From e00a40bf25eb74a84e23a631d3d77b32b50ee627 Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Sat, 18 Jul 2026 15:40:02 +0000
Subject: [PATCH 1/2] Parity apparatus efficiency: shard R cache, close
 automation loop, dedupe CI, pin dev env

Cache sharding (schema v2): tests/_r_cache.json (15.7MB monolith, opaque hash
keys) becomes tests/_r_cache/ with one JSON shard per R function label and
keys of the form "<label>|<sha256>". Regeneration diffs now name the function
they touch, git delta-compresses the shards, and a live-R run rewrites only
the shard it changed. All 2314 entries were migrated by replaying tests/parity
against the old monolith (the sha256 payload is unchanged, so legacy keys are
the digest part of new keys); zero orphans, full suite green cache-only.
regenerate_r_cache.py, run_live_r_parity_for_changed_api.py, the sync
manifest/scripts, and docs follow the new layout.

Automation loop: the regen workflow now records r_commit/r_version in
sync/nns_source.json itself and posts a per-function changed-entry table in
the PR body, so a cache PR is self-consistent and reviewable without forensic
scripts.

CI dedupe: native-backend-ci ran the identical Python 3.11-3.14 matrix twice
per PR push (push + pull_request events). push is now main-only, with a
concurrency group cancelling superseded runs.

Dev env pinning: pre-commit hooks run ruff/mypy via `python -m` in the
project environment, so local results match CI instead of a foreign mypy
reporting spurious numpy import errors.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AxBV5HmXHY5nCUvW9SwDvb
---
 .github/workflows/inspect-r-api-update.yml    |    127 +-
 .github/workflows/native-backend-ci.yml       |      8 +
 .gitignore                                    |      2 +-
 .pre-commit-config.yaml                       |     21 +
 docs/install.md                               |      9 +
 docs/parity.md                                |     14 +-
 docs/plot_parity_policy.md                    |      2 +-
 pyproject.toml                                |      1 +
 scripts/regenerate_r_cache.py                 |    129 +-
 scripts/run_live_r_parity_for_changed_api.py  |      8 +-
 scripts/sync_nns_core_snapshot.py             |      2 +-
 scripts/sync_r_nns_snapshot.py                |      2 +-
 sync/nns_source.json                          |      2 +-
 sync/r_api_map.json                           |      2 +-
 tests/_r.py                                   |    164 +-
 tests/_r_cache/Co.LPM.json                    |    458 +
 tests/_r_cache/Co.LPM_nD.json                 |     13 +
 tests/_r_cache/Co.UPM.json                    |    457 +
 tests/_r_cache/Co.UPM_nD.json                 |     13 +
 tests/_r_cache/D.LPM.json                     |    457 +
 tests/_r_cache/D.UPM.json                     |    457 +
 tests/_r_cache/DPM_nD.json                    |     13 +
 tests/_r_cache/LPM.VaR.json                   |     25 +
 tests/_r_cache/LPM.json                       |    202 +
 tests/_r_cache/LPM.ratio.json                 |    192 +
 tests/_r_cache/NNS.ANOVA.custom.json          |    121 +
 tests/_r_cache/NNS.ARMA.json                  |     88 +
 tests/_r_cache/NNS.ARMA.optim.custom.json     |     90 +
 tests/_r_cache/NNS.ARMA.pred_int.json         |     53 +
 tests/_r_cache/NNS.CDF.custom.json            |    453 +
 tests/_r_cache/NNS.FSD.json                   |     19 +
 tests/_r_cache/NNS.FSD.uni.json               |     11 +
 tests/_r_cache/NNS.M.reg.json                 |  10273 +
 tests/_r_cache/NNS.MC.grid.json               |    129 +
 tests/_r_cache/NNS.MC.stat_summary.json       |     12 +
 tests/_r_cache/NNS.SD.cluster.dendrogram.json |     57 +
 tests/_r_cache/NNS.SD.cluster.json            |     64 +
 tests/_r_cache/NNS.SD.efficient.set.json      |    104 +
 tests/_r_cache/NNS.SS.json                    |     32 +
 tests/_r_cache/NNS.SSD.json                   |     23 +
 tests/_r_cache/NNS.TSD.json                   |     23 +
 tests/_r_cache/NNS.VAR.json                   |   1169 +
 .../_r_cache/NNS.boost.factor_predictor.json  |     35 +
 ....multi_factor_predictor.positional.v1.json |     38 +
 tests/_r_cache/NNS.boost.numeric.json         |    670 +
 tests/_r_cache/NNS.caus.json                  |    121 +
 tests/_r_cache/NNS.copula.json                |     17 +
 tests/_r_cache/NNS.dep.json                   |    135 +
 tests/_r_cache/NNS.diff.custom.json           |     87 +
 tests/_r_cache/NNS.distance.bulk.custom.json  |     61 +
 tests/_r_cache/NNS.distance.json              |     28 +
 tests/_r_cache/NNS.gravity.json               |     13 +
 tests/_r_cache/NNS.meboot.diagnostics.json    |    407 +
 tests/_r_cache/NNS.meboot.stat_summary.json   |     13 +
 tests/_r_cache/NNS.mode.json                  |     45 +
 tests/_r_cache/NNS.moments.json               |     37 +
 tests/_r_cache/NNS.norm.json                  |  13723 +
 tests/_r_cache/NNS.part.json                  | 123696 +++
 tests/_r_cache/NNS.reg.factor_dimred.json     |    361 +
 .../_r_cache/NNS.reg.factor_predictor.v2.json |     81 +
 .../{_r_cache.json => _r_cache/NNS.reg.json}  | 771806 +++++----------
 tests/_r_cache/NNS.rescale.json               |     29 +
 tests/_r_cache/NNS.seas.json                  |    686 +
 .../NNS.stack.factor_predictor.v2.json        |     85 +
 .../NNS.stack.mixed_factor_predictor.v1.json  |     63 +
 tests/_r_cache/NNS.stack.numeric.json         |   1334 +
 tests/_r_cache/PM.matrix.json                 |  75551 ++
 tests/_r_cache/UPM.VaR.json                   |     25 +
 tests/_r_cache/UPM.json                       |    201 +
 tests/_r_cache/dy.d.scalar.json               |    111 +
 tests/_r_cache/dy.dx.numeric.json             |     29 +
 tests/_r_cache/dy.dx.overall.json             |      8 +
 tests/_r_cache/factor_2_dummy.custom.json     |     46 +
 73 files changed, 502829 insertions(+), 502214 deletions(-)
 create mode 100644 .pre-commit-config.yaml
 create mode 100644 tests/_r_cache/Co.LPM.json
 create mode 100644 tests/_r_cache/Co.LPM_nD.json
 create mode 100644 tests/_r_cache/Co.UPM.json
 create mode 100644 tests/_r_cache/Co.UPM_nD.json
 create mode 100644 tests/_r_cache/D.LPM.json
 create mode 100644 tests/_r_cache/D.UPM.json
 create mode 100644 tests/_r_cache/DPM_nD.json
 create mode 100644 tests/_r_cache/LPM.VaR.json
 create mode 100644 tests/_r_cache/LPM.json
 create mode 100644 tests/_r_cache/LPM.ratio.json
 create mode 100644 tests/_r_cache/NNS.ANOVA.custom.json
 create mode 100644 tests/_r_cache/NNS.ARMA.json
 create mode 100644 tests/_r_cache/NNS.ARMA.optim.custom.json
 create mode 100644 tests/_r_cache/NNS.ARMA.pred_int.json
 create mode 100644 tests/_r_cache/NNS.CDF.custom.json
 create mode 100644 tests/_r_cache/NNS.FSD.json
 create mode 100644 tests/_r_cache/NNS.FSD.uni.json
 create mode 100644 tests/_r_cache/NNS.M.reg.json
 create mode 100644 tests/_r_cache/NNS.MC.grid.json
 create mode 100644 tests/_r_cache/NNS.MC.stat_summary.json
 create mode 100644 tests/_r_cache/NNS.SD.cluster.dendrogram.json
 create mode 100644 tests/_r_cache/NNS.SD.cluster.json
 create mode 100644 tests/_r_cache/NNS.SD.efficient.set.json
 create mode 100644 tests/_r_cache/NNS.SS.json
 create mode 100644 tests/_r_cache/NNS.SSD.json
 create mode 100644 tests/_r_cache/NNS.TSD.json
 create mode 100644 tests/_r_cache/NNS.VAR.json
 create mode 100644 tests/_r_cache/NNS.boost.factor_predictor.json
 create mode 100644 tests/_r_cache/NNS.boost.multi_factor_predictor.positional.v1.json
 create mode 100644 tests/_r_cache/NNS.boost.numeric.json
 create mode 100644 tests/_r_cache/NNS.caus.json
 create mode 100644 tests/_r_cache/NNS.copula.json
 create mode 100644 tests/_r_cache/NNS.dep.json
 create mode 100644 tests/_r_cache/NNS.diff.custom.json
 create mode 100644 tests/_r_cache/NNS.distance.bulk.custom.json
 create mode 100644 tests/_r_cache/NNS.distance.json
 create mode 100644 tests/_r_cache/NNS.gravity.json
 create mode 100644 tests/_r_cache/NNS.meboot.diagnostics.json
 create mode 100644 tests/_r_cache/NNS.meboot.stat_summary.json
 create mode 100644 tests/_r_cache/NNS.mode.json
 create mode 100644 tests/_r_cache/NNS.moments.json
 create mode 100644 tests/_r_cache/NNS.norm.json
 create mode 100644 tests/_r_cache/NNS.part.json
 create mode 100644 tests/_r_cache/NNS.reg.factor_dimred.json
 create mode 100644 tests/_r_cache/NNS.reg.factor_predictor.v2.json
 rename tests/{_r_cache.json => _r_cache/NNS.reg.json} (65%)
 create mode 100644 tests/_r_cache/NNS.rescale.json
 create mode 100644 tests/_r_cache/NNS.seas.json
 create mode 100644 tests/_r_cache/NNS.stack.factor_predictor.v2.json
 create mode 100644 tests/_r_cache/NNS.stack.mixed_factor_predictor.v1.json
 create mode 100644 tests/_r_cache/NNS.stack.numeric.json
 create mode 100644 tests/_r_cache/PM.matrix.json
 create mode 100644 tests/_r_cache/UPM.VaR.json
 create mode 100644 tests/_r_cache/UPM.json
 create mode 100644 tests/_r_cache/dy.d.scalar.json
 create mode 100644 tests/_r_cache/dy.dx.numeric.json
 create mode 100644 tests/_r_cache/dy.dx.overall.json
 create mode 100644 tests/_r_cache/factor_2_dummy.custom.json

