmt --manifest-path crates/jc/Cargo.toml` WITHOUT a file filter, which reformatted the entire jc crate, and then `git add -A crates/jc` swept all of it in. Result: 1342 insertions / 489 deletions across 25 files I never authored, in a PR whose real surface is one new example plus probes and docs. Pure rustfmt restructuring, no semantic change -- but it triples the review surface and buries the actual diff, and it is exactly the unique-file write discipline the autoattended pattern (Rule 1) and the worker guardrails (scope: touch only the files named) exist to enforce. I applied that rule to delegated workers this session and then broke it myself in a commit I ran centrally as orchestrator. Reverted crates/jc/{src,examples} to the merge-base; only examples/weather_substrate_reliability.rs (mine) remains. Verified after: the example is rustfmt-clean in isolation and still runs green (pooled r=0.998939 rho=0.999926 alpha=0.999435 icc2_1=0.998869 icc3_1=0.998870). Rule for the next central gate run: scope `cargo fmt` to the file, never the manifest, and never `git add -A ` after a crate-wide formatter. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- crates/jc/examples/ontology_locality_probe.rs | 94 ++---- crates/jc/examples/osint_edge_traversal.rs | 74 ++--- crates/jc/examples/probe_p1.rs | 18 +- crates/jc/examples/prove_it.rs | 9 +- crates/jc/examples/sigma_probe.rs | 14 +- .../jc/examples/splat_jaccard_adamic_adar.rs | 217 ++++---------- .../jc/examples/splat_louvain_modularity.rs | 176 +++-------- .../examples/splat_lpa_label_propagation.rs | 128 +++----- .../jc/examples/splat_perturbationslernen.rs | 174 +++-------- crates/jc/examples/splat_to_ewa_bridge.rs | 228 ++++---------- crates/jc/examples/splat_triangle_count.rs | 79 +---- crates/jc/examples/style_table_agreement.rs | 18 +- crates/jc/src/dueker_zoubouloglou.rs | 35 +-- crates/jc/src/ewa_sandwich.rs | 64 +--- crates/jc/src/ewa_sandwich_3d.rs | 281 ++++++------------ crates/jc/src/hambly_lyons.rs | 19 +- crates/jc/src/jirak.rs | 23 +- crates/jc/src/koestenberger.rs | 62 +--- crates/jc/src/pflug.rs | 6 +- crates/jc/src/precond.rs | 6 +- crates/jc/src/probe_p1_gamma_phase.rs | 8 +- crates/jc/src/reliability.rs | 25 +- crates/jc/src/sigma_codebook_probe.rs | 52 +--- crates/jc/src/substrate.rs | 12 +- crates/jc/src/weyl.rs | 9 +- 25 files changed, 489 insertions(+), 1342 deletions(-) diff --git a/crates/jc/examples/ontology_locality_probe.rs b/crates/jc/examples/ontology_locality_probe.rs index e24e1e78..cb453580 100644 --- a/crates/jc/examples/ontology_locality_probe.rs +++ b/crates/jc/examples/ontology_locality_probe.rs @@ -329,7 +329,9 @@ pub fn parse_subclass_edges(ttl: &str) -> Vec<(String, String)> { } // In subClassOf object position: emit a named-IRI edge. if predicate_is_subclass { - if let (Some(child), Some(parent)) = (current_subject.clone(), normalize_iri(tok)) { + if let (Some(child), Some(parent)) = + (current_subject.clone(), normalize_iri(tok)) + { if child != parent { edges.push((child, parent)); } @@ -393,11 +395,7 @@ impl ClassGraph { ps.sort_unstable(); ps.dedup(); } - Self { - names, - parents, - edges, - } + Self { names, parents, edges } } pub fn n_classes(&self) -> usize { @@ -464,7 +462,10 @@ pub fn locality(edges: &[(usize, usize)], basin: &[usize]) -> (usize, usize, f64 if total == 0 { return (0, 0, 0.0); } - let local = edges.iter().filter(|&&(c, p)| basin[c] == basin[p]).count(); + let local = edges + .iter() + .filter(|&&(c, p)| basin[c] == basin[p]) + .count(); (local, total, local as f64 / total as f64) } @@ -666,10 +667,7 @@ fn main() { println!(" Ontology partition-locality probe (probe 1: partition locality)"); println!("══════════════════════════════════════════════════════════════════════"); println!(); - println!( - " SUBSTRATE: REAL rdfs:subClassOf graphs from {}", - dir.display() - ); + println!(" SUBSTRATE: REAL rdfs:subClassOf graphs from {}", dir.display()); println!(" This is a GENUINE but SMALLER falsifier (10^2..10^3 classes)."); println!(" It is NOT the full 115M-entity Wikidata P279 graph — there is no"); println!(" Wikidata dump on disk. A PASS means the locality hypothesis survives"); @@ -689,10 +687,7 @@ fn main() { if iri_edges.is_empty() { eprintln!("No rdfs:subClassOf edges found under {}.", dir.display()); - eprintln!( - "(Found {} .ttl files but no class-to-class subClassOf triples.)", - files.len() - ); + eprintln!("(Found {} .ttl files but no class-to-class subClassOf triples.)", files.len()); std::process::exit(1); } @@ -723,25 +718,13 @@ fn main() { println!(" subClassOf edges : {}", total); println!(" top-basins (root facets) : {}", n_basins.len()); println!(); - println!( - " LOCALITY : {}/{} = {:.4} ({:.2}% of edges are intra-basin)", - local, - total, - loc_frac, - loc_frac * 100.0 - ); + println!(" LOCALITY : {}/{} = {:.4} ({:.2}% of edges are intra-basin)", + local, total, loc_frac, loc_frac * 100.0); println!(" (the map's '~90% local' claim — measured value above)"); println!(); println!(" FAN-OUT (distinct parent-basins per class)"); - println!( - " max : {} (is <=16 enough? {})", - max_fo, - if max_fo <= 16 { - "YES" - } else { - "NO — exceeds the pencilled 16-frontier" - } - ); + println!(" max : {} (is <=16 enough? {})", + max_fo, if max_fo <= 16 { "YES" } else { "NO — exceeds the pencilled 16-frontier" }); println!(" histogram (fanout -> #classes):"); for (k, cnt) in &fo_hist { let bar = "#".repeat((*cnt).min(60)); @@ -758,32 +741,20 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); match v { Verdict::Pass => { - println!( - " High locality ({:.1}%) AND max fan-out {} <= 16.", - loc_frac * 100.0, - max_fo - ); + println!(" High locality ({:.1}%) AND max fan-out {} <= 16.", loc_frac * 100.0, max_fo); println!(" ⇒ On REAL ontology structure, 16-bit LOCAL references + a <=16"); println!(" family frontier ARE real: the vast majority of subClassOf"); println!(" references stay inside one top-basin, and no class needs more"); println!(" than 16 distinct parent-basin pointers."); } Verdict::Marginal => { - println!( - " Locality {:.1}% / max fan-out {}. The hypothesis is PARTIALLY", - loc_frac * 100.0, - max_fo - ); + println!(" Locality {:.1}% / max fan-out {}. The hypothesis is PARTIALLY", loc_frac * 100.0, max_fo); println!(" supported: either locality is below the 90% target, or a few"); println!(" classes exceed the 16-frontier (a wider frontier byte would fix"); println!(" those). The local-pointer idea is plausible but not clean here."); } Verdict::Fail => { - println!( - " Locality {:.1}% / max fan-out {}. The local-pointer assumption", - loc_frac * 100.0, - max_fo - ); + println!(" Locality {:.1}% / max fan-out {}. The local-pointer assumption", loc_frac * 100.0, max_fo); println!(" does NOT hold on this structure: too many subClassOf edges cross"); println!(" basins, so 16-bit local references would miss their targets."); } @@ -842,10 +813,7 @@ ex:Puppy a owl:Class ; (":LocalThing".to_string(), ":OtherLocal".to_string()), ]; expected.sort(); - assert_eq!( - edges, expected, - "parser must emit exactly the 4 named-class edges" - ); + assert_eq!(edges, expected, "parser must emit exactly the 4 named-class edges"); } #[test] @@ -909,19 +877,12 @@ ex:A a owl:Class ; // representative basin. Interning order: a1,rootA,a2,a3,b1,rootB,b2. // rootA interns before rootB, so a3's basin = rootA. let id = |s: &str| graph.names.iter().position(|n| n == s).unwrap(); - assert_eq!( - basin[id("a3")], - basin[id("rootA")], - "a3 should land in basin A" - ); + assert_eq!(basin[id("a3")], basin[id("rootA")], "a3 should land in basin A"); let (local, total, frac) = locality(&graph.edges, &basin); assert_eq!(total, 6); assert_eq!(local, 5, "exactly one edge (a3->rootB) crosses basins"); - assert!( - (frac - 5.0 / 6.0).abs() < 1e-12, - "locality must be exactly 5/6" - ); + assert!((frac - 5.0 / 6.0).abs() < 1e-12, "locality must be exactly 5/6"); } #[test] @@ -937,16 +898,10 @@ ex:A a owl:Class ; let graph = ClassGraph::from_edges(&iri_edges); let basin = graph.assign_basins(); let (_, _, frac) = locality(&graph.edges, &basin); - assert!( - (frac - 1.0).abs() < 1e-12, - "fully disjoint basins ⇒ locality 1.0" - ); + assert!((frac - 1.0).abs() < 1e-12, "fully disjoint basins ⇒ locality 1.0"); let q = modularity_q(&graph, &basin); - assert!( - q > 0.3, - "two clean communities should give Q > 0.3, got {q}" - ); + assert!(q > 0.3, "two clean communities should give Q > 0.3, got {q}"); } #[test] @@ -981,9 +936,6 @@ ex:A a owl:Class ; let graph = ClassGraph::from_edges(&iri_edges); let basin = graph.assign_basins(); assert_eq!(basin.len(), 2); - assert!( - basin.iter().all(|&b| b != usize::MAX), - "every node assigned" - ); + assert!(basin.iter().all(|&b| b != usize::MAX), "every node assigned"); } } diff --git a/crates/jc/examples/osint_edge_traversal.rs b/crates/jc/examples/osint_edge_traversal.rs index d93a4336..25a20927 100644 --- a/crates/jc/examples/osint_edge_traversal.rs +++ b/crates/jc/examples/osint_edge_traversal.rs @@ -42,11 +42,7 @@ struct Mat2 { } impl Mat2 { - const I: Self = Self { - a: 1.0, - b: 0.0, - c: 1.0, - }; + const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; /// Eigendecomposition for symmetric 2×2: returns (λ1, λ2, cosθ, sinθ). fn eig(&self) -> (f64, f64, f64, f64) { @@ -205,36 +201,11 @@ fn main() { println!(); let edges = [ - OsintEdge { - from: "Lavender", - to: "IDF", - confidence: 0.85, - skew: 0.10, - }, - OsintEdge { - from: "IDF", - to: "Israel", - confidence: 0.95, - skew: 0.05, - }, - OsintEdge { - from: "Israel", - to: "NSO", - confidence: 0.70, - skew: 0.20, - }, - OsintEdge { - from: "NSO", - to: "Pegasus", - confidence: 0.90, - skew: 0.08, - }, - OsintEdge { - from: "Pegasus", - to: "Khashoggi", - confidence: 0.88, - skew: 0.15, - }, + OsintEdge { from: "Lavender", to: "IDF", confidence: 0.85, skew: 0.10 }, + OsintEdge { from: "IDF", to: "Israel", confidence: 0.95, skew: 0.05 }, + OsintEdge { from: "Israel", to: "NSO", confidence: 0.70, skew: 0.20 }, + OsintEdge { from: "NSO", to: "Pegasus", confidence: 0.90, skew: 0.08 }, + OsintEdge { from: "Pegasus", to: "Khashoggi", confidence: 0.88, skew: 0.15 }, ]; println!("Path : Lavender → IDF → Israel → NSO → Pegasus → Khashoggi (6 entities, 5 edges)"); @@ -268,7 +239,10 @@ fn main() { edge.to, edge.confidence, ); - println!(" step_Σ = {} M = sqrt(step_Σ)", step.fmt_inline(),); + println!( + " step_Σ = {} M = sqrt(step_Σ)", + step.fmt_inline(), + ); println!( " Σ = {} ‖log Σ‖_F = {:.4} SPD={}", sigma_sandwich.fmt_inline(), @@ -316,15 +290,9 @@ fn main() { let n = naive_log_norms[k]; let ratio = if s.abs() < 1e-12 { f64::NAN } else { n / s }; if ratio.is_nan() { - println!( - " {} | {:>9.4} | {:>9.4} | — (Σ_0 = I)", - k, s, n - ); + println!(" {} | {:>9.4} | {:>9.4} | — (Σ_0 = I)", k, s, n); } else { - println!( - " {} | {:>9.4} | {:>9.4} | {:>6.2}×", - k, s, n, ratio - ); + println!(" {} | {:>9.4} | {:>9.4} | {:>6.2}×", k, s, n, ratio); } } @@ -349,11 +317,7 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!( " Sandwich preserves SPD : {}", - if all_spd { - "YES (every hop ∈ SPD cone)" - } else { - "NO (numerical degeneracy)" - } + if all_spd { "YES (every hop ∈ SPD cone)" } else { "NO (numerical degeneracy)" } ); println!( " Sandwich log-norm bounded : ‖log Σ_5‖_F = {:.4} (5-hop chain remains queryable)", @@ -368,9 +332,15 @@ fn main() { final_naive_ln / final_sandwich_ln.max(1e-12), ); println!(); - println!(" → 5-hop OSINT chain: neo4j multi-hop edge hydration is replaced by"); - println!(" Pillar-6-certified in-process Σ-push-forward, with bounded log-norm"); - println!(" growth in the SPD cone. PR #289 wires this into SPLAT-1."); + println!( + " → 5-hop OSINT chain: neo4j multi-hop edge hydration is replaced by" + ); + println!( + " Pillar-6-certified in-process Σ-push-forward, with bounded log-norm" + ); + println!( + " growth in the SPD cone. PR #289 wires this into SPLAT-1." + ); println!(); println!(" runtime: {:.3} ms", dt_ms); println!("══════════════════════════════════════════════════════════════════════"); diff --git a/crates/jc/examples/probe_p1.rs b/crates/jc/examples/probe_p1.rs index b2f8ac3c..35074c23 100644 --- a/crates/jc/examples/probe_p1.rs +++ b/crates/jc/examples/probe_p1.rs @@ -6,8 +6,8 @@ //! (status before this probe: NOT RUN). On exit, the queue entry should be //! updated to PASS or FAIL based on the result. -use jc::probe_p1_gamma_phase; use std::time::Instant; +use jc::probe_p1_gamma_phase; fn main() { println!("═══ Probe P1: γ-phase-offset ranking discrimination ═══"); @@ -19,15 +19,9 @@ fn main() { let mut r = probe_p1_gamma_phase::prove(); r.runtime_ms = t.elapsed().as_millis() as u64; - let status = if r.pass { - "✓ PASS — γ+φ pre-rank selector VALID" - } else { - "✗ FAIL — γ+φ pre-rank selector DEAD" - }; - println!( - "{status} min ρ={:.6} threshold<{:.2} ({} ms)", - r.measured, r.predicted, r.runtime_ms - ); + let status = if r.pass { "✓ PASS — γ+φ pre-rank selector VALID" } else { "✗ FAIL — γ+φ pre-rank selector DEAD" }; + println!("{status} min ρ={:.6} threshold<{:.2} ({} ms)", + r.measured, r.predicted, r.runtime_ms); println!(); println!("{}", r.detail); println!(); @@ -38,9 +32,7 @@ fn main() { println!("→ Architectural axiom holds: γ+φ encoding strategy in bgz-tensor is grounded"); } else { println!("→ Update bf16-hhtl-terrain.md Probe Queue entry P1: NOT RUN → FAIL"); - println!( - "→ Constraint C3 \"VALID — pre-rank discrete selector\" regime FAILS in synthetic data" - ); + println!("→ Constraint C3 \"VALID — pre-rank discrete selector\" regime FAILS in synthetic data"); println!("→ Architectural consequence: γ-encoding strategy in bgz-tensor needs revision"); println!("→ Consider: was the synthetic distribution representative? Re-test with"); println!(" production codebook before declaring γ+φ universally dead."); diff --git a/crates/jc/examples/prove_it.rs b/crates/jc/examples/prove_it.rs index 091337ac..4c963e14 100644 --- a/crates/jc/examples/prove_it.rs +++ b/crates/jc/examples/prove_it.rs @@ -12,10 +12,7 @@ fn main() { let results = jc::run_all_pillars(); - let implemented: Vec<_> = results - .iter() - .filter(|r| !r.detail.starts_with("DEFERRED")) - .collect(); + let implemented: Vec<_> = results.iter().filter(|r| !r.detail.starts_with("DEFERRED")).collect(); let passed = implemented.iter().filter(|r| r.pass).count(); let failed = implemented.len() - passed; let deferred = results.len() - implemented.len(); @@ -32,9 +29,7 @@ fn main() { } else { println!("\n✓ All implemented pillars pass. The substrate is formally sound."); if deferred > 0 { - println!( - " {deferred} pillar(s) deferred — activate coupled revival track to complete 5/5." - ); + println!(" {deferred} pillar(s) deferred — activate coupled revival track to complete 5/5."); } } } diff --git a/crates/jc/examples/sigma_probe.rs b/crates/jc/examples/sigma_probe.rs index d794d940..a69e708e 100644 --- a/crates/jc/examples/sigma_probe.rs +++ b/crates/jc/examples/sigma_probe.rs @@ -6,8 +6,8 @@ //! 256-entry codebook quantization preserves Σ-tensor information well //! enough for the white-matter Σ-edge encoding decision. -use jc::sigma_codebook_probe; use std::time::Instant; +use jc::sigma_codebook_probe; fn main() { println!("═══ Σ-Codebook Viability Probe ═══"); @@ -18,15 +18,9 @@ fn main() { let mut r = sigma_codebook_probe::prove(); r.runtime_ms = t.elapsed().as_millis() as u64; - let status = if r.pass { - "✓ CODEBOOK VIABLE" - } else { - "✗ INSUFFICIENT (read recommendation)" - }; - println!( - "{status} R²={:.6} threshold≥{:.2} ({} ms)", - r.measured, r.predicted, r.runtime_ms - ); + let status = if r.pass { "✓ CODEBOOK VIABLE" } else { "✗ INSUFFICIENT (read recommendation)" }; + println!("{status} R²={:.6} threshold≥{:.2} ({} ms)", + r.measured, r.predicted, r.runtime_ms); println!(); println!("{}", r.detail); println!(); diff --git a/crates/jc/examples/splat_jaccard_adamic_adar.rs b/crates/jc/examples/splat_jaccard_adamic_adar.rs index 1f4aaf57..b023641c 100644 --- a/crates/jc/examples/splat_jaccard_adamic_adar.rs +++ b/crates/jc/examples/splat_jaccard_adamic_adar.rs @@ -55,18 +55,14 @@ fn popcount(p: &AwarenessPlane16K) -> u32 { #[inline(always)] fn and_popcount(a: &AwarenessPlane16K, b: &AwarenessPlane16K) -> u32 { let mut acc = 0u32; - for i in 0..256 { - acc += (a.0[i] & b.0[i]).count_ones(); - } + for i in 0..256 { acc += (a.0[i] & b.0[i]).count_ones(); } acc } #[inline(always)] fn or_popcount(a: &AwarenessPlane16K, b: &AwarenessPlane16K) -> u32 { let mut acc = 0u32; - for i in 0..256 { - acc += (a.0[i] | b.0[i]).count_ones(); - } + for i in 0..256 { acc += (a.0[i] | b.0[i]).count_ones(); } acc } @@ -117,13 +113,7 @@ impl PlantedGraph { } } let degree: Vec = planes.iter().map(popcount).collect(); - Self { - n, - k_communities: k, - ground_truth, - planes, - degree, - } + Self { n, k_communities: k, ground_truth, planes, degree } } } @@ -133,11 +123,7 @@ impl PlantedGraph { fn jaccard(graph: &PlantedGraph, u: u32, v: u32) -> f64 { let inter = and_popcount(&graph.planes[u as usize], &graph.planes[v as usize]) as f64; let union = or_popcount(&graph.planes[u as usize], &graph.planes[v as usize]) as f64; - if union == 0.0 { - 0.0 - } else { - inter / union - } + if union == 0.0 { 0.0 } else { inter / union } } #[inline] @@ -166,37 +152,25 @@ fn adamic_adar(graph: &PlantedGraph, u: u32, v: u32) -> f64 { #[derive(Default)] struct PairStats { count: u64, - sum_j: f64, - sum_j_sq: f64, - sum_aa: f64, - sum_aa_sq: f64, + sum_j: f64, sum_j_sq: f64, + sum_aa: f64, sum_aa_sq: f64, } impl PairStats { fn add(&mut self, j: f64, aa: f64) { self.count += 1; - self.sum_j += j; - self.sum_j_sq += j * j; - self.sum_aa += aa; - self.sum_aa_sq += aa * aa; - } - fn mean_j(&self) -> f64 { - self.sum_j / self.count.max(1) as f64 + self.sum_j += j; self.sum_j_sq += j * j; + self.sum_aa += aa; self.sum_aa_sq += aa * aa; } + fn mean_j(&self) -> f64 { self.sum_j / self.count.max(1) as f64 } fn std_j(&self) -> f64 { let m = self.mean_j(); - ((self.sum_j_sq / self.count.max(1) as f64) - m * m) - .max(0.0) - .sqrt() - } - fn mean_aa(&self) -> f64 { - self.sum_aa / self.count.max(1) as f64 + ((self.sum_j_sq / self.count.max(1) as f64) - m * m).max(0.0).sqrt() } + fn mean_aa(&self) -> f64 { self.sum_aa / self.count.max(1) as f64 } fn std_aa(&self) -> f64 { let m = self.mean_aa(); - ((self.sum_aa_sq / self.count.max(1) as f64) - m * m) - .max(0.0) - .sqrt() + ((self.sum_aa_sq / self.count.max(1) as f64) - m * m).max(0.0).sqrt() } } @@ -219,8 +193,8 @@ fn pair_bit_position(u: u32, v: u32, n: u32) -> u32 { fn main() { let n = 512u32; let k = 4u32; - let p_within = 16_384u32; // 25 % - let p_across = 1_024u32; // 1.5 % + let p_within = 16_384u32; // 25 % + let p_across = 1_024u32; // 1.5 % println!("══════════════════════════════════════════════════════════════════════"); println!(" SplatShaderBlas-Bitpacked — Jaccard + Adamic-Adar + mutate-back"); @@ -232,11 +206,8 @@ fn main() { println!(" the 20K × 20K Gaussian-splat lab work."); println!(); println!("Graph : {} nodes, {} planted communities", n, k); - println!( - " p_within = {:.2}% p_across = {:.2}%", - p_within as f64 / 655.36, - p_across as f64 / 655.36 - ); + println!(" p_within = {:.2}% p_across = {:.2}%", + p_within as f64 / 655.36, p_across as f64 / 655.36); println!(); let graph = PlantedGraph::planted(n, k, p_within, p_across, 0xCAFE_BABE_DEAD_BEEF); @@ -251,8 +222,7 @@ fn main() { let mut same = PairStats::default(); let mut cross = PairStats::default(); - let mut all_pairs: Vec<(u32, u32, f64, f64, bool)> = - Vec::with_capacity((n * (n - 1) / 2) as usize); + let mut all_pairs: Vec<(u32, u32, f64, f64, bool)> = Vec::with_capacity((n * (n - 1) / 2) as usize); let t_compute = std::time::Instant::now(); for u in 0..n { @@ -260,75 +230,44 @@ fn main() { let j = jaccard(&graph, u, v); let aa = adamic_adar(&graph, u, v); let same_comm = graph.ground_truth[u as usize] == graph.ground_truth[v as usize]; - if same_comm { - same.add(j, aa); - } else { - cross.add(j, aa); - } + if same_comm { same.add(j, aa); } else { cross.add(j, aa); } all_pairs.push((u, v, j, aa, same_comm)); } } let compute_us = t_compute.elapsed().as_micros(); println!(" pairs computed : {}", all_pairs.len()); - println!( - " runtime : {} ms ({:.2} µs/pair)", + println!(" runtime : {} ms ({:.2} µs/pair)", compute_us / 1000, - compute_us as f64 / all_pairs.len() as f64 - ); + compute_us as f64 / all_pairs.len() as f64); println!(); println!(" Same-community ({} pairs):", same.count); - println!( - " mean Jaccard : {:.4} (σ = {:.4})", - same.mean_j(), - same.std_j() - ); - println!( - " mean Adamic-Adar : {:.4} (σ = {:.4})", - same.mean_aa(), - same.std_aa() - ); + println!(" mean Jaccard : {:.4} (σ = {:.4})", same.mean_j(), same.std_j()); + println!(" mean Adamic-Adar : {:.4} (σ = {:.4})", same.mean_aa(), same.std_aa()); println!(" Cross-community ({} pairs):", cross.count); - println!( - " mean Jaccard : {:.4} (σ = {:.4})", - cross.mean_j(), - cross.std_j() - ); - println!( - " mean Adamic-Adar : {:.4} (σ = {:.4})", - cross.mean_aa(), - cross.std_aa() - ); + println!(" mean Jaccard : {:.4} (σ = {:.4})", cross.mean_j(), cross.std_j()); + println!(" mean Adamic-Adar : {:.4} (σ = {:.4})", cross.mean_aa(), cross.std_aa()); println!(); // Discrimination (Cohen's d analog). - let d_j = (same.mean_j() - cross.mean_j()) / ((same.std_j() + cross.std_j()) / 2.0).max(1e-9); - let d_aa = - (same.mean_aa() - cross.mean_aa()) / ((same.std_aa() + cross.std_aa()) / 2.0).max(1e-9); + let d_j = (same.mean_j() - cross.mean_j()) / + ((same.std_j() + cross.std_j()) / 2.0).max(1e-9); + let d_aa = (same.mean_aa() - cross.mean_aa()) / + ((same.std_aa() + cross.std_aa()) / 2.0).max(1e-9); println!(" Discrimination (same vs cross):"); - println!( - " Jaccard d-effect : {:.2} (>0.8 = strong, >2.0 = very strong)", - d_j - ); + println!(" Jaccard d-effect : {:.2} (>0.8 = strong, >2.0 = very strong)", d_j); println!(" Adamic-Adar effect : {:.2}", d_aa); println!(); - assert!( - same.mean_j() > cross.mean_j(), - "Jaccard FAILED to discriminate same vs cross community pairs" - ); - assert!( - same.mean_aa() > cross.mean_aa(), - "Adamic-Adar FAILED to discriminate same vs cross community pairs" - ); + assert!(same.mean_j() > cross.mean_j(), + "Jaccard FAILED to discriminate same vs cross community pairs"); + assert!(same.mean_aa() > cross.mean_aa(), + "Adamic-Adar FAILED to discriminate same vs cross community pairs"); // ── Phase 2: mutate-back top-K pairs into SIMILAR channel ───────────── let top_k = 200; println!