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[Misc] Fix purity checker to allow accessing constants from quadrants modules#487

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hughperkins merged 11 commits into
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hp/qd-purity-override
Apr 16, 2026
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[Misc] Fix purity checker to allow accessing constants from quadrants modules#487
hughperkins merged 11 commits into
mainfrom
hp/qd-purity-override

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@hughperkins hughperkins commented Apr 15, 2026

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The purity checker was special-casing qd.math via a local import. Replace with a general is_from_quadrants_module() check that covers any quadrants module/class/instance, and remove the qd_math special case.

Add tests for both the allowed case (qd.math.pi) and the rejected case (non-quadrants object attribute).

Issue: #

Brief Summary

What this PR does:
The purity checker in build_Attribute previously special-cased qd.math (via a local from quadrants import math as qd_math import) to suppress false-positive PURE.VIOLATION
warnings when pure kernels accessed constants like qd.math.pi. This PR replaces that narrow special-case with a general is_from_quadrants_module() check that allows accessing
attributes on any quadrants module or class without triggering purity violations. This is needed for things like qd.simt.Tile16x16.SIZE in the tiles work.
Changes:
• util.py: Add is_from_quadrants_module() — returns True for quadrants modules and classes, but not instances
• ast_transformer.py: Replace the qd_math special-case with is_from_quadrants_module(), remove the now-unused qd_math import
• test_pure_validation.py: Add two tests — one verifying quadrants module constants are allowed (qd.math.pi), one verifying non-quadrants object attributes still warn

Good:
• Generalizes correctly: any quadrants module/class constant (e.g. qd.simt.Tile16x16.SIZE, qd.math.pi) is allowed without needing per-module special cases
• Restricted to modules and classes — instances are still flagged, so mutable runtime state can't silently bypass purity
• Exact package name matching (== "quadrants" or .startswith("quadrants.")) avoids false matches on hypothetical third-party packages
• Removes dead-weight qd_math import that ran on every build_Attribute call
• Compile-time only, zero runtime performance impact

Bad / caveats:
• Mutable class-level attributes (e.g. SomeQdClass.counter = 0 modified at runtime) would be incorrectly suppressed. This is unlikely in practice but not impossible.
• The qd.math.pi test overlaps with the existing test_pure_validation_builtin_values_qd_pi test — though that test was previously covered by the qd_math special-case, not by
is_from_quadrants_module, so it does exercise a different code path now.

copilot:summary

Walkthrough

copilot:walkthrough

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@claude review

@hughperkins hughperkins marked this pull request as ready for review April 15, 2026 19:04

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Reviewed commit: 6b32c7f07b

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Comment on lines +678 to 679
if violation and _is_from_quadrants_module(node.value.ptr):
violation = False

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P1 Badge Limit purity bypass to immutable quadrants constants

The new _is_from_quadrants_module(node.value.ptr) guard suppresses pure-kernel violations for any global object defined under the quadrants package, not just safe module constants. In build_Attribute, this now allows reads like cfg = qd.lang.impl.current_cfg(); return cfg.arch to pass without warning/error even though cfg is mutable runtime state that can change between qd.init() calls, which undermines purity and can make fast-cache results stale or incorrect. The exemption should stay scoped to known immutable modules/constants (as before with qd.math) or include an immutability check.

Useful? React with 👍 / 👎.

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Check codex point ### question to opus

claude says "The new _is_from_quadrants_module(node.value.ptr) guard suppresses pure-kernel violations for any global object defined under the quadrants package, not just
safe module constants. In build_Attribute, this now allows reads like cfg = qd.lang.impl.current_cfg(); return cfg.arch to pass without warning/error even though cfg is
mutable runtime state that can change between qd.init() calls, which undermines purity and can make fast-cache results stale or incorrect. The exemption should stay scoped
to known immutable modules/constants (as before with qd.math) or include an immutability check." Thoguhts?

opus response

  Valid concern, but I think the practical risk is low. Let me explain why.
  The purity violation only fires when all of these hold:
  1. Kernel is @qd.pure
  2. The attribute chain started from a non-parameter global (violates_pure)
  3. The resolved value is isinstance(node.ptr, (int, float, Field))
  4. It's not an enum, not math/np