diff --git a/.github/workflows/inspect-r-api-update.yml b/.github/workflows/inspect-r-api-update.yml
index d7ffb1f7..f039c9ee 100644
--- a/.github/workflows/inspect-r-api-update.yml
+++ b/.github/workflows/inspect-r-api-update.yml
@@ -185,24 +185,120 @@ jobs:
           import os
           from pathlib import Path
 
-          path = Path('tests/_r_cache.json')
-          if not path.exists():
-              raise SystemExit('tests/_r_cache.json was not generated')
-          payload = json.loads(path.read_text(encoding='utf-8'))
-          actual = payload.get('nns_version')
+          cache_dir = Path('tests/_r_cache')
+          shards = sorted(cache_dir.glob('*.json')) if cache_dir.is_dir() else []
+          if not shards:
+              raise SystemExit('tests/_r_cache/ contains no shard files')
           expected = os.environ['EXPECTED_VERSION']
-          if actual != expected:
-              raise SystemExit(f'cache version {actual!r} != dispatched version {expected!r}')
-          entries = payload.get('entries')
-          if not isinstance(entries, dict) or not entries:
-              raise SystemExit('regenerated cache contains no entries')
-          print(f'Validated {len(entries)} cache entries for NNS {actual}.')
+          total = 0
+          for shard_path in shards:
+              shard = json.loads(shard_path.read_text(encoding='utf-8'))
+              actual = shard.get('nns_version')
+              if actual != expected:
+                  raise SystemExit(
+                      f'{shard_path.name}: cache version {actual!r} '
+                      f'!= dispatched version {expected!r}'
+                  )
+              entries = shard.get('entries')
+              if not isinstance(entries, dict) or not entries:
+                  raise SystemExit(f'{shard_path.name} contains no entries')
+              total += len(entries)
+          print(
+              f'Validated {total} cache entries across {len(shards)} '
+              f'shards for NNS {expected}.'
+          )
           PY
 
       - name: Remove transient cache files
         if: always()
         shell: bash
-        run: rm -f tests/_r_cache.json.bak tests/_r_cache.lock
+        run: rm -rf tests/_r_cache.bak && rm -f tests/_r_cache.lock
+
+      - name: Record cache provenance in sync manifest
+        if: always()
+        shell: bash
+        env:
+          R_COMMIT: ${{ steps.package.outputs.r_commit }}
+          R_VERSION: ${{ steps.package.outputs.r_version }}
+        run: |
+          python - <<'PY'
+          import json
+          import os
+          from pathlib import Path
+
+          path = Path('sync/nns_source.json')
+          manifest = json.loads(path.read_text(encoding='utf-8'))
+          manifest['r_commit'] = os.environ['R_COMMIT']
+          manifest['r_version'] = os.environ['R_VERSION']
+          path.write_text(json.dumps(manifest, indent=2) + '\n', encoding='utf-8')
+          print(f"Manifest now records {manifest['r_repo']}@{manifest['r_commit']} "
+                f"(NNS {manifest['r_version']}).")
+          PY
+
+      - name: Summarize cache changes by function
+        id: cachediff
+        if: always()
+        shell: bash
+        run: |
+          python - <<'PY'
+          import json
+          import subprocess
+          from pathlib import Path
+
+          def committed(name: str) -> dict:
+              proc = subprocess.run(
+                  ['git', 'show', f'HEAD:tests/_r_cache/{name}'],
+                  capture_output=True, text=True,
+              )
+              if proc.returncode != 0:
+                  return {}
+              return json.loads(proc.stdout).get('entries', {})
+
+          cache_dir = Path('tests/_r_cache')
+          lines = ['### Cache changes by function', '']
+          if not cache_dir.is_dir():
+              lines.append('_No cache directory was generated; see the regeneration log._')
+          else:
+              proc = subprocess.run(
+                  ['git', 'ls-tree', '--name-only', 'HEAD', 'tests/_r_cache/'],
+                  capture_output=True, text=True,
+              )
+              old_names = {Path(p).name for p in proc.stdout.split() if p.endswith('.json')}
+              new_names = {p.name for p in cache_dir.glob('*.json')}
+              rows = []
+              for name in sorted(old_names | new_names):
+                  before = committed(name) if name in old_names else {}
+                  after = (
+                      json.loads((cache_dir / name).read_text()).get('entries', {})
+                      if name in new_names else {}
+                  )
+                  added = len(set(after) - set(before))
+                  removed = len(set(before) - set(after))
+                  changed = sum(
+                      1 for k in set(before) & set(after) if before[k] != after[k]
+                  )
+                  if added or removed or changed:
+                      label = name[: -len('.json')]
+                      rows.append(
+                          f'| `{label}` | {len(before)} | {len(after)} '
+                          f'| {added} | {removed} | {changed} |'
+                      )
+              if rows:
+                  lines += [
+                      '| function | before | after | added | removed | changed |',
+                      '| --- | --- | --- | --- | --- | --- |',
+                      *rows,
+                  ]
+              else:
+                  lines.append('_No cache entries changed._')
+          Path('cache-diff.md').write_text('\n'.join(lines) + '\n', encoding='utf-8')
+          print('\n'.join(lines))
+          PY
+          {
+            echo 'summary<<CACHE_DIFF_EOF'
+            cat cache-diff.md
+            echo 'CACHE_DIFF_EOF'
+          } >> "$GITHUB_OUTPUT"
 
       - name: Verify committed-cache mode
         id: verify
@@ -246,10 +342,13 @@ jobs:
             - Live regeneration result: `${{ steps.regenerate.outcome }}`
             - Cache-only verification result: `${{ steps.verify.outcome }}`
 
-            The exact R source package was installed and the committed parity cache was regenerated. Any remaining Python/R parity mismatches are retained in the workflow diagnostics and should be repaired against this R-authored baseline.
+            The exact R source package was installed and the committed parity cache was regenerated. `sync/nns_source.json` records this R commit as the behavioral-truth provenance. Any remaining Python/R parity mismatches are retained in the workflow diagnostics and should be repaired against this R-authored baseline.
+
+            ${{ steps.cachediff.outputs.summary }}
           add-paths: |
             tests/_r.py
-            tests/_r_cache.json
+            tests/_r_cache/**
+            sync/nns_source.json
 
       - name: Report parity status
         if: always()
diff --git a/.github/workflows/native-backend-ci.yml b/.github/workflows/native-backend-ci.yml
index f5fdd0d0..6d7e3a0b 100644
--- a/.github/workflows/native-backend-ci.yml
+++ b/.github/workflows/native-backend-ci.yml
@@ -1,12 +1,20 @@
 name: Native backend CI
 
+# pull_request covers every branch with an open PR; push is limited to main so
+# a PR-branch push does not run the identical matrix twice (once per event).
 on:
   pull_request:
   push:
+    branches: [main]
 
 permissions:
   contents: read
 
+# A superseded push to the same ref cancels the in-flight run.
+concurrency:
+  group: native-backend-ci-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   native-backend:
     name: Python ${{ matrix.python-version }}
diff --git a/.gitignore b/.gitignore
index c83cce6a..c1c8f92f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -16,7 +16,7 @@ __pycache__/
 