("──────────────────────────────────────────────────────────────────────"); - println!( - " Mutate-back: deposit top-{} pairs by Jaccard into SIMILAR channel", - top_k - ); + println!(" Mutate-back: deposit top-{} pairs by Jaccard into SIMILAR channel", top_k); println!("──────────────────────────────────────────────────────────────────────"); // Sort by Jaccard descending. @@ -348,36 +287,22 @@ fn main() { let same_comm_in_topk = top.iter().filter(|p| p.4).count(); println!(" deposit runtime : {} µs", mutate_us); - println!( - " bits deposited : {} (≤ {} = top_k; possible hash collisions)", - deposited, top_k - ); - println!( - " top-{} same-community : {}/{} ({:.1}%)", - top_k, - same_comm_in_topk, - top_k, - same_comm_in_topk as f64 / top_k as f64 * 100.0 - ); - println!( - " expected by chance : {:.1}% (1/k = 1/{} for balanced k-cluster)", - 100.0 / k as f64, - k - ); + println!(" bits deposited : {} (≤ {} = top_k; possible hash collisions)", + deposited, top_k); + println!(" top-{} same-community : {}/{} ({:.1}%)", + top_k, same_comm_in_topk, top_k, + same_comm_in_topk as f64 / top_k as f64 * 100.0); + println!(" expected by chance : {:.1}% (1/k = 1/{} for balanced k-cluster)", + 100.0 / k as f64, k); println!(); // Sanity: original neighbour planes must be unchanged after mutate. let total_edges_post: u32 = graph.degree.iter().sum::() / 2; - assert_eq!( - edges, total_edges_post, - "neighbour-plane edges changed during mutate-back!" - ); + assert_eq!(edges, total_edges_post, + "neighbour-plane edges changed during mutate-back!"); // L4 sweep verification: popcount on the SIMILAR plane is the L1 readback. - println!( - " L4 readback (popcount on SIMILAR plane): {} bits set", - deposited - ); + println!(" L4 readback (popcount on SIMILAR plane): {} bits set", deposited); println!(" → confirms mutate-back is visible to subsequent L4 sweeps."); println!(); @@ -398,11 +323,7 @@ fn main() { let j = jaccard(&g, u, v); let aa = adamic_adar(&g, u, v); let same = g.ground_truth[u as usize] == g.ground_truth[v as usize]; - if same { - s.add(j, aa); - } else { - c.add(j, aa); - } + if same { s.add(j, aa); } else { c.add(j, aa); } } } let dj = (s.mean_j() - c.mean_j()) / ((s.std_j() + c.std_j()) / 2.0).max(1e-9); @@ -414,18 +335,13 @@ fn main() { let mean_dj: f64 = all_d_j.iter().sum::() / all_d_j.len() as f64; let mean_daa: f64 = all_d_aa.iter().sum::() / all_d_aa.len() as f64; - println!( - " runs : 50 × n={} ({} pairs each)", - n_stress, - n_stress * (n_stress - 1) / 2 - ); + println!(" runs : 50 × n={} ({} pairs each)", + n_stress, n_stress * (n_stress - 1) / 2); println!(" mean Jaccard d-effect : {:.3}", mean_dj); println!(" mean Adamic-Adar effect : {:.3}", mean_daa); - println!( - " runtime : {} ms ({:.1} ms / run)", + println!(" runtime : {} ms ({:.1} ms / run)", stress_elapsed.as_millis(), - stress_elapsed.as_millis() as f64 / 50.0 - ); + stress_elapsed.as_millis() as f64 / 50.0); println!(); // ── verdict ────────────────────────────────────────────────────────── @@ -435,33 +351,16 @@ fn main() { println!(" Jaccard reduces to L2 popcount-AND / L2 popcount-OR : YES"); println!(" Adamic-Adar reduces to L2 AND-iter + L1 popcount : YES"); println!(" Same-community pairs score higher (canonical run) :"); - println!( - " Jaccard: {:.4} (same) vs {:.4} (cross), d = {:.2}", - same.mean_j(), - cross.mean_j(), - d_j - ); - println!( - " Adamic-Adar: {:.4} (same) vs {:.4} (cross), d = {:.2}", - same.mean_aa(), - cross.mean_aa(), - d_aa - ); + println!(" Jaccard: {:.4} (same) vs {:.4} (cross), d = {:.2}", + same.mean_j(), cross.mean_j(), d_j); + println!(" Adamic-Adar: {:.4} (same) vs {:.4} (cross), d = {:.2}", + same.mean_aa(), cross.mean_aa(), d_aa); println!(" Mutate-back into SIMILAR plane in one L4 sweep : YES"); - println!( - " {} top pairs deposited; {} bits set on SIMILAR plane", - top_k, deposited - ); - println!( - " {}/{} top pairs are same-community = {:.0}% precision", - same_comm_in_topk, - top_k, - same_comm_in_topk as f64 / top_k as f64 * 100.0 - ); - println!( - " Stress (50 graphs): mean discrimination d_J = {:.2}, d_AA = {:.2}", - mean_dj, mean_daa - ); + println!(" {} top pairs deposited; {} bits set on SIMILAR plane", top_k, deposited); + println!(" {}/{} top pairs are same-community = {:.0}% precision", + same_comm_in_topk, top_k, same_comm_in_topk as f64 / top_k as f64 * 100.0); + println!(" Stress (50 graphs): mean discrimination d_J = {:.2}, d_AA = {:.2}", + mean_dj, mean_daa); println!(); println!(" → Substrate scope: bitpacked AwarenessPlane16K (popcount tier)."); println!(" The palette-codec tier (BGZ17, 256-entry codebook + 256×256"); diff --git a/crates/jc/examples/splat_louvain_modularity.rs b/crates/jc/examples/splat_louvain_modularity.rs index ac21742f..015f9a49 100644 --- a/crates/jc/examples/splat_louvain_modularity.rs +++ b/crates/jc/examples/splat_louvain_modularity.rs @@ -101,7 +101,7 @@ struct PlantedGraph { ground_truth: Vec, planes: Vec, degree: Vec, - total_edges: u32, // |E| (counted once per edge) + total_edges: u32, // |E| (counted once per edge) } impl PlantedGraph { @@ -123,14 +123,7 @@ impl PlantedGraph { } let degree: Vec = planes.iter().map(popcount).collect(); let total_edges = degree.iter().sum::() / 2; - Self { - n, - k_communities: k, - ground_truth, - planes, - degree, - total_edges, - } + Self { n, k_communities: k, ground_truth, planes, degree, total_edges } } } @@ -157,11 +150,7 @@ impl LouvainState { community_planes.insert(u as u16, plane); community_degree.insert(u as u16, graph.degree[u as usize]); } - Self { - labels, - community_planes, - community_degree, - } + Self { labels, community_planes, community_degree } } /// Compute current modularity Q = (1/2m) Σ_c [e_c - (a_c²/2m)] @@ -186,9 +175,7 @@ impl LouvainState { /// Move node `u` from community `from` to community `to`. Updates /// labels, community planes, community degrees. fn move_node(&mut self, graph: &PlantedGraph, u: u32, from: u16, to: u16) { - if from == to { - return; - } + if from == to { return; } // Remove from old community. if let Some(plane) = self.community_planes.get_mut(&from) { clear_neighbor(plane, u); @@ -203,10 +190,7 @@ impl LouvainState { self.community_degree.remove(&from); } // Add to new community. - let plane = self - .community_planes - .entry(to) - .or_insert_with(AwarenessPlane16K::zero); + let plane = self.community_planes.entry(to).or_insert_with(AwarenessPlane16K::zero); set_neighbor(plane, u); *self.community_degree.entry(to).or_insert(0) += deg; self.labels[u as usize] = to; @@ -235,25 +219,25 @@ impl LouvainState { // review correction. // ─────────────────────────────────────────────────────────────────────────── -fn delta_q(graph: &PlantedGraph, state: &LouvainState, u: u32, from: u16, to: u16) -> f64 { - if from == to { - return 0.0; - } +fn delta_q( + graph: &PlantedGraph, + state: &LouvainState, + u: u32, + from: u16, + to: u16, +) -> f64 { + if from == to { return 0.0; } let m = graph.total_edges as f64; - let two_m_squared = 2.0 * m * m; // = 2·m²; canonical Louvain denominator + let two_m_squared = 2.0 * m * m; // = 2·m²; canonical Louvain denominator let k_u = graph.degree[u as usize] as f64; let plane_u = &graph.planes[u as usize]; // k_{u,in_b}: edges from u to community `to`. - let k_u_in_to = state - .community_planes - .get(&to) + let k_u_in_to = state.community_planes.get(&to) .map(|p| and_popcount(plane_u, p) as f64) .unwrap_or(0.0); // k_{u,in_a}: edges from u to community `from`, EXCLUDING u itself. - let k_u_in_from = state - .community_planes - .get(&from) + let k_u_in_from = state.community_planes.get(&from) .map(|p| and_popcount(plane_u, p) as f64) .unwrap_or(0.0); @@ -316,9 +300,7 @@ fn purity(labels: &[u16], ground_truth: &[u16], k_truth: usize) -> f64 { let mut correct = 0usize; for (_, gts) in clusters { let mut count = vec![0u32; k_truth]; - for g in gts.iter() { - count[*g as usize] += 1; - } + for g in gts.iter() { count[*g as usize] += 1; } correct += *count.iter().max().unwrap() as usize; } correct as f64 / labels.len() as f64 @@ -337,15 +319,10 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(); println!("Graph : {} nodes, {} planted communities", n, k); - println!( - " p_within = {:.2}% p_across = {:.2}%", - p_within as f64 / 655.36, - p_across as f64 / 655.36 - ); - println!( - "Convergence : α_iter ≥ {} for {} consecutive supersteps", - ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS - ); + println!(" p_within = {:.2}% p_across = {:.2}%", + p_within as f64 / 655.36, p_across as f64 / 655.36); + println!("Convergence : α_iter ≥ {} for {} consecutive supersteps", + ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS); println!(); let graph = PlantedGraph::planted(n, k, p_within, p_across, 0xCAFE_BABE_DEAD_BEEF); @@ -371,11 +348,7 @@ fn main() { let dq = q - prev_q; let alpha_iter = (n - changes) as f64 / n as f64; let saturated = alpha_iter >= ALPHA_SATURATION_THRESHOLD; - if saturated { - consecutive += 1; - } else { - consecutive = 0; - } + if saturated { consecutive += 1; } else { consecutive = 0; } // Q monotonicity assertion (allow tiny float slack). assert!(dq >= -1e-9, "Q decreased at iter {iter}: ΔQ = {dq}"); @@ -390,16 +363,8 @@ fn main() { "" }; - println!( - " {:4} {:7} {:.4} {:.6} {:+.6} {:6} {}", - iter, - changes, - alpha_iter, - q, - dq, - unique_labels(&state.labels), - note - ); + println!(" {:4} {:7} {:.4} {:.6} {:+.6} {:6} {}", + iter, changes, alpha_iter, q, dq, unique_labels(&state.labels), note); prev_q = q; if changes == 0 || consecutive >= MIN_STABLE_ITERS { @@ -419,22 +384,13 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); match converged_at { Some(it) => println!(" converged at superstep : {} (α-saturation)", it), - None => println!(" DID NOT CONVERGE within {} supersteps", MAX_SUPERSTEPS), + None => println!(" DID NOT CONVERGE within {} supersteps", MAX_SUPERSTEPS), } - println!( - " final Q : {:.6} (ΔQ from init: {:+.6})", - final_q, - final_q - q0 - ); - println!( - " unique communities : {} (ground truth: {})", - final_unique, k - ); - println!( - " purity vs ground truth : {:.4} ({:.1}% correct)", - final_purity, - final_purity * 100.0 - ); + println!(" final Q : {:.6} (ΔQ from init: {:+.6})", + final_q, final_q - q0); + println!(" unique communities : {} (ground truth: {})", final_unique, k); + println!(" purity vs ground truth : {:.4} ({:.1}% correct)", + final_purity, final_purity * 100.0); println!(" runtime : {} µs", elapsed.as_micros()); println!(); @@ -458,18 +414,10 @@ fn main() { for iter in 1..=MAX_SUPERSTEPS { let changes = louvain_superstep(&g, &mut s); let q = s.modularity(&g); - assert!( - q - prev_q >= -1e-9, - "stress run {run} iter {iter}: Q decreased ({:+e})", - q - prev_q - ); + assert!(q - prev_q >= -1e-9, "stress run {run} iter {iter}: Q decreased ({:+e})", q - prev_q); prev_q = q; let alpha_iter = (n - changes) as f64 / n as f64; - if alpha_iter >= ALPHA_SATURATION_THRESHOLD { - consec += 1; - } else { - consec = 0; - } + if alpha_iter >= ALPHA_SATURATION_THRESHOLD { consec += 1; } else { consec = 0; } if changes == 0 || consec >= MIN_STABLE_ITERS { converged_at = Some(iter); break; @@ -489,25 +437,16 @@ fn main() { let q_var = (q_sq_sum / converged_count.max(1) as f64) - q_mean * q_mean; println!(" converged : {}/100", converged_count); - println!( - " mean iterations : {:.1}", - iters_sum as f64 / converged_count.max(1) as f64 - ); - println!( - " mean purity : {:.4}", - purity_sum / converged_count.max(1) as f64 - ); + println!(" mean iterations : {:.1}", + iters_sum as f64 / converged_count.max(1) as f64); + println!(" mean purity : {:.4}", + purity_sum / converged_count.max(1) as f64); println!(" mean Q at convergence : {:.6}", q_mean); println!(" Q variance across runs : {:.6e}", q_var); - println!( - " Q std (empirical) : {:.6}", - q_var.max(0.0).sqrt() - ); - println!( - " runtime : {} ms ({:.1} ms / run)", + println!(" Q std (empirical) : {:.6}", q_var.max(0.0).sqrt()); + println!(" runtime : {} ms ({:.1} ms / run)", stress_elapsed.as_millis(), - stress_elapsed.as_millis() as f64 / 100.0 - ); + stress_elapsed.as_millis() as f64 / 100.0); println!(); // ── verdict ────────────────────────────────────────────────────────── @@ -516,26 +455,12 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" L4 SoA sweep IS one Louvain Phase-1 iter : YES"); println!(" α-saturation IS the convergence criterion : YES"); - println!( - " Q monotonically non-decreasing (assertion) : YES (across {} runs)", - converged_count - ); - println!( - " Convergence rate : {}/100", - converged_count - ); - println!( - " Mean purity (vs ground-truth communities) : {:.4}", - purity_sum / converged_count.max(1) as f64 - ); - println!( - " Mean Q at convergence : {:.6}", - q_mean - ); - println!( - " Empirical Q std across runs : {:.6}", - q_var.max(0.0).sqrt() - ); + println!(" Q monotonically non-decreasing (assertion) : YES (across {} runs)", converged_count); + println!(" Convergence rate : {}/100", converged_count); + println!(" Mean purity (vs ground-truth communities) : {:.4}", + purity_sum / converged_count.max(1) as f64); + println!(" Mean Q at convergence : {:.6}", q_mean); + println!(" Empirical Q std across runs : {:.6}", q_var.max(0.0).sqrt()); println!(); println!(" → Louvain Phase-1 reduces to:"); println!(" L1: degree(u) = popcount(neighbour_plane[u])"); @@ -544,17 +469,12 @@ fn main() { println!(" All three measured. ΔQ formula is the standard Louvain modularity gain."); println!(); println!(" → vs LPA on the same graph (prior probe, mean purity ~0.475):"); - println!( - " Louvain {:.4} vs LPA ~0.475 = {:.2}× quality improvement", + println!(" Louvain {:.4} vs LPA ~0.475 = {:.2}× quality improvement", purity_sum / converged_count.max(1) as f64, - purity_sum / converged_count.max(1) as f64 / 0.475 - ); + purity_sum / converged_count.max(1) as f64 / 0.475); println!(); println!(" → Pillar-6 confidence-interval footnote:"); - println!( - " Empirical Q std = {:.6} across 100 runs.", - q_var.max(0.0).sqrt() - ); + println!(" Empirical Q std = {:.6} across 100 runs.", q_var.max(0.0).sqrt()); println!(" Per-run Q variance is bounded by the Pillar-6 KS bound on"); println!(" EWA-sandwich variance growth on community-membership planes."); println!(" Concrete σ_pred derivation deferred to a follow-up probe;"); diff --git a/crates/jc/examples/splat_lpa_label_propagation.rs b/crates/jc/examples/splat_lpa_label_propagation.rs index b3a9669e..8800521e 100644 --- a/crates/jc/examples/splat_lpa_label_propagation.rs +++ b/crates/jc/examples/splat_lpa_label_propagation.rs @@ -89,9 +89,7 @@ impl PlantedGraph { let mut state = seed; let mut planes = vec![AwarenessPlane16K::zero(); n as usize]; let nodes_per_comm = n / k; - let ground_truth: Vec = (0..n) - .map(|u| (u / nodes_per_comm).min(k - 1) as u16) - .collect(); + let ground_truth: Vec = (0..n).map(|u| (u / nodes_per_comm).min(k - 1) as u16).collect(); for u in 0..n { for v in (u + 1)..n { let same = ground_truth[u as usize] == ground_truth[v as usize]; @@ -103,12 +101,7 @@ impl PlantedGraph { } } } - Self { - n, - k_communities: k, - ground_truth, - planes, - } + Self { n, k_communities: k, ground_truth, planes } } fn edge_count(&self) -> u32 { @@ -153,13 +146,12 @@ fn lpa_superstep(graph: &PlantedGraph, labels: &[u16], next_labels: &mut [u16]) // among the tied set (stability heuristic — converges faster). let max_count = tally.iter().map(|(_, c)| *c).max().unwrap_or(0); let new_label = if max_count == 0 { - cur // isolated node — keep label + cur // isolated node — keep label } else if tally.iter().any(|(l, c)| *l == cur && *c == max_count) { - cur // current label is among the tied max — stay + cur // current label is among the tied max — stay } else { // pick lowest label id among tied for max - tally - .iter() + tally.iter() .filter(|(_, c)| *c == max_count) .map(|(l, _)| *l) .min() @@ -167,9 +159,7 @@ fn lpa_superstep(graph: &PlantedGraph, labels: &[u16], next_labels: &mut [u16]) }; next_labels[u as usize] = new_label; - if new_label != cur { - changes += 1; - } + if new_label != cur { changes += 1; } } changes } @@ -195,9 +185,7 @@ fn purity(labels: &[u16], ground_truth: &[u16], k_truth: usize) -> f64 { let mut correct = 0usize; for (_, gts) in clusters { let mut count = vec![0u32; k_truth]; - for g in gts.iter() { - count[*g as usize] += 1; - } + for g in gts.iter() { count[*g as usize] += 1; } correct += *count.iter().max().unwrap() as usize; } correct as f64 / labels.len() as f64 @@ -209,29 +197,19 @@ fn purity(labels: &[u16], ground_truth: &[u16], k_truth: usize) -> f64 { fn main() { let n = 512u32; - let k = 4u32; // ground-truth communities - let p_within = 16_384u32; // ~25 % within-community edge prob - let p_across = 1_024u32; // ~1.5 % across-community edge prob + let k = 4u32; // ground-truth communities + let p_within = 16_384u32; // ~25 % within-community edge prob + let p_across = 1_024u32; // ~1.5 % across-community edge prob println!("══════════════════════════════════════════════════════════════════════"); println!(" SplatShaderBlas — LPA via Pregel-style L4 supersteps"); println!("══════════════════════════════════════════════════════════════════════"); println!(); println!("Graph : {} nodes, {} planted communities", n, k); - println!( - " p_within = {:.2}% (q16 = {})", - p_within as f64 / 655.36, - p_within - ); - println!( - " p_across = {:.2}% (q16 = {})", - p_across as f64 / 655.36, - p_across - ); - println!( - "Convergence : α_iter ≥ {} for {} consecutive supersteps", - ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS - ); + println!(" p_within = {:.2}% (q16 = {})", p_within as f64 / 655.36, p_within); + println!(" p_across = {:.2}% (q16 = {})", p_across as f64 / 655.36, p_across); + println!("Convergence : α_iter ≥ {} for {} consecutive supersteps", + ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS); println!(" (matches Pillar-7 ALPHA_SATURATION_THRESHOLD)"); println!(); @@ -275,10 +253,8 @@ fn main() { "" }; - println!( - " {:4} {:7} {:.4} {:13} {}", - iter, changes, alpha_iter, uniq, note - ); + println!(" {:4} {:7} {:.4} {:13} {}", + iter, changes, alpha_iter, uniq, note); if changes == 0 || consecutive_saturated >= MIN_STABLE_ITERS { converged_at = Some(iter); @@ -296,21 +272,13 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); match converged_at { Some(it) => println!(" converged at superstep {} (α-saturation)", it), - None => println!(" did NOT converge within {} supersteps", MAX_SUPERSTEPS), + None => println!(" did NOT converge within {} supersteps", MAX_SUPERSTEPS), } - println!( - " unique labels at convergence : {} (ground truth: {})", - final_unique, k - ); - println!( - " purity vs ground truth : {:.4} ({:.1}% correct)", - final_purity, - final_purity * 100.0 - ); - println!( - " total runtime : {} µs", - elapsed.as_micros() - ); + println!(" unique labels at convergence : {} (ground truth: {})", + final_unique, k); + println!(" purity vs ground truth : {:.4} ({:.1}% correct)", + final_purity, final_purity * 100.0); + println!(" total runtime : {} µs", elapsed.as_micros()); println!(); // ── stress test: 100 graphs, deterministic seeds ───────────────────── @@ -332,11 +300,7 @@ fn main() { let changes = lpa_superstep(&g, &labels, &mut next); std::mem::swap(&mut labels, &mut next); let alpha_iter = (n - changes) as f64 / n as f64; - if alpha_iter >= ALPHA_SATURATION_THRESHOLD { - consec += 1 - } else { - consec = 0 - }; + if alpha_iter >= ALPHA_SATURATION_THRESHOLD { consec += 1 } else { consec = 0 }; if changes == 0 || consec >= MIN_STABLE_ITERS { converged_at = Some(iter); break; @@ -350,23 +314,14 @@ fn main() { } let stress_elapsed = stress_t0.elapsed(); - println!( - " converged : {}/100 runs", - converged_count - ); - println!( - " mean iterations to converge : {:.1}", - iters_sum as f64 / converged_count.max(1) as f64 - ); - println!( - " mean purity : {:.4}", - purity_sum / converged_count.max(1) as f64 - ); - println!( - " total runtime : {} µs ({:.1} µs / run)", + println!(" converged : {}/100 runs", converged_count); + println!(" mean iterations to converge : {:.1}", + iters_sum as f64 / converged_count.max(1) as f64); + println!(" mean purity : {:.4}", + purity_sum / converged_count.max(1) as f64); + println!(" total runtime : {} µs ({:.1} µs / run)", stress_elapsed.as_micros(), - stress_elapsed.as_micros() as f64 / 100.0 - ); + stress_elapsed.as_micros() as f64 / 100.0); println!(); // ── verdict ────────────────────────────────────────────────────────── @@ -375,24 +330,15 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" L4 SoA sweep IS one Pregel superstep : YES"); println!(" α-saturation IS the convergence criterion : YES (Pillar-7 threshold)"); - println!( - " Convergence rate (planted graphs) : {}/100", - converged_count - ); - println!( - " Mean supersteps to α-saturate : {:.1}", - iters_sum as f64 / converged_count.max(1) as f64 - ); - println!( - " Mean clustering purity : {:.4}", - purity_sum / converged_count.max(1) as f64 - ); + println!(" Convergence rate (planted graphs) : {}/100", converged_count); + println!(" Mean supersteps to α-saturate : {:.1}", + iters_sum as f64 / converged_count.max(1) as f64); + println!(" Mean clustering purity : {:.4}", + purity_sum / converged_count.max(1) as f64); println!(); println!(" → LPA's normally-heuristic iteration count is now deterministic:"); - println!( - " α_iter ≥ {} for {} consecutive supersteps = converged.", - ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS - ); + println!(" α_iter ≥ {} for {} consecutive supersteps = converged.", + ALPHA_SATURATION_THRESHOLD, MIN_STABLE_ITERS); println!(); println!(" → Generalises to: Louvain modularity (α tracks Q-stability),"); println!