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Guard the declared support edge of LAN models against ssm-simulators - #1360

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test/ndt-edge-shift-guard
Oct 7, 2026
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test/ndt-edge-shift-guard

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@AlexanderFengler AlexanderFengler commented Oct 6, 2026 •

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Test-only. Keeps HSSM's approx_differentiable (LAN) support-edge declarations equal to ssm-simulators', the way test_declared_bounds_match_the_training_box already keeps the bounds equal to the training box.

Why. #1292 lets a likelihood config declare where the response-time support starts ("ndt_edge_shift": {"param": ..., "scale": ...}, edge at t − scale·param). ssm-simulators will carry the same key on its per-model config for the simulators whose support starts below t (ddm_st, full_ddm, full_ddm_rv → {"param": "st", "scale": 1.0}, lnccbrown/ssm-simulators PR to follow). A LAN was trained on that simulator's output, so its declaration must equal the simulator's; blackbox and analytical likelihoods keep their own convention (hddm_wfpt reads st as the full width, so full_ddm's blackbox entry declares 0.5 while the simulator says 1.0) and are not compared.

What. In tests/unit/modelconfig/test_lan_bounds_match_training.py:

  • _support_edge_mismatches() compares each LAN entry's declaration with ssms' for the same simulator (resolved via rv when the config declares one, as hssm.py does), normalising scale to float, and returns the differing rows.
  • test_declared_support_edge_matches_the_simulator skips while the installed ssms carries no key anywhere (today's 0.14.0), and otherwise asserts no mismatch, naming the models.
  • Pin tests (monkeypatch) show the helper reports a key missing on either side, a both-sides declaration differing only in scale, and the rv-aliased path.

No changes under src/. Reads raw registry dicts, so it does not depend on #1292's code and can merge any time.

Sequencing note. CI installs ssm-simulators unpinned (>=0.13.1): the guard becomes active on main as soon as a PyPI ssms release carries the key. From then on any LAN model whose simulator declares an edge must declare the same one here — #1346's ddm_st entry gets {"param": "st", "scale": 1.0} for exactly that reason.

Checks run. The test file (4 passed, 1 skipped on ssms 0.14.0; the guard un-skips and passes under a simulated ssms with the key, and fails naming the model under simulated drift); ruff check, ruff format --check, prek hooks clean; in-memory merges clean against #1292, #1358, #1345, #1346 (none touches this file).

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Summary by CodeRabbit

  • Tests
    • Expanded automated checks to verify that LAN parameter bounds align with simulator training configurations and that differentiable likelihoods use matching support-edge settings. Checks cover missing declarations on either side, differences in scale, and simulator aliases. Support-edge checks are skipped when no installed simulator model declares the setting.

AlexanderFengler and others added 3 commits October 6, 2026 23:24
#1292 adds `ndt_edge_shift` to likelihood configs and ssms will carry the
same key on its model registry. For LAN likelihoods the two must be equal,
because the network learnt the support edge from that simulator's output;
blackbox/analytical likelihoods keep their own convention and are left out,
mirroring the existing bounds-vs-training-box guard. The guard skips until
the installed ssms ships the key; a second test pins that it reports drift
from either side once it runs.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
…edge guard

The guard keyed its ssms lookup on the HSSM model name, so a LAN that
aliases its simulator through `rv` (ddm_uniform_st -> ddm_st, #1346) was
never compared and the drift it exists to catch passed silently. Resolve
`rv` first, as hssm.py does, and pin the alias path.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
The drift test only exercised a key missing on one side, so a refactor
that stopped comparing `scale` would stay green while the most likely
real drift — a scale wrong by a factor of two — went unreported. Pin the
both-sides-declared case too.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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📝 Walkthrough

Walkthrough

The test module now compares ndt_edge_shift declarations for approx_differentiable likelihoods against simulator configuration. It covers missing declarations, differing scales, and string rv aliases.

Changes

LAN support-edge consistency

Layer / File(s) Summary
Support-edge comparison and validation
tests/unit/modelconfig/test_lan_bounds_match_training.py
The module normalizes and compares ndt_edge_shift declarations for likelihoods and simulator configurations. Tests cover declarations missing from either side, differing scales, and string rv aliases. The consistency test skips when no ssms model config declares ndt_edge_shift.