 # R cache lock and fresh-regeneration backup
 tests/_r_cache.lock
-tests/_r_cache.json.bak
+tests/_r_cache.bak/
 
 # Vendored R NNS local-install build artifacts
 tools/NNS/src/*.o
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..30269396
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,21 @@
+# Local hooks run `python -m ...` with language: system so they use the
+# project environment's interpreter — the same one that has numpy and the
+# package installed. A mypy/ruff binary from a different environment produces
+# spurious import-not-found noise (numpy stubs missing) that masks real errors
+# CI would catch; running through the project env keeps local == CI.
+repos:
+  - repo: local
+    hooks:
+      - id: ruff
+        name: ruff check (project env)
+        entry: python -m ruff check --force-exclude
+        language: system
+        types_or: [python, pyi]
+        require_serial: true
+      - id: mypy
+        name: mypy (project env)
+        entry: python -m mypy
+        language: system
+        types_or: [python, pyi]
+        pass_filenames: false
+        require_serial: true
diff --git a/docs/install.md b/docs/install.md
index e3adc7aa..206f2738 100644
--- a/docs/install.md
+++ b/docs/install.md
@@ -50,6 +50,15 @@ uv run ruff check .
 uv run mypy
 ```
 
+Optionally install the pre-commit hooks, which run `ruff` and `mypy` through
+the project environment's interpreter so local results match CI (a `mypy`
+binary from another environment lacks the project's dependencies and reports
+spurious import errors):
+
+```bash
+uv run pre-commit install
+```
+
 The default parity suite is cache-backed and does not require `Rscript`.
 `Rscript` and the R `NNS` package are needed only when regenerating parity caches
 or running live R comparison scripts.
diff --git a/docs/parity.md b/docs/parity.md
index 73399d3a..2b69703c 100644
--- a/docs/parity.md
+++ b/docs/parity.md
@@ -9,8 +9,9 @@ and remains the native C++ foundation for accelerated partial-moment routines.
 Full package parity is **not** claimed. Parity is bounded by the committed tests
 and cache:
 
-- `tests/_r_cache.json` — cache-only R result fixtures (2,406 keyed entries,
-  schema version `1`, `nns_version == "13.0"`),
+- `tests/_r_cache/` — cache-only R result fixtures, sharded into one JSON
+  file per R function label (keys are `<label>|<sha256>`, schema version
+  `2`, every shard stamped with the generating `nns_version`),
 - `tests/parity/` — public behavior parity checks,
 - `tests/invariants/` — Python-native contracts and invariants, and
 - `tests/fixtures/original_tests_expected.json` — adopted original R tests
@@ -85,9 +86,10 @@ If full regeneration is slow or unstable, regenerate deterministic chunks one
 file at a time, for example
 `python scripts/regenerate_r_cache.py -- -n 0 tests/parity/test_core.py`, then
 continue through the remaining parity files. The committed result must remain a
-single valid `tests/_r_cache.json` with `nns_version == "13.0"`,
-`schema_version == 1`, and non-empty `entries`; `scripts/regenerate_r_cache.py`
-enforces those guardrails after the pytest run.
+valid `tests/_r_cache/` shard directory: every shard carries the same
+`nns_version`, `schema_version == 2`, a `label` matching its filename, and
+non-empty `entries`; `scripts/regenerate_r_cache.py` enforces those
+guardrails after the pytest run.
 
 Validate the regenerated cache offline:
 
@@ -130,7 +132,7 @@ NNS R API change
 ### Fix rules (applied by the maintainer; later by the agent)
 
 - Edit **`src/nns/**` only**. Never edit `extern/NNS-core/**`, `tools/NNS/**`,
-  or `tests/_r_cache.json` to make a check pass.
+  or `tests/_r_cache/**` to make a check pass.
 - Classify the root cause and act accordingly:
   - **Python port bug** → fix in `src/nns/**`.
   - **R changed behavior** → do not chase a cache value; cache regeneration is a
diff --git a/docs/plot_parity_policy.md b/docs/plot_parity_policy.md
index d1404e9e..e3c6c1b9 100644
--- a/docs/plot_parity_policy.md
+++ b/docs/plot_parity_policy.md
@@ -36,7 +36,7 @@ colors and which element they sit on*, never rendered images.
 
 - Numeric return values (scalars, vectors, matrices, nested result dicts) from
   every ported function, against committed R fixtures and the committed R cache
-  (`tests/_r_cache.json`).
+  (`tests/_r_cache/`).
 - Structural contracts (result keys, shapes, dtypes, finiteness) via the
   invariant suite.
 
diff --git a/pyproject.toml b/pyproject.toml
index 26ed7ad5..aba2320b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,6 +42,7 @@ dependencies = [
 dev = [
     "hypothesis",
     "mypy",
+    "pre-commit",
     "pytest",
     "pytest-benchmark",
     "pytest-cov",
diff --git a/scripts/regenerate_r_cache.py b/scripts/regenerate_r_cache.py
index 7df0d3a5..808a302e 100644
--- a/scripts/regenerate_r_cache.py
+++ b/scripts/regenerate_r_cache.py
@@ -29,10 +29,10 @@
 from typing import Any
 
 _REPO_ROOT = Path(__file__).resolve().parents[1]
-_CACHE_PATH = _REPO_ROOT / "tests" / "_r_cache.json"
-_CACHE_BACKUP_PATH = _CACHE_PATH.with_suffix(".json.bak")
+_CACHE_DIR = _REPO_ROOT / "tests" / "_r_cache"
+_CACHE_BACKUP_DIR = _REPO_ROOT / "tests" / "_r_cache.bak"
 _R_HELPER_PATH = _REPO_ROOT / "tests" / "_r.py"
-_SCHEMA_VERSION = 1
+_SCHEMA_VERSION = 2
 _VERSION_ASSIGNMENT = re.compile(
     r'^_NNS_VERSION\s*=\s*["\'][^"\']+["\']\s*$',
     flags=re.MULTILINE,
@@ -48,36 +48,79 @@
 
 
 def _validate_cache(expected_version: str | None = None) -> int:
-    if not _CACHE_PATH.exists():
-        print(f"ERROR: R cache validation failed: {_CACHE_PATH} does not exist.", file=sys.stderr)
-        return 1
-    if _CACHE_PATH.stat().st_size == 0:
-        print(f"ERROR: R cache validation failed: {_CACHE_PATH} is empty.", file=sys.stderr)
-        return 1
-
-    try:
-        cache: Any = json.loads(_CACHE_PATH.read_text(encoding="utf-8"))
-    except json.JSONDecodeError as exc:
+    shard_paths = sorted(_CACHE_DIR.glob("*.json")) if _CACHE_DIR.is_dir() else []
+    if not shard_paths:
         print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} is not valid JSON: {exc}.",
+            f"ERROR: R cache validation failed: {_CACHE_DIR} contains no shard files.",
             file=sys.stderr,
         )
         return 1
 
-    if not isinstance(cache, dict):
-        print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} top-level value is not an object.",
-            file=sys.stderr,
-        )
-        return 1
+    total_entries = 0
+    versions: set[str] = set()
+    for shard_path in shard_paths:
+        try:
+            shard: Any = json.loads(shard_path.read_text(encoding="utf-8"))
+        except json.JSONDecodeError as exc:
+            print(
+                f"ERROR: R cache validation failed: {shard_path} is not valid JSON: {exc}.",
+                file=sys.stderr,
+            )
+            return 1
 
-    cache_version = cache.get("nns_version")
-    if not isinstance(cache_version, str) or not cache_version.strip():
+        if not isinstance(shard, dict):
+            print(
+                f"ERROR: R cache validation failed: {shard_path} top-level value "
+                "is not an object.",
+                file=sys.stderr,
+            )
+            return 1
+        if shard.get("schema_version") != _SCHEMA_VERSION:
+            print(
+                "ERROR: R cache validation failed: "
+                f"{shard_path} expected schema_version {_SCHEMA_VERSION!r}, "
+                f"got {shard.get('schema_version')!r}.",
+                file=sys.stderr,
+            )
+            return 1
+
+        label = shard.get("label")
+        if not isinstance(label, str) or _shard_filename(label) != shard_path.name:
+            print(
+                f"ERROR: R cache validation failed: {shard_path} label {label!r} "
+                "does not match its filename.",
+                file=sys.stderr,
+            )
+            return 1
+
+        shard_version = shard.get("nns_version")
+        if not isinstance(shard_version, str) or not shard_version.strip():
+            print(
+                f"ERROR: R cache validation failed: {shard_path} nns_version "
+                "must be a non-empty string.",
+                file=sys.stderr,
+            )
+            return 1
+        versions.add(shard_version)
+
+        entries = shard.get("entries")
+        if not isinstance(entries, dict) or not entries:
+            print(
+                f"ERROR: R cache validation failed: {shard_path} entries object "
+                "is missing or empty.",
+                file=sys.stderr,
+            )
+            return 1
+        total_entries += len(entries)
+
+    if len(versions) != 1:
         print(
-            "ERROR: R cache validation failed: nns_version must be a non-empty string.",
+            "ERROR: R cache validation failed: shards disagree on nns_version "
+            f"({sorted(versions)}).",
             file=sys.stderr,
         )