(" Leiden refinement (α gates well-connected community check),"); diff --git a/crates/jc/examples/splat_perturbationslernen.rs b/crates/jc/examples/splat_perturbationslernen.rs index ce4d1359..0305e026 100644 --- a/crates/jc/examples/splat_perturbationslernen.rs +++ b/crates/jc/examples/splat_perturbationslernen.rs @@ -78,18 +78,10 @@ fn splitmix64(state: &mut u64) -> u64 { // ── 2×2 SPD math (inlined; same as splat_to_ewa_bridge) ─────────────────── #[derive(Clone, Copy, Debug)] -struct Mat2 { - a: f64, - b: f64, - c: f64, -} +struct Mat2 { a: f64, b: f64, c: f64 } impl Mat2 { - const I: Self = Self { - a: 1.0, - b: 0.0, - c: 1.0, - }; + const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; fn eig(&self) -> (f64, f64) { let half_trace = (self.a + self.c) / 2.0; @@ -124,9 +116,7 @@ impl Mat2 { /// Affine-invariant Riemannian distance from identity in the SPD cone. fn displacement_from_identity(&self) -> f64 { let (l1, l2) = self.eig(); - if l1 <= 0.0 || l2 <= 0.0 { - return f64::INFINITY; - } + if l1 <= 0.0 || l2 <= 0.0 { return f64::INFINITY; } (l1.ln().powi(2) + l2.ln().powi(2)).sqrt() } } @@ -176,13 +166,7 @@ impl PlantedGraph { } } let degree: Vec = planes.iter().map(popcount).collect(); - Self { - n, - k_communities: k, - ground_truth, - planes, - degree, - } + Self { n, k_communities: k, ground_truth, planes, degree } } } @@ -221,11 +205,7 @@ fn deposit_from_query_overlap( let alpha = (overlap as f64 / deg).clamp(0.0, 1.0) + 0.05; // Width = symmetric counter-axis (we keep it tight relative to alpha). let beta = 0.5 + 0.05; - Mat2 { - a: alpha, - b: 0.0, - c: beta, - } + Mat2 { a: alpha, b: 0.0, c: beta } } fn perturb_superstep( @@ -271,13 +251,8 @@ fn perturb_superstep( let new_sigma = sandwich(&m, &agg); // assert! (NOT debug_assert!) so the SPD invariant is checked under // --release too; per PR #347 Codex review correction. - assert!( - new_sigma.is_spd(), - "Σ left SPD cone at row {u}: agg={:?} step={:?} new={:?}", - agg, - step, - new_sigma - ); + assert!(new_sigma.is_spd(), "Σ left SPD cone at row {u}: agg={:?} step={:?} new={:?}", + agg, step, new_sigma); next_sigma[u as usize] = new_sigma; } } @@ -300,30 +275,23 @@ fn main() { println!(); println!("Graph : {} nodes, {} planted communities", n, k); println!("Query : 5 seed nodes from community 0 → planted in query plane"); - println!( - "Settling : per-iter mean Σ-displacement-change crosses {} (Pillar-7)", - ALPHA_SATURATION_THRESHOLD - ); + println!("Settling : per-iter mean Σ-displacement-change crosses {} (Pillar-7)", + ALPHA_SATURATION_THRESHOLD); println!(); let graph = PlantedGraph::planted(n, k, p_within, p_across, 0xCAFE_BABE_DEAD_BEEF); // ── build query plane: deposit 5 seed nodes from community 0 ───────── let mut query_plane = AwarenessPlane16K::zero(); - let seeds: Vec = (0..n) - .filter(|&u| graph.ground_truth[u as usize] == 0) - .take(5) - .collect(); + let seeds: Vec = (0..n).filter(|&u| graph.ground_truth[u as usize] == 0).take(5).collect(); for &s in &seeds { // Deposit the seed's neighbour bitset as part of the query. for i in 0..256 { query_plane.0[i] |= graph.planes[s as usize].0[i]; } } - println!( - " query plane bits set : {} (= union of 5 seed neighbour sets)", - popcount(&query_plane) - ); + println!(" query plane bits set : {} (= union of 5 seed neighbour sets)", + popcount(&query_plane)); println!(); // ── propagate perturbation ──────────────────────────────────────────── @@ -347,7 +315,8 @@ fn main() { // Print only key checkpoints + saturation event (avoids 200 lines of output). fn should_print(i: usize, max: usize) -> bool { - i == 1 || i == max || (i <= 20 && i % 5 == 0) || (i <= 50 && i % 10 == 0) || i % 25 == 0 + i == 1 || i == max || (i <= 20 && i % 5 == 0) || + (i <= 50 && i % 10 == 0) || i % 25 == 0 } let t0 = std::time::Instant::now(); @@ -355,25 +324,14 @@ fn main() { perturb_superstep(&graph, &query_plane, &sigma, &mut next); std::mem::swap(&mut sigma, &mut next); - let displacements: Vec = sigma - .iter() - .map(|s| s.displacement_from_identity()) - .collect(); + let displacements: Vec = sigma.iter().map(|s| s.displacement_from_identity()).collect(); let mean_disp: f64 = displacements.iter().sum::() / n as f64; let max_disp: f64 = displacements.iter().cloned().fold(0.0, f64::max); let delta_mean = (mean_disp - prev_mean).abs(); - let relative_change = if prev_mean > 1e-9 { - delta_mean / prev_mean - } else { - 1.0 - }; + let relative_change = if prev_mean > 1e-9 { delta_mean / prev_mean } else { 1.0 }; let alpha_iter = (1.0 - relative_change).max(0.0).min(1.0); let saturated = alpha_iter >= ALPHA_SATURATION_THRESHOLD; - if saturated { - consecutive += 1; - } else { - consecutive = 0; - } + if saturated { consecutive += 1; } else { consecutive = 0; } let note = if consecutive >= 2 { "α-SATURATED" @@ -384,10 +342,8 @@ fn main() { }; if should_print(iter, max_supersteps) || saturated || consecutive >= 2 { - println!( - " {:4} {:8.4} {:8.4} {:.4} {:.4} {}", - iter, mean_disp, max_disp, delta_mean, alpha_iter, note - ); + println!(" {:4} {:8.4} {:8.4} {:.4} {:.4} {}", + iter, mean_disp, max_disp, delta_mean, alpha_iter, note); } prev_mean = mean_disp; @@ -403,17 +359,14 @@ fn main() { // ── Σ pinned). Target rows have alpha ≈ 0.95 in the deposit, so their ── // ── Σ accumulates more gently than non-target rows (alpha ≈ 0.05). ───── // ── Therefore: FOUND = displacement BELOW (mean − 1σ). ───────────────── - let displacements: Vec = sigma - .iter() - .map(|s| s.displacement_from_identity()) - .collect(); + let displacements: Vec = sigma.iter().map(|s| s.displacement_from_identity()).collect(); let mean_disp: f64 = displacements.iter().sum::() / n as f64; let std_disp: f64 = { let m = mean_disp; let var = displacements.iter().map(|d| (d - m).powi(2)).sum::() / n as f64; var.max(0.0).sqrt() }; - let threshold = mean_disp - std_disp; // mean − 1σ: target rows have LOW disp + let threshold = mean_disp - std_disp; // mean − 1σ: target rows have LOW disp println!(); println!("──────────────────────────────────────────────────────────────────────"); @@ -424,46 +377,24 @@ fn main() { println!(" std_displacement : {:.4}", std_disp); println!(" threshold (mean − 1σ) : {:.4}", threshold); - let found: Vec = (0..n) - .filter(|&u| displacements[u as usize] < threshold) - .collect(); - let found_in_target: usize = found - .iter() + let found: Vec = (0..n).filter(|&u| displacements[u as usize] < threshold).collect(); + let found_in_target: usize = found.iter() .filter(|&&u| graph.ground_truth[u as usize] == 0) .count(); - println!( - " rows above threshold : {} ({:.1}%)", - found.len(), - found.len() as f64 / n as f64 * 100.0 - ); - println!( - " of those in community 0 (target): {}/{} ({:.1}%)", - found_in_target, - found.len(), - if !found.is_empty() { - found_in_target as f64 / found.len() as f64 * 100.0 - } else { - 0.0 - } - ); - println!( - " expected by chance : {:.1}% (1/k = 1/{})", - 100.0 / k as f64, - k - ); + println!(" rows above threshold : {} ({:.1}%)", + found.len(), found.len() as f64 / n as f64 * 100.0); + println!(" of those in community 0 (target): {}/{} ({:.1}%)", + found_in_target, found.len(), + if !found.is_empty() { found_in_target as f64 / found.len() as f64 * 100.0 } else { 0.0 }); + println!(" expected by chance : {:.1}% (1/k = 1/{})", 100.0 / k as f64, k); let baseline = 1.0 / k as f64; let precision = if !found.is_empty() { found_in_target as f64 / found.len() as f64 - } else { - 0.0 - }; + } else { 0.0 }; let lift = precision / baseline; - println!( - " lift over baseline : {:.2}× (precision over random)", - lift - ); + println!(" lift over baseline : {:.2}× (precision over random)", lift); println!(); // ── community-level breakdown ──────────────────────────────────────── @@ -477,22 +408,13 @@ fn main() { .collect(); let m = comm_displacements.iter().sum::() / comm_displacements.len() as f64; let std = { - let var = comm_displacements - .iter() - .map(|d| (d - m).powi(2)) - .sum::() + let var = comm_displacements.iter().map(|d| (d - m).powi(2)).sum::() / comm_displacements.len() as f64; var.max(0.0).sqrt() }; - let mark = if c == 0 { - " ← target (query seeds were here)" - } else { - "" - }; - println!( - " community {} : mean disp = {:.4} σ = {:.4}{}", - c, m, std, mark - ); + let mark = if c == 0 { " ← target (query seeds were here)" } else { "" }; + println!(" community {} : mean disp = {:.4} σ = {:.4}{}", + c, m, std, mark); } println!(); @@ -500,28 +422,14 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" VERDICT"); println!("══════════════════════════════════════════════════════════════════════"); - println!( - " Query injected as perturbation on {} seed rows", - seeds.len() - ); - println!( - " EWA-sandwich propagation (Pillar-6-bounded) for {} supersteps", - converged_at.unwrap_or(max_supersteps) - ); - println!( - " α-saturation triggered : {}", - if converged_at.is_some() { - "YES" - } else { - "no (max iters)" - } - ); + println!(" Query injected as perturbation on {} seed rows", seeds.len()); + println!(" EWA-sandwich propagation (Pillar-6-bounded) for {} supersteps", + converged_at.unwrap_or(max_supersteps)); + println!(" α-saturation triggered : {}", + if converged_at.is_some() { "YES" } else { "no (max iters)" }); println!(" Σ stayed SPD across all rows : YES (assertion-checked)"); println!(" Found-row precision over baseline : {:.2}×", lift); - println!( - " Runtime : {} ms", - elapsed.as_millis() - ); + println!(" Runtime : {} ms", elapsed.as_millis()); println!(); println!(" → Context search WITHOUT explicit k-NN distance queries."); println!(" The query is a deposit; the field's response is the answer."); diff --git a/crates/jc/examples/splat_to_ewa_bridge.rs b/crates/jc/examples/splat_to_ewa_bridge.rs index 5a134d3f..f1ad2f96 100644 --- a/crates/jc/examples/splat_to_ewa_bridge.rs +++ b/crates/jc/examples/splat_to_ewa_bridge.rs @@ -47,8 +47,8 @@ //! --example splat_to_ewa_bridge --release use lance_graph_contract::splat::{ - witness_to_splat, AwarenessPlane16K, CamPlaneSplat, ReasoningWitness64, SplatPlaneSet, - ThetaDecision, TriadicProjection, + witness_to_splat, AwarenessPlane16K, CamPlaneSplat, ReasoningWitness64, + SplatPlaneSet, ThetaDecision, TriadicProjection, }; // ════════════════════════════════════════════════════════════════════════════ @@ -60,18 +60,10 @@ use lance_graph_contract::splat::{ // ════════════════════════════════════════════════════════════════════════════ #[derive(Clone, Copy, Debug)] -struct Mat2 { - a: f64, - b: f64, - c: f64, -} +struct Mat2 { a: f64, b: f64, c: f64 } impl Mat2 { - const I: Self = Self { - a: 1.0, - b: 0.0, - c: 1.0, - }; + const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; fn eig(&self) -> (f64, f64) { let half_trace = (self.a + self.c) / 2.0; @@ -104,9 +96,7 @@ impl Mat2 { fn log_norm(&self) -> f64 { let (l1, l2) = self.eig(); - if l1 <= 0.0 || l2 <= 0.0 { - return f64::INFINITY; - } + if l1 <= 0.0 || l2 <= 0.0 { return f64::INFINITY; } (l1.ln().powi(2) + l2.ln().powi(2)).sqrt() } } @@ -139,11 +129,7 @@ fn sandwich(m: &Mat2, n: &Mat2) -> Mat2 { fn splat_to_sigma(splat: &CamPlaneSplat) -> Mat2 { let alpha = splat.effective_amplitude() as f64 / 255.0 + 0.05; let beta = splat.width_q8 as f64 / 255.0 + 0.05; - Mat2 { - a: alpha, - b: 0.0, - c: beta, - } + Mat2 { a: alpha, b: 0.0, c: beta } } fn plane_popcount(plane: &AwarenessPlane16K) -> u32 { @@ -158,11 +144,9 @@ fn plane_popcount(plane: &AwarenessPlane16K) -> u32 { struct OsintHop { label: &'static str, - factor_a: u16, - factor_b: u16, + factor_a: u16, factor_b: u16, witness_bits: u64, - sigma_idx: u8, - sigma_width_q8: u8, + sigma_idx: u8, sigma_width_q8: u8, theta: ThetaDecision, replay_ref: u64, } @@ -171,72 +155,42 @@ fn osint_chain() -> [OsintHop; 5] { [ OsintHop { label: "Lavender→IDF", - factor_a: 0x0123, - factor_b: 0x0456, - witness_bits: 0x0000_0000_0000_00D8, // amp byte D8 ≈ 0.85 conf - sigma_idx: 0, - sigma_width_q8: 64, - theta: ThetaDecision { - accept_q8: 16, - width_q8: 32, - negative: false, - }, + factor_a: 0x0123, factor_b: 0x0456, + witness_bits: 0x0000_0000_0000_00D8, // amp byte D8 ≈ 0.85 conf + sigma_idx: 0, sigma_width_q8: 64, + theta: ThetaDecision { accept_q8: 16, width_q8: 32, negative: false }, replay_ref: 0xDEAD_BEEF_0001, }, OsintHop { label: "IDF→Israel", - factor_a: 0x0456, - factor_b: 0x0789, - witness_bits: 0x0000_0000_0000_00F2, // amp F2 ≈ 0.95 - sigma_idx: 1, - sigma_width_q8: 32, - theta: ThetaDecision { - accept_q8: 8, - width_q8: 24, - negative: false, - }, + factor_a: 0x0456, factor_b: 0x0789, + witness_bits: 0x0000_0000_0000_00F2, // amp F2 ≈ 0.95 + sigma_idx: 1, sigma_width_q8: 32, + theta: ThetaDecision { accept_q8: 8, width_q8: 24, negative: false }, replay_ref: 0xDEAD_BEEF_0002, }, OsintHop { label: "Israel→NSO", - factor_a: 0x0789, - factor_b: 0x0ABC, - witness_bits: 0x0000_0000_0000_00B3, // amp B3 ≈ 0.70 - sigma_idx: 2, - sigma_width_q8: 96, - theta: ThetaDecision { - accept_q8: 24, - width_q8: 48, - negative: false, - }, + factor_a: 0x0789, factor_b: 0x0ABC, + witness_bits: 0x0000_0000_0000_00B3, // amp B3 ≈ 0.70 + sigma_idx: 2, sigma_width_q8: 96, + theta: ThetaDecision { accept_q8: 24, width_q8: 48, negative: false }, replay_ref: 0xDEAD_BEEF_0003, }, OsintHop { label: "NSO→Pegasus", - factor_a: 0x0ABC, - factor_b: 0x0DEF, - witness_bits: 0x0000_0000_0000_00E6, // amp E6 ≈ 0.90 - sigma_idx: 3, - sigma_width_q8: 48, - theta: ThetaDecision { - accept_q8: 12, - width_q8: 28, - negative: false, - }, + factor_a: 0x0ABC, factor_b: 0x0DEF, + witness_bits: 0x0000_0000_0000_00E6, // amp E6 ≈ 0.90 + sigma_idx: 3, sigma_width_q8: 48, + theta: ThetaDecision { accept_q8: 12, width_q8: 28, negative: false }, replay_ref: 0xDEAD_BEEF_0004, }, OsintHop { label: "Pegasus→Khashoggi", - factor_a: 0x0DEF, - factor_b: 0x0FED, - witness_bits: 0x0000_0000_0000_00E0, // amp E0 ≈ 0.88 - sigma_idx: 4, - sigma_width_q8: 56, - theta: ThetaDecision { - accept_q8: 16, - width_q8: 32, - negative: false, - }, + factor_a: 0x0DEF, factor_b: 0x0FED, + witness_bits: 0x0000_0000_0000_00E0, // amp E0 ≈ 0.88 + sigma_idx: 4, sigma_width_q8: 56, + theta: ThetaDecision { accept_q8: 16, width_q8: 32, negative: false }, replay_ref: 0xDEAD_BEEF_0005, }, ] @@ -267,33 +221,25 @@ fn stress_1000_paths() -> (u32, f64, f64) { let r = splitmix64(&mut state); let amp = (r & 0xFF) as u8; let width = ((r >> 8) & 0xFF) as u8; - let theta_accept = ((r >> 16) & 0x3F) as u8; // ≤ 63 so eff_amp > 0 mostly + let theta_accept = ((r >> 16) & 0x3F) as u8; // ≤ 63 so eff_amp > 0 mostly let theta_width = ((r >> 24) & 0x3F) as u8; let splat = witness_to_splat( ((r >> 32) & 0xFFFF) as u16, ((r >> 48) & 0xFFFF) as u16, TriadicProjection(0), - ReasoningWitness64(amp as u64), // amp lives in low byte + ReasoningWitness64(amp as u64), // amp lives in low byte 0, width, - ThetaDecision { - accept_q8: theta_accept, - width_q8: theta_width, - negative: false, - }, + ThetaDecision { accept_q8: theta_accept, width_q8: theta_width, negative: false }, r, ); let step_sigma = splat_to_sigma(&splat); let m = step_sigma.sqrt(); sigma = sandwich(&m, &sigma); - if !sigma.is_spd() { - all_spd = false; - } - } - if all_spd { - spd_count += 1; + if !sigma.is_spd() { all_spd = false; } } + if all_spd { spd_count += 1; } log_norms.push(sigma.log_norm()); } @@ -349,30 +295,16 @@ fn main() { let log_norm = new_sigma.log_norm(); println!(" k={} hop {}", k + 1, hop.label); - println!( - " splat : center=(0x{:04X},0x{:04X}) channel={:?} amp={} eff_amp={} width={}", - splat.center_a, - splat.center_b, - splat.channel, - splat.amplitude_q8, - splat.effective_amplitude(), - splat.width_q8 - ); - println!( - " Σ_step = diag({:.4}, {:.4})", - step_sigma.a, step_sigma.c - ); - println!( - " Σ = [[{:.4}, {:.4}], [{:.4}, {:.4}]] ‖log Σ‖_F = {:.4} SPD={}", - new_sigma.a, new_sigma.b, new_sigma.b, new_sigma.c, log_norm, spd - ); + println!(" splat : center=(0x{:04X},0x{:04X}) channel={:?} amp={} eff_amp={} width={}", + splat.center_a, splat.center_b, splat.channel, + splat.amplitude_q8, splat.effective_amplitude(), splat.width_q8); + println!(" Σ_step = diag({:.4}, {:.4})", step_sigma.a, step_sigma.c); + println!(" Σ = [[{:.4}, {:.4}], [{:.4}, {:.4}]] ‖log Σ‖_F = {:.4} SPD={}", + new_sigma.a, new_sigma.b, new_sigma.b, new_sigma.c, log_norm, spd); println!(); sigma = new_sigma; - assert!( - spd, - "Σ left SPD cone at hop {k} — Pillar 6 violated through SPLAT contract!" - ); + assert!(spd, "Σ left SPD cone at hop {k} — Pillar 6 violated through SPLAT contract!"); } let elapsed = t0.elapsed(); @@ -381,27 +313,12 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); println!(" L1 — popcount-based exact top-k recovery (per-channel planes)"); println!("──────────────────────────────────────────────────────────────────────"); - println!( - " support : {} bits set", - plane_popcount(&planes.support) - ); - println!( - " contradiction : {} bits", - plane_popcount(&planes.contradiction) - ); - println!( - " forecast : {} bits", - plane_popcount(&planes.forecast) - ); - println!( - " counterfactual: {} bits", - plane_popcount(&planes.counterfactual) - ); + println!(" support : {} bits set", plane_popcount(&planes.support)); + println!(" contradiction : {} bits", plane_popcount(&planes.contradiction)); + println!(" forecast : {} bits", plane_popcount(&planes.forecast)); + println!(" counterfactual: {} bits", plane_popcount(&planes.counterfactual)); println!(" style : {} bits", plane_popcount(&planes.style)); - println!( - " source : {} bits", - plane_popcount(&planes.source) - ); + println!(" source : {} bits", plane_popcount(&planes.source)); println!(); // ────────── L1 identity recovery via per-splat ledger ────────────────── @@ -410,10 +327,8 @@ fn main() { println!("──────────────────────────────────────────────────────────────────────"); for (i, splat) in splats.iter().enumerate() { let bit_pos = (((splat.center_a as u32) << 8) ^ splat.center_b as u32) % 16_384; - println!( - " splat[{}] : bit_position={:5} channel={:?} replay_ref=0x{:016X}", - i, bit_pos, splat.channel, splat.replay_ref - ); + println!(" splat[{}] : bit_position={:5} channel={:?} replay_ref=0x{:016X}", + i, bit_pos, splat.channel, splat.replay_ref); } println!(); @@ -424,18 +339,13 @@ fn main() { let stress_t0 = std::time::Instant::now(); let (spd_count, mean_lognorm, std_lognorm) = stress_1000_paths(); let stress_elapsed = stress_t0.elapsed(); - println!( - " SPD-preservation rate : {}/1000 ({:.3}%)", - spd_count, - spd_count as f64 / 10.0 - ); + println!(" SPD-preservation rate : {}/1000 ({:.3}%)", + spd_count, spd_count as f64 / 10.0); println!(" mean ‖log Σ_n‖_F : {:.4}", mean_lognorm); println!(" std ‖log Σ_n‖_F : {:.4}", std_lognorm); - println!( - " runtime : {} µs ({:.1} µs/path)", + println!(" runtime : {} µs ({:.1} µs/path)", stress_elapsed.as_micros(), - stress_elapsed.as_micros() as f64 / 1000.0 - ); + stress_elapsed.as_micros() as f64 / 1000.0); println!(); // ────────── VERDICT ─────────────────────────────────────────────────── @@ -444,38 +354,22 @@ fn main() { println!("══════════════════════════════════════════════════════════════════════"); println!(" SPLAT → EWA bridge end-to-end : YES"); println!(" Σ stays SPD across canonical 5-hop chain : YES (assertion-checked)"); - println!( - " Σ stays SPD across 1000 × 10-hop chains : {}/1000", - spd_count - ); - println!( - " ‖log Σ_5‖_F (canonical chain) : {:.4}", - sigma.log_norm() - ); + println!(" Σ stays SPD across 1000 × 10-hop chains : {}/1000", spd_count); + println!(" ‖log Σ_5‖_F (canonical chain) : {:.4}", sigma.log_norm()); println!(" AwarenessPlane bits recoverable : YES (popcount + per-splat ledger)"); println!(" Identity preserved (replay_ref intact) : YES (5/5)"); println!(); println!(" Memory:"); - println!( - " SplatPlaneSet (6 channels × 2 KB) : {} bytes", - std::mem::size_of::() - ); - println!( - " Per-splat ledger ({} entries × {} B) : {} bytes", - chain.len(), - std::mem::size_of::(), - chain.len() * std::mem::size_of::() - ); + println!(" SplatPlaneSet (6 channels × 2 KB) : {} bytes", + std::mem::size_of::()); + println!(" Per-splat ledger ({} entries × {} B) : {} bytes", + chain.len(), std::mem::size_of::(), + chain.len() * std::mem::size_of::()); println!(); println!(" Runtime:"); - println!( - " canonical 5-hop chain : {} µs", - elapsed.as_micros() - ); - println!( - " 1000 × 10-hop stress : {} µs total", - stress_elapsed.as_micros() - ); + println!(" canonical 5-hop chain : {} µs", elapsed.as_micros()); + println!(" 1000 × 10-hop stress : {} µs total", + stress_elapsed.as_micros()); println!(); println!(" → Pillar-6 certified math + SPLAT-1 contract = end-to-end OSINT"); println!(" edge traversal in pure-Rust process memory, identity-preserving,"); diff --git a/crates/jc/examples/splat_triangle_count.rs b/crates/jc/examples/splat_triangle_count.rs index 8cfb8421..1d894b0e 100644 --- a/crates/jc/examples/splat_triangle_count.rs +++ b/crates/jc/examples/splat_triangle_count.rs @@ -67,7 +67,7 @@ fn iter_set_bits(plane: &AwarenessPlane16K, mut f: impl FnMut(u32)) { while w != 0 { let bit = w.trailing_zeros(); f((word_idx as u32) * 64 + bit); - w &= w - 1; // clear lowest set bit + w &= w - 1; // clear lowest set bit } } } @@ -99,7 +99,7 @@ impl SsbGraph { let mut csr_set = vec![Vec::::new(); n as usize]; for u in 0..n { for v in (u + 1)..n { - let r = (splitmix64(&mut state) >> 48) as u32; // 0..2^16 + let r = (splitmix64(&mut state) >> 48) as u32; // 0..2^16 if r < edge_prob_q16 { set_neighbor(&mut planes[u as usize], v); set_neighbor(&mut planes[v as usize], u); @@ -109,11 +109,7 @@ impl SsbGraph { } } // CSR neighbour lists are built in increasing u order so already sorted. - Self { - n, - planes, - csr: csr_set, - } + Self { n, planes, csr: csr_set } } fn edge_count(&self) -> u32 { @@ -163,11 +159,8 @@ fn triangles_csr(g: &SsbGraph) -> u64 { let a = nbrs_u[i]; let b = nbrs_v[j]; if a == b { - if a > v { - total += 1; - } - i += 1; - j += 1; + if a > v { total += 1; } + i += 1; j += 1; } else if a < b { i += 1; } else { @@ -192,13 +185,8 @@ fn run_one(label: &str, n: u32, edge_prob_q16: u32, seed: u64) { println!("──────────────────────────────────────────────────────────────────────"); println!(" {}", label); println!("──────────────────────────────────────────────────────────────────────"); - println!( - " nodes={} edges={} avg_degree={:.1} density={:.3}%", - n, - edges, - avg_deg, - density * 100.0 - ); + println!(" nodes={} edges={} avg_degree={:.1} density={:.3}%", + n, edges, avg_deg, density * 100.0); let t0 = std::time::Instant::now(); let ssb_tri = triangles_ssb(&g); @@ -214,34 +202,14 @@ fn run_one(label: &str, n: u32, edge_prob_q16: u32, seed: u64) { println!(" triangles = {} ({} µs)", csr_tri, csr_us); let correct = ssb_tri == csr_tri; - let ratio = if ssb_us > 0 { - csr_us as f64 / ssb_us as f64 - } else { - f64::INFINITY - }; - println!( - " correct : {}", - if correct { - "YES (counts match)" - } else { - "NO — DIVERGENT" - } - ); - println!( - " SSB / CSR ratio: {:.2}× ({})", + let ratio = if ssb_us > 0 { csr_us as f64 / ssb_us as f64 } else { f64::INFINITY }; + println!(" correct : {}", if correct { "YES (counts match)" } else { "NO — DIVERGENT" }); + println!(" SSB / CSR ratio: {:.2}× ({})", ratio, - if ratio > 1.0 { - "SSB faster" - } else { - "CSR faster" - } - ); + if ratio > 1.0 { "SSB faster" } else { "CSR faster" }); println!(); - assert_eq!( - ssb_tri, csr_tri, - "SSB triangle count diverges from CSR baseline!" - ); + assert_eq!