  The Claude example (cfg = qd.lang.impl.current_cfg(); return cfg.arch) — cfg.arch is likely an Arch enum, which is already exempted by the isinstance(node.ptr, enum.Enum) check
  above.
  That said, the concern is theoretically valid: a mutable int attribute on a quadrants instance (e.g. some_qd_obj.count = 5) would be incorrectly suppressed. The old tiles-3
  check (_is_quadrants_internal_file) was narrower — it only suppressed when the calling code was inside quadrants, not when the object was from quadrants.
  Two options:
  1. Keep as-is — pragmatic. The realistic use case is module/class constants like Tile16x16.SIZE, qd.math.pi. Nobody is putting mutable int attributes on quadrants objects and
     accessing them from pure kernels.
  2. Restrict to modules and classes only — tighten is_from_quadrants_module to reject instances:


  def is_from_quadrants_module(obj: object) -> bool:
      import types
      if isinstance(obj, types.ModuleType):
          return getattr(obj, "__name__", "").startswith("quadrants")
      if isinstance(obj, type):
          mod = getattr(obj, "__module__", None)
          return mod is not None and mod.startswith("quadrants")
      return False

  This would allow qd.math.pi (module attr) and Tile16x16.SIZE (class attr) but reject some_instance.value. That's probably the right tradeoff. Want me to tighten it?

yes

  Done. Pushed 7ef2c4578 — is_from_quadrants_module now only returns True for modules and classes, not instances.

The purity checker was special-casing qd.math via a local import.
Replace with a general is_from_quadrants_module() check that covers
any quadrants module or class (but not instances, to avoid suppressing
mutable state), and remove the qd_math special case.

Add tests for both the allowed case (qd.math.pi) and the rejected case
(non-quadrants object attribute).
@hughperkins hughperkins force-pushed the hp/qd-purity-override branch from 6b32c7f to 7ef2c45 Compare April 15, 2026 19:13
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@claude review

Comment thread python/quadrants/lang/ast/ast_transformer.py
Comment thread python/quadrants/lang/util.py
Use == 'quadrants' or .startswith('quadrants.') instead of bare
.startswith('quadrants') to avoid matching hypothetical third-party
packages like quadrantslib.
@hughperkins

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@claude review

Comment on lines +257 to +265
def test_pure_validation_quadrants_module_attribute_allowed():
"""Accessing a float constant from the quadrants package should not trigger a purity violation."""

@qd.kernel(pure=True)
def k1() -> qd.f32:
return qd.math.pi

assert int(k1() * 100) == 314

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🟡 The new test_pure_validation_quadrants_module_attribute_allowed test (line 257) is functionally identical to the pre-existing test_pure_validation_builtin_values_qd_pi (line 175): both define a @qd.kernel(pure=True) that returns qd.math.pi and assert int(k1() * 100) == 314. This duplicate adds zero new coverage. The isinstance(obj, type) (class-attribute) branch introduced in is_from_quadrants_module() remains completely untested — a test accessing a constant on a quadrants class type (e.g. SomeQuadrantsClass.CONSTANT) would provide meaningful coverage of the new code path.

Extended reasoning...

Duplicate test with no additional coverage

The newly added test_pure_validation_quadrants_module_attribute_allowed (lines 257-264) replicates test_pure_validation_builtin_values_qd_pi (lines 175-188) nearly verbatim. Both kernels close over qd.math.pi, both assert int(k1() * 100) == 314, and both exercise exactly the same ModuleType branch in is_from_quadrants_module(). The only cosmetic differences in the older test are an unused MyEnum class declaration and an extra assignment v = k1() — neither affects what code path is exercised.

The specific code path that is (and is not) covered

is_from_quadrants_module() in python/quadrants/lang/util.py has two branches:

  1. isinstance(obj, types.ModuleType) → returns True when obj.__name__ starts with "quadrants". Both tests exercise this branch via qd.math (a module).
  2. isinstance(obj, type) → returns True when obj.__module__ starts with "quadrants". No test exercises this branch.

The class-attribute path was explicitly added to allow patterns like Tile16x16.SIZE (accessing a constant on a quadrants class type), but the test suite never exercises it.