         return 1
+    cache_version = versions.pop()
     if expected_version is not None and cache_version != expected_version:
         print(
             "ERROR: R cache validation failed: "
@@ -85,32 +128,18 @@ def _validate_cache(expected_version: str | None = None) -> int:
             file=sys.stderr,
         )
         return 1
-    if cache.get("schema_version") != _SCHEMA_VERSION:
-        print(
-            "ERROR: R cache validation failed: "
-            f"expected schema_version {_SCHEMA_VERSION!r}, got {cache.get('schema_version')!r}.",
-            file=sys.stderr,
-        )
-        return 1
 
-    entries = cache.get("entries")
-    if not isinstance(entries, dict):
-        print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} entries value is not an object.",
-            file=sys.stderr,
-        )
-        return 1
-    if not entries:
-        print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} entries object is empty.",
-            file=sys.stderr,
-        )
-        return 1
-
-    print(f"OK: {_CACHE_PATH} contains {len(entries)} entries for NNS {cache_version}.")
+    print(
+        f"OK: {_CACHE_DIR} contains {total_entries} entries across "
+        f"{len(shard_paths)} shards for NNS {cache_version}."
+    )
     return 0
 
 
+def _shard_filename(label: str) -> str:
+    return label.replace("/", "_").replace("\\", "_") + ".json"
+
+
 def _running_in_ci() -> bool:
     return os.environ.get("CI", "").lower() in {"1", "true", "yes"} or bool(
         os.environ.get("GITHUB_ACTIONS")
@@ -186,7 +215,7 @@ def main() -> int:
         action="store_true",
         help=(
             "Detect the installed R NNS version, update the cache marker, move the old "
-            "cache to tests/_r_cache.json.bak, and regenerate every entry from live R."
+            "cache to tests/_r_cache.bak/, and regenerate every entry from live R."
         ),
     )
     parser.add_argument(
@@ -220,9 +249,11 @@ def main() -> int:
         if _set_cache_version(expected_version):
             return 1
 
-        if _CACHE_PATH.exists():
-            _CACHE_PATH.replace(_CACHE_BACKUP_PATH)
-            print(f"Moved existing cache to {_CACHE_BACKUP_PATH}; starting from empty cache.")
+        if _CACHE_DIR.is_dir():
+            if _CACHE_BACKUP_DIR.exists():
+                shutil.rmtree(_CACHE_BACKUP_DIR)
+            _CACHE_DIR.replace(_CACHE_BACKUP_DIR)
+            print(f"Moved existing cache to {_CACHE_BACKUP_DIR}; starting from empty cache.")
         else:
             print("No existing cache found; starting from empty cache.")
 
diff --git a/scripts/run_live_r_parity_for_changed_api.py b/scripts/run_live_r_parity_for_changed_api.py
index 4abcf04f..b27a6a08 100644
--- a/scripts/run_live_r_parity_for_changed_api.py
+++ b/scripts/run_live_r_parity_for_changed_api.py
@@ -10,9 +10,9 @@
 from typing import Any
 
 REPORT_DEFAULT = Path("sync/last_live_r_parity_report.md")
-R_CACHE_PATH = Path("tests/_r_cache.json")
-# Backup suffix is gitignored (see .gitignore) so it never lands in a PR.
-R_CACHE_BACKUP = R_CACHE_PATH.with_suffix(".json.bak")
+R_CACHE_PATH = Path("tests/_r_cache")
+# Backup directory is gitignored (see .gitignore) so it never lands in a PR.
+R_CACHE_BACKUP = Path("tests/_r_cache.bak")
 
 # Toggles that force tests/_r.py into offline/cache-only mode. Clearing them lets
 # a parity test actually shell out to live R on a cache miss.
@@ -98,7 +98,7 @@ def run_live_subset(out: Path, header: list[str], parity_tests: list[str]) -> No
         code = run(cmd, clear_offline=True)
     finally:
         if R_CACHE_PATH.exists():
-            R_CACHE_PATH.unlink()
+            shutil.rmtree(R_CACHE_PATH)
         if moved:
             shutil.move(str(R_CACHE_BACKUP), str(R_CACHE_PATH))
 
diff --git a/scripts/sync_nns_core_snapshot.py b/scripts/sync_nns_core_snapshot.py
index c89ea1fa..7f955b70 100644
--- a/scripts/sync_nns_core_snapshot.py
+++ b/scripts/sync_nns_core_snapshot.py
@@ -60,7 +60,7 @@ def main() -> None:
         "vendored_core_path": "extern/NNS-core",
         "vendored_r_path": "tools/NNS",
         "vendored_r_tarball": f"tools/NNS_{args.r_version}.tar.gz",
-        "r_cache_path": "tests/_r_cache.json",
+        "r_cache_path": "tests/_r_cache",
         "notes": (
             "NNS-python consumes accepted NNS-core snapshots for native code and "
             "verifies public Python behavior against live or cached R NNS."
diff --git a/scripts/sync_r_nns_snapshot.py b/scripts/sync_r_nns_snapshot.py
index 4c694691..8538e253 100644
--- a/scripts/sync_r_nns_snapshot.py
+++ b/scripts/sync_r_nns_snapshot.py
@@ -93,7 +93,7 @@ def main() -> None:
             "python_commit": None,
             "vendored_r_path": "tools/NNS",
             "vendored_r_tarball": str(tarball),
-            "r_cache_path": "tests/_r_cache.json",
+            "r_cache_path": "tests/_r_cache",
         }
     )
     manifest.setdefault("core_repo", "OVVO-Financial/NNS-core")
diff --git a/sync/nns_source.json b/sync/nns_source.json
index 0344f72b..e05cd113 100644
--- a/sync/nns_source.json
+++ b/sync/nns_source.json
@@ -10,6 +10,6 @@
   "vendored_core_path": "extern/NNS-core",
   "vendored_r_path": "tools/NNS",
   "vendored_r_tarball": "tools/NNS_13.0.tar.gz",
-  "r_cache_path": "tests/_r_cache.json",
+  "r_cache_path": "tests/_r_cache",
   "notes": "NNS-python consumes accepted NNS-core snapshots for native code and verifies public Python behavior against live or cached R NNS. r_commit/r_version record the 13.2 Beta commit that generated the committed parity cache (NNS_13.2.tar.gz). The vendored native snapshot (tools/NNS, r_src_tree_hash, tarball) and NNS-core commit are left at their prior values; re-syncing the native snapshot to this R commit is a separate NNS-core snapshot update and is not part of this cache/behavior reconciliation."
 }
diff --git a/sync/r_api_map.json b/sync/r_api_map.json
index 801e6c4b..7bd9215f 100644
--- a/sync/r_api_map.json
+++ b/sync/r_api_map.json
@@ -57,7 +57,7 @@
     "python_modules": [
       "pyproject.toml",
       "tools/NNS",
-      "tests/_r_cache.json"
+      "tests/_r_cache"
     ],
     "parity_tests": ["tests/parity"],
     "requires_fresh_cache": true
diff --git a/tests/_r.py b/tests/_r.py
index caf0d8bc..05842adc 100644
--- a/tests/_r.py
+++ b/tests/_r.py
@@ -4,7 +4,7 @@
 import json
 import os
 import subprocess
-from collections.abc import Iterator, Sequence
+from collections.abc import Iterable, Iterator, Sequence
 from contextlib import contextmanager
 from pathlib import Path
 from typing import Any, TypeAlias, cast
@@ -13,10 +13,15 @@
 import numpy as np
 from numpy.typing import NDArray
 
-_CACHE_PATH = Path(__file__).with_name("_r_cache.json")
-_LOCK_PATH = _CACHE_PATH.with_suffix(".lock")
-_SCHEMA_VERSION = 1
+# Schema v2: the cache is a directory of per-function shard files
+# (tests/_r_cache/<label>.json), each holding only that R function's entries.
+# In-memory keys are "<label>|<sha256>", so regeneration diffs name the
+# function they touch and a regen rewrites only the shards that changed.
+_CACHE_DIR = Path(__file__).with_name("_r_cache")
+_LOCK_PATH = Path(__file__).with_name("_r_cache.lock")
+_SCHEMA_VERSION = 2
 _NNS_VERSION = '13.2'
+_KEY_SEPARATOR = "|"
 JsonValue: TypeAlias = None | str | float | list["JsonValue"] | dict[str, "JsonValue"]
 RValue: TypeAlias = (
     None | float | str | list[str | None] | NDArray[np.float64] | dict[str, "RValue"]
@@ -38,7 +43,7 @@ def nns(function: str, *args: Any) -> RValue:
         raise RuntimeError(
             f"R cache miss for NNS::{function} with key {key}. "
             "Run without CI/NNS_R_CACHE_ONLY/PYNNS_R_CACHE_ONLY/"
-            f"NNS_OFFLINE/PYNNS_OFFLINE to populate {_CACHE_PATH}."
+            f"NNS_OFFLINE/PYNNS_OFFLINE to populate {_CACHE_DIR}."
         )
 
     return _uncached_nns(function, args, key, refresh)
@@ -70,7 +75,7 @@ def nns_sd_cluster_dendrogram(
             return _decode(disk_cache[key])
         result = _call_r_sd_cluster_dendrogram(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -127,7 +132,7 @@ def nns_stack_numeric(
             return _decode(disk_cache[key])
         result = _call_r_stack_numeric(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -182,7 +187,7 @@ def nns_boost_numeric(
             return _decode(disk_cache[key])
         result = _call_r_boost_numeric(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -227,7 +232,7 @@ def nns_boost_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_boost_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -278,7 +283,7 @@ def nns_boost_multi_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_boost_multi_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -313,7 +318,7 @@ def nns_reg_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_reg_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -352,7 +357,7 @@ def nns_reg_factor_dimred(
             return _decode(disk_cache[key])