(ssb_tri, csr_tri, "SSB triangle count diverges from CSR baseline!"); } fn main() { @@ -258,31 +226,16 @@ fn main() { println!(); // Sweet spot: dense graph where SSB shines (avg_degree > 256). - run_one( - "dense graph (avg_degree ~256)", - 1024, - /* p ≈ 0.25 */ 16_384, - 0xDEAD_BEEF_0001, - ); + run_one("dense graph (avg_degree ~256)", 1024, /* p ≈ 0.25 */ 16_384, 0xDEAD_BEEF_0001); // Medium graph (CSR competitive but not faster). - run_one( - "medium graph (avg_degree ~64)", - 1024, - /* p ≈ 0.0625 */ 4_096, - 0xDEAD_BEEF_0002, - ); + run_one("medium graph (avg_degree ~64)", 1024, /* p ≈ 0.0625 */ 4_096, 0xDEAD_BEEF_0002); // Sparse graph (CSR theoretically wins; SSB still correct + competitive). - run_one( - "sparse graph (avg_degree ~16)", - 1024, - /* p ≈ 0.0156 */ 1_024, - 0xDEAD_BEEF_0003, - ); + run_one("sparse graph (avg_degree ~16)", 1024, /* p ≈ 0.0156 */ 1_024, 0xDEAD_BEEF_0003); // Larger dense — exercises cache behaviour. - run_one("larger dense (n=2048)", 2048, 8_192, 0xDEAD_BEEF_0004); + run_one("larger dense (n=2048)", 2048, 8_192, 0xDEAD_BEEF_0004); println!("══════════════════════════════════════════════════════════════════════"); println!(" VERDICT"); diff --git a/crates/jc/examples/style_table_agreement.rs b/crates/jc/examples/style_table_agreement.rs index cb04e4cd..44af499d 100644 --- a/crates/jc/examples/style_table_agreement.rs +++ b/crates/jc/examples/style_table_agreement.rs @@ -123,14 +123,14 @@ const TABLE_B_ENGINE: [StyleRow; 12] = [ const TABLE_C_PLANNER: [StyleRow; 12] = [ ("deliberate", 0.75, 6.0, 0.20), ("analytical", 0.85, 4.0, 0.10), - ("convergent", 0.70, 6.0, 0.30), // default - ("systematic", 0.70, 6.0, 0.30), // default + ("convergent", 0.70, 6.0, 0.30), // default + ("systematic", 0.70, 6.0, 0.30), // default ("creative", 0.50, 12.0, 0.80), - ("divergent", 0.70, 6.0, 0.30), // default + ("divergent", 0.70, 6.0, 0.30), // default ("exploratory", 0.30, 20.0, 1.00), ("focused", 0.90, 2.0, 0.05), - ("diffuse", 0.70, 6.0, 0.30), // default - ("peripheral", 0.70, 6.0, 0.30), // default + ("diffuse", 0.70, 6.0, 0.30), // default + ("peripheral", 0.70, 6.0, 0.30), // default ("intuitive", 0.60, 8.0, 0.40), ("metacognitive", 0.70, 8.0, 0.50), ]; @@ -179,7 +179,9 @@ fn report_dimension(dim_name: &str, indices: &[usize], which: usize) { let col_c = column(&TABLE_C_PLANNER, indices, which); let n = col_a.len(); - let ratings: Vec> = (0..n).map(|i| vec![col_a[i], col_b[i], col_c[i]]).collect(); + let ratings: Vec> = (0..n) + .map(|i| vec![col_a[i], col_b[i], col_c[i]]) + .collect(); let icc21 = icc(&ratings, IccForm::Icc2_1); let icc31 = icc(&ratings, IccForm::Icc3_1); @@ -244,9 +246,7 @@ fn main() { let all_12: Vec = (0..12).collect(); let seven_explicit: Vec = (0..12).filter(|&i| PLANNER_HAS_EXPLICIT[i]).collect(); - println!( - "╔══ MODE A — all-12 (planner's 5 fallback families use FieldModulation::default) ══╗" - ); + println!("╔══ MODE A — all-12 (planner's 5 fallback families use FieldModulation::default) ══╗"); println!(); report_dimension("resonance_threshold", &all_12, 0); report_dimension("fan_out", &all_12, 1); diff --git a/crates/jc/src/dueker_zoubouloglou.rs b/crates/jc/src/dueker_zoubouloglou.rs index 6adf1b87..1226bd6d 100644 --- a/crates/jc/src/dueker_zoubouloglou.rs +++ b/crates/jc/src/dueker_zoubouloglou.rs @@ -64,11 +64,11 @@ use crate::PillarResult; -const D: usize = 16_384; // substrate-native fingerprint dimension -const N: usize = 1_000; // samples per Monte Carlo run -const M: usize = 20; // Monte Carlo runs -const PHI: f64 = 0.5; // AR(1) coefficient (moderate dependence) -const TOLERANCE: f64 = 0.10; // relative-error PASS threshold +const D: usize = 16_384; // substrate-native fingerprint dimension +const N: usize = 1_000; // samples per Monte Carlo run +const M: usize = 20; // Monte Carlo runs +const PHI: f64 = 0.5; // AR(1) coefficient (moderate dependence) +const TOLERANCE: f64 = 0.10; // relative-error PASS threshold // ════════════════════════════════════════════════════════════════════════════ // Deterministic randomness (matches existing pillar conventions) @@ -95,10 +95,7 @@ struct NormalGen { impl NormalGen { fn new(seed: u64) -> Self { - Self { - state: seed, - cached: None, - } + Self { state: seed, cached: None } } fn next(&mut self) -> f64 { @@ -225,10 +222,7 @@ mod tests { // Smaller d/n for fast tests; the rate is independent of d. let (measured, predicted) = measure_trace(2048, 500, 30, 0.0, 0x1234_5678); let rel_err = (measured - predicted).abs() / predicted; - assert!( - rel_err < 0.05, - "iid case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}" - ); + assert!(rel_err < 0.05, "iid case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}"); } /// High dependence φ = 0.9: long-run variance amplified by (1+φ)/(1-φ) = 19. @@ -239,10 +233,7 @@ mod tests { let (measured, predicted) = measure_trace(2048, 2000, 30, 0.9, 0x9876_5432); let rel_err = (measured - predicted).abs() / predicted; // Looser tolerance — the φ=0.9 case has slow mixing, so finite-n bias is bigger. - assert!( - rel_err < 0.15, - "φ=0.9 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}" - ); + assert!(rel_err < 0.15, "φ=0.9 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}"); } /// Negative dependence φ = -0.5: long-run variance suppressed to (1−0.5)/(1+0.5) = 1/3. @@ -251,10 +242,7 @@ mod tests { fn negative_dependence_suppresses_long_run_variance() { let (measured, predicted) = measure_trace(2048, 1000, 30, -0.5, 0xABCD_EF01); let rel_err = (measured - predicted).abs() / predicted; - assert!( - rel_err < 0.10, - "φ=-0.5 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}" - ); + assert!(rel_err < 0.10, "φ=-0.5 case: measured={measured:.2}, predicted={predicted:.2}, rel_err={rel_err:.4}"); } /// Symmetry: trace estimate should be deterministic given the same seed @@ -263,10 +251,7 @@ mod tests { fn deterministic_with_fixed_seed() { let (m1, _) = measure_trace(512, 200, 5, 0.3, 0xCAFE_BABE); let (m2, _) = measure_trace(512, 200, 5, 0.3, 0xCAFE_BABE); - assert!( - (m1 - m2).abs() < 1e-12, - "seed determinism broken: {m1} vs {m2}" - ); + assert!((m1 - m2).abs() < 1e-12, "seed determinism broken: {m1} vs {m2}"); } /// NormalGen sanity: large sample mean ≈ 0, variance ≈ 1. diff --git a/crates/jc/src/ewa_sandwich.rs b/crates/jc/src/ewa_sandwich.rs index 39797c5d..013614a6 100644 --- a/crates/jc/src/ewa_sandwich.rs +++ b/crates/jc/src/ewa_sandwich.rs @@ -109,11 +109,7 @@ struct Spd2 { } impl Spd2 { - const I: Self = Self { - a: 1.0, - b: 0.0, - c: 1.0, - }; + const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; fn eig(&self) -> (f64, f64, f64, f64) { let half_trace = (self.a + self.c) / 2.0; @@ -140,9 +136,7 @@ impl Spd2 { } } - fn sqrt(&self) -> Self { - self.pow(0.5) - } + fn sqrt(&self) -> Self { self.pow(0.5) } /// log of an SPD matrix. fn log_spd(&self) -> Self { @@ -238,8 +232,8 @@ fn sample_step_sigma(state: &mut u64, sigma_step: f64) -> Spd2 { #[derive(Clone, Copy, Debug)] struct PathResult { final_sigma: Spd2, - log_norm_sq: f64, // ‖log(Σ_n)‖_F^2 - psd_hops: usize, // how many of the `length` hops kept Σ in SPD + log_norm_sq: f64, // ‖log(Σ_n)‖_F^2 + psd_hops: usize, // how many of the `length` hops kept Σ in SPD } fn propagate_path(state: &mut u64, length: usize, sigma_step: f64, eps: f64) -> PathResult { @@ -395,58 +389,29 @@ mod tests { let n = sample_step_sigma(&mut state, 0.3); let m_sqrt = m.sqrt(); let result = sandwich(&m_sqrt, &n); - assert!( - result.is_spd(1e-10), - "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}" - ); + assert!(result.is_spd(1e-10), + "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}"); } } #[test] fn sandwich_with_identity_returns_input() { // M · I · M = M·M = M^2 — for sqrt(Σ), this gives Σ back. - let sigma = Spd2 { - a: 2.0, - b: 0.3, - c: 1.5, - }; + let sigma = Spd2 { a: 2.0, b: 0.3, c: 1.5 }; let sigma_sqrt = sigma.sqrt(); let result = sandwich(&sigma_sqrt, &Spd2::I); // result should be sigma^(1/2) · I · sigma^(1/2) = sigma - assert!( - approx(result.a, sigma.a, 1e-9), - "{} vs {}", - result.a, - sigma.a - ); - assert!( - approx(result.b, sigma.b, 1e-9), - "{} vs {}", - result.b, - sigma.b - ); - assert!( - approx(result.c, sigma.c, 1e-9), - "{} vs {}", - result.c, - sigma.c - ); + assert!(approx(result.a, sigma.a, 1e-9), "{} vs {}", result.a, sigma.a); + assert!(approx(result.b, sigma.b, 1e-9), "{} vs {}", result.b, sigma.b); + assert!(approx(result.c, sigma.c, 1e-9), "{} vs {}", result.c, sigma.c); } #[test] fn path_propagation_returns_finite_results() { let mut state = 0x1234u64; let r = propagate_path(&mut state, 20, 0.2, 1e-12); - assert!( - r.log_norm_sq.is_finite(), - "log_norm_sq should be finite, got {}", - r.log_norm_sq - ); - assert!( - r.final_sigma.is_spd(1e-10), - "final sigma should be SPD: {:?}", - r.final_sigma - ); + assert!(r.log_norm_sq.is_finite(), "log_norm_sq should be finite, got {}", r.log_norm_sq); + assert!(r.final_sigma.is_spd(1e-10), "final sigma should be SPD: {:?}", r.final_sigma); } #[test] @@ -462,10 +427,7 @@ mod tests { } } // Crude bound: with σ_step=0.1, n=50, expect ‖log Σ‖² < 100 typically. - assert!( - max_log_norm_sq < 1000.0, - "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}" - ); + assert!(max_log_norm_sq < 1000.0, "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}"); } #[test] diff --git a/crates/jc/src/ewa_sandwich_3d.rs b/crates/jc/src/ewa_sandwich_3d.rs index ba77e375..77111ee6 100644 --- a/crates/jc/src/ewa_sandwich_3d.rs +++ b/crates/jc/src/ewa_sandwich_3d.rs @@ -98,23 +98,13 @@ fn rand_normal(state: &mut u64) -> f64 { #[derive(Clone, Copy, Debug)] struct Spd3 { - a11: f64, - a12: f64, - a13: f64, - a22: f64, - a23: f64, - a33: f64, + a11: f64, a12: f64, a13: f64, + a22: f64, a23: f64, + a33: f64, } impl Spd3 { - const I: Self = Self { - a11: 1.0, - a12: 0.0, - a13: 0.0, - a22: 1.0, - a23: 0.0, - a33: 1.0, - }; + const I: Self = Self { a11: 1.0, a12: 0.0, a13: 0.0, a22: 1.0, a23: 0.0, a33: 1.0 }; // ── Smith 1961 closed-form eigendecomposition ────────────────────────── // @@ -131,15 +121,9 @@ impl Spd3 { let vals = [self.a11, self.a22, self.a33]; let mut idx = [0usize, 1, 2]; // Sort descending - if vals[idx[0]] < vals[idx[1]] { - idx.swap(0, 1); - } - if vals[idx[1]] < vals[idx[2]] { - idx.swap(1, 2); - } - if vals[idx[0]] < vals[idx[1]] { - idx.swap(0, 1); - } + if vals[idx[0]] < vals[idx[1]] { idx.swap(0, 1); } + if vals[idx[1]] < vals[idx[2]] { idx.swap(1, 2); } + if vals[idx[0]] < vals[idx[1]] { idx.swap(0, 1); } let lam = [vals[idx[0]], vals[idx[1]], vals[idx[2]]]; let mut vecs = [[0.0f64; 3]; 3]; for i in 0..3 { @@ -158,11 +142,8 @@ impl Spd3 { // B = (A - q·I) / p let inv_p = 1.0 / p.max(1e-300); let b = Spd3 { - a11: b11 * inv_p, - a12: self.a12 * inv_p, - a13: self.a13 * inv_p, - a22: b22 * inv_p, - a23: self.a23 * inv_p, + a11: b11 * inv_p, a12: self.a12 * inv_p, a13: self.a13 * inv_p, + a22: b22 * inv_p, a23: self.a23 * inv_p, a33: b33 * inv_p, }; @@ -200,9 +181,7 @@ impl Spd3 { spectral_reconstruct(l1t, l2t, l3t, &vecs) } - fn sqrt(&self) -> Self { - self.pow(0.5) - } + fn sqrt(&self) -> Self { self.pow(0.5) } /// V · diag(ln λᵢ) · Vᵀ fn log_spd(&self) -> Self { @@ -225,16 +204,10 @@ impl Spd3 { /// Sylvester's criterion + eigenvalue check. fn is_spd(&self, eps: f64) -> bool { // Leading minors - if self.a11 <= eps { - return false; - } + if self.a11 <= eps { return false; } let m2 = self.a11 * self.a22 - self.a12 * self.a12; - if m2 <= eps { - return false; - } - if self.det() <= eps { - return false; - } + if m2 <= eps { return false; } + if self.det() <= eps { return false; } // Eigenvalue check let (l1, l2, l3, _) = self.eig(); l1 > eps && l2 > eps && l3 > eps @@ -243,48 +216,27 @@ impl Spd3 { /// 3DGS canonical form: Σ = R · diag(s²) · Rᵀ where R is from quaternion q. /// q = [w, x, y, z], normalized internally. fn from_scale_quat(s: [f64; 3], q: [f64; 4]) -> Self { - let norm = (q[0] * q[0] + q[1] * q[1] + q[2] * q[2] + q[3] * q[3]) - .sqrt() - .max(1e-300); - let (w, x, y, z) = (q[0] / norm, q[1] / norm, q[2] / norm, q[3] / norm); + let norm = (q[0]*q[0] + q[1]*q[1] + q[2]*q[2] + q[3]*q[3]).sqrt().max(1e-300); + let (w, x, y, z) = (q[0]/norm, q[1]/norm, q[2]/norm, q[3]/norm); // Rotation matrix columns from quaternion let r = [ - [ - 1.0 - 2.0 * (y * y + z * z), - 2.0 * (x * y - w * z), - 2.0 * (x * z + w * y), - ], - [ - 2.0 * (x * y + w * z), - 1.0 - 2.0 * (x * x + z * z), - 2.0 * (y * z - w * x), - ], - [ - 2.0 * (x * z - w * y), - 2.0 * (y * z + w * x), - 1.0 - 2.0 * (x * x + y * y), - ], + [1.0 - 2.0*(y*y + z*z), 2.0*(x*y - w*z), 2.0*(x*z + w*y) ], + [2.0*(x*y + w*z), 1.0 - 2.0*(x*x + z*z), 2.0*(y*z - w*x) ], + [2.0*(x*z - w*y), 2.0*(y*z + w*x), 1.0 - 2.0*(x*x + y*y)], ]; - let s2 = [s[0] * s[0], s[1] * s[1], s[2] * s[2]]; + let s2 = [s[0]*s[0], s[1]*s[1], s[2]*s[2]]; // Σ = R · diag(s²) · Rᵀ — upper triangle - let a11 = r[0][0] * r[0][0] * s2[0] + r[0][1] * r[0][1] * s2[1] + r[0][2] * r[0][2] * s2[2]; - let a12 = r[0][0] * r[1][0] * s2[0] + r[0][1] * r[1][1] * s2[1] + r[0][2] * r[1][2] * s2[2]; - let a13 = r[0][0] * r[2][0] * s2[0] + r[0][1] * r[2][1] * s2[1] + r[0][2] * r[2][2] * s2[2]; - let a22 = r[1][0] * r[1][0] * s2[0] + r[1][1] * r[1][1] * s2[1] + r[1][2] * r[1][2] * s2[2]; - let a23 = r[1][0] * r[2][0] * s2[0] + r[1][1] * r[2][1] * s2[1] + r[1][2] * r[2][2] * s2[2]; - let a33 = r[2][0] * r[2][0] * s2[0] + r[2][1] * r[2][1] * s2[1] + r[2][2] * r[2][2] * s2[2]; - - Self { - a11, - a12, - a13, - a22, - a23, - a33, - } + let a11 = r[0][0]*r[0][0]*s2[0] + r[0][1]*r[0][1]*s2[1] + r[0][2]*r[0][2]*s2[2]; + let a12 = r[0][0]*r[1][0]*s2[0] + r[0][1]*r[1][1]*s2[1] + r[0][2]*r[1][2]*s2[2]; + let a13 = r[0][0]*r[2][0]*s2[0] + r[0][1]*r[2][1]*s2[1] + r[0][2]*r[2][2]*s2[2]; + let a22 = r[1][0]*r[1][0]*s2[0] + r[1][1]*r[1][1]*s2[1] + r[1][2]*r[1][2]*s2[2]; + let a23 = r[1][0]*r[2][0]*s2[0] + r[1][1]*r[2][1]*s2[1] + r[1][2]*r[2][2]*s2[2]; + let a33 = r[2][0]*r[2][0]*s2[0] + r[2][1]*r[2][1]*s2[1] + r[2][2]*r[2][2]*s2[2]; + + Self { a11, a12, a13, a22, a23, a33 } } } @@ -294,9 +246,9 @@ impl Spd3 { /// Falls back to Gram-Schmidt if the cross-products are near-zero. fn eigvec_for(a: &Spd3, lam: f64) -> [f64; 3] { // Rows of (A - lam·I) - let r0 = [a.a11 - lam, a.a12, a.a13]; - let r1 = [a.a12, a.a22 - lam, a.a23]; - let r2 = [a.a13, a.a23, a.a33 - lam]; + let r0 = [a.a11 - lam, a.a12, a.a13 ]; + let r1 = [a.a12, a.a22 - lam, a.a23 ]; + let r2 = [a.a13, a.a23, a.a33 - lam]; // Cross products of all row pairs let c01 = cross3(r0, r1); @@ -308,17 +260,13 @@ fn eigvec_for(a: &Spd3, lam: f64) -> [f64; 3] { let n02 = dot3(c02, c02); let n12 = dot3(c12, c12); - let best = if n01 >= n02 && n01 >= n12 { - c01 - } else if n02 >= n12 { - c02 - } else { - c12 - }; + let best = if n01 >= n02 && n01 >= n12 { c01 } + else if n02 >= n12 { c02 } + else { c12 }; let norm = dot3(best, best).sqrt(); if norm > 1e-14 { - [best[0] / norm, best[1] / norm, best[2] / norm] + [best[0]/norm, best[1]/norm, best[2]/norm] } else { // Gram-Schmidt fallback — pick an arbitrary non-collinear vector gram_schmidt_fallback(best) @@ -327,33 +275,30 @@ fn eigvec_for(a: &Spd3, lam: f64) -> [f64; 3] { fn gram_schmidt_fallback(v: [f64; 3]) -> [f64; 3] { // Try canonical basis vectors and pick least-collinear - let bases: [[f64; 3]; 3] = [[1., 0., 0.], [0., 1., 0.], [0., 0., 1.]]; + let bases: [[f64; 3]; 3] = [[1.,0.,0.],[0.,1.,0.],[0.,0.,1.]]; let mut best = bases[0]; let mut best_cross_norm = 0.0f64; for b in &bases { let c = cross3(v, *b); let n = dot3(c, c).sqrt(); - if n > best_cross_norm { - best_cross_norm = n; - best = c; - } + if n > best_cross_norm { best_cross_norm = n; best = c; } } let norm = dot3(best, best).sqrt().max(1e-300); - [best[0] / norm, best[1] / norm, best[2] / norm] + [best[0]/norm, best[1]/norm, best[2]/norm] } #[inline] fn cross3(a: [f64; 3], b: [f64; 3]) -> [f64; 3] { [ - a[1] * b[2] - a[2] * b[1], - a[2] * b[0] - a[0] * b[2], - a[0] * b[1] - a[1] * b[0], + a[1]*b[2] - a[2]*b[1], + a[2]*b[0] - a[0]*b[2], + a[0]*b[1] - a[1]*b[0], ] } #[inline] fn dot3(a: [f64; 3], b: [f64; 3]) -> f64 { - a[0] * b[0] + a[1] * b[1] + a[2] * b[2] + a[0]*b[0] + a[1]*b[1] + a[2]*b[2] } /// Reconstruct Σ = V · diag(vals) · Vᵀ from eigenvectors and scalar values. @@ -361,12 +306,12 @@ fn spectral_reconstruct(v1: f64, v2: f64, v3: f64, vecs: &[[f64; 3]; 3]) -> Spd3 // Σ = Σᵢ vᵢ · eᵢ · eᵢᵀ let (e0, e1, e2) = (vecs[0], vecs[1], vecs[2]); Spd3 { - a11: v1 * e0[0] * e0[0] + v2 * e1[0] * e1[0] + v3 * e2[0] * e2[0], - a12: v1 * e0[0] * e0[1] + v2 * e1[0] * e1[1] + v3 * e2[0] * e2[1], - a13: v1 * e0[0] * e0[2] + v2 * e1[0] * e1[2] + v3 * e2[0] * e2[2], - a22: v1 * e0[1] * e0[1] + v2 * e1[1] * e1[1] + v3 * e2[1] * e2[1], - a23: v1 * e0[1] * e0[2] + v2 * e1[1] * e1[2] + v3 * e2[1] * e2[2], - a33: v1 * e0[2] * e0[2] + v2 * e1[2] * e1[2] + v3 * e2[2] * e2[2], + a11: v1*e0[0]*e0[0] + v2*e1[0]*e1[0] + v3*e2[0]*e2[0], + a12: v1*e0[0]*e0[1] + v2*e1[0]*e1[1] + v3*e2[0]*e2[1], + a13: v1*e0[0]*e0[2] + v2*e1[0]*e1[2] + v3*e2[0]*e2[2], + a22: v1*e0[1]*e0[1] + v2*e1[1]*e1[1] + v3*e2[1]*e2[1], + a23: v1*e0[1]*e0[2] + v2*e1[1]*e1[2] + v3*e2[1]*e2[2], + a33: v1*e0[2]*e0[2] + v2*e1[2]*e1[2] + v3*e2[2]*e2[2], } } @@ -379,26 +324,26 @@ fn sandwich(m: &Spd3, n: &Spd3) -> Spd3 { // P = M · N (full 3×3 product, using symmetry of N) // M is [[a11,a12,a13],[a12,a22,a23],[a13,a23,a33]] // N is [[b11,b12,b13],[b12,b22,b23],[b13,b23,b33]] - let p00 = m.a11 * n.a11 + m.a12 * n.a12 + m.a13 * n.a13; - let p01 = m.a11 * n.a12 + m.a12 * n.a22 + m.a13 * n.a23; - let p02 = m.a11 * n.a13 + m.a12 * n.a23 + m.a13 * n.a33; - let p10 = m.a12 * n.a11 + m.a22 * n.a12 + m.a23 * n.a13; - let p11 = m.a12 * n.a12 + m.a22 * n.a22 + m.a23 * n.a23; - let p12 = m.a12 * n.a13 + m.a22 * n.a23 + m.a23 * n.a33; - let p20 = m.a13 * n.a11 + m.a23 * n.a12 + m.a33 * n.a13; - let p21 = m.a13 * n.a12 + m.a23 * n.a22 + m.a33 * n.a23; - let p22 = m.a13 * n.a13 + m.a23 * n.a23 + m.a33 * n.a33; + let p00 = m.a11*n.a11 + m.a12*n.a12 + m.a13*n.a13; + let p01 = m.a11*n.a12 + m.a12*n.a22 + m.a13*n.a23; + let p02 = m.a11*n.a13 + m.a12*n.a23 + m.a13*n.a33; + let p10 = m.a12*n.a11 + m.a22*n.a12 + m.a23*n.a13; + let p11 = m.a12*n.a12 + m.a22*n.a22 + m.a23*n.a23; + let p12 = m.a12*n.a13 + m.a22*n.a23 + m.a23*n.a33; + let p20 = m.a13*n.a11 + m.a23*n.a12 + m.a33*n.a13; + let p21 = m.a13*n.a12 + m.a23*n.a22 + m.a33*n.a23; + let p22 = m.a13*n.a13 + m.a23*n.a23 + m.a33*n.a33; // R = P · Mᵀ = P · M (M symmetric) - let r00 = p00 * m.a11 + p01 * m.a12 + p02 * m.a13; - let r01 = p00 * m.a12 + p01 * m.a22 + p02 * m.a23; - let r02 = p00 * m.a13 + p01 * m.a23 + p02 * m.a33; - let r10 = p10 * m.a11 + p11 * m.a12 + p12 * m.a13; - let r11 = p10 * m.a12 + p11 * m.a22 + p12 * m.a23; - let r12 = p10 * m.a13 + p11 * m.a23 + p12 * m.a33; - let r20 = p20 * m.a11 + p21 * m.a12 + p22 * m.a13; - let r21 = p20 * m.a12 + p21 * m.a22 + p22 * m.a23; - let r22 = p20 * m.a13 + p21 * m.a23 + p22 * m.a33; + let r00 = p00*m.a11 + p01*m.a12 + p02*m.a13; + let r01 = p00*m.a12 + p01*m.a22 + p02*m.a23; + let r02 = p00*m.a13 + p01*m.a23 + p02*m.a33; + let r10 = p10*m.a11 + p11*m.a12 + p12*m.a13; + let r11 = p10*m.a12 + p11*m.a22 + p12*m.a23; + let r12 = p10*m.a13 + p11*m.a23 + p12*m.a33; + let r20 = p20*m.a11 + p21*m.a12 + p22*m.a13; + let r21 = p20*m.a12 + p21*m.a22 + p22*m.a23; + let r22 = p20*m.a13 + p21*m.a23 + p22*m.a33; Spd3 { a11: r00, @@ -456,11 +401,7 @@ fn propagate_path(state: &mut u64, length: usize, sigma_step: f64, eps: f64) -> } let log_sigma = sigma.log_spd(); let log_norm_sq = log_sigma.frobenius_sq(); - PathResult { - final_sigma: sigma, - log_norm_sq, - psd_hops, - } + PathResult { final_sigma: sigma, log_norm_sq, psd_hops } } // ════════════════════════════════════════════════════════════════════════════ @@ -578,78 +519,31 @@ mod tests { let n = sample_step_sigma(&mut state, 0.3); let m_sqrt = m.sqrt(); let result = sandwich(&m_sqrt, &n); - assert!( - result.is_spd(1e-10), - "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}" - ); + assert!(result.is_spd(1e-10), + "sandwich produced non-SPD: m={m:?}, n={n:?}, result={result:?}"); } } #[test] fn sandwich_with_identity_returns_input() { // sqrt(Σ) · I · sqrt(Σ)ᵀ = Σ - let sigma = Spd3 { - a11: 2.0, - a12: 0.3, - a13: 0.1, - a22: 1.5, - a23: 0.2, - a33: 1.2, - }; + let sigma = Spd3 { a11: 2.0, a12: 0.3, a13: 0.1, a22: 1.5, a23: 0.2, a33: 1.2 }; let sigma_sqrt = sigma.sqrt(); let result = sandwich(&sigma_sqrt, &Spd3::I); - assert!( - approx(result.a11, sigma.a11, 1e-9), - "a11: {} vs {}", - result.a11, - sigma.a11 - ); - assert!( - approx(result.a12, sigma.a12, 1e-9), - "a12: {} vs {}", - result.a12, - sigma.a12 - ); - assert!( - approx(result.a13, sigma.a13, 1e-9), - "a13: {} vs {}", - result.a13, - sigma.a13 - ); - assert!( - approx(result.a22, sigma.a22, 1e-9), - "a22: {} vs {}", - result.a22, - sigma.a22 - ); - assert!( - approx(result.a23, sigma.a23, 1e-9), - "a23: {} vs {}", - result.a23, - sigma.a23 - ); - assert!( - approx(result.a33, sigma.a33, 1e-9), - "a33: {} vs {}", - result.a33, - sigma.a33 - ); + assert!(approx(result.a11, sigma.a11, 1e-9), "a11: {} vs {}", result.a11, sigma.a11); + assert!(approx(result.a12, sigma.a12, 1e-9), "a12: {} vs {}", result.a12, sigma.a12); + assert!(approx(result.a13, sigma.a13, 1e-9), "a13: {} vs {}", result.a13, sigma.a13); + assert!(approx(result.a22, sigma.a22, 1e-9), "a22: {} vs {}", result.a22, sigma.a22); + assert!(approx(result.a23, sigma.a23, 1e-9), "a23: {} vs {}", result.a23, sigma.a23); + assert!(approx(result.a33, sigma.a33, 1e-9), "a33: {} vs {}", result.a33, sigma.a33); } #[test] fn path_propagation_returns_finite_results() { let mut state = 0x1234u64; let r = propagate_path(&mut state, 20, 0.2, 1e-12); - assert!( - r.log_norm_sq.is_finite(), - "log_norm_sq should be finite, got {}", - r.log_norm_sq - ); - assert!( - r.final_sigma.is_spd(1e-10), - "final sigma should be SPD: {:?}", - r.final_sigma - ); + assert!(r.log_norm_sq.is_finite(), "log_norm_sq should be finite, got {}", r.log_norm_sq); + assert!(r.final_sigma.is_spd(1e-10), "final sigma should be SPD: {:?}", r.final_sigma); } #[test] @@ -662,10 +556,8 @@ mod tests { max_log_norm_sq = r.log_norm_sq; } } - assert!( - max_log_norm_sq < 1000.0, - "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}" - ); + assert!(max_log_norm_sq < 1000.0, + "long paths exploded: max ‖log Σ‖² = {max_log_norm_sq}"); } #[test] @@ -689,14 +581,7 @@ mod tests { #[test] fn eigendecomp_diagonal_fast_path() { // p1 < eps_diag → fast diagonal branch - let a = Spd3 { - a11: 3.0, - a12: 0.0, - a13: 0.0, - a22: 2.0, - a23: 0.0, - a33: 1.0, - }; + let a = Spd3 { a11: 3.0, a12: 0.0, a13: 0.0, a22: 2.0, a23: 0.0, a33: 1.0 }; let (l1, l2, l3, vecs) = a.eig(); // Should return sorted descending: 3, 2, 1 assert!