Step-by-step proof of duplication

  1. test_pure_validation_builtin_values_qd_pi: defines def k1() -> qd.f32: return qd.math.pi, calls it, asserts int(k1() * 100) == 314.
  2. test_pure_validation_quadrants_module_attribute_allowed: defines the same kernel body, calls it, makes the same assertion.
  3. In both cases node.value.ptr in build_Attribute is the qd.math module object, hitting the ModuleType branch of is_from_quadrants_module().
  4. The isinstance(obj, type) branch remains dead code in the test suite.

Impact

This is a test-quality issue only — no production code is broken. The duplicate test is harmless, but the missing class-attribute coverage means a regression in that branch could go undetected.

How to fix

Remove or repurpose the duplicate test. A meaningful replacement would access a float/int constant on a quadrants class type directly, for example:

@qd.kernel(pure=True)
def k() -> qd.f32:
    return SomeQuadrantsClass.CONSTANT  # triggers isinstance(obj, type) branch

This would exercise the class branch and provide coverage for the new logic introduced in this PR.

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The change from pure=True to fastcache=True does not address the core concern. Both test_pure_validation_quadrants_module_attribute_allowed and the pre-existing test_pure_validation_builtin_values_qd_pi still access qd.math.pi (a ModuleType attribute), so they continue to exercise only the isinstance(obj, types.ModuleType) branch of is_from_quadrants_module(). The isinstance(obj, type) branch — which enables the stated primary motivation of this PR (Tile16x16.SIZE access) — remains completely untested.

A meaningful test would access a float/int constant on an actual quadrants class type, for example using a type from the quadrants package whose __module__ starts with "quadrants.", to confirm that _is_from_quadrants_module returns True for the class branch and the violation is suppressed.

Comment thread python/quadrants/lang/ast/ast_transformer.py
The merge resolution accidentally dropped this import, which is still
used in build_Name. Restores the import alongside is_from_quadrants_module.
Comment on lines 677 to 685
violation = True
if violation and isinstance(node.ptr, enum.Enum):
violation = False
if violation and node.value.ptr in [qd_math, math, np]:
if violation and node.value.ptr in [math, np]:
violation = False
if violation and _is_quadrants_internal_file(ctx.file):
if violation and _is_from_quadrants_module(node.value.ptr):
violation = False
if violation:
message = f"[PURE.VIOLATION] WARNING: Accessing global var {node.attr} from outside function scope within pure kernel {node.value.violates_pure_reason}"

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🔴 The purity exemption in build_Attribute clears the violation flag for all three types in the outer isinstance(node.ptr, (int, float, Field)) check when _is_from_quadrants_module(node.value.ptr) returns True — including Field. If a quadrants class ever has a class-level Field attribute (e.g. ConstantFields.my_field), accessing it inside a pure=True kernel silently suppresses the violation. Fix by adding and not isinstance(node.ptr, Field) to the exemption guard on line 683.

Extended reasoning...

What the bug is

In build_Attribute (lines 677–685), the outer guard checks isinstance(node.ptr, (int, float, Field)) and sets violation = True. Further down, the new _is_from_quadrants_module exemption unconditionally clears violation for all three matched types — including Field. Field objects represent mutable device memory and should never bypass the purity checker, regardless of which module their owning class comes from.

The code path that triggers it

is_from_quadrants_module returns True for any type whose __module__ attribute starts with "quadrants". This means any quadrants-internal class (e.g. one defined in quadrants.lang.something) satisfies the check. If such a class has a class-level Field attribute, the sequence in build_Attribute is:

  1. node.ptr = ConstantFields.my_field (a Field instance)
  2. isinstance(node.ptr, (int, float, Field))True, violation = True
  3. isinstance(node.ptr, enum.Enum)False
  4. node.value.ptr in [math, np]False
  5. _is_from_quadrants_module(ConstantFields)True (it is a type with __module__ = "quadrants.lang.something")
  6. violation = Falseincorrectly suppressed

Why existing code does not prevent it

The isinstance(obj, type) branch in is_from_quadrants_module was deliberately added to support patterns like Tile16x16.SIZE (an int constant on a quadrants class). This is correct for int/float class attributes, but the same logic extends to Field attributes without any additional guard. There is no separate check that restricts the exemption to immutable scalar types only.