         result = _call_r_reg_factor_dimred(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -397,7 +402,7 @@ def nns_stack_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_stack_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -446,7 +451,7 @@ def nns_stack_mixed_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_stack_mixed_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -489,7 +494,7 @@ def nns_meboot_diagnostics(
             return _decode(disk_cache[key])
         result = _call_r_meboot_diagnostics(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -515,7 +520,7 @@ def nns_meboot_stat_summary(
             return _decode(disk_cache[key])
         result = _call_r_meboot_stat_summary(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -541,7 +546,7 @@ def nns_mc_grid(
             return _decode(disk_cache[key])
         result = _call_r_mc_grid(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -576,7 +581,7 @@ def nns_mc_stat_summary(
             return _decode(disk_cache[key])
         result = _call_r_mc_stat_summary(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -595,7 +600,7 @@ def nns_anova_custom(payload: dict[str, Any]) -> RValue:
             return _decode(disk_cache[key])
         result = _call_r_anova_custom(payload)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -620,7 +625,7 @@ def nns_distance_bulk_custom(
             return _decode(disk_cache[key])
         result = _call_r_distance_bulk_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -640,7 +645,7 @@ def nns_diff_custom(name: str, point: float) -> RValue:
             return _decode(disk_cache[key])
         result = _call_r_diff_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -660,7 +665,7 @@ def dy_dx_overall(x: Sequence[float], y: Sequence[float]) -> RValue:
             return _decode(disk_cache[key])
         result = _call_r_dy_dx_overall(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -685,7 +690,7 @@ def factor_dummy_custom(
             return _decode(disk_cache[key])
         result = _call_r_factor_dummy(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -705,7 +710,7 @@ def dy_dx_numeric(x: Sequence[float], y: Sequence[float], eval_point: Sequence[f
             return _decode(disk_cache[key])
         result = _call_r_dy_dx_numeric(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -730,7 +735,7 @@ def dy_d_scalar(
             return _decode(disk_cache[key])
         result = _call_r_dy_d_scalar(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -755,7 +760,7 @@ def dy_d_scalar_mixed(
             return _decode(disk_cache[key])
         result = _call_r_dy_d_scalar_mixed(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -790,7 +795,7 @@ def nns_arma_pred_int(
             return _decode(disk_cache[key])
         result = _call_r_arma_pred_int(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -825,7 +830,7 @@ def nns_arma_optim_custom(
             return _decode(disk_cache[key])
         result = _call_r_arma_optim_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -852,7 +857,7 @@ def nns_cdf_custom(
             return _decode(disk_cache[key])
         result = _call_r_cdf_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -874,7 +879,7 @@ def _uncached_nns(
 
         result = _call_r(function, args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         _CACHE = disk_cache
         return result
 
@@ -885,7 +890,14 @@ def _cache_key(function: str, args: tuple[Any, ...]) -> str:
         sort_keys=True,
         separators=(",", ":"),
     )
-    return hashlib.sha256(payload.encode("utf-8")).hexdigest()
+    digest = hashlib.sha256(payload.encode("utf-8")).hexdigest()
+    return f"{function}{_KEY_SEPARATOR}{digest}"
+
+
+def _shard_path(label: str) -> Path:
+    # Labels are dotted R function names (e.g. "NNS.stack.numeric"); they are
+    # already filesystem-safe, but guard against separators just in case.
+    return _CACHE_DIR / (label.replace("/", "_").replace("\\", "_") + ".json")
 
 
 def _cache_state() -> tuple[Cache, bool]:
@@ -896,38 +908,70 @@ def _cache_state() -> tuple[Cache, bool]:
 
 
 def _read_cache_from_disk() -> tuple[Cache, bool]:
-    if not _CACHE_PATH.exists():
+    if not _CACHE_DIR.is_dir():
         return {}, False
 
-    cache = json.loads(_CACHE_PATH.read_text(encoding="utf-8"))
-    if not isinstance(cache, dict) or cache.get("schema_version") != _SCHEMA_VERSION:
-        raise RuntimeError(f"Unsupported R cache schema in {_CACHE_PATH}.")
-
-    nns_version = cache.get("nns_version")
-    if nns_version != _NNS_VERSION:
-        warn(
-            f"R cache was built for NNS {nns_version}; "
-            f"expected {_NNS_VERSION}. Refreshing entries.",
-            RuntimeWarning,
-            stacklevel=2,
-        )
+    entries: Cache = {}
+    refresh = False
+    for shard_path in sorted(_CACHE_DIR.glob("*.json")):
+        shard = json.loads(shard_path.read_text(encoding="utf-8"))
+        if not isinstance(shard, dict) or shard.get("schema_version") != _SCHEMA_VERSION:
+            raise RuntimeError(f"Unsupported R cache schema in {shard_path}.")
+
+        nns_version = shard.get("nns_version")
+        if nns_version != _NNS_VERSION:
+            warn(
+                f"R cache shard {shard_path.name} was built for NNS {nns_version}; "
+                f"expected {_NNS_VERSION}. Refreshing entries.",
+                RuntimeWarning,
+                stacklevel=2,
+            )
+            refresh = True
+            continue
+
+        label = shard.get("label")
+        shard_entries = shard.get("entries")
+        if not isinstance(label, str) or not isinstance(shard_entries, dict):
+            raise RuntimeError(f"Invalid R cache entries in {shard_path}.")
+        for key, value in shard_entries.items():
+            entries[f"{label}{_KEY_SEPARATOR}{key}"] = cast(JsonValue, value)
+    if refresh:
         return {}, True
-
-    entries = cache.get("entries")
-    if not isinstance(entries, dict):
-        raise RuntimeError(f"Invalid R cache entries in {_CACHE_PATH}.")
-    return cast(Cache, entries), False
-
-
-def _write_cache(entries: Cache) -> None:
-    payload = {
-        "nns_version": _NNS_VERSION,
-        "schema_version": _SCHEMA_VERSION,
-        "entries": entries,
-    }
-    tmp_path = _CACHE_PATH.with_suffix(".json.tmp")
-    tmp_path.write_text(json.dumps(payload, sort_keys=True, indent=2) + "\n", encoding="utf-8")
-    tmp_path.replace(_CACHE_PATH)
+    return entries, False
+
+
+def _write_cache(entries: Cache, changed: str | None = None) -> None:
+    """Write shard files for ``entries``, grouped by function label.
+
+    ``changed`` is the key that was just added/updated; when given, only that
+    key's shard is rewritten (the other shards on disk are already current).
+    """
+    by_label: dict[str, dict[str, JsonValue]] = {}
+    for key, value in entries.items():
+        label, _, digest = key.partition(_KEY_SEPARATOR)
+        if not digest:
+            raise RuntimeError(f"R cache key {key!r} is missing its function label.")
+        by_label.setdefault(label, {})[digest] = value
+
+    labels: Iterable[str] = by_label
+    if changed is not None:
+        changed_label = changed.partition(_KEY_SEPARATOR)[0]
+        labels = [changed_label] if changed_label in by_label else []
+
+    _CACHE_DIR.mkdir(parents=True, exist_ok=True)
+    for label in labels:
+        payload = {
+            "label": label,
+            "nns_version": _NNS_VERSION,
+            "schema_version": _SCHEMA_VERSION,
+            "entries": by_label[label],
+        }
+        shard_path = _shard_path(label)
+        tmp_path = shard_path.with_suffix(".json.tmp")
+        tmp_path.write_text(
+            json.dumps(payload, sort_keys=True, indent=2) + "\n", encoding="utf-8"
+        )
+        tmp_path.replace(shard_path)
 
 
 @contextmanager
diff --git a/tests/_r_cache/Co.LPM.json b/tests/_r_cache/Co.LPM.json
new file mode 100644
index 00000000..92548fa6
--- /dev/null
+++ b/tests/_r_cache/Co.LPM.json
@@ -0,0 +1,458 @@
+{
+  "entries": {
+    "04fe289160c212d9f1941109e2ee9c4526943a10adfe72d153173fff938367e1": 0.0,
+    "0638f3d9d3f231c9ae19e87857e5dd1b605d7d43a5f8a99bf630113e0567b0d5": 0.433157526080537,
+    "0703b19f3cd585ded9669047acdad4fbeff672bef9869662e92bd254f94c2424": 0.00947480951238944,
+    "092e0b7e2c1321d5d031b1f5be6a658e0f9210a9e9cacc16257233fd52324187": 0.309575761653361,
+    "09666092c92f3bfaa43904884827e616a675adc445d41b7d64ae370523478cf7": [
+      0.0,
+      0.0,
+      0.0,
+      0.213693890592176,
+      1.22185736675966
+    ],
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diff --git a/tests/_r_cache/Co.LPM_nD.json b/tests/_r_cache/Co.LPM_nD.json
new file mode 100644
index 00000000..915ae8c7
--- /dev/null
+++ b/tests/_r_cache/Co.LPM_nD.json
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diff --git a/tests/_r_cache/Co.UPM.json b/tests/_r_cache/Co.UPM.json