(approx(l1, 3.0, 1e-12), "l1={l1}"); @@ -704,7 +589,7 @@ mod tests { assert!(approx(l3, 1.0, 1e-12), "l3={l3}"); // Eigenvectors should be canonical basis (in some permutation) for v in &vecs { - let norm_sq = v[0] * v[0] + v[1] * v[1] + v[2] * v[2]; + let norm_sq = v[0]*v[0] + v[1]*v[1] + v[2]*v[2]; assert!(approx(norm_sq, 1.0, 1e-12), "eigvec not unit: {v:?}"); } } @@ -715,8 +600,8 @@ mod tests { let s = [2.0, 3.0, 0.5]; let q = [1.0, 0.0, 0.0, 0.0]; // identity rotation let sigma = Spd3::from_scale_quat(s, q); - assert!(approx(sigma.a11, 4.0, 1e-12), "a11={}", sigma.a11); // 2² - assert!(approx(sigma.a22, 9.0, 1e-12), "a22={}", sigma.a22); // 3² + assert!(approx(sigma.a11, 4.0, 1e-12), "a11={}", sigma.a11); // 2² + assert!(approx(sigma.a22, 9.0, 1e-12), "a22={}", sigma.a22); // 3² assert!(approx(sigma.a33, 0.25, 1e-12), "a33={}", sigma.a33); // 0.5² assert!(approx(sigma.a12, 0.0, 1e-12), "a12={}", sigma.a12); assert!(approx(sigma.a13, 0.0, 1e-12), "a13={}", sigma.a13); diff --git a/crates/jc/src/hambly_lyons.rs b/crates/jc/src/hambly_lyons.rs index 1d5ac24f..09bef6a7 100644 --- a/crates/jc/src/hambly_lyons.rs +++ b/crates/jc/src/hambly_lyons.rs @@ -190,19 +190,12 @@ mod active { (pass if ≥ {:.0e}). \ Pillar uses sigker::signature_truncated (tensor-algebra path), \ not signature_kernel_pde — independent of PR #350 PDE-form correction.", - N_PAIRS, - DIM, - DEPTH, - max_forward_dist, - FORWARD_TOLERANCE, - forward_pairs_pass, - N_PAIRS, - min_converse_dist, - CONVERSE_THRESHOLD, - converse_pairs_pass, - N_PAIRS, - discrimination_ratio, - DISCRIMINATION_RATIO_MIN, + N_PAIRS, DIM, DEPTH, + max_forward_dist, FORWARD_TOLERANCE, + forward_pairs_pass, N_PAIRS, + min_converse_dist, CONVERSE_THRESHOLD, + converse_pairs_pass, N_PAIRS, + discrimination_ratio, DISCRIMINATION_RATIO_MIN, ); PillarResult { diff --git a/crates/jc/src/jirak.rs b/crates/jc/src/jirak.rs index 5e106d73..4611db89 100644 --- a/crates/jc/src/jirak.rs +++ b/crates/jc/src/jirak.rs @@ -51,15 +51,13 @@ fn normal_cdf(x: f64) -> f64 { fn erf(x: f64) -> f64 { let t = 1.0 / (1.0 + 0.3275911 * x.abs()); - let poly = t - * (0.254829592 - + t * (-0.284496736 + t * (1.421413741 + t * (-1.453152027 + t * 1.061405429)))); + let poly = t * (0.254829592 + + t * (-0.284496736 + + t * (1.421413741 + + t * (-1.453152027 + + t * 1.061405429)))); let result = 1.0 - poly * (-x * x).exp(); - if x >= 0.0 { - result - } else { - -result - } + if x >= 0.0 { result } else { -result } } fn berry_esseen_sup_error(samples: &[f64]) -> f64 { @@ -67,9 +65,7 @@ fn berry_esseen_sup_error(samples: &[f64]) -> f64 { let mean: f64 = samples.iter().sum::() / n; let var: f64 = samples.iter().map(|&x| (x - mean).powi(2)).sum::() / n; let std = var.sqrt(); - if std < 1e-12 { - return 1.0; - } + if std < 1e-12 { return 1.0; } let mut sorted: Vec = samples.to_vec(); sorted.sort_by(|a, b| a.partial_cmp(b).unwrap()); @@ -183,9 +179,6 @@ mod tests { fn iid_data_converges_to_normal() { let samples = generate_iid_pairs(); let err = berry_esseen_sup_error(&samples); - assert!( - err < 0.1, - "IID Berry-Esseen error {err:.6} too large — PRNG may be broken" - ); + assert!(err < 0.1, "IID Berry-Esseen error {err:.6} too large — PRNG may be broken"); } } diff --git a/crates/jc/src/koestenberger.rs b/crates/jc/src/koestenberger.rs index c3dc2832..8d35ef06 100644 --- a/crates/jc/src/koestenberger.rs +++ b/crates/jc/src/koestenberger.rs @@ -104,11 +104,7 @@ struct Spd2 { } impl Spd2 { - const I: Self = Self { - a: 1.0, - b: 0.0, - c: 1.0, - }; + const I: Self = Self { a: 1.0, b: 0.0, c: 1.0 }; /// Eigendecomposition. /// Returns (λ₁, λ₂, cos θ, sin θ) where the columns of R(θ) = [[c,-s],[s,c]] @@ -145,12 +141,8 @@ impl Spd2 { Self { a, b, c: cc } } - fn sqrt(&self) -> Self { - self.pow(0.5) - } - fn inv_sqrt(&self) -> Self { - self.pow(-0.5) - } + fn sqrt(&self) -> Self { self.pow(0.5) } + fn inv_sqrt(&self) -> Self { self.pow(-0.5) } /// Geodesic A ⊕_t B = A^(1/2) · (A^(-1/2) · B · A^(-1/2))^t · A^(1/2). fn geodesic(&self, other: &Self, t: f64) -> Self { @@ -320,16 +312,8 @@ mod tests { #[test] fn distance_is_symmetric() { - let a = Spd2 { - a: 2.0, - b: 0.3, - c: 1.5, - }; - let b = Spd2 { - a: 1.0, - b: -0.1, - c: 3.0, - }; + let a = Spd2 { a: 2.0, b: 0.3, c: 1.5 }; + let b = Spd2 { a: 1.0, b: -0.1, c: 3.0 }; let d_ab = a.distance(&b); let d_ba = b.distance(&a); assert!(approx(d_ab, d_ba, 1e-9), "d(A,B)={d_ab}, d(B,A)={d_ba}"); @@ -337,16 +321,8 @@ mod tests { #[test] fn geodesic_endpoints() { - let a = Spd2 { - a: 2.0, - b: 0.3, - c: 1.5, - }; - let b = Spd2 { - a: 1.0, - b: -0.1, - c: 3.0, - }; + let a = Spd2 { a: 2.0, b: 0.3, c: 1.5 }; + let b = Spd2 { a: 1.0, b: -0.1, c: 3.0 }; let g0 = a.geodesic(&b, 0.0); let g1 = a.geodesic(&b, 1.0); assert!(a.distance(&g0) < 1e-8, "γ(0) should be A"); @@ -356,11 +332,7 @@ mod tests { #[test] fn geodesic_midpoint_of_i_and_2i() { // I ⊕_{1/2} 2I should be √2 · I (geometric mean). - let two_i = Spd2 { - a: 2.0, - b: 0.0, - c: 2.0, - }; + let two_i = Spd2 { a: 2.0, b: 0.0, c: 2.0 }; let mid = Spd2::I.geodesic(&two_i, 0.5); let sqrt2 = std::f64::consts::SQRT_2; assert!(approx(mid.a, sqrt2, 1e-10)); @@ -370,33 +342,21 @@ mod tests { #[test] fn pow_zero_is_identity() { - let m = Spd2 { - a: 3.0, - b: 0.5, - c: 2.0, - }; + let m = Spd2 { a: 3.0, b: 0.5, c: 2.0 }; let p0 = m.pow(0.0); assert!(p0.distance(&Spd2::I) < 1e-10); } #[test] fn pow_one_is_self() { - let m = Spd2 { - a: 3.0, - b: 0.5, - c: 2.0, - }; + let m = Spd2 { a: 3.0, b: 0.5, c: 2.0 }; let p1 = m.pow(1.0); assert!(m.distance(&p1) < 1e-10); } #[test] fn sqrt_squared_is_self() { - let m = Spd2 { - a: 3.0, - b: 0.5, - c: 2.0, - }; + let m = Spd2 { a: 3.0, b: 0.5, c: 2.0 }; let r = m.sqrt(); let r2 = r.pow(2.0); assert!(m.distance(&r2) < 1e-10); diff --git a/crates/jc/src/pflug.rs b/crates/jc/src/pflug.rs index c6c48fbb..d6d61e7a 100644 --- a/crates/jc/src/pflug.rs +++ b/crates/jc/src/pflug.rs @@ -96,10 +96,10 @@ use crate::PillarResult; use std::time::Instant; // Probe parameters — small enough for exact nested-distance computation. -const HORIZON: usize = 4; // T stages → 2^T = 16 terminal scenarios +const HORIZON: usize = 4; // T stages → 2^T = 16 terminal scenarios const N_PERTURBATIONS: usize = 32; // Δ values to sweep for empirical Lipschitz -const DELTA_BASE: f64 = 1.0; // Branching parameter for T1 -const DELTA_MAX_PERT: f64 = 0.5; // Largest perturbation Δ to test +const DELTA_BASE: f64 = 1.0; // Branching parameter for T1 +const DELTA_MAX_PERT: f64 = 0.5; // Largest perturbation Δ to test // ════════════════════════════════════════════════════════════════════════════ // Binary scenario tree — minimal representation. diff --git a/crates/jc/src/precond.rs b/crates/jc/src/precond.rs index f113811e..ebc348ff 100644 --- a/crates/jc/src/precond.rs +++ b/crates/jc/src/precond.rs @@ -180,8 +180,10 @@ pub fn prove() -> PillarResult { // 16×16 random tridiagonal SPD this lands ≈ 3-5×. Use 2.0× as the // conservative pass threshold. let predicted = 2.0; - let pass = - ratio >= predicted && jacobi_failed == 0 && sor_failed == 0 && sor_won == N_PROBLEMS as u64; + let pass = ratio >= predicted + && jacobi_failed == 0 + && sor_failed == 0 + && sor_won == N_PROBLEMS as u64; let detail = format!( "N={} problems × {}×{} tridiag SPD, tol = γ/(γ+1)/√N · 1e-6 = {:.3e}. \ diff --git a/crates/jc/src/probe_p1_gamma_phase.rs b/crates/jc/src/probe_p1_gamma_phase.rs index a652999a..55fa68d7 100644 --- a/crates/jc/src/probe_p1_gamma_phase.rs +++ b/crates/jc/src/probe_p1_gamma_phase.rs @@ -98,7 +98,7 @@ fn rand_beta22(state: &mut u64) -> f64 { // ════════════════════════════════════════════════════════════════════════════ const PHI_INV: f64 = 0.618_033_988_749_894_9; // 1/φ -const STRIDE: f64 = PHI_INV / 4.0; // 1/(4φ) ≈ 0.1545 +const STRIDE: f64 = PHI_INV / 4.0; // 1/(4φ) ≈ 0.1545 fn apply_offset(value: f64, k: usize) -> f64 { let offset = k as f64 * STRIDE; @@ -333,11 +333,7 @@ mod tests { // So order: 1 (d=0.1), 3 (d=0.1), 0 (d=0.3), 2 (d=0.5) let codebook = [0.1, 0.5, 0.9, 0.3]; let ranking = rank_codebook(0.4, &codebook); - assert_eq!( - ranking[0], 1, - "closest should be index 1 (value 0.5), got {}", - ranking[0] - ); + assert_eq!(ranking[0], 1, "closest should be index 1 (value 0.5), got {}", ranking[0]); } #[test] diff --git a/crates/jc/src/reliability.rs b/crates/jc/src/reliability.rs index 55b90487..9e6bec76 100644 --- a/crates/jc/src/reliability.rs +++ b/crates/jc/src/reliability.rs @@ -491,10 +491,7 @@ mod tests { assert_eq!(spearman(&[1.0, f64::NAN, 2.0], &[1.0, 2.0, 3.0]), None); assert_eq!(spearman(&[1.0, 2.0, 3.0], &[1.0, f64::INFINITY, 3.0]), None); assert_eq!(pearson(&[1.0, f64::NAN, 3.0], &[1.0, 2.0, 3.0]), None); - assert_eq!( - pearson(&[1.0, 2.0, 3.0], &[f64::NEG_INFINITY, 2.0, 3.0]), - None - ); + assert_eq!(pearson(&[1.0, 2.0, 3.0], &[f64::NEG_INFINITY, 2.0, 3.0]), None); let nan_items = vec![vec![1.0, 2.0, f64::NAN], vec![1.0, 2.0, 3.0]]; assert_eq!(cronbach_alpha(&nan_items), None); @@ -520,26 +517,14 @@ mod tests { // deviations / mean-square sums to ±∞, whose ratio is NaN or a // finite-but-wrong 0.0. The denom + result guards must return None. let big = 1e308; - for r in [ - pearson(&[big, -big, big], &[big, big, -big]), - spearman(&[big, -big, big], &[big, big, -big]), - ] { - assert!( - r.map(|v| v.is_finite()).unwrap_or(true), - "expected finite or None, got {r:?}" - ); + for r in [pearson(&[big, -big, big], &[big, big, -big]), spearman(&[big, -big, big], &[big, big, -big])] { + assert!(r.map(|v| v.is_finite()).unwrap_or(true), "expected finite or None, got {r:?}"); } let big_items = vec![vec![big, -big, big], vec![-big, big, -big]]; let a = cronbach_alpha(&big_items); - assert!( - a.map(|v| v.is_finite()).unwrap_or(true), - "cronbach: expected finite or None, got {a:?}" - ); + assert!(a.map(|v| v.is_finite()).unwrap_or(true), "cronbach: expected finite or None, got {a:?}"); let big_ratings = vec![vec![big, -big], vec![-big, big], vec![big, big]]; let v = icc(&big_ratings, IccForm::Icc2_1); - assert!( - v.map(|x| x.is_finite()).unwrap_or(true), - "icc: expected finite or None, got {v:?}" - ); + assert!(v.map(|x| x.is_finite()).unwrap_or(true), "icc: expected finite or None, got {v:?}"); } } diff --git a/crates/jc/src/sigma_codebook_probe.rs b/crates/jc/src/sigma_codebook_probe.rs index 6c967b90..57f1553c 100644 --- a/crates/jc/src/sigma_codebook_probe.rs +++ b/crates/jc/src/sigma_codebook_probe.rs @@ -163,11 +163,7 @@ fn synthesize_edge(state: &mut u64) -> EdgeFields { 1.0 - (1.0 - u).powi(2) }; let direction = (splitmix64(state) & 0b111) as u8; // 8 directions - EdgeFields { - frequency, - confidence, - direction, - } + EdgeFields { frequency, confidence, direction } } /// Map an edge's bit-fields to an implicit 2×2 SPD Σ-tensor. @@ -254,7 +250,11 @@ fn kmeans_3d( for j in 0..k { if counts[j] > 0 { let cnt = counts[j] as f64; - centroids[j] = [sums[j][0] / cnt, sums[j][1] / cnt, sums[j][2] / cnt]; + centroids[j] = [ + sums[j][0] / cnt, + sums[j][1] / cnt, + sums[j][2] / cnt, + ]; } // else: keep old centroid (empty cluster) } @@ -385,32 +385,19 @@ mod tests { #[test] fn sym2_log_exp_round_trip() { - let m = Sym2 { - a: 2.0, - b: 0.3, - c: 1.5, - }; + let m = Sym2 { a: 2.0, b: 0.3, c: 1.5 }; let logm = m.log_spd(); let back = logm.exp_sym(); // Round-trip should give back the original SPD. - assert!( - m.frobenius_distance_sq(&back).sqrt() < 1e-9, - "log/exp round-trip failed: {m:?} → {logm:?} → {back:?}" - ); + assert!(m.frobenius_distance_sq(&back).sqrt() < 1e-9, + "log/exp round-trip failed: {m:?} → {logm:?} → {back:?}"); } #[test] fn identity_log_is_zero() { - let i = Sym2 { - a: 1.0, - b: 0.0, - c: 1.0, - }; + let i = Sym2 { a: 1.0, b: 0.0, c: 1.0 }; let l = i.log_spd(); - assert!( - l.frobenius_sq().sqrt() < 1e-12, - "log(I) should be 0, got {l:?}" - ); + assert!(l.frobenius_sq().sqrt() < 1e-12, "log(I) should be 0, got {l:?}"); } #[test] @@ -446,19 +433,12 @@ mod tests { let mut data = Vec::new(); let mut state = 1u64; for _ in 0..100 { - data.push([ - rand_uniform(&mut state) * 0.1, - rand_uniform(&mut state) * 0.1, - 0.0, - ]); + data.push([rand_uniform(&mut state) * 0.1, rand_uniform(&mut state) * 0.1, 0.0]); data.push([10.0 + rand_uniform(&mut state) * 0.1, 0.0, 0.0]); data.push([0.0, 10.0 + rand_uniform(&mut state) * 0.1, 0.0]); } let (centroids, assignments, iters) = kmeans_3d(&data, 3, 100, 42); - assert!( - iters < 100, - "should converge well before max_iter, got {iters}" - ); + assert!(iters < 100, "should converge well before max_iter, got {iters}"); assert_eq!(centroids.len(), 3); let used = { let mut seen = vec![false; 3]; @@ -476,11 +456,7 @@ mod tests { // r.pass might be true or false — we don't assert that. We only assert // that the measurement returned a non-trivial result. assert!(r.measured.is_finite(), "R² should be finite"); - assert!( - r.measured >= 0.0 && r.measured <= 1.0, - "R² out of [0, 1]: {}", - r.measured - ); + assert!(r.measured >= 0.0 && r.measured <= 1.0, "R² out of [0, 1]: {}", r.measured); assert!(!r.detail.is_empty()); } } diff --git a/crates/jc/src/substrate.rs b/crates/jc/src/substrate.rs index bdbf7c8d..11c4fb2f 100644 --- a/crates/jc/src/substrate.rs +++ b/crates/jc/src/substrate.rs @@ -40,11 +40,7 @@ fn cosine_sim(a: &[f32], b: &[f32]) -> f64 { let dot: f64 = a.iter().zip(b).map(|(&x, &y)| x as f64 * y as f64).sum(); let na: f64 = a.iter().map(|&x| (x as f64).powi(2)).sum::().sqrt(); let nb: f64 = b.iter().map(|&x| (x as f64).powi(2)).sum::().sqrt(); - if na < 1e-12 || nb < 1e-12 { - 0.0 - } else { - dot / (na * nb) - } + if na < 1e-12 || nb < 1e-12 { 0.0 } else { dot / (na * nb) } } pub fn prove() -> PillarResult { @@ -108,10 +104,6 @@ mod tests { #[test] fn associativity_high_cosine() { let r = prove(); - assert!( - r.pass, - "mean cosine {:.4} below JL floor {:.4}", - r.measured, r.predicted - ); + assert!(r.pass, "mean cosine {:.4} below JL floor {:.4}", r.measured, r.predicted); } } diff --git a/crates/jc/src/weyl.rs b/crates/jc/src/weyl.rs index 4eabfea9..ef6ed780 100644 --- a/crates/jc/src/weyl.rs +++ b/crates/jc/src/weyl.rs @@ -13,9 +13,7 @@ use crate::PillarResult; const PHI_INV: f64 = 0.618_033_988_749_894_9; // 1/φ = (√5 - 1) / 2 const QUINTENZIRKEL: f64 = 0.584_962_500_721_156_0; // log₂(3/2) ≈ 0.585 -fn frac(x: f64) -> f64 { - x - x.floor() -} +fn frac(x: f64) -> f64 { x - x.floor() } fn star_discrepancy(n: usize, stride: f64) -> f64 { let mut points: Vec = (0..n).map(|k| frac(k as f64 * stride)).collect(); @@ -81,9 +79,6 @@ mod tests { fn discrepancy_decreases_with_n() { let d_100 = star_discrepancy(100, PHI_INV); let d_1000 = star_discrepancy(1000, PHI_INV); - assert!( - d_1000 < d_100, - "discrepancy should decrease: {d_100} vs {d_1000}" - ); + assert!(d_1000 < d_100, "discrepancy should decrease: {d_100} vs {d_1000}"); } } From f4e514de316ce43431234629b1bede44cafce7b2 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 06:54:59 +0000 Subject: [PATCH 07/11] =?UTF-8?q?fix(weather):=20the=20CI=20metric,=20actu?= =?UTF-8?q?ally=20implemented=20=E2=80=94=20codex=20P1/P2=20on=20#920?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit P1 (correct, severe): 12.10 announced "compare CI thresholds to the noise floor, never round-trip" and then measured the round-trip anyway. p1_noise_floor.py computes dev = |bucket_center - original| (a decoded reconstruction error) and counts dev > floor; the CI values it computed were printed and discarded. Every number in 12.10's table was produced by the frame that section declares invalid. New probes/weather-p1/p1_ci_vs_floor.py does the real thing: per point, the confidence interval of the bucket it encodes to, in original units, with saturated edge buckets (0/255) reported separately as UNBOUNDED rather than folded in with a fake finite width. floor linear CI>floor fisherz CI>floor saturated(unbounded) 0.25K 0.0000% 95.65% 0.848% / 0.820% >=0.5K 0.0000% 0.0000% 0.848% / 0.820% interior CI: linear FLAT 0.09412K; fisherz 0.00000-0.42899K (med 0.00561) Versus the bogus table: linear is cleaner than reported (0% not 0.6-0.76%), fisherz at a tight floor is far worse (95.65% not 36.3%), and the mechanism is now explicit -- median CI across BUCKETS is 0.0056K but most POINTS sit in the few wide mid buckets. That is the 28.1-effective-buckets result restated in CI units, so the two measurements now cross-check, which 12.10 lacked. The headline SURVIVES and is cleaner: at a 0.5-1K floor the paths are identical and ONLY saturation matters. 12.1 stays partially reversed on better evidence -- fisherz is an address-economy failure that becomes a validity failure at 0.25K. P2: fetch.py raised an uncaught HTTPError on the first legitimately-missing chunk, killing the documented reproduction before the manifest was written -- while the README correctly documented 404 as valid fill semantics. Now returns the fill array and continues. Third-order lesson recorded: 12.10 was a correction that inherited the defect it was correcting. Naming a frame is not adopting it; the implementation is the claim. An external reviewer caught what two internal passes did not. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .../knowledge/weather-normalized-substrate.md | 70 +++++++++++++++++++ probes/weather-p1/fetch.py | 19 ++++- probes/weather-p1/p1_ci_vs_floor.json | 58 +++++++++++++++ probes/weather-p1/p1_ci_vs_floor.py | 49 +++++++++++++ 4 files changed, 194 insertions(+), 2 deletions(-) create mode 100644 probes/weather-p1/p1_ci_vs_floor.json create mode 100644 probes/weather-p1/p1_ci_vs_floor.py diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index fa99b522..a70a1b41 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -794,6 +794,13 @@ what the original itself can resolve**. This session's own 2026-08-08 reply had it right — *"the code is not the bottleneck, the atmosphere is; the instruments can't see it"* — and §12.1 then scored reconstruction MAE anyway. +> **⊘⊘⊘ THE TABLE BELOW IS STILL WRONG — see §12.11 (codex P1 on #920).** +> `p1_noise_floor.py` computes `dev = |bucket_center − original|`, which is a +> **decoded reconstruction error**: the very round-trip this section declares +> invalid. The CI values it computed were only *printed*, never used in the +> exceedance fractions. §12.11 carries the genuinely CI-based measurement. The +> qualitative conclusion survives; every number below does not. + **Re-measured in the correct frame** (`probes/weather-p1/p1_noise_floor.py`, same real ERA5 T2m field, 1,038,240 points; fraction of gridpoints whose code-induced deviation **exceeds** a candidate floor): @@ -856,3 +863,66 @@ and it over-claimed because it inherited an evaluation frame without examining it. The rule caught its own author one section later. **The frame a measurement is scored in is itself a claim requiring an audit** — that is the generalization, and it is worth more than either verdict it revised. + +### 12.11 — the CI metric, done properly (codex P1 on #920): the frame was right, my implementation of it was not + +§12.10 announced the correct criterion and then **measured the old one anyway**. +`p1_noise_floor.py` computes `dev = |bucket_center − original|` — a decoded +reconstruction error — and counts `dev > floor`. The confidence intervals it +computed were printed and discarded. Caught by codex, correctly: + +> *"The advertised noise-floor reframing still computes a round-trip +> reconstruction metric… the committed exceedance fractions and the conclusions +> in §12.10 are produced by the exact evaluation frame the commit says is +> invalid."* + +**The actual metric** (`probes/weather-p1/p1_ci_vs_floor.py`): for each point, +take the **confidence interval of the bucket it encodes to**, expressed in +original units — `CI(b) = ½ × (width of bucket b in K)` — and ask whether that +CI exceeds the floor. Saturated edge buckets (0, 255) have **unbounded** CI and +are reported separately, never folded in as if they had a finite width. + +| floor | linear: interior CI > floor | Fisher-Z: interior CI > floor | saturated (unbounded) | +|---|---|---|---| +| 0.25 K | **0.0000 %** | **95.65 %** | 0.848 % / 0.820 % | +| 0.5 K | 0.0000 % | 0.0000 % | 0.848 % / 0.820 % | +| 1.0 K | 0.0000 % | 0.0000 % | 0.848 % / 0.820 % | +| 2.0 K | 0.0000 % | 0.0000 % | 0.848 % / 0.820 % | + +Interior CI: **linear is flat at 0.09412 K everywhere**; Fisher-Z spans +0.00000–0.42899 K, median 0.00561. + +**What changes versus §12.10's bogus table:** + +1. **Linear is cleaner than reported** — 0.0000 % interior exceedance at every + floor, not 0.60–0.76 %. Those fractions were reconstruction noise, not CI. +2. **Fisher-Z at a tight floor is far worse than reported** — **95.65 %**, not + 36.3 %. And the mechanism is now explicit: the median CI **across buckets** + is 0.0056 K, but most **points** live in the few wide mid-range buckets + (up to 0.429 K). Most buckets are narrow tail buckets holding almost no data. + **This is the 28.1-effective-buckets finding restated in CI units** — the two + measurements now agree, which is the cross-check §12.10 lacked. +3. **The headline conclusion SURVIVES, and is cleaner.** At a 0.5–1 K floor the + two paths are identical and **only saturation matters** — 0.848 % vs 0.820 %, + i.e. the shared tail is the *entire* story above 0.25 K. +4. **The saturation finding is confirmed and sharpened**: it is the **only** + unbounded-CI population, essentially equal for both paths, and it remains the + top open item because it lands on the extremes. + +**So §12.1 stays partially reversed, on better evidence** — Fisher-Z is not a +validity failure at the plausible floor; it is an **address-economy** failure, +and at a 0.25 K floor that economy failure becomes a validity failure too. + +**Third-order lesson.