Impact

A quadrants class-level Field attribute accessed inside a pure=True kernel would silently pass the purity checker. Field objects are mutable device state; their values can change between qd.init() calls and across kernel invocations, which is precisely what the purity contract is designed to prohibit. Stale fast-cache results could be returned for kernels that appear pure but actually depend on mutable fields.

Step-by-step proof

Suppose a file inside the quadrants package defines:

# in quadrants/lang/something.py
class ConstantFields:
    my_field = qd.field(qd.f32, shape=None)

User code:

@qd.kernel(pure=True)
def k() -> qd.f32:
    return ConstantFields.my_field[0]

During compilation, build_Attribute resolves ConstantFields.my_field:

  • node.value.ptr = ConstantFields (a type with __module__ = "quadrants.lang.something")
  • node.ptr = the Field instance
  • isinstance(node.ptr, (int, float, Field))True, violation = True
  • _is_from_quadrants_module(ConstantFields)True
  • violation = False — no warning, no error, purity violation silently dropped

How to fix

Change line 683 from:

if violation and _is_from_quadrants_module(node.value.ptr):

to:

if violation and _is_from_quadrants_module(node.value.ptr) and not isinstance(node.ptr, Field):

This preserves the exemption for int/float class constants (the intended use case for Tile16x16.SIZE, qd.math.pi, etc.) while keeping Field access subject to purity checking regardless of which package the owning class comes from. No current quadrants class has a class-level Field attribute, so this is low-risk but worth fixing before the pattern becomes established.

Comment on lines +267 to +284
@test_utils.test()
def test_pure_validation_non_quadrants_attribute_warns():
"""Accessing an int attribute on a non-quadrants object should still warn/error."""
assert qd.lang is not None
arch = qd.lang.impl.current_cfg().arch
qd.init(arch=arch, offline_cache=False)

class Config:
SIZE = 32

cfg = Config()

@qd.kernel(pure=True)
def k1() -> qd.i32:
return cfg.SIZE

with pytest.warns(UserWarning, match=r"\[PURE\.VIOLATION\]"):
assert k1() == 32

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🟡 The new test test_pure_validation_non_quadrants_attribute_warns (lines 267-284) duplicates the existing second sub-test in test_pure_validation_actual_violation_warning (lines 238-251): both access an uppercase int attribute on a non-quadrants class instance from a pure kernel and expect a PURE.VIOLATION UserWarning. The new test adds no unique coverage; more valuable would be a test verifying that a quadrants CLASS attribute (e.g., SomeQdClass.CONSTANT) is correctly allowed — which is the key invariant introduced in this PR but left completely untested.

Extended reasoning...

What the duplication is

Both test_pure_validation_non_quadrants_attribute_warns (new, cfg.SIZE = 32, uppercase class attribute on a non-quadrants instance) and the second sub-test of test_pure_validation_actual_violation_warning (existing, foo.BAR = 23, uppercase instance attribute on a non-quadrants instance) exercise the identical code path in build_Attribute. In both cases: node.value.ptr is a plain Python instance (not a module, not a type), _is_from_quadrants_module(node.value.ptr) returns False (the function explicitly returns False for anything that is neither ModuleType nor type), node.ptr is an int, and the uppercase attribute name triggers warnings.warn.

Why the class-vs-instance-attribute distinction does not matter

The new test uses a class-level attribute (Config.SIZE = 32) while the existing test uses an instance-level attribute (self.BAR = 23). However, at the point build_Attribute runs, Python has already resolved both to the same int value via getattr(cfg, 'SIZE') and getattr(foo, 'BAR') respectively. The AST transformer sees an identical picture in both cases: node.ptr is an int, node.value.ptr is a non-quadrants instance. The code path is byte-for-byte the same.

Why this matters despite being a test-quality issue only

The PR's stated goal is to generalize purity exemptions from qd.math (module) to any quadrants module or class. The isinstance(obj, type) branch in is_from_quadrants_module() — which enables accessing constants like Tile16x16.SIZE — has zero test coverage. The two new tests both hit the ModuleType branch (qd.math.pi) and the non-quadrants-instance path (duplicate of existing), leaving the class-attribute branch (the primary motivation for the PR) completely untested.