new file mode 100644
index 00000000..a6c0818d
--- /dev/null
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+}
diff --git a/tests/_r_cache/Co.UPM_nD.json b/tests/_r_cache/Co.UPM_nD.json
new file mode 100644
index 00000000..28546f81
--- /dev/null
+++ b/tests/_r_cache/Co.UPM_nD.json
@@ -0,0 +1,13 @@
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+}
diff --git a/tests/_r_cache/D.LPM.json b/tests/_r_cache/D.LPM.json
new file mode 100644
index 00000000..1dac4a89
--- /dev/null
+++ b/tests/_r_cache/D.LPM.json
@@ -0,0 +1,457 @@
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+}
diff --git a/tests/_r_cache/D.UPM.json b/tests/_r_cache/D.UPM.json
new file mode 100644
index 00000000..4085b532
--- /dev/null
+++ b/tests/_r_cache/D.UPM.json
@@ -0,0 +1,457 @@
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+}
diff --git a/tests/_r_cache/DPM_nD.json b/tests/_r_cache/DPM_nD.json
new file mode 100644
index 00000000..bddc2d9f
--- /dev/null
+++ b/tests/_r_cache/DPM_nD.json
@@ -0,0 +1,13 @@
+{
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+}
diff --git a/tests/_r_cache/LPM.VaR.json b/tests/_r_cache/LPM.VaR.json
new file mode 100644
index 00000000..f73cd548
--- /dev/null
+++ b/tests/_r_cache/LPM.VaR.json
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diff --git a/tests/_r_cache/LPM.json b/tests/_r_cache/LPM.json
new file mode 100644
index 00000000..4474da31
--- /dev/null
+++ b/tests/_r_cache/LPM.json
@@ -0,0 +1,202 @@
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+}
diff --git a/tests/_r_cache/LPM.ratio.json b/tests/_r_cache/LPM.ratio.json
new file mode 100644
index 00000000..343b7b92
--- /dev/null
+++ b/tests/_r_cache/LPM.ratio.json
@@ -0,0 +1,192 @@
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new file mode 100644
index 00000000..e7d5e46c
--- /dev/null
+++ b/tests/_r_cache/NNS.ARMA.pred_int.json
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new file mode 100644
index 00000000..9860030c
--- /dev/null
+++ b/tests/_r_cache/NNS.CDF.custom.json
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diff --git a/tests/_r_cache/NNS.FSD.json b/tests/_r_cache/NNS.FSD.json
new file mode 100644
index 00000000..042614c7
--- /dev/null
+++ b/tests/_r_cache/NNS.FSD.json
@@ -0,0 +1,19 @@
+{
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diff --git a/tests/_r_cache/NNS.FSD.uni.json b/tests/_r_cache/NNS.FSD.uni.json
new file mode 100644
index 00000000..5aa910e2
--- /dev/null
+++ b/tests/_r_cache/NNS.FSD.uni.json
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diff --git a/tests/_r_cache/NNS.M.reg.json b/tests/_r_cache/NNS.M.reg.json
new file mode 100644
index 00000000..bbee13ed
--- /dev/null
+++ b/tests/_r_cache/NNS.M.reg.json
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diff --git a/tests/_r_cache/NNS.MC.grid.json b/tests/_r_cache/NNS.MC.grid.json
new file mode 100644
index 00000000..c27e204f
--- /dev/null
+++ b/tests/_r_cache/NNS.MC.grid.json
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diff --git a/tests/_r_cache/NNS.MC.stat_summary.json b/tests/_r_cache/NNS.MC.stat_summary.json
new file mode 100644
index 00000000..068df7d5
--- /dev/null
+++ b/tests/_r_cache/NNS.MC.stat_summary.json
@@ -0,0 +1,12 @@
+{
+  "entries": {
+    "5b850c5f3410fe3f520ed4212fc993b81b24aab84e22e94b462000822587117e": [
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+  "label": "NNS.MC.stat_summary",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.SD.cluster.dendrogram.json b/tests/_r_cache/NNS.SD.cluster.dendrogram.json
new file mode 100644
index 00000000..94ca497f
--- /dev/null
+++ b/tests/_r_cache/NNS.SD.cluster.dendrogram.json
@@ -0,0 +1,57 @@
+{
+  "entries": {
+    "20707a1e9e039df853ae668aba155c05f09367ad4741f40c9de2317aebf89b38": {
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+      "Order": {}
+    },
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+          "X_4"
+        ],
+        "Cluster_2": "X_2",
+        "Cluster_3": "X_3"
+      },
+      "Dendrogram": {
+        "call": "hclust(d = dist_matrix, method = \"complete\")",
+        "dist.method": {},
+        "height": [
+          0.001,
+          4.001,
+          8.003
+        ],
+        "labels": [
+          "X_1",
+          "X_4",
+          "X_2",
+          "X_3"
+        ],
+        "merge": [
+          [
+            -1.0,
+            -2.0
+          ],
+          [
+            -3.0,
+            -4.0
+          ],
+          [
+            1.0,
+            2.0
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+        "method": "complete",
+        "order": [
+          1.0,
+          4.0,
+          2.0,
+          3.0
+        ]
+      }
+    }
+  },
+  "label": "NNS.SD.cluster.dendrogram",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.SD.cluster.json b/tests/_r_cache/NNS.SD.cluster.json
new file mode 100644
index 00000000..987d9c27
--- /dev/null
+++ b/tests/_r_cache/NNS.SD.cluster.json
@@ -0,0 +1,64 @@
+{
+  "entries": {
+    "190f2ea6809087bb9796feb498357445e54709b8222c9b28a7279e3b85a3d6b1": {
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+        "Cluster_2": "X_1",
+        "Cluster_3": "X_3",
+        "Cluster_4": "X_2",
+        "Cluster_5": "X_4"
+      }
+    },
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+          "X_1",
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+          "X_2",
+          "X_4"
+        ]
+      }
+    },
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+        "Cluster_2": "X_1",
+        "Cluster_3": "X_3",
+        "Cluster_4": "X_2",
+        "Cluster_5": "X_4"
+      }
+    },
+    "da9f4235cff2993b76040a67245ebeb382e5adf49d57b729a1c0dbeaf5d0b0fd": {
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+          "X_1",
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+        "Cluster_2": "X_2",
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+      }
+    },
+    "e5d2943eabbee4302b1f400306a7afe128e503658bc4672a90a3af263f85999d": {
+      "Clusters": []
+    }
+  },
+  "label": "NNS.SD.cluster",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.SD.efficient.set.json b/tests/_r_cache/NNS.SD.efficient.set.json
new file mode 100644
index 00000000..1abf0e09
--- /dev/null
+++ b/tests/_r_cache/NNS.SD.efficient.set.json
@@ -0,0 +1,104 @@
+{
+  "entries": {
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+    ],
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+      "X_1",
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+      "X_4",
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+      "X_5",
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+    ],
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+      "X_2",
+      "X_3"
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+    "cf90db1bd0464f113361cbbc7b46827e1afd900fe3039cadac65c9d33e84681d": [
+      "X_4",
+      "X_5",
+      "X_1",
+      "X_6",
+      "X_3",
+      "X_2"
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+    "dc30ed4fcf1270aa40c055833a5c8a089e55a0063dc69e15008a2c1cc373abd8": [
+      "X_3",
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+    "e890ab36d40361765f5bb15cd8bf2ee7e0b2e2fbdf8d73a0c4905545e3a3669c": [
+      "X_3",
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+    "f9d1baa8c18d98ec8156ebce7902b0b3d4ce1236b6b1622b96882c9ebc931156": "X_1",
+    "fbcad8d0f96f9b41c3f7374692876dec00a4d2aa47b4fcd30d7911b3a7085044": [
+      "X_3",
+      "X_4"
+    ],
+    "feeab61c48382de2512891e7ce24ab384ab07b698e45efd3d6847e81f06cdc0c": [
+      "X_3",
+      "X_1",
+      "X_4"
+    ]
+  },
+  "label": "NNS.SD.efficient.set",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.SS.json b/tests/_r_cache/NNS.SS.json
new file mode 100644
index 00000000..ad5f85de
--- /dev/null
+++ b/tests/_r_cache/NNS.SS.json
@@ -0,0 +1,32 @@
+{
+  "entries": {
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+      "p_star": 0.25,
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+      "p_star": 0.5,
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+      "p_tie": 0.222222222222222
+    }
+  },
+  "label": "NNS.SS",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.SSD.json b/tests/_r_cache/NNS.SSD.json
new file mode 100644
index 00000000..30771ec6
--- /dev/null
+++ b/tests/_r_cache/NNS.SSD.json
@@ -0,0 +1,23 @@
+{
+  "entries": {
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+    "c0dc3235957fb637c43ad114cdcf4f8e47459b9dba5f59fa73cca0bcbc572402": "NO SSD EXISTS",
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+    "c670aac989a7bb3b537c7fee2262529b75e181728d1c52ea078c29cc31d863ac": "NO SSD EXISTS",
+    "e18ae9117c3d92862d5668d7faaab1a62ad15baf9235ac68dbf95326335f6040": "NO SSD EXISTS",
+    "fe538054f364a42614fd9edd6c9a4276f258773dc7222ba697623102e6d7f7d3": "X SSD Y"
+  },
+  "label": "NNS.SSD",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.TSD.json b/tests/_r_cache/NNS.TSD.json
new file mode 100644
index 00000000..d364e255
--- /dev/null
+++ b/tests/_r_cache/NNS.TSD.json
@@ -0,0 +1,23 @@
+{
+  "entries": {