** §12.3: *a correction carries a claim's burden*. §12.10 +was a correction of §12.1 that **inherited the very defect it was correcting** — +it named the right frame in prose and shipped the wrong one in code. Naming a +frame is not adopting it; **the implementation is the claim**, and prose +asserting otherwise is exactly the "doc-comment claim is not a behaviour" rule +(`CLAUDE.md` falsifiability §) one level up. An external reviewer caught what +two internal passes did not. + +**Also fixed (codex P2):** `fetch.py` raised an uncaught `HTTPError` on the +first legitimately-missing chunk, so the documented `python3 fetch.py` +reproduction died before writing its manifest — while the README *correctly* +documented 404 as valid fill semantics. The code now returns the fill array and +continues, matching the README it contradicted. diff --git a/probes/weather-p1/fetch.py b/probes/weather-p1/fetch.py index 3dd7b0cf..2ed07dcf 100644 --- a/probes/weather-p1/fetch.py +++ b/probes/weather-p1/fetch.py @@ -9,19 +9,34 @@ print(f"target={target} -> time index t={t} (shape0=561264, in range={t<561264})") def get(var, t): + """Fetch one chunk. A 404 is VALID Zarr v2 semantics -- a missing chunk means + the chunk is entirely `fill_value` (NaN here), NOT a fetch failure. Several + ARCO-ERA5 variables are legitimately absent at a given timestep; returning + the fill array is what the format specifies (codex P2 on #920).""" za=meta[f'{var}/.zarray']; comp=za['compressor'] key=f'{var}/{t}.0.0' req=urllib.request.Request(f'{B}/{key}') - raw=urllib.request.urlopen(req, timeout=300).read() + try: + raw=urllib.request.urlopen(req, timeout=300).read() + except urllib.error.HTTPError as e: + if e.code != 404: + raise + fill=za.get('fill_value') + fill=np.nan if fill is None else fill + a=np.full(za['chunks'][1:], fill, dtype=za['dtype']) + return a, 0, a.nbytes # 0 compressed bytes: nothing is stored dec=numcodecs.get_codec(comp).decode(raw) a=np.frombuffer(dec,dtype=za['dtype']).reshape(za['chunks'])[0] - return a, len(raw), dec.__len__() if hasattr(dec,'__len__') else a.nbytes + return a, len(raw), a.nbytes os.makedirs('fixture',exist_ok=True) rows=[] for var in ['2m_temperature','total_column_water_vapour','surface_pressure', '10m_u_component_of_wind','10m_v_component_of_wind']: a,ncomp,nraw=get(var,t) + if ncomp==0: + print(f"{var:34s} MISSING CHUNK -> all-fill (valid Zarr semantics); not saved") + continue np.save(f'fixture/{var}.npy', a) finite=np.isfinite(a) rows.append((var,a.shape,a.dtype.str,ncomp,a.nbytes,a.nbytes/ncomp, diff --git a/probes/weather-p1/p1_ci_vs_floor.json b/probes/weather-p1/p1_ci_vs_floor.json new file mode 100644 index 00000000..b1587195 --- /dev/null +++ b/probes/weather-p1/p1_ci_vs_floor.json @@ -0,0 +1,58 @@ +{ + "linear": { + "sat_frac": 0.008476845430728927, + "interior_ci_min": 0.09411953077903945, + "interior_ci_med": 0.09411953077904034, + "interior_ci_max": 0.094119530779043, + "floors": { + "0.25": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008476845430728927, + "total_at_or_above_floor": 0.008476845430728927 + }, + "0.5": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008476845430728927, + "total_at_or_above_floor": 0.008476845430728927 + }, + "1.0": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008476845430728927, + "total_at_or_above_floor": 0.008476845430728927 + }, + "2.0": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008476845430728927, + "total_at_or_above_floor": 0.008476845430728927 + } + } + }, + "fisher_z": { + "sat_frac": 0.008202342425643397, + "interior_ci_min": 1.0828864116518844e-06, + "interior_ci_med": 0.005607407743958959, + "interior_ci_max": 0.42898798181318165, + "floors": { + "0.25": { + "interior_CI_exceeds": 0.956511018646941, + "saturated_unbounded": 0.008202342425643397, + "total_at_or_above_floor": 0.9647133610725844 + }, + "0.5": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008202342425643397, + "total_at_or_above_floor": 0.008202342425643397 + }, + "1.0": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008202342425643397, + "total_at_or_above_floor": 0.008202342425643397 + }, + "2.0": { + "interior_CI_exceeds": 0.0, + "saturated_unbounded": 0.008202342425643397, + "total_at_or_above_floor": 0.008202342425643397 + } + } + } +} \ No newline at end of file diff --git a/probes/weather-p1/p1_ci_vs_floor.py b/probes/weather-p1/p1_ci_vs_floor.py new file mode 100644 index 00000000..53d56ffe --- /dev/null +++ b/probes/weather-p1/p1_ci_vs_floor.py @@ -0,0 +1,49 @@ +"""P1, CORRECTED metric (codex P1 on #920): compare each point's BUCKET +CONFIDENCE INTERVAL to the floor. Never the decoded error. + +CI(b) = half-width of bucket b expressed in ORIGINAL units (K). +Saturated edge buckets (0, 255) have UNBOUNDED CI and are reported separately, +never folded into an 'exceeds' fraction as if they had a finite width.""" +import numpy as np, json +a=np.load('fixture/2m_temperature.npy').astype(np.float64) +clim=a.mean(axis=1,keepdims=True); anom=a-clim +def fz(s,eps=1e-9): + s=np.clip(s,-1+eps,1-eps); return 0.5*(np.log1p(s)-np.log1p(-s)) +FLOORS=[0.25,0.5,1.0,2.0] +out={} + +def report(name, idx, edges_K): + """edges_K: 257 bucket edges in ORIGINAL units. CI(b)=half the bucket width.""" + ci = np.diff(edges_K)/2.0 # 256 half-widths, in K + interior = (idx>0)&(idx<255) + sat = ~interior + occ = np.bincount(idx.ravel(), minlength=256) + print(f"\n{name}") + print(f" saturated (buckets 0/255, CI UNBOUNDED): {sat.mean()*100:.3f}% of points") + print(f" interior CI (K): min={ci[1:255].min():.5f} med={np.median(ci[1:255]):.5f} max={ci[1:255].max():.5f}") + rows={} + for f in FLOORS: + # fraction of ALL points whose own bucket's CI exceeds the floor + exceed = (ci[idx][interior] > f) + frac_int = exceed.sum()/idx.size + rows[str(f)]={'interior_CI_exceeds':float(frac_int), + 'saturated_unbounded':float(sat.mean()), + 'total_at_or_above_floor':float(frac_int+sat.mean())} + print(f" floor {f:>4}K : interior CI>floor {frac_int*100:8.4f}% " + f"+ saturated {sat.mean()*100:.3f}% = {(frac_int+sat.mean())*100:8.4f}%") + out[name]={'sat_frac':float(sat.mean()), + 'interior_ci_min':float(ci[1:255].min()),'interior_ci_med':float(np.median(ci[1:255])), + 'interior_ci_max':float(ci[1:255].max()),'floors':rows} + +# LINEAR: uniform buckets in K +lo,hi=np.percentile(anom,[0.4,99.6]) +idx=np.clip(np.floor((anom-lo)/(hi-lo)*256),0,255).astype(np.uint8) +report('linear', idx, lo+np.arange(257)/256*(hi-lo)) + +# FISHER-Z: uniform in z, NON-uniform in K after tanh +lo_q,hi_q=np.percentile(anom,[0.4,99.6]); scale=max(abs(lo_q),abs(hi_q)) +z=fz(anom/scale); zlo,zhi=np.percentile(z,[0.4,99.6]) +idxz=np.clip(np.floor((z-zlo)/(zhi-zlo)*256),0,255).astype(np.uint8) +report('fisher_z', idxz, np.tanh(zlo+np.arange(257)/256*(zhi-zlo))*scale) + +json.dump(out,open('p1_ci_vs_floor.json','w'),indent=2) From 5faf97263cb89cb99454b4068c8b9315772f35d5 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 07:00:25 +0000 Subject: [PATCH 08/11] =?UTF-8?q?fix(weather):=20address=20CodeRabbit=20re?= =?UTF-8?q?view=20=E2=80=94=20and=20the=20threshold=20fix=20caught=20anoth?= =?UTF-8?q?er=20over-claim?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 14 review comments triaged; the code fixes surfaced a real defect in my own reported result. THE FIND: p2_probe.py labelled a pair "SHARED" purely because shared > per- variable, never testing the bar. With an explicit pre-registered TARGET_RHO and unrounded printing, T x Td is 0.999556 -- BELOW the 0.9996 bar that 12.8 reported as "0.9996". Two of three pairs pass; the K x K pair does not. 12.8 corrected; the cross-unit conclusion (the case the probe was built for) is unaffected. Code fixes: - verify_apparatus.py: BF16 self-check printed BROKEN and CONTINUED. A guard that cannot fail is not a guard (this repo's own falsifiability rule). Now exits nonzero before emitting any measurement. - p2_probe.py: explicit TARGET_RHO, meets_target + shared_beats_per_variable recorded separately, 6-decimal printing. - jc example: parse_header() validates non-negative dims and uses checked arithmetic -- a negative i64 became a huge usize and could pass a wrapped length check. Plus 6 unit tests (valid, truncated header, truncated payload, negative dims, overflow, read_f64s LE+advance). 6/6 green. - fetch_bg.py: 404 is valid Zarr fill semantics, so retrying 3x can never succeed. Now recorded as missing_chunk_all_fill without retry. - p1_probe.py: persists effective-bucket entropy for both paths (the README quoted numbers the JSON did not contain). - p1_noise_floor.py: SUPERSEDED banner (its dev is a decoded reconstruction error, superseded by p1_ci_vs_floor.py) + fisher widths now from 257 EDGES, not 255 adjacent centre spacings. Doc fixes: - 12.9 scoped: jc::reliability is a round-trip CODEC diagnostic, explicitly NOT product-frame evidence and never citable for the noise-floor claim. - 12.11 saturation: "only violation" now conditional on floors >= 0.5K, with path-specific rates and their denominator; at 0.25K fisherz adds 95.65%. - 12.8: "costs nothing" -> "no material measured cost at this sample size". - 12.2: Pair48 marked [S] conjecture, gated on the operator mint decision. - EPIPHANIES: Fisher-Z generalization labelled [S] and scoped to the tested sample; "effective buckets" and "excess kurtosis" defined; blosc ratios mapped to their variables; file:line added for end_idx monotonicity and the DistanceLut guarantee. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .claude/board/EPIPHANIES.md | 31 +++-- .../knowledge/weather-normalized-substrate.md | 53 ++++++-- .../examples/weather_substrate_reliability.rs | 128 +++++++++++++++--- probes/weather-p1/fetch_bg.py | 10 ++ probes/weather-p1/p1_noise_floor.py | 23 +++- probes/weather-p1/p1_probe.py | 10 ++ probes/weather-p1/p1_results_temperature.json | 3 + probes/weather-p1/p2_probe.py | 13 +- probes/weather-p1/p2_results.json | 15 +- probes/weather-p1/verify_apparatus.py | 8 +- 10 files changed, 244 insertions(+), 50 deletions(-) diff --git a/.claude/board/EPIPHANIES.md b/.claude/board/EPIPHANIES.md index 2a08b771..c88b28bc 100644 --- a/.claude/board/EPIPHANIES.md +++ b/.claude/board/EPIPHANIES.md @@ -9,11 +9,19 @@ effective buckets** vs **Fisher-Z MAE 0.2168 K, 76 empty buckets, 28.1 effective buckets** — 3.2× worse error, 228 of 256 buckets burned. -**Mechanism, measured:** `arctanh` is ≈identity near 0 and explodes near ±1, so -it moves resolution *toward the bounds*. ERA5 anomaly has 77 % of mass inside -|s|<0.25 (kurtosis +3.3, mass in the MIDDLE); a correlation-like control has -32.7 % beyond 0.9 (mass at the BOUNDS). **The transform must match the input -distribution's shape.** Fisher-Z is right for correlation-like inputs and for +**Mechanism, measured on this sample:** `arctanh` is ≈identity near 0 and +explodes near ±1, so it moves resolution *toward the bounds*. The tested ERA5 +`2m_temperature` anomaly (one timestep, 2021-06-15 12:00 UTC) has 77 % of mass +inside |s|<0.25 (**excess** kurtosis +3.30, mass in the MIDDLE); a +correlation-like control `tanh(N(0,1.5))` has 32.7 % beyond 0.9 (mass at the +BOUNDS). **CONJECTURE `[S]`, generalizing beyond the tested sample: the +transform must match the input distribution's shape.** The *measured* claim is +narrower — for THIS field at THIS timestep, Fisher-Z costs address economy. +Promotion to a general rule needs the second variable and season named below. + +**Terms:** *effective buckets* = `exp(Shannon entropy)` of the 256-bin occupancy +histogram (how many addresses actually carry data); *drift score* = `max|occ−μ|/σ` +under a multinomial null, exactly as `crates/helix/src/quantize.rs:119-146`. Fisher-Z is right for correlation-like inputs and for helix's own `r = √u` (equal-area placement concentrates toward the rim BY CONSTRUCTION) — nothing about the helix crate is impugned. What is falsified is generalizing its transform to bell-shaped geophysical fields, which is exactly @@ -22,7 +30,9 @@ comparable substrate" does not survive; the shared palette + LUT may. Also measured: ARCO-ERA5 has **no `wind_speed` variable** (exhaustive, all 52 arrays), so §6.5's Jensen-gap measurement cannot have come from the Phase-A -store; blosc is variable-dependent (1.794× / 1.771× / 1.248×, not one 1.27×); +store; blosc is variable-dependent — **1.794×** (`2m_temperature`), **1.771×** +(`2m_dewpoint_temperature`), **1.248×** (`10m_u_component_of_wind`), each one +chunk `[1,721,1440]` at t=547476, blosc/lz4 as stored — not one 1.27×; the BF16 anomaly gain reproduces in DIRECTION only (74.9× under a zonal-mean climatology proxy vs the doc's unreproduced 97×). @@ -48,9 +58,12 @@ as `Sign::Pos`, *"a real, measurable structural error"*); it has **no azimuth**, the only angular field in the lane; and the crate states twice, unprompted, that **no 2-DOF direction codec exists** (`sprite_replay.rs:47`, `continuous_field.rs:31-43`) and that inventing one is the "invented round-trip -API" it warns against. Also: `end_idx` is monotone ⇒ **non-circular**, so a -wrapped bearing puts 359° and 1° at maximum L1 distance, and `DistanceLut`'s -triangle-inequality guarantee is about a LINEAR order and does not survive. +API" it warns against. Also: `end_idx` is monotone in `n` (`residue.rs:258-266`, the +`end_idx_monotonic_in_n` test) ⇒ **non-circular**, so a wrapped bearing puts +359° and 1° at maximum L1 distance; `DistanceLut`'s triangle-inequality +guarantee (`distance.rs:22-33`, regression `:87-105`) is about a **linear** +index order and does not survive being re-purposed as an angular one +(`residue.rs:53-55` names this failure mode for `distance_heuristic`). **Structural finding worth keeping regardless of weather:** there is **no per-value-lane reading selector in the contract at all** — `ReadMode` has three diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index a70a1b41..812c3bb4 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -609,7 +609,9 @@ the premise itself falsified: covers `EdgeBlock`, a different region. There is **no per-value-lane reading selector in the contract at all** — that absence is the finding. -**Correct shape if a from/to pair is genuinely needed:** a **new 16-byte facet +**Candidate shape `[S]` if a from/to pair is genuinely needed** (a CONJECTURE, not +a promoted design — it follows from the envelope audit in this section and is +gated on the operator mint decision tracked in §12.6): a **new 16-byte facet lane** read as `FacetSchema::Pair48` = `[Signed360; 2]` — `classid(4) + 6 B in + 6 B out` — precedent set twice by `Tekamolo` and `CausalWitness` (both 16-byte lanes appended at the end, no version bump). Codec owner `crates/helix` (next to @@ -696,9 +698,9 @@ with it. Measured (`probes/weather-p1/p2_probe.py`, real ERA5, 3 variables, | pair | units | ρ shared floor | ρ per-variable floors | |---|---|---|---| -| `2m_temperature` × `2m_dewpoint_temperature` | K × K | **0.9996** | 0.9994 | -| `2m_temperature` × `10m_u_component_of_wind` | K × m/s | **0.9997** | **0.8748** | -| `2m_dewpoint_temperature` × `10m_u_component_of_wind` | K × m/s | **0.9997** | **0.8570** | +| `2m_temperature` × `2m_dewpoint_temperature` | K × K | **0.999556** ⚠ *below the 0.9996 bar* | 0.999426 | +| `2m_temperature` × `10m_u_component_of_wind` | K × m/s | **0.999736** PASS | **0.874801** | +| `2m_dewpoint_temperature` × `10m_u_component_of_wind` | K × m/s | **0.999722** PASS | **0.856984** | **Within-variable control (the anti-vacuity half — a shared window could have cost same-variable resolution, and did not):** @@ -709,12 +711,22 @@ cost same-variable resolution, and did not):** | `2m_dewpoint_temperature` | 0.9995 | 0.9996 | 120.7 / 256 | 0 | | `10m_u_component_of_wind` | 0.9998 | 0.9996 | 151.0 / 256 | 0 | +> **⊘ CORRECTED (codex/CodeRabbit review on #920).** This table originally +> reported the first pair as `0.9996` — a **rounding of 0.999556, which is +> BELOW the 0.9996 bar**, and the probe's `SHARED` label only ever tested +> "shared beats per-variable", never the bar itself. `p2_probe.py` now carries +> an explicit pre-registered `TARGET_RHO` and prints PASS / BELOW TARGET on +> unrounded values. **2 of 3 pairs pass; the K×K pair does not.** + **Reading.** The shared canonical floor is not free-riding: it beats per-variable floors by **0.9997 vs 0.857–0.875** exactly where the units differ -(K vs m/s), and is indistinguishable where they do not (K vs K — 0.9996 vs -0.9994). That is the discrimination pattern theory predicts, and it appears -without having been tuned for. Meanwhile the shared window costs **nothing** -within-variable and leaves **zero empty buckets**. +(K vs m/s) — **both cross-unit pairs clear the bar** — and the two paths are +close where the units match (K vs K, 0.999556 vs 0.999426, *the shared floor +still winning but missing the 0.9996 bar*). That is the discrimination pattern +theory predicts, and it appears without having been tuned for. The shared window +shows **no material measured cost** within-variable at this sample size +(within-variable ρ differs by ≤ 0.0001, e.g. dewpoint 0.9995 shared vs 0.9996 +per-variable) and leaves **zero empty buckets**. **So the mechanism was never Fisher-Z — it was standardization.** Putting each variable on its own z-scale is what makes unlike quantities commensurable; @@ -729,7 +741,9 @@ available for archival lanes that want per-variable resolution, but this run shows it buys nothing for correlation, since the shared floor already matches per-variable ρ within-variable. -**Honest boundaries.** One timestep (2021-06-15 12:00 UTC); zonal-mean +**Honest boundaries.** The K×K pair is **below the pre-registered bar** — the +"passes" verdict holds for the cross-unit case this probe was designed to test, +not universally. One timestep (2021-06-15 12:00 UTC); zonal-mean climatology proxy; three variables of which only one carries a different unit; ρ is rank-preservation of the *distance*, which is the right test for LUT-backed ranking/search but is not a claim about absolute error. The shapes @@ -742,7 +756,16 @@ is now largely answered in the negative — the shared floor shows no within-variable penalty — but stays open for the tail/saturation question. Step 3 (Phase A end-to-end) is unblocked. -### 12.9 — Gate 1 RUN with `jc` (not scipy): the representation is valid and reliable +### 12.9 — Gate 1 RUN with `jc` (not scipy): codec self-consistency — NOT product-frame evidence + +> **⊘ SCOPE (CodeRabbit on #920, correct).** Everything in this section is a +> **round-trip** measurement (`truth` vs `reconstructed`), i.e. an **internal +> codec / consistency diagnostic**. §12.10–§12.11 rule round-trip OUT as the +> *product* evaluation frame, because the original is retained. So these numbers +> say the quantizer is self-consistent and rank-preserving; they are **not** +> evidence for the noise-floor conclusion and must never be cited as such. The +> product-frame verdict lives in §12.11 (CI vs floor) and §12.8 (code-distance +> rank), neither of which decodes. §9's gate 1 answered with the workspace's own instruments — `crates/jc/examples/weather_substrate_reliability.rs`, run against the P1/P2 @@ -905,9 +928,13 @@ Interior CI: **linear is flat at 0.09412 K everywhere**; Fisher-Z spans 3. **The headline conclusion SURVIVES, and is cleaner.** At a 0.5–1 K floor the two paths are identical and **only saturation matters** — 0.848 % vs 0.820 %, i.e. the shared tail is the *entire* story above 0.25 K. -4. **The saturation finding is confirmed and sharpened**: it is the **only** - unbounded-CI population, essentially equal for both paths, and it remains the - top open item because it lands on the extremes. +4. **The saturation finding is confirmed and sharpened — with an explicit + floor condition.** At floors **≥ 0.5 K** it is the **only** violation for + either path: **0.848 %** (linear) and **0.820 %** (Fisher-Z) of the + 1,038,240 gridpoints, i.e. the points landing in buckets 0/255 whose CI is + unbounded. **At a 0.25 K floor that is false for Fisher-Z**, which adds + **95.65 %** interior-CI exceedance on top. Every floor-dependent statement + here stays conditional until a per-variable noise floor carries a citation. **So §12.1 stays partially reversed, on better evidence** — Fisher-Z is not a validity failure at the plausible floor; it is an **address-economy** failure, diff --git a/crates/jc/examples/weather_substrate_reliability.rs b/crates/jc/examples/weather_substrate_reliability.rs index de19d671..2d0ad68f 100644 --- a/crates/jc/examples/weather_substrate_reliability.rs +++ b/crates/jc/examples/weather_substrate_reliability.rs @@ -35,6 +35,11 @@ const VAR_NAMES: [&str; 3] = [ "10m_u_component_of_wind", ]; +/// Read `n` little-endian `f64`s from `buf` starting at `*off`, advancing `off`. +/// +/// The caller is responsible for bounds: `main` validates the total length +/// against the header (`16 + n_vars * n_points * 2 * 8`) before any call, so a +/// short buffer is rejected up front rather than panicking mid-parse. fn read_f64s(buf: &[u8], off: &mut usize, n: usize) -> Vec { let mut v = Vec::with_capacity(n); for _ in 0..n { @@ -46,6 +51,43 @@ fn read_f64s(buf: &[u8], off: &mut usize, n: usize) -> Vec { v } +/// Parse and VALIDATE the 16-byte header, returning `(n_vars, n_points, want)`. +/// +/// Rejects, rather than trusting: a short buffer, a negative dimension (an +/// `i64 -1` would otherwise become a huge `usize`), an arithmetic overflow in +/// the expected size, and a length mismatch. Only after all four does any +/// payload byte get read — so a malformed file exits cleanly instead of +/// panicking or attempting a giant allocation. +fn parse_header(buf: &[u8]) -> Result<(usize, usize, usize), String> { + if buf.len() < 16 { + return Err(format!("truncated header ({} bytes, need 16)", buf.len())); + } + let mut hdr = [0u8; 8]; + hdr.copy_from_slice(&buf[0..8]); + let n_vars_i = i64::from_le_bytes(hdr); + hdr.copy_from_slice(&buf[8..16]); + let n_points_i = i64::from_le_bytes(hdr); + if n_vars_i < 0 || n_points_i < 0 { + return Err(format!( + "negative dimension in header (n_vars={n_vars_i}, n_points={n_points_i})" + )); + } + let (n_vars, n_points) = (n_vars_i as usize, n_points_i as usize); + let want = n_vars + .checked_mul(n_points) + .and_then(|v| v.checked_mul(2)) + .and_then(|v| v.checked_mul(8)) + .and_then(|v| v.checked_add(16)) + .ok_or_else(|| format!("header dimensions overflow: {n_vars}×{n_points}"))?; + if buf.len() != want { + return Err(format!( + "expected {want} bytes for {n_vars}×{n_points}, got {}", + buf.len() + )); + } + Ok((n_vars, n_points, want)) +} + fn show(label: &str, truth: &[f64], recon: &[f64]) { let fmt = |o: Option| o.map_or_else(|| " UNDEFINED".to_string(), |v| format!("{v:10.6}")); // Cronbach / ICC treat (truth, reconstructed) as 2 "raters" of each point. @@ -78,24 +120,15 @@ fn main() { } } - if buf.len() < 16 { - eprintln!("{path}: truncated header ({} bytes)", buf.len()); - std::process::exit(2); - } - let mut hdr = [0u8; 8]; - hdr.copy_from_slice(&buf[0..8]); - let n_vars = i64::from_le_bytes(hdr) as usize; - hdr.copy_from_slice(&buf[8..16]); - let n_points = i64::from_le_bytes(hdr) as usize; + let (n_vars, n_points, want) = match parse_header(&buf) { + Ok(t) => t, + Err(e) => { + eprintln!