The refutation addressed

The one refutation argues only that "having a redundant test doesn't cause harm" and confirms severity is nit. This is accurate — no production code is affected. The concern is purely test quality: the new test should instead exercise the class-attribute branch of is_from_quadrants_module to provide meaningful regression coverage for the new logic.

Step-by-step proof of duplication

  1. Existing test: foo = Foo() where Foo defines self.BAR = 23. Kernel: return foo.BAR. In build_Attribute: node.value.ptr = foo (instance), node.ptr = 23 (int), isinstance(23, (int, float, Field)) → True, _is_from_quadrants_module(foo) → False (not ModuleType, not type), 'BAR'.upper() == 'BAR' → True → warnings.warn.
  2. New test: cfg = Config() where Config defines SIZE = 32. Kernel: return cfg.SIZE. In build_Attribute: node.value.ptr = cfg (instance), node.ptr = 32 (int), isinstance(32, (int, float, Field)) → True, _is_from_quadrants_module(cfg) → False (not ModuleType, not type), 'SIZE'.upper() == 'SIZE' → True → warnings.warn.
  3. The two paths are identical. A test accessing SomeQuadrantsClass.CONSTANT (where type(SomeQuadrantsClass).__module__.startswith('quadrants')) would instead exercise the isinstance(obj, type) branch and provide real coverage.

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Approving on the basis that I have reviewed the design and the public facing API, and they look reasonable to me.

@hughperkins hughperkins enabled auto-merge (squash) April 16, 2026 13:55
Comment on lines +377 to +383
if isinstance(obj, types.ModuleType):
name = getattr(obj, "__name__", "")
return name == "quadrants" or name.startswith("quadrants.")
if isinstance(obj, type):
mod = getattr(obj, "__module__", None)
return mod is not None and (mod == "quadrants" or mod.startswith("quadrants."))
return False

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🔴 The PR's stated primary motivation — allowing qd.simt.Tile16x16.SIZE in pure kernels — is not actually fixed: Tile16x16 is a StructType instance (returned by qd.dataclass()), which inherits from CompoundType(object) rather than Python's built-in type, so isinstance(Tile16x16, type) is False and is_from_quadrants_module returns False for it. Accessing Tile16x16.SIZE in a pure=True kernel still emits a PURE.VIOLATION warning after this PR merges. A third branch in is_from_quadrants_module is needed to check type(obj).__module__ for objects that are neither ModuleType nor type.

Extended reasoning...

What the bug is and how it manifests

is_from_quadrants_module() in util.py:377-383 has exactly two branches: one for types.ModuleType (covers qd.math, qd.simt, etc.) and one for type (covers Python metaclass-style classes like plain class Foo). It returns False for any object that is neither. StructType — the type returned by qd.dataclass(_Tile16x16) — inherits from CompoundType, which inherits from plain object. It does not inherit from Python's type. Therefore isinstance(Tile16x16, type) is False, and is_from_quadrants_module(Tile16x16) falls through to return False.

The specific code path that triggers it

In build_Attribute (ast_transformer.py:683), when a pure kernel accesses an attribute, the purity exemption check is:

if violation and _is_from_quadrants_module(node.value.ptr):
    violation = False

For qd.simt.Tile16x16.SIZE, node.value.ptr is the StructType instance. Since _is_from_quadrants_module returns False, violation stays True and warnings.warn fires with a PURE.VIOLATION message.

Why existing code doesn't prevent it

The fix intentionally avoids returning True for arbitrary instances to prevent mutable quadrants objects from bypassing purity checks — a correct design decision. However, StructType objects returned by qd.dataclass() are effectively class-like constants (created at module load time, not mutated at runtime), and they are the exact objects that serve as namespaces for constants like SIZE = 16. The isinstance(obj, type) check only matches objects that are themselves Python metaclass instances, which StructType is not.