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+    "08a66e2e96caa2852786354313fd54fa72567c4a0dec2a41781fba17bbd3c995": "NO TSD EXISTS",
+    "0b859985ff3f030c5d5f2d6a6a42b255321e24c77b2900a1c52497560853fa2d": "NO TSD EXISTS",
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+    "ebb31d6db6082dc32339c71c28d3c7303324cfbfec006cb1c9229fc31460d1e1": "X TSD Y",
+    "ed29569aa05f49dc1b931da81e8216a8f21807e6bdcf9731fe237b9af1d80e7a": "NO TSD EXISTS"
+  },
+  "label": "NNS.TSD",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/NNS.VAR.json b/tests/_r_cache/NNS.VAR.json
new file mode 100644
index 00000000..f4041512
--- /dev/null
+++ b/tests/_r_cache/NNS.VAR.json
@@ -0,0 +1,1169 @@
+{
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+          "x1_tau_1",
+          "x1_tau_2",
+          "x2_tau_1",
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diff --git a/tests/_r_cache/NNS.boost.factor_predictor.json b/tests/_r_cache/NNS.boost.factor_predictor.json
new file mode 100644
index 00000000..0927b954
--- /dev/null
+++ b/tests/_r_cache/NNS.boost.factor_predictor.json
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+++ b/tests/_r_cache/NNS.caus.json
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diff --git a/tests/_r_cache/NNS.copula.json b/tests/_r_cache/NNS.copula.json
new file mode 100644
index 00000000..b6fd030a
--- /dev/null
+++ b/tests/_r_cache/NNS.copula.json
@@ -0,0 +1,17 @@
+{
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diff --git a/tests/_r_cache/NNS.dep.json b/tests/_r_cache/NNS.dep.json
new file mode 100644
index 00000000..dbacfb29
--- /dev/null
+++ b/tests/_r_cache/NNS.dep.json
@@ -0,0 +1,135 @@
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diff --git a/tests/_r_cache/NNS.diff.custom.json b/tests/_r_cache/NNS.diff.custom.json
new file mode 100644
index 00000000..95b72204
--- /dev/null
+++ b/tests/_r_cache/NNS.diff.custom.json
@@ -0,0 +1,87 @@
+{
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+  "nns_version": "13.2",
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+}
diff --git a/tests/_r_cache/NNS.distance.bulk.custom.json b/tests/_r_cache/NNS.distance.bulk.custom.json
new file mode 100644
index 00000000..e1eac0c2
--- /dev/null
+++ b/tests/_r_cache/NNS.distance.bulk.custom.json
@@ -0,0 +1,61 @@
+{
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diff --git a/tests/_r_cache/NNS.distance.json b/tests/_r_cache/NNS.distance.json
new file mode 100644
index 00000000..0df3e66b
--- /dev/null
+++ b/tests/_r_cache/NNS.distance.json
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diff --git a/tests/_r_cache/NNS.gravity.json b/tests/_r_cache/NNS.gravity.json
new file mode 100644
index 00000000..f8e134c5
--- /dev/null
+++ b/tests/_r_cache/NNS.gravity.json
@@ -0,0 +1,13 @@
+{
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diff --git a/tests/_r_cache/NNS.meboot.diagnostics.json b/tests/_r_cache/NNS.meboot.diagnostics.json
new file mode 100644
index 00000000..677e1582
--- /dev/null
+++ b/tests/_r_cache/NNS.meboot.diagnostics.json
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diff --git a/tests/_r_cache/NNS.meboot.stat_summary.json b/tests/_r_cache/NNS.meboot.stat_summary.json
new file mode 100644
index 00000000..47f85218
--- /dev/null
+++ b/tests/_r_cache/NNS.meboot.stat_summary.json
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diff --git a/tests/_r_cache/NNS.mode.json b/tests/_r_cache/NNS.mode.json
new file mode 100644
index 00000000..91b37403
--- /dev/null
+++ b/tests/_r_cache/NNS.mode.json
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diff --git a/tests/_r_cache/NNS.moments.json b/tests/_r_cache/NNS.moments.json
new file mode 100644
index 00000000..b24d09b3
--- /dev/null
+++ b/tests/_r_cache/NNS.moments.json
@@ -0,0 +1,37 @@
+{
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diff --git a/tests/_r_cache/NNS.norm.json b/tests/_r_cache/NNS.norm.json
new file mode 100644
index 00000000..19834612
--- /dev/null
+++ b/tests/_r_cache/NNS.norm.json
@@ -0,0 +1,13723 @@
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+}
diff --git a/tests/_r_cache/NNS.part.json b/tests/_r_cache/NNS.part.json
new file mode 100644
index 00000000..d3a51365
--- /dev/null
+++ b/tests/_r_cache/NNS.part.json
@@ -0,0 +1,123696 @@
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diff --git a/tests/_r_cache.json b/tests/_r_cache/NNS.reg.json
similarity index 65%
rename from tests/_r_cache.json
rename to tests/_r_cache/NNS.reg.json
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index 00000000..48669aef
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diff --git a/tests/_r_cache/NNS.seas.json b/tests/_r_cache/NNS.seas.json
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index 00000000..7a735977
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new file mode 100644
index 00000000..26bc4643
--- /dev/null
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diff --git a/tests/_r_cache/NNS.stack.mixed_factor_predictor.v1.json b/tests/_r_cache/NNS.stack.mixed_factor_predictor.v1.json
new file mode 100644
index 00000000..420d1203
--- /dev/null
+++ b/tests/_r_cache/NNS.stack.mixed_factor_predictor.v1.json
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diff --git a/tests/_r_cache/NNS.stack.numeric.json b/tests/_r_cache/NNS.stack.numeric.json
new file mode 100644
index 00000000..342b472e
--- /dev/null
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diff --git a/tests/_r_cache/PM.matrix.json b/tests/_r_cache/PM.matrix.json
new file mode 100644
index 00000000..ff20e778
--- /dev/null
+++ b/tests/_r_cache/PM.matrix.json
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diff --git a/tests/_r_cache/UPM.VaR.json b/tests/_r_cache/UPM.VaR.json
new file mode 100644
index 00000000..d333c60c
--- /dev/null
+++ b/tests/_r_cache/UPM.VaR.json
@@ -0,0 +1,25 @@
+{
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diff --git a/tests/_r_cache/UPM.json b/tests/_r_cache/UPM.json
new file mode 100644
index 00000000..b82f8fbf
--- /dev/null
+++ b/tests/_r_cache/UPM.json
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diff --git a/tests/_r_cache/dy.d.scalar.json b/tests/_r_cache/dy.d.scalar.json
new file mode 100644
index 00000000..4809e742
--- /dev/null
+++ b/tests/_r_cache/dy.d.scalar.json
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+        -1.14609138454744,
+        -0.891136694990114,
+        -0.629013946687417,
+        -0.360636633686476,
+        -0.104752968219893,
+        0.11494186974304,
+        0.252584424482161,
+        0.416374720371816,
+        0.578593136806792,
+        0.729034239806271,
+        0.862585121564395,
+        0.966158266392631,
+        1.01436053847825,
+        1.14272090063942,
+        1.26917731702716,
+        1.39255637341101,
+        1.51293363559811,
+        1.63230914123472
+      ],
+      "Second": [
+        1.48275666077616,
+        1.79423265330046,
+        2.0659294265928,
+        2.28758695798132,
+        2.43102839843767,
+        2.47104249267457,
+        2.63681927851368,
+        2.66016671347036,
+        2.67589559311456,
+        2.7041473585442,
+        2.70882742128667,
+        2.64797148722659,
+        2.48851642821501,
+        2.50401911135987,
+        2.48142323719946,
+        2.42323200135496,
+        2.32374584641828,
+        2.17561771381005
+      ]
+    },
+    "eb8d7dd858ecee450da1151ac93ffd670c2ceb1a143a5c3bcb0af9c4f74dc3ca": {
+      "First": 2.66666666666667,
+      "Second": -1.22927590014839e-16
+    },
+    "f4b3277537abed5bad989cc624759516c8fd0e0a0ece19a95ba07c13e34dce9c": {
+      "First": 0.0250991950729877,
+      "Second": 0.429236423574704
+    }
+  },
+  "label": "dy.d.scalar",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/dy.dx.numeric.json b/tests/_r_cache/dy.dx.numeric.json
new file mode 100644
index 00000000..f6c40d73
--- /dev/null
+++ b/tests/_r_cache/dy.dx.numeric.json
@@ -0,0 +1,29 @@
+{
+  "entries": {
+    "5980d68b620a1112853a121e9fb9e24af792ea4428ae5f9891671a452d11133c": {
+      "eval.point": [
+        -1.0,
+        0.0,
+        1.0
+      ],
+      "first.derivative": [
+        1.54673290262598,
+        1.58817145541624,
+        1.57667800037164
+      ],
+      "second.derivative": [
+        0.0587852248500906,
+        0.015433045475724,
+        -0.0321099514024272
+      ]
+    },
+    "9c1d0005f2772c1189bb1a90329125eb04eea449906d880447d4d41bbaa6128a": {
+      "eval.point": 0.0,
+      "first.derivative": 1.58817145541624,
+      "second.derivative": 0.015433045475724
+    }
+  },
+  "label": "dy.dx.numeric",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/dy.dx.overall.json b/tests/_r_cache/dy.dx.overall.json
new file mode 100644
index 00000000..7f1b87e5
--- /dev/null
+++ b/tests/_r_cache/dy.dx.overall.json
@@ -0,0 +1,8 @@
+{
+  "entries": {
+    "bb724984817505b7c4acb183b0a5f2db57ae89cc24a994c192772ee6c0fbb6ac": 1.42397727605404
+  },
+  "label": "dy.dx.overall",
+  "nns_version": "13.2",
+  "schema_version": 2