("{path}: {e}"); + std::process::exit(2); + } + }; let mut off = 16usize; - let want = 16 + n_vars * n_points * 2 * 8; - if buf.len() != want { - eprintln!( - "{path}: expected {want} bytes for {n_vars}×{n_points}, got {}", - buf.len() - ); - std::process::exit(2); - } + debug_assert_eq!(buf.len(), want); println!("weather-substrate gate 1 — jc::reliability over palette256 round-trip"); println!("input: {path} vars={n_vars} points/var={n_points}"); @@ -124,3 +157,64 @@ fn main() { separately so a scale shift cannot hide behind a consistency number." ); } + +#[cfg(test)] +mod tests { + use super::*; + + /// Build a well-formed buffer for `n_vars × n_points` (payload zeroed). + fn hdr(n_vars: i64, n_points: i64, payload: usize) -> Vec { + let mut v = Vec::new(); + v.extend_from_slice(&n_vars.to_le_bytes()); + v.extend_from_slice(&n_points.to_le_bytes()); + v.resize(16 + payload, 0); + v + } + + #[test] + fn valid_header_round_trips() { + // 2 vars × 3 points × 2 series × 8 bytes = 96 payload bytes. + let buf = hdr(2, 3, 96); + assert_eq!(parse_header(&buf), Ok((2, 3, 112))); + } + + #[test] + fn truncated_header_is_rejected() { + assert!(parse_header(&[0u8; 8]).is_err(), "8-byte header must fail"); + assert!(parse_header(&[]).is_err(), "empty buffer must fail"); + } + + #[test] + fn truncated_payload_is_rejected() { + // Header promises 96 payload bytes; supply 40. + assert!(parse_header(&hdr(2, 3, 40)).is_err()); + } + + #[test] + fn negative_dimensions_are_rejected() { + // Without the sign check these become huge usizes and the length + // comparison could be satisfied by a wrapped `want`. + assert!(parse_header(&hdr(-1, 3, 96)).is_err(), "negative n_vars"); + assert!(parse_header(&hdr(2, -3, 96)).is_err(), "negative n_points"); + } + + #[test] + fn overflowing_dimensions_are_rejected() { + // n_vars × n_points × 2 × 8 overflows usize on 64-bit. + let buf = hdr(i64::MAX, i64::MAX, 0); + assert!(parse_header(&buf).is_err(), "overflow must not wrap"); + } + + #[test] + fn read_f64s_reads_little_endian_and_advances() { + let vals = [1.5f64, -2.25, 1e-3]; + let mut buf = Vec::new(); + for v in vals { + buf.extend_from_slice(&v.to_le_bytes()); + } + let mut off = 0usize; + let got = read_f64s(&buf, &mut off, 3); + assert_eq!(got, vals.to_vec()); + assert_eq!(off, 24, "offset must advance by 8 per value"); + } +} diff --git a/probes/weather-p1/fetch_bg.py b/probes/weather-p1/fetch_bg.py index ab2d2797..012d0c3c 100644 --- a/probes/weather-p1/fetch_bg.py +++ b/probes/weather-p1/fetch_bg.py @@ -19,6 +19,16 @@ 'nonfinite':int((~np.isfinite(a)).sum())} print(f"OK {var} comp={len(raw):,} ratio={a.nbytes/len(raw):.4f} {time.time()-t0:.0f}s",flush=True) break + except urllib.error.HTTPError as e: + if e.code == 404: + # Valid Zarr v2: a missing chunk IS the fill value. Retrying can + # never succeed, and the absence is a recordable measurement. + out[var]={'status':'missing_chunk_all_fill','http':404, + 'fill_value':za.get('fill_value')} + print(f"FILL {var} (404 = all-fill chunk, not an error)",flush=True) + break + print(f"try{attempt} {var}: HTTPError {e.code}",flush=True) + time.sleep(5) except Exception as e: print(f"try{attempt} {var}: {type(e).__name__} {e}",flush=True) time.sleep(5) diff --git a/probes/weather-p1/p1_noise_floor.py b/probes/weather-p1/p1_noise_floor.py index 27e518fa..9a2ca491 100644 --- a/probes/weather-p1/p1_noise_floor.py +++ b/probes/weather-p1/p1_noise_floor.py @@ -1,4 +1,15 @@ -"""P1 re-evaluated in the CORRECT frame (operator correction 2026-08-11): +"""SUPERSEDED by p1_ci_vs_floor.py -- kept for provenance only. + +This script's `dev` is |bucket_center - original|, i.e. a DECODED RECONSTRUCTION +ERROR, which is the round-trip metric its own docstring disclaims (codex P1 on +PR #920). Its exceedance fractions fed doc section 12.10 and are superseded by +12.11. The Fisher-Z widths below were also adjacent-CENTRE spacings, not bin +widths, and produced 255 spans for 256 buckets. Both are fixed properly in +p1_ci_vs_floor.py; this file is not the measurement of record. + +Original header follows. + +P1 re-evaluated in the CORRECT frame (operator correction 2026-08-11): no roundtrip -- compare the code's confidence-interval thresholds against the original's noise floor. Deviation only matters where it EXCEEDS what the original itself can resolve.""" @@ -20,8 +31,10 @@ def fz(s,eps=1e-9): idxz=np.clip(np.floor((z-zlo)/(zhi-zlo)*256),0,255).astype(np.uint8) cenz=zlo+((np.arange(256)+0.5)/256)*(zhi-zlo) devz=np.abs(np.tanh(cenz)[idxz]*scale-anom) -# CI in K varies by bucket for fisher-z: width of tanh(bucket)*scale -wid=np.abs(np.diff(np.tanh(cenz))*scale); paths['fisher_z']=(devz, None) +# CI per bucket from EDGES (257 of them -> 256 spans), not centre spacing. +_edges = zlo + np.arange(257)*(zhi-zlo)/256 +wid = np.abs(np.diff(np.tanh(_edges))*scale) # 256 full widths, in K +paths['fisher_z'] = (devz, None) FLOORS=[0.25,0.5,1.0,2.0] # K -- reference class; exact citable floor to pin print(f"{'path':10s} {'CI_mid(K)':>10s} " + " ".join(f">{f}K".rjust(9) for f in FLOORS) + f" {'max(K)':>8s}") @@ -34,6 +47,6 @@ def fz(s,eps=1e-9): # fisher-z CI across the range (the CI is position-dependent -- that IS the shape finding) q=[0,64,128,192,255] print("\nfisher-z per-position CI (half bucket width in K): ", - {f"idx{k}": round(float(wid[min(k,len(wid)-1)]/2),4) for k in q}) -out['fisher_z']['ci_by_position_K']={str(k): float(wid[min(k,len(wid)-1)]/2) for k in q} + {f"idx{k}": round(float(wid[k]/2),4) for k in q}) +out['fisher_z']['ci_by_position_K']={str(k): float(wid[k]/2) for k in q} json.dump(out,open('p1_noise_floor.json','w'),indent=2) diff --git a/probes/weather-p1/p1_probe.py b/probes/weather-p1/p1_probe.py index 5054a4ec..fe96bcf7 100644 --- a/probes/weather-p1/p1_probe.py +++ b/probes/weather-p1/p1_probe.py @@ -49,8 +49,16 @@ def fisher_z(s, eps=1e-9): r['palette256_mae_K'] = float(err_pal.mean()) r['palette256_p99_K'] = float(np.percentile(err_pal, 99)) r['palette256_max_K'] = float(err_pal.max()) +def effective_buckets(counts): + """exp(Shannon entropy) of the occupancy histogram: how many of the 256 + addresses are REALLY carrying data. Zero-count buckets contribute nothing.""" + q = counts / counts.sum() + nz = q[q > 0] + return float(np.exp(-(nz * np.log(nz)).sum())) + occ = np.bincount(idx.ravel(), minlength=256) r['palette_occupancy_min'] = int(occ.min()); r['palette_occupancy_max'] = int(occ.max()) +r['palette256_effective_buckets'] = effective_buckets(occ) r['palette_empty_buckets'] = int((occ==0).sum()) r['palette_saturated_frac'] = float((occ[0]+occ[255])/idx.size) # drift_score exactly as quantize.rs: max |occ_i - mu|/sd, multinomial @@ -66,6 +74,8 @@ def fisher_z(s, eps=1e-9): r['palette256_LINEAR_mae_K'] = float(err_lin.mean()) r['palette256_LINEAR_p99_K'] = float(np.percentile(err_lin,99)) r['drift_score_LINEAR'] = float(np.abs(occ_lin-mu).max()/sd) +r['palette256_LINEAR_effective_buckets'] = effective_buckets(occ_lin) +r['palette256_LINEAR_empty_buckets'] = int((occ_lin==0).sum()) r['bytes_per_point_f32'] = 4; r['bytes_per_point_palette'] = 1 for k,v in r.items(): print(f" {k:32s} {v}") diff --git a/probes/weather-p1/p1_results_temperature.json b/probes/weather-p1/p1_results_temperature.json index 728c3672..e42edfb2 100644 --- a/probes/weather-p1/p1_results_temperature.json +++ b/probes/weather-p1/p1_results_temperature.json @@ -13,12 +13,15 @@ "palette256_max_K": 17.54098550804946, "palette_occupancy_min": 0, "palette_occupancy_max": 146451, + "palette256_effective_buckets": 28.110039935052257, "palette_empty_buckets": 76, "palette_saturated_frac": 0.008202342425643397, "drift_score_uniform_sd": 2240.355203957119, "palette256_LINEAR_mae_K": 0.06844932342578529, "palette256_LINEAR_p99_K": 0.09393152803479154, "drift_score_LINEAR": 606.5577197023172, + "palette256_LINEAR_effective_buckets": 115.73741280218573, + "palette256_LINEAR_empty_buckets": 0, "bytes_per_point_f32": 4, "bytes_per_point_palette": 1 } \ No newline at end of file diff --git a/probes/weather-p1/p2_probe.py b/probes/weather-p1/p2_probe.py index 29c2e255..926b6a7f 100644 --- a/probes/weather-p1/p2_probe.py +++ b/probes/weather-p1/p2_probe.py @@ -4,6 +4,10 @@ from scipy import stats as st rng = np.random.default_rng(7) +# Pre-registered acceptance threshold. "shared beats per-variable" is NOT a pass: +# a pair can win the comparison and still miss the bar, so both are reported. +TARGET_RHO = 0.9996 + def load(v): a = np.load(f'fixture/{v}.npy').astype(np.float64) assert np.isfinite(a).all() @@ -46,9 +50,14 @@ def quant(x, lo, hi): r_sh = st.spearmanr(d_sh, truth).statistic r_pv = st.spearmanr(d_pv, truth).statistic key = f"{va} x {vb}" + meets = bool(r_sh >= TARGET_RHO) res['pairs'][key] = {'rho_shared_floor': float(r_sh), 'rho_per_variable_floor': float(r_pv), - 'units': [UNITS[va], UNITS[vb]]} - print(f"{key:<52s} {r_sh:11.4f} {r_pv:11.4f} {'SHARED' if r_sh>r_pv else 'PER-VAR':>9s}") + 'units': [UNITS[va], UNITS[vb]], + 'target_rho': TARGET_RHO, 'meets_target': meets, + 'shared_beats_per_variable': bool(r_sh > r_pv)} + print(f"{key:<52s} {r_sh:11.6f} {r_pv:11.6f} " + f"{'PASS' if meets else 'BELOW TARGET':>13s} " + f"{'(shared>per-var)' if r_sh>r_pv else '(per-var>=shared)'}") # within-variable control: shared floor must not wreck same-variable distance print(f"\n{'within-variable control':<52s} {'rho_shared':>11s} {'rho_pervar':>11s}") diff --git a/probes/weather-p1/p2_results.json b/probes/weather-p1/p2_results.json index 00189922..1f9c652a 100644 --- a/probes/weather-p1/p2_results.json +++ b/probes/weather-p1/p2_results.json @@ -11,7 +11,10 @@ "units": [ "K", "K" - ] + ], + "target_rho": 0.9996, + "meets_target": false, + "shared_beats_per_variable": true }, "2m_temperature x 10m_u_component_of_wind": { "rho_shared_floor": 0.9997359339313134, @@ -19,7 +22,10 @@ "units": [ "K", "m/s" - ] + ], + "target_rho": 0.9996, + "meets_target": true, + "shared_beats_per_variable": true }, "2m_dewpoint_temperature x 10m_u_component_of_wind": { "rho_shared_floor": 0.9997218339974447, @@ -27,7 +33,10 @@ "units": [ "K", "m/s" - ] + ], + "target_rho": 0.9996, + "meets_target": true, + "shared_beats_per_variable": true }, "2m_temperature (within)": { "rho_shared_floor": 0.9995571417817292, diff --git a/probes/weather-p1/verify_apparatus.py b/probes/weather-p1/verify_apparatus.py index 0c9c84a0..66c3e47e 100644 --- a/probes/weather-p1/verify_apparatus.py +++ b/probes/weather-p1/verify_apparatus.py @@ -1,4 +1,5 @@ """Verify the P1 apparatus BEFORE claiming fisher-z is falsified.""" +import sys import numpy as np from scipy import stats as st a=np.load('fixture/2m_temperature.npy').astype(np.float64) @@ -10,7 +11,12 @@ def bf16(x): r=((f>>16)&1).astype(np.uint32) return (((f+0x7FFF+r)&0xFFFF0000).astype(np.uint32)).view(np.float32).astype(np.float64) v=np.array([1.0,300.0,-6.5,1e-3]); rel=np.abs(bf16(v)-v)/np.abs(v) -print("bf16 rel err (must be <= 2^-9 = 0.00195):", rel, "OK" if (rel<=2**-9+1e-12).all() else "BROKEN") +ok = bool((rel <= 2**-9 + 1e-12).all()) +print("bf16 rel err (must be <= 2^-9 = 0.00195):", rel, "OK" if ok else "BROKEN") +if not ok: + # A self-check that prints BROKEN and keeps going is not a self-check. + # Every BF16 number downstream would be unvalidated. Fail loudly instead. + sys.exit("APPARATUS FAILURE: bf16 helper exceeds 2^-9; refusing to emit measurements") # 2) THE MECHANISM: what shape is the input distribution? lo_q,hi_q=np.percentile(anom,[0.4,99.6]); scale=max(abs(lo_q),abs(hi_q)); s=(anom/scale).ravel() From 0040ff786826c60e88be29ce9eb8eb7daafe6668 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 07:39:11 +0000 Subject: [PATCH 09/11] =?UTF-8?q?docs(helix):=20=C2=A712.12=20regrade=20?= =?UTF-8?q?=E2=80=94=20the=20doctrine=20doc=20existed=20and=20was=20never?= =?UTF-8?q?=20read?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Operator-directed, closing the helix arc. Authority is .claude/knowledge/helix-cartesian-vs-fisher2z.md — a doc in this repo whose READ BY: header names "ANY session that encodes/decodes/renders an orientation, normal, or direction", which this arc never opened. Source-first was mistaken for doctrine-first; four corrections were written blind. The name: "helix360" does not exist and never did [G-absence]. Pickaxe over full history (all refs + unreachable objects) returns 12 blobs, all authored by this session, zero deletions, zero blast radius. The symbol is Signed360. Three regrades to §12.2 — the FACTS stood, the INFERENCES did not: - Signed360 alone is a COMPLETE full-sphere direction; the sign partition is what makes it whole. No second helix is needed. - ResidueEdge/rim is the METRIC carrier, not a render input; direction lives in (polar, azimuth). This is the operator's "ResidueEdge is turbovec". - The crate's "no free 2-DOF direction codec" means no HELPER, not no CAPACITY: azimuth is a full-360-degree 16-bit field (residue.rs:85); what is absent is from_normal (a nearest spherical-Fibonacci search). - The "metric hazard" was already crate-documented as the raw-azimuth 2-pi wrap (residue.rs:52-59). Rim = L1-metric, azimuth = circular render carrier: a split, not a defect. Routing a bearing through the metric field was my error, not a property of the codec. Decision WITHDRAWN, not deferred: the Pair48 mint. Its premise (a second helix completes the direction) is false. Still standing: no per-value-lane reading selector exists [G-absence]; the Signed360::sign() all-zero dormant-lane defect (filed, unfixed). Board: prepends E-THE-DOCTRINE-DOC-EXISTED-AND-I-NEVER-READ-IT-1 and updates the two affected entries' Status lines (the only edit append-only permits). Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .claude/board/EPIPHANIES.md | 75 ++++++++++++++- .../knowledge/weather-normalized-substrate.md | 93 +++++++++++++++++++ 2 files changed, 166 insertions(+), 2 deletions(-) diff --git a/.claude/board/EPIPHANIES.md b/.claude/board/EPIPHANIES.md index c88b28bc..e26ee347 100644 --- a/.claude/board/EPIPHANIES.md +++ b/.claude/board/EPIPHANIES.md @@ -1,3 +1,67 @@ +## 2026-08-11 — E-THE-DOCTRINE-DOC-EXISTED-AND-I-NEVER-READ-IT-1 + +**Status:** FINDING `[G]` (operator-directed; authority is +`.claude/knowledge/helix-cartesian-vs-fisher2z.md`, in this repo, with a +`READ BY:` header naming this exact kind of session). + +**Corrects E-A-CORRECTION-IS-A-CLAIM-AND-CARRIES-A-CLAIM-S-BURDEN-1 (below) — +the third link in that same chain, and the entry it corrects is its own rule +firing again.** The `Pair48` successor shape that entry recommends is +**WITHDRAWN, not deferred.** Full regrade: +`.claude/knowledge/weather-normalized-substrate.md` §12.12. + +**The doctrine doc for orientation codecs exists in `.claude/knowledge/`, its +`READ BY:` header says *"ANY session that encodes/decodes/renders an +orientation, normal, or direction"*, and the entire helix arc never opened it** — +not before the design, not during the envelope audit, not through four +successive corrections. Reading the primary source (`crates/helix/src/*.rs`) was +mistaken for reading the doctrine. `residue.rs` states the byte layout +truthfully; it does **not** say which field is metric and which is render, nor +that the sign already completes the sphere. That is precisely what the knowledge +doc carries, and what a `READ BY:` header is *for*. `CLAUDE.md` § *Consult, +don't guess* already orders it: card → **knowledge doc** → board → *then* source. + +**What the doc settles, against the audit's inferences (the FACTS all stood; the +INFERENCES were wrong):** + +1. **`Signed360` alone is a COMPLETE full-sphere direction** — *"you do NOT need + a second 'pos' helix to complete it"* (`helix-cartesian-vs-fisher2z.md:77-82`); + the sign partition is what makes it whole. Hence no pair lane, hence the + withdrawal. +2. **`ResidueEdge` / `rim` is the METRIC carrier, not a render input** — *"never + run the rim's atanh/tanh to recover a direction"* (`:83-86`). Direction lives + in `(polar, azimuth)`. The operator said this first: *"ResidueEdge is + turbovec, nobody was asking you to use turbovec."* +3. **The crate's *"no free 2-DOF direction codec"* means no *helper*, not no + *capacity*.** `azimuth` is *"`n·φ mod 2π` mapped to `[0, 65536)` over the + full 360°"* (`residue.rs:85`). What is genuinely absent is `from_normal`; + encoding is a **nearest spherical-Fibonacci search** with a worked reference + pair (`:90-93`, q2 `scratch-fma/helixbake`). +4. **The metric hazard I "found" is crate-documented, not a discovery** — + `distance_heuristic` names its own failure mode as *"the raw-azimuth 2π + wrap"* and forbids it for CAKES bounds (`residue.rs:52-59`). The real shape + is a **split, not a defect**: rim = L1-metric (`DistanceLut`, triangle + inequality); azimuth = circular render carrier, deliberately not L1. My error + was routing a bearing through the *metric* field, then reporting the + consequence as a property of the codec. + +**Also settled — the name.** `helix360` **does not exist and never did** +`[G-absence]`: pickaxe over full history (all refs + unreachable objects) returns +12 blobs, all authored by that session, **zero deletions, zero blast radius**; +ndarray and the `lance-graph2` backup carry none. The symbol is **`Signed360`**. +A hunt for a deleted artifact that was only ever a mis-remembered name. + +**What still stands from the entry below:** the no-per-value-lane-reading-selector +finding (`[G-absence]`, 15 hits / zero writers / zero decoders), the +`Signed360::sign()` all-zero dormant-lane defect (still filed, still unfixed), +and — sharpened by this entry — its own **rule**. + +**Rule (unchanged, now three links deep):** a correction is a claim and carries a +claim's burden. **Extension:** before correcting a domain claim, check whether +the domain already has a `READ BY:` doc. If it does, that doc is a **mandatory +read, not a suggestion** — four corrections written without it were four +corrections written blind. + ## 2026-08-11 — E-THE-TRANSFORM-MUST-MATCH-THE-DISTRIBUTION-SHAPE-1 **Status:** FINDING `[H]` (measured on real ERA5, one timestep — re-runnable at @@ -38,7 +102,10 @@ climatology proxy vs the doc's unreproduced 97×). ## 2026-08-11 — E-A-CORRECTION-IS-A-CLAIM-AND-CARRIES-A-CLAIM-S-BURDEN-1 -**Status:** FINDING `[G]` (v3-envelope-auditor; exhaustive greps, file:line). +**Status:** FINDING `[G]` on the code facts and on its own rule; **its `Pair48` +successor recommendation is WITHDRAWN and several of its INFERENCES are +regraded** — see `E-THE-DOCTRINE-DOC-EXISTED-AND-I-NEVER-READ-IT-1` (top of +file) and `weather-normalized-substrate.md` §12.12. Read that first. **A correction written in the same breath as the error it replaces has had no independent gate — and one of ours was wrong.** The helix arc's ledger entry C2 @@ -86,7 +153,11 @@ before" is not evidence the new version is right. ## 2026-08-11 — E-HELIX360-IS-THE-NORMALIZED-SUBSTRATE-NOT-A-BIT-BUDGET-1 **Status:** FINDING `[G]` for every code fact (file:line in the doc); the weather -mapping is `[H]`; the floor policy is `[S]` pending probes. +mapping is `[H]`; the floor policy is `[S]` pending probes. **⊘ Two corrections: +"helix360" is this session's coinage — the symbol is `Signed360`, no `helix360` +exists in any repo `[G-absence]`; and the "2×24 = from AND to" reading below is +FALSE — one `Signed360` is already a complete full-sphere direction. See +`E-THE-DOCTRINE-DOC-EXISTED-AND-I-NEVER-READ-IT-1` (top of file).** **The finding, in one line:** helix360 is a Fisher-2z-hydratable golden-spiral projection — two 24-bit equal-area hemispheres glued at the equator (Poincaré diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index 812c3bb4..ea7f54fc 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -18,6 +18,14 @@ > those sections is superseded by **§12**. The sections are left standing, > not deleted, so the correction is legible. > +> **Then §12.2 itself was regraded by §12.12** (operator-directed, same day), +> once the canonical doctrine doc — `.claude/knowledge/helix-cartesian-vs-fisher2z.md`, +> which this arc never opened — was finally read. Two things a reader must not +> act on without §12.12: **"helix360" is this session's coinage for `Signed360`** +> (no such symbol exists in any repo), and the **`Pair48` mint is WITHDRAWN, not +> deferred** — one 6-byte `Signed360` is already a complete full-sphere +> direction. Read **§12.12 before §12.2**. +> > **Grading (mandatory on every claim):** > - `[G]` — verified in committed code this session, with `file:line`. > - `[G-absence]` — verified NOT to exist (grep/read, stated scope). @@ -953,3 +961,88 @@ first legitimately-missing chunk, so the documented `python3 fetch.py` reproduction died before writing its manifest — while the README *correctly* documented 404 as valid fill semantics. The code now returns the fill array and continues, matching the README it contradicted. + +### 12.12 — ⊘⊘⊘ §12.2's REASONING is regraded; the `Pair48` mint is RETIRED; the doctrine doc existed and was never read + +**Trigger.** Operator: *"probably signed360, a naming mis remembered"*, with two +links — `crates/helix/src/residue.rs#L74` and +`.claude/knowledge/helix-cartesian-vs-fisher2z.md#L18`. The second is a +knowledge doc **in this repo**, whose `READ BY:` header names *"ANY session that +encodes/decodes/renders an orientation, normal, or direction"*. This session is +exactly that session, and **never opened it** — not before §2.3, not during +§12.2's envelope audit, not through four subsequent corrections. + +#### The name, settled + +`helix360` **does not exist and never did** `[G-absence]`. Pickaxe over full +history (`git log -S`, all refs, plus unreachable objects) returns **12 blobs, +all authored by this session, zero deletions, zero blast radius**; ndarray and +the `lance-graph2` backup carry none. The real symbol is **`Signed360`** +(`residue.rs:76-116`). Every use of "helix360" in §0–§11 above is this session's +coinage for `Signed360`; read it that way. + +#### Three structural corrections to §12.2 — the facts stood, the inferences did not + +| §12.2 said | Regrade | Authority | +|---|---|---| +| 1. "`Signed360` is ONE signed orientation, not two hemisphere codes" — used to argue the lane cannot carry a from/to pair | **Fact stands; the inference inverts.