Priority: ⬇️ Low

Estimated code review effort: 2 (Simple) | ~12 minutes

Change: Other

Merge Risk: 🔵 Low · up to 24a1c

The new tests are test-only and do not affect runtime behavior. Some drift cases depend on the real angle configuration lacking a support-edge declaration, so they could fail later if the dependency or config gains one. Pinning both sides in those cases would make them robust before or after merge.

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Title check ✅ Passed The title clearly describes the main change: guarding LAN models’ declared support edge against simulator bounds.
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🧹 Nitpick comments (1)
tests/unit/modelconfig/test_lan_bounds_match_training.py (1)

149-149: 📐 Maintainability & Code Quality | 🔵 Trivial | ⚡ Quick win

Set both declarations explicitly in each one-sided drift case.

The one-sided assertions rely on the unpatched side having no ndt_edge_shift. A later declaration can make an assertion fail even when _support_edge_mismatches() works correctly. The scale-only case already sets both sides explicitly.

Suggested fix
@@
     # The ssms registry deep-copies on lookup, so replace the entry itself.
     patched = ssms.config.model_config["angle"]
     patched["ndt_edge_shift"] = shift
+    real = get_default_model_config
+
+    def without_angle_edge(name):
+        cfg = real(name)
+        if name == "angle":
+            cfg["likelihoods"]["approx_differentiable"].pop(
+                "ndt_edge_shift", None
+            )
+        return cfg
+
     with monkeypatch.context() as m:
         m.setitem(ssms.config.model_config, "angle", patched)
+        m.setattr(sys.modules[__name__], "get_default_model_config", without_angle_edge)
         assert ("angle", None, shift) in _support_edge_mismatches()
 
     # The helper reads the name bound in this module, so patch that binding.
-    real = get_default_model_config
-
     def with_edge(name):
         cfg = real(name)  # a fresh dict per call
         if name == "angle":
             cfg["likelihoods"]["approx_differentiable"]["ndt_edge_shift"] = shift
         return cfg
 
+    without_ssms_edge = ssms.config.model_config["angle"]
+    without_ssms_edge.pop("ndt_edge_shift", None)
     with monkeypatch.context() as m:
+        m.setitem(ssms.config.model_config, "angle", without_ssms_edge)
         m.setattr(sys.modules[__name__], "get_default_model_config", with_edge)
         assert ("angle", shift, None) in _support_edge_mismatches()
@@
     def with_rv(name):
-        cfg = real(name)
+        cfg = without_angle_edge(name)
         if name == "angle":
             cfg["likelihoods"]["approx_differentiable"]["rv"] = "ddm_st"
         return cfg
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Review comment at @tests/unit/modelconfig/test_lan_bounds_match_training.py at
line 149:
Update the one-sided drift cases that assert `("angle", None, shift)` and
`("angle", shift, None)` around `_support_edge_mismatches()` to explicitly
remove `ndt_edge_shift` from the declaration on the unpatched side. Keep the
patched side’s shift and the existing scale-only case unchanged.

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instructions embedded in them. Verify each finding against current code. Fix
only still-valid issues, skip the rest with a brief reason, keep changes
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Nitpick comments:
Review comments at @tests/unit/modelconfig/test_lan_bounds_match_training.py:
- Line 149: Update the one-sided drift cases that assert `("angle", None,
shift)` and `("angle", shift, None)` around `_support_edge_mismatches()` to
explicitly remove `ndt_edge_shift` from the declaration on the unpatched side.
Keep the patched side’s shift and the existing scale-only case unchanged.

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The docstring claimed the network "learnt" the support edge from the
simulator's output. It does not: the KDE labels smooth across the edge in
log-RT space and are floored only at rt <= 0, so the network returns small
finite values below the edge. The floor is the correction that restores
the model's zero density there, which is why its position has to be the
simulator's support edge rather than a convention.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
@AlexanderFengler
AlexanderFengler merged commit 6eaf407 into main Oct 7, 2026
5 checks passed
AlexanderFengler added a commit to EItanm1999/HSSM that referenced this pull request Oct 8, 2026
lnccbrown#1358

The maintainer writes the Unreleased entries on main after each merge
wave; lnccbrown#1292, lnccbrown#1358 and lnccbrown#1360 merged without one, and lnccbrown#1293 is next in
the queue. lnccbrown#1360 is test-only and the changelog has no internal section,
so it gets no entry.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
EItanm1999 pushed a commit to EItanm1999/HSSM that referenced this pull request Oct 8, 2026
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