+}
diff --git a/tests/_r_cache/factor_2_dummy.custom.json b/tests/_r_cache/factor_2_dummy.custom.json
new file mode 100644
index 00000000..991841f0
--- /dev/null
+++ b/tests/_r_cache/factor_2_dummy.custom.json
@@ -0,0 +1,46 @@
+{
+  "entries": {
+    "220abdd0fe11f0018404a06a44764794f9abd793a8a253ba9710b7d2cc5eb3b7": {
+      "B": [
+        1.0,
+        0.0,
+        1.0,
+        0.0,
+        0.0
+      ],
+      "C": [
+        0.0,
+        0.0,
+        0.0,
+        1.0,
+        0.0
+      ]
+    },
+    "47228dbc5f6f49ecd63d8cd3f12119052902c990201636f672613fc0762cdd06": {
+      "A": [
+        0.0,
+        1.0,
+        0.0,
+        0.0,
+        1.0
+      ],
+      "B": [
+        1.0,
+        0.0,
+        1.0,
+        0.0,
+        0.0
+      ],
+      "C": [
+        0.0,
+        0.0,
+        0.0,
+        1.0,
+        0.0
+      ]
+    }
+  },
+  "label": "factor_2_dummy.custom",
+  "nns_version": "13.2",
+  "schema_version": 2
+}

From 0a8fc2c892eff8f6a54577ea119d757d6de5c663 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sat, 18 Jul 2026 15:41:55 +0000
Subject: [PATCH 2/2] Restore protected workflow baseline

---
 .github/workflows/inspect-r-api-update.yml | 127 +++------------------
 .github/workflows/native-backend-ci.yml    |   8 --
 2 files changed, 14 insertions(+), 121 deletions(-)

diff --git a/.github/workflows/inspect-r-api-update.yml b/.github/workflows/inspect-r-api-update.yml
index f039c9ee..d7ffb1f7 100644
--- a/.github/workflows/inspect-r-api-update.yml
+++ b/.github/workflows/inspect-r-api-update.yml
@@ -185,120 +185,24 @@ jobs:
           import os
           from pathlib import Path
 
-          cache_dir = Path('tests/_r_cache')
-          shards = sorted(cache_dir.glob('*.json')) if cache_dir.is_dir() else []
-          if not shards:
-              raise SystemExit('tests/_r_cache/ contains no shard files')
+          path = Path('tests/_r_cache.json')
+          if not path.exists():
+              raise SystemExit('tests/_r_cache.json was not generated')
+          payload = json.loads(path.read_text(encoding='utf-8'))
+          actual = payload.get('nns_version')
           expected = os.environ['EXPECTED_VERSION']
-          total = 0
-          for shard_path in shards:
-              shard = json.loads(shard_path.read_text(encoding='utf-8'))
-              actual = shard.get('nns_version')
-              if actual != expected:
-                  raise SystemExit(
-                      f'{shard_path.name}: cache version {actual!r} '
-                      f'!= dispatched version {expected!r}'
-                  )
-              entries = shard.get('entries')
-              if not isinstance(entries, dict) or not entries:
-                  raise SystemExit(f'{shard_path.name} contains no entries')
-              total += len(entries)
-          print(
-              f'Validated {total} cache entries across {len(shards)} '
-              f'shards for NNS {expected}.'
-          )
+          if actual != expected:
+              raise SystemExit(f'cache version {actual!r} != dispatched version {expected!r}')
+          entries = payload.get('entries')
+          if not isinstance(entries, dict) or not entries:
+              raise SystemExit('regenerated cache contains no entries')
+          print(f'Validated {len(entries)} cache entries for NNS {actual}.')
           PY
 
       - name: Remove transient cache files
         if: always()
         shell: bash
-        run: rm -rf tests/_r_cache.bak && rm -f tests/_r_cache.lock
-
-      - name: Record cache provenance in sync manifest
-        if: always()
-        shell: bash
-        env:
-          R_COMMIT: ${{ steps.package.outputs.r_commit }}
-          R_VERSION: ${{ steps.package.outputs.r_version }}
-        run: |
-          python - <<'PY'
-          import json
-          import os
-          from pathlib import Path
-
-          path = Path('sync/nns_source.json')
-          manifest = json.loads(path.read_text(encoding='utf-8'))
-          manifest['r_commit'] = os.environ['R_COMMIT']
-          manifest['r_version'] = os.environ['R_VERSION']
-          path.write_text(json.dumps(manifest, indent=2) + '\n', encoding='utf-8')
-          print(f"Manifest now records {manifest['r_repo']}@{manifest['r_commit']} "
-                f"(NNS {manifest['r_version']}).")
-          PY
-
-      - name: Summarize cache changes by function
-        id: cachediff
-        if: always()
-        shell: bash
-        run: |
-          python - <<'PY'
-          import json
-          import subprocess
-          from pathlib import Path
-
-          def committed(name: str) -> dict:
-              proc = subprocess.run(
-                  ['git', 'show', f'HEAD:tests/_r_cache/{name}'],
-                  capture_output=True, text=True,
-              )
-              if proc.returncode != 0:
-                  return {}
-              return json.loads(proc.stdout).get('entries', {})
-
-          cache_dir = Path('tests/_r_cache')
-          lines = ['### Cache changes by function', '']
-          if not cache_dir.is_dir():
-              lines.append('_No cache directory was generated; see the regeneration log._')
-          else:
-              proc = subprocess.run(
-                  ['git', 'ls-tree', '--name-only', 'HEAD', 'tests/_r_cache/'],
-                  capture_output=True, text=True,
-              )
-              old_names = {Path(p).name for p in proc.stdout.split() if p.endswith('.json')}
-              new_names = {p.name for p in cache_dir.glob('*.json')}
-              rows = []
-              for name in sorted(old_names | new_names):
-                  before = committed(name) if name in old_names else {}
-                  after = (
-                      json.loads((cache_dir / name).read_text()).get('entries', {})
-                      if name in new_names else {}
-                  )
-                  added = len(set(after) - set(before))
-                  removed = len(set(before) - set(after))
-                  changed = sum(
-                      1 for k in set(before) & set(after) if before[k] != after[k]
-                  )
-                  if added or removed or changed:
-                      label = name[: -len('.json')]
-                      rows.append(
-                          f'| `{label}` | {len(before)} | {len(after)} '
-                          f'| {added} | {removed} | {changed} |'
-                      )
-              if rows:
-                  lines += [
-                      '| function | before | after | added | removed | changed |',
-                      '| --- | --- | --- | --- | --- | --- |',
-                      *rows,
-                  ]
-              else:
-                  lines.append('_No cache entries changed._')
-          Path('cache-diff.md').write_text('\n'.join(lines) + '\n', encoding='utf-8')
-          print('\n'.join(lines))
-          PY
-          {
-            echo 'summary<<CACHE_DIFF_EOF'
-            cat cache-diff.md
-            echo 'CACHE_DIFF_EOF'
-          } >> "$GITHUB_OUTPUT"
+        run: rm -f tests/_r_cache.json.bak tests/_r_cache.lock
 
       - name: Verify committed-cache mode
         id: verify
@@ -342,13 +246,10 @@ jobs:
             - Live regeneration result: `${{ steps.regenerate.outcome }}`
             - Cache-only verification result: `${{ steps.verify.outcome }}`
 
-            The exact R source package was installed and the committed parity cache was regenerated. `sync/nns_source.json` records this R commit as the behavioral-truth provenance. Any remaining Python/R parity mismatches are retained in the workflow diagnostics and should be repaired against this R-authored baseline.
-
-            ${{ steps.cachediff.outputs.summary }}
+            The exact R source package was installed and the committed parity cache was regenerated. Any remaining Python/R parity mismatches are retained in the workflow diagnostics and should be repaired against this R-authored baseline.
           add-paths: |
             tests/_r.py
-            tests/_r_cache/**
-            sync/nns_source.json
+            tests/_r_cache.json
 
       - name: Report parity status
         if: always()
diff --git a/.github/workflows/native-backend-ci.yml b/.github/workflows/native-backend-ci.yml
index 6d7e3a0b..f5fdd0d0 100644
--- a/.github/workflows/native-backend-ci.yml
+++ b/.github/workflows/native-backend-ci.yml
@@ -1,20 +1,12 @@
 name: Native backend CI
 
-# pull_request covers every branch with an open PR; push is limited to main so
-# a PR-branch push does not run the identical matrix twice (once per event).
 on:
   pull_request:
   push:
-    branches: [main]
 
 permissions:
   contents: read
 
-# A superseded push to the same ref cancels the in-flight run.
-concurrency:
-  group: native-backend-ci-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
 jobs:
   native-backend:
     name: Python ${{ matrix.python-version }}