** The sign is precisely what makes it whole: *"the normal-only 6-byte `Signed360` is a **complete** full-sphere direction — you do NOT need a second 'pos' helix to complete it."* | `helix-cartesian-vs-fisher2z.md:77-82` | +| 2-3. "`ResidueEdge` cannot carry a hemisphere sign / has no azimuth" — used to argue *the lane* has no bearing capacity | **Fact stands; it was the wrong object.** `ResidueEdge`/`rim` is the **METRIC carrier, not a render input** — *"never run the rim's atanh/tanh to recover a direction."* Direction lives in `(polar, azimuth)`. The operator's *"ResidueEdge is turbovec, nobody was asking you to use turbovec"* named this before the doc confirmed it. | `helix-cartesian-vs-fisher2z.md:83-86`; `residue.rs:21-27` | +| 4. crate says *"no free 2-DOF direction codec in this crate"* ⇒ read as "the representation cannot carry a bearing" | **Misread: no *helper*, not no *capacity*.** `azimuth` is *"`n·φ mod 2π` mapped to `[0, 65536)` over the full **360°**"* — a full-circle 16-bit angular field. What the crate lacks is the **encode helper**: *"Encoding a 3D normal → `(n, sign)` is a nearest spherical-Fibonacci search (the crate has no `from_normal` helper)"*, with a worked pair at q2 `scratch-fma/helixbake`. | `residue.rs:85`; `helix-cartesian-vs-fisher2z.md:90-93` | + +#### What in §12.2 still stands, unchanged + +- **Point 5 (metric hazard) — stands, and is *already crate-documented*, not a + discovery.** `distance_heuristic` names its own failure mode as *"the + raw-azimuth 2π wrap"* and forbids it for CAKES bounds (`residue.rs:52-59`). + The correct statement is the canonical split, not a defect: **rim = L1-metric + carrier (`DistanceLut`, triangle inequality); azimuth = render/direction + carrier (circular, deliberately not L1-metric).** Two fields, two jobs. My + error was proposing to route a bearing through the *metric* field and then + reporting the resulting hazard as a property of the codec. +- **Point 6 (no per-value-lane reading selector exists) — stands `[G-absence]`.** + 15 `HelixResidue` hits, zero writers, zero decoders; `ReadMode`'s three axes + select tail / value_schema / edge_codec, none a value-lane *reading*. +- The **dormant-lane defect** is unaffected and still open: `Signed360::sign()` + reads an all-zero lane (`polar = 0`) as a definite `Sign::Neg` + (`residue.rs:109-115`), so "unwritten" and "lower hemisphere" are + indistinguishable — a real hazard the moment a writer exists. + +#### Decision RETIRED: the `Pair48` mint + +§12.2's `[S]` candidate (a new 16-byte `FacetSchema::Pair48 = [Signed360; 2]`) +and §12.3's lesson-about-the-lesson both rested on needing a second helix to +complete a direction. **That premise is false**, so the open operator decision is +**withdrawn, not deferred** — do not mint it. A wind bearing is a 2-DOF direction +on the horizontal; one `Signed360` already addresses the full sphere, a fortiori +the circle. §12.3's *extracted rule* survives untouched and is in fact the rule +that just fired again: **a correction is a claim and carries a claim's burden.** +Three links deep now (§11-C2 → §12.2/§12.3 → §12.12). + +#### The real gap, stated so it is actionable + +Not a missing *carrier* — a missing *encode*. `(bearing, elevation) → Signed360` +is a **nearest spherical-Fibonacci search** over `HemispherePoint::lift` +(pole axis = chosen world axis, `sign = sign(n·pole)`), which the crate +deliberately does not ship as `from_normal`, with a worked reference pair +(q2 `scratch-fma/helixbake` + `cockpit/src/BodyHelix.tsx`). Decode for +render/compare is **pre-materialize one `(polar × azimuth) → direction` LUT, +then gather** — polar 7-bit ≈ 0.45°, azimuth 10-bit LUT column ≈ 0.35°. That is +the mechanical form of the operator's *"you only pay the inbound tax once"*, and +`[S]` until measured on real wind data. + +#### Process lesson — the one worth more than the codec + +`CLAUDE.md` § *Consult, don't guess* orders it explicitly: specialist card → +**knowledge doc** → board → *only then* grep source. This arc did source-first +and stayed wrong through four corrections, because **reading the primary source +is not the same as reading the doctrine that interprets it.** `residue.rs` +states the layout truthfully; it does not say which field is metric and which is +render, nor that the sign already completes the sphere — that is exactly what +the knowledge doc exists to carry, and it is what a `READ BY:` header is *for*. +Cost: one invented 48-bit budget, one straw-man in/out reading, one retracted +mint decision, and a hunt for a deleted symbol that never existed. **A +`READ BY:` header that matches the session's own subject is a mandatory read, +not a suggestion.** + +Cross-ref: `.claude/knowledge/helix-cartesian-vs-fisher2z.md` (the authority for +this whole section), `crates/helix/KNOWLEDGE.md` (place/residue spec). From 42552f824d0e0bbf9111c94f5347fa5f86063715 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 07:43:21 +0000 Subject: [PATCH 10/11] docs(weather-p1): docstring every probe helper and both fetch scripts Clears the failing CodeRabbit pre-merge check (61.79% vs an 80% threshold). Measured on the Python probes alone: 47.6% -> 100%. Purely additive (26 insertions, 0 deletions); no logic, no numbers, no control flow touched, all eight scripts still compile. The two module docstrings are the ones that carry real information: fetch.py and fetch_bg.py now state the Zarr v2 fill semantics AT the code that implements them -- a 404 is an all-fill_value chunk, not a fetch failure -- instead of only in README.md. That separation is the same small-scale shape as this arc's main lesson: source that is truthful about what it does, silent about the doctrine that interprets it. Reviewed while here, no change needed: - CodeRabbit's p1_noise_floor.py:24 finding (adjacent-CENTRE spacing, 255 spans for 256 buckets) is already fixed at lines 34-36/51 and the bot self-marked it addressed; its prescribed edge-based formula is exactly what the live replacement p1_ci_vs_floor.py:17,47 already computes (257 edges through tanh, halved adjacent diffs, index 255 using its own span). An independent re-derivation of the 12.11 correction. - p1_ci_vs_floor.json re-verified for internal consistency without the fixture: linear buckets uniform to 3.8e-14 relative (float ulp), Fisher-Z spread 396152x, exceedance monotone non-increasing in floor, and 0.848% / 0.820% / 95.65% matching doc 12.11 exactly. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- probes/weather-p1/export_for_jc.py | 1 + probes/weather-p1/fetch.py | 10 ++++++++++ probes/weather-p1/fetch_bg.py | 7 +++++++ probes/weather-p1/p1_ci_vs_floor.py | 1 + probes/weather-p1/p1_noise_floor.py | 1 + probes/weather-p1/p1_probe.py | 1 + probes/weather-p1/p2_probe.py | 2 ++ probes/weather-p1/verify_apparatus.py | 3 +++ 8 files changed, 26 insertions(+) diff --git a/probes/weather-p1/export_for_jc.py b/probes/weather-p1/export_for_jc.py index bb220c97..cf5c46bc 100644 --- a/probes/weather-p1/export_for_jc.py +++ b/probes/weather-p1/export_for_jc.py @@ -3,6 +3,7 @@ rng=np.random.default_rng(11) VARS=['2m_temperature','2m_dewpoint_temperature','10m_u_component_of_wind'] def load(v): + """Load an ERA5 fixture variable and return its zonal-mean anomaly (K).""" a=np.load(f'fixture/{v}.npy').astype(np.float64); return a-a.mean(axis=1,keepdims=True) anom={v:load(v) for v in VARS} z={v:(anom[v].ravel()-anom[v].mean())/anom[v].std() for v in VARS} diff --git a/probes/weather-p1/fetch.py b/probes/weather-p1/fetch.py index 2ed07dcf..d0260e5f 100644 --- a/probes/weather-p1/fetch.py +++ b/probes/weather-p1/fetch.py @@ -1,3 +1,13 @@ +"""Fetch one ERA5 timestep from the public ARCO-ERA5 Zarr v2 store. + +Reads chunk (t, 0, 0) for each variable at 2021-06-15 12:00 UTC and writes +`fixture/.npy` (721x1440 f32). Requires `zmeta.json` (the store's +consolidated .zmetadata) alongside this script; see README.md for the fetch. + +A 404 is VALID Zarr v2 semantics -- a missing chunk is entirely `fill_value` +(NaN here), not a fetch failure -- so `get()` returns the fill array and the +run continues. Re-runnable and idempotent; no credentials needed (public +bucket, anonymous HTTPS).""" import json, urllib.request, numpy as np, numcodecs, datetime as dt, os B="https://storage.googleapis.com/gcp-public-data-arco-era5/ar/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr" meta=json.load(open('zmeta.json'))['metadata'] diff --git a/probes/weather-p1/fetch_bg.py b/probes/weather-p1/fetch_bg.py index 012d0c3c..a10b8acf 100644 --- a/probes/weather-p1/fetch_bg.py +++ b/probes/weather-p1/fetch_bg.py @@ -1,3 +1,10 @@ +"""Background companion to `fetch.py` for the P2 multi-variable set. + +Fetches the six cross-variable fields (dewpoint, 10m u/v wind, surface +pressure, total column water vapour, total cloud cover) at the same timestep, +skipping any `fixture/.npy` already on disk and retrying transient +failures up to three times. Same Zarr v2 fill semantics as `fetch.py`: a 404 +means an all-`fill_value` chunk, not an error.""" import json, urllib.request, numpy as np, numcodecs, os, time B="https://storage.googleapis.com/gcp-public-data-arco-era5/ar/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr" meta=json.load(open('zmeta.json'))['metadata']; t=547476 diff --git a/probes/weather-p1/p1_ci_vs_floor.py b/probes/weather-p1/p1_ci_vs_floor.py index 53d56ffe..99d3c3c5 100644 --- a/probes/weather-p1/p1_ci_vs_floor.py +++ b/probes/weather-p1/p1_ci_vs_floor.py @@ -8,6 +8,7 @@ a=np.load('fixture/2m_temperature.npy').astype(np.float64) clim=a.mean(axis=1,keepdims=True); anom=a-clim def fz(s,eps=1e-9): + """Fisher-Z: arctanh(s), clipped off the +/-1 poles by eps.""" s=np.clip(s,-1+eps,1-eps); return 0.5*(np.log1p(s)-np.log1p(-s)) FLOORS=[0.25,0.5,1.0,2.0] out={} diff --git a/probes/weather-p1/p1_noise_floor.py b/probes/weather-p1/p1_noise_floor.py index 9a2ca491..aa2ed03b 100644 --- a/probes/weather-p1/p1_noise_floor.py +++ b/probes/weather-p1/p1_noise_floor.py @@ -17,6 +17,7 @@ a=np.load('fixture/2m_temperature.npy').astype(np.float64) clim=a.mean(axis=1,keepdims=True); anom=a-clim def fz(s,eps=1e-9): + """Fisher-Z: arctanh(s), clipped off the +/-1 poles by eps.""" s=np.clip(s,-1+eps,1-eps); return 0.5*(np.log1p(s)-np.log1p(-s)) paths={} diff --git a/probes/weather-p1/p1_probe.py b/probes/weather-p1/p1_probe.py index fe96bcf7..fc7d0c82 100644 --- a/probes/weather-p1/p1_probe.py +++ b/probes/weather-p1/p1_probe.py @@ -32,6 +32,7 @@ def bf16(x): # ---- palette256: fisher-z normalize the anomaly, then 256-bucket ---------- def fisher_z(s, eps=1e-9): + """Fisher-Z: arctanh(s), clipped off the +/-1 poles by eps.""" s = np.clip(s, -1+eps, 1-eps) return 0.5*(np.log1p(s) - np.log1p(-s)) diff --git a/probes/weather-p1/p2_probe.py b/probes/weather-p1/p2_probe.py index 926b6a7f..b63f12c7 100644 --- a/probes/weather-p1/p2_probe.py +++ b/probes/weather-p1/p2_probe.py @@ -9,6 +9,7 @@ TARGET_RHO = 0.9996 def load(v): + """Load an ERA5 fixture variable and return its zonal-mean anomaly.""" a = np.load(f'fixture/{v}.npy').astype(np.float64) assert np.isfinite(a).all() return a - a.mean(axis=1, keepdims=True) # zonal-mean climatology proxy @@ -26,6 +27,7 @@ def load(v): z = {v: (anom[v].ravel() - anom[v].mean()) / anom[v].std() for v in VARS} def quant(x, lo, hi): + """Quantize x into 256 uniform buckets over [lo, hi]; return (index, centre).""" idx = np.clip(np.floor((x - lo)/(hi - lo)*256), 0, 255).astype(np.uint8) cen = lo + ((np.arange(256)+0.5)/256)*(hi - lo) return idx, cen diff --git a/probes/weather-p1/verify_apparatus.py b/probes/weather-p1/verify_apparatus.py index 66c3e47e..88e55903 100644 --- a/probes/weather-p1/verify_apparatus.py +++ b/probes/weather-p1/verify_apparatus.py @@ -7,6 +7,7 @@ # 1) sanity: bf16 implementation must have ~8 bits mantissa -> rel err <= 2^-9 def bf16(x): + """Round f64 to bfloat16 precision (round-to-nearest-even) and back to f64.""" f=np.asarray(x,dtype=np.float32).view(np.uint32) r=((f>>16)&1).astype(np.uint32) return (((f+0x7FFF+r)&0xFFFF0000).astype(np.uint32)).view(np.float32).astype(np.float64) @@ -31,11 +32,13 @@ def bf16(x): # 3) where do the 256 buckets actually land, both ways? def quant(x): + """Quantize x into 256 uniform buckets over its range; return (index, centre).""" lo,hi=np.percentile(x,[0.4,99.6]) idx=np.clip(np.floor((x-lo)/(hi-lo)*256),0,255).astype(np.uint8) cen=lo+((np.arange(256)+0.5)/256)*(hi-lo) return idx,cen def fz(s,eps=1e-9): + """Fisher-Z: arctanh(s), clipped off the +/-1 poles by eps.""" s=np.clip(s,-1+eps,1-eps); return 0.5*(np.log1p(s)-np.log1p(-s)) for name,x,inv in [("LINEAR(anom)",anom.ravel(),lambda c:c), From bffe930f37ebf0a516d57fc1c587a05c5d527301 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 11 Aug 2026 07:51:39 +0000 Subject: [PATCH 11/11] =?UTF-8?q?test(helix):=20back=20the=20Signed360=20c?= =?UTF-8?q?laims=20=C2=A712.12=20landed=20on=20doc=20comments=20alone?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Operator asked "did you test signed360?". No — §12.12 was written from doc comments and a knowledge doc with nothing executed, which is the failure it diagnoses one level down: having just written "reading the primary source is not the same as reading the doctrine", I read both and ran neither. The crate's suite is 77 + 4 + 7 doctests, all green, but a green suite is not evidence for a specific claim. Audited claim-by-claim; two had nothing behind them: - "azimuth is a full-360° field" rested on a doc comment. The existing signed360_azimuth_varies_with_n asserts a != b for ONE consecutive pair, which golden-angle stepping makes true of any sane implementation — it cannot detect a truncated field. Measured over the whole domain: min 0, max 65535, 256/256 coarse arcs occupied, 54319 distinct values. - "an all-zero lane reports a definite sign" was asserted twice and never constructed. Demonstrated: from_bytes([0u8; 6]).sign() -> Sign::Neg. Also measured: polar partitions fill their halves exactly (Pos [128,255], Neg [0,127]), no overlap, no gap. Three tests, each disable-verified red-then-green against an injected defect: 10-bit truncation -> left 1023 right 65535; the #498 centred-at-128 round -> left (0,128) right (0,127); a "fixed" sentinel -> left Pos right Neg. The third pins a DEFECT, not a virtue: when the dormant-lane hazard is fixed it must fail and be re-pinned deliberately, never silently edited. Scope caveat stated in the doc rather than implied: helix is excluded from the root workspace and named in no CI workflow, so these run only by hand. Co-Authored-By: Claude Opus 5 Claude-Session: https://claude.ai/code/session_01CcpLeEC3XK8Eye53GKBVvi --- .../knowledge/weather-normalized-substrate.md | 38 ++++++++ crates/helix/tests/signed360_claims.rs | 90 +++++++++++++++++++ 2 files changed, 128 insertions(+) create mode 100644 crates/helix/tests/signed360_claims.rs diff --git a/.claude/knowledge/weather-normalized-substrate.md b/.claude/knowledge/weather-normalized-substrate.md index ea7f54fc..5d8685d7 100644 --- a/.claude/knowledge/weather-normalized-substrate.md +++ b/.claude/knowledge/weather-normalized-substrate.md @@ -1046,3 +1046,41 @@ not a suggestion.** Cross-ref: `.claude/knowledge/helix-cartesian-vs-fisher2z.md` (the authority for this whole section), `crates/helix/KNOWLEDGE.md` (place/residue spec). + +#### 12.12a — TESTED (added after the fact, on the operator's question "did you test signed360?") + +**No — §12.12 above was landed on doc comments and the knowledge doc, with +nothing executed.** That is the same failure it diagnoses, one level down: +having just written *"reading the primary source is not the same as reading the +doctrine"*, I read both and **ran neither**. Corrected here. + +The crate's own suite is **77 + 4 + 7 doctests, all green**, but a green suite is +not evidence for a specific claim. Audited claim-by-claim, then closed the gaps: + +| claim in §12.12 | before | now | +|---|---|---| +| sign exact at `\|y\| ≈ 0` (partition, not a centred round) | `[G]` — `signed360_neg_sign_survives_near_rim_at_high_total`, a real regression with a documented prior failure (codex P2 #498) | unchanged | +| `azimuth` is a full-360° field | **doc comment only.** The existing `signed360_azimuth_varies_with_n` asserts `a != b` for ONE consecutive pair — golden-angle stepping makes that true of any sane implementation, so it cannot detect a truncated field | `[G]` **measured** over the whole domain: `min 0`, `max 65535`, **256/256** coarse arcs occupied, 54 319 distinct values | +| hemisphere → sphere via the sign | mechanism tested; **nothing decodes to a direction** (there is no decode — see the `from_normal` gap) | unchanged; the *coverage* half stays `[H]` until an encode/decode pair exists | +| dormant lane reports a definite sign | **asserted twice, never constructed** | `[G]` **demonstrated**: `Signed360::from_bytes([0u8; 6]).sign()` → `Sign::Neg` | + +Also measured in passing: the `polar` partitions fill their halves **exactly** — +`Pos ∈ [128, 255]`, `Neg ∈ [0, 127]`, no overlap, no gap at either end. + +**Landed as `crates/helix/tests/signed360_claims.rs`** (3 tests), each +**disable-verified red-then-green** against an injected defect: + +| test | injected defect | observed failure | +|---|---|---| +| `azimuth_spans_the_full_circle_not_merely_varies` | 10-bit truncated field | `left: 1023, right: 65535` | +| `polar_partitions_are_exactly_the_two_halves` | the #498 centred-at-128 round | `left: (0, 128), right: (0, 127)` | +| `dormant_all_zero_lane_decodes_as_a_definite_sign_known_defect` | a "fixed" sentinel returning `Pos` | `left: Pos, right: Neg` | + +The third **pins a defect, not a virtue** — when the dormant-lane hazard is +fixed it MUST fail and be re-pinned deliberately, never silently edited. + +**Scope caveat, stated rather than implied:** `helix` is **excluded from the root +workspace** (root `Cargo.toml` `exclude`) and named in **no CI workflow** +`[G-absence]` — so these 3 tests, and the crate's existing 77, run **only when +invoked by hand** in that crate. Adding them raises the floor for the next +session that looks; it does not put them on a gate. diff --git a/crates/helix/tests/signed360_claims.rs b/crates/helix/tests/signed360_claims.rs new file mode 100644 index 00000000..d728fa75 --- /dev/null +++ b/crates/helix/tests/signed360_claims.rs @@ -0,0 +1,90 @@ +//! Tests for the three `Signed360` claims that `.claude/knowledge/` +//! documents but the crate's own suite did not exercise. +//! +//! Written 2026-08-11 after a session landed all three in a knowledge doc on the +//! strength of DOC COMMENTS alone. Per `CLAUDE.md`'s falsifiability rule — *"a +//! doc-comment claim is not a behaviour; a test must exercise the claim or the +//! claim must be labelled claimed, unverified"* — they are exercised here. +//! +//! NOTE: `helix` is excluded from the root workspace and appears in no CI +//! workflow, so these run only when invoked by hand in this crate. +use helix::placement::Sign; +use helix::residue::{ResidueEncoder, Signed360}; + +/// `azimuth` spans the FULL circle, not merely "varies". +/// +/// The pre-existing `signed360_azimuth_varies_with_n` asserts only that two +/// consecutive `n` differ — which golden-angle stepping makes true of any sane +/// implementation, so it cannot detect a truncated field. Measured here over the +/// whole domain: min 0, max 65535, all 256 coarse buckets occupied. +/// +/// Falsifier: an implementation packing the angle into the low 10 bits (or +/// scaling to anything short of the full u16) fails on `max` and on coverage. +#[test] +fn azimuth_spans_the_full_circle_not_merely_varies() { + let enc = ResidueEncoder::new(65_536); + let (mut lo, mut hi) = (u16::MAX, 0u16); + let mut buckets = [false; 256]; + for n in 0..65_536usize { + let a = enc.encode_signed(7, n, Sign::Pos).azimuth; + lo = lo.min(a); + hi = hi.max(a); + buckets[(a >> 8) as usize] = true; + } + let covered = buckets.iter().filter(|b| **b).count(); + assert_eq!(lo, 0, "azimuth must reach the bottom of the u16 range"); + assert_eq!(hi, u16::MAX, "azimuth must reach the top of the u16 range"); + assert_eq!(covered, 256, "every 1/256 arc of the circle must be reachable"); +} + +/// The two hemispheres occupy their EXACT halves of the `polar` byte. +/// +/// Broader than the rim-only `signed360_neg_sign_survives_near_rim_at_high_total` +/// regression (codex P2 #498): swept over the whole domain, `Pos` fills +/// `[128, 255]` and `Neg` fills `[0, 127]` with no overlap and no gap at the ends. +/// +/// Falsifier: the #498 centred-at-128 round puts a vanishing negative lift at +/// polar 128, which lands in the `Pos` partition — `neg_max` would reach 128. +#[test] +fn polar_partitions_are_exactly_the_two_halves() { + let enc = ResidueEncoder::new(65_536); + let (mut pos_lo, mut pos_hi) = (255u8, 0u8); + let (mut neg_lo, mut neg_hi) = (255u8, 0u8); + for n in 0..65_536usize { + let p = enc.encode_signed(7, n, Sign::Pos).polar; + let q = enc.encode_signed(7, n, Sign::Neg).polar; + pos_lo = pos_lo.min(p); + pos_hi = pos_hi.max(p); + neg_lo = neg_lo.min(q); + neg_hi = neg_hi.max(q); + } + assert_eq!((pos_lo, pos_hi), (128, 255), "Pos must fill [128,255] exactly"); + assert_eq!((neg_lo, neg_hi), (0, 127), "Neg must fill [0,127] exactly"); +} + +/// ⚠ CHARACTERIZES A KNOWN DEFECT — pinned so a fix must break it deliberately. +/// +/// An all-zero, never-written 6-byte lane decodes as a DEFINITE `Sign::Neg` +/// direction: `sign()` partitions on `polar >= 128`, and 0 < 128. So "unwritten" +/// and "genuinely lower-hemisphere" are indistinguishable — while the sibling +/// lanes `Tekamolo` / `CausalWitness` define all-zero as *unaddressed*, and the +/// CANON zero-fallback ladder reads a zero tier as "not consulted". +/// +/// Harmless today only because the lane has zero writers and zero decoders; it +/// becomes a live hazard the moment one exists. Filed, not fixed. +/// +/// When the defect IS fixed (e.g. `sign()` returning `Option`, or a +/// reserved sentinel), this test MUST fail and be re-pinned deliberately — +/// never silently edited. +#[test] +fn dormant_all_zero_lane_decodes_as_a_definite_sign_known_defect() { + let dormant = Signed360::from_bytes([0u8; 6]); + assert_eq!( + dormant.sign(), + Sign::Neg, + "DEFECT pinned: an unwritten lane reports a definite hemisphere" + ); + assert_eq!(dormant.polar, 0); + // The complement is unambiguous, which is what makes the zero case the odd one. + assert_eq!(Signed360::from_bytes([0xFFu8; 6]).sign(), Sign::Pos); +}

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