Step-by-step proof

  1. _tile16.py:468-469 shows: result = qd.dataclass(_Tile16x16) then result.SIZE = _TILE (= 16). result is a StructType instance.
  2. User writes @qd.kernel(pure=True) def k() -> qd.i32: return qd.simt.Tile16x16.SIZE.
  3. build_Attribute resolves Tile16x16.SIZE: node.value.ptr = Tile16x16 (StructType), node.ptr = 16 (int).
  4. isinstance(16, (int, float, Field))True, so violation = True.
  5. isinstance(16, enum.Enum)False.
  6. node.value.ptr in [math, np]False.
  7. _is_from_quadrants_module(Tile16x16): isinstance(Tile16x16, types.ModuleType)False; isinstance(Tile16x16, type)False (StructType inherits from CompoundType(object), not type); returns False.
  8. violation remains Truewarnings.warn fires: PURE.VIOLATION.

Impact

The PR description explicitly states: "This is needed for things like qd.simt.Tile16x16.SIZE in the tiles work" and "any quadrants module/class constant (e.g. qd.simt.Tile16x16.SIZE, qd.math.pi) is allowed". Neither statement is true for StructType instances after this PR. Any tiles code accessing Tile16x16.SIZE in a pure kernel will continue to get spurious PURE.VIOLATION warnings. The fix only works for Python modules (qd.math) and actual Python classes (isinstance(obj, type) is True), leaving the stated primary motivation unaddressed.

How to fix it

Add a third branch to is_from_quadrants_module that checks the runtime type's module for objects that are neither ModuleType nor type:

instance_mod = getattr(type(obj), '__module__', None)
if instance_mod is not None and (instance_mod == 'quadrants' or instance_mod.startswith('quadrants.')):
    return True

This should be done carefully: the PR description notes mutable instance attributes should still be flagged, so this branch should arguably only cover known-immutable patterns. At minimum, StructType instances (whose type's __module__ is quadrants.lang.struct) need to be covered for the stated use case to actually work.

Comment on lines +43 to 48
from quadrants.lang.util import (
is_from_quadrants_module as _is_from_quadrants_module,
)
from quadrants.lang.util import (
is_quadrants_internal_file as _is_quadrants_internal_file,
)

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🟡 The PR introduces a second separate from quadrants.lang.util import (...) block (lines 43–45) immediately before the existing one (lines 46–48), violating the consolidation convention established by commit d106844 ('Consolidate util imports into a single import block'). Both imports should be merged into a single block.

Extended reasoning...

What the bug is and how it manifests

The PR adds is_from_quadrants_module as _is_from_quadrants_module as its own from quadrants.lang.util import (...) block (lines 43–45) directly above the pre-existing from quadrants.lang.util import (is_quadrants_internal_file as _is_quadrants_internal_file,) block (lines 46–48). The result is two consecutive import blocks from the same module, which is redundant and inconsistent with the project's established style.

The specific code path that triggers it

The import section of ast_transformer.py now reads:

from quadrants.lang.util import (
    is_from_quadrants_module as _is_from_quadrants_module,
)
from quadrants.lang.util import (
    is_quadrants_internal_file as _is_quadrants_internal_file,
)

Both names come from the same module and should live in a single block.

Why existing tooling doesn't prevent it

The refutation notes that ruff was run immediately after (commit 73e5098, 'style: fix ruff import sorting in ast_transformer') and did not flag this. This is expected: ruff's default isort configuration does not automatically merge separate import blocks from the same module unless force-sort-within-sections or equivalent settings are enabled. The ruff pass fixed ordering within blocks but left the split itself intact. This means the project convention (established explicitly by d106844) is stricter than the current ruff configuration enforces.

What the impact would be

No functional impact — both names are correctly imported and used. This is a purely cosmetic style violation that makes the import section harder to scan and sets a precedent for further split imports as the file grows.

How to fix it

Merge the two blocks into one:

from quadrants.lang.util import (
    is_from_quadrants_module as _is_from_quadrants_module,
    is_quadrants_internal_file as _is_quadrants_internal_file,
)

Step-by-step proof

  1. Commit d106844 explicitly titled 'Consolidate util imports into a single import block' establishes the convention.
  2. The PR diff shows two from quadrants.lang.util import (...) blocks added/retained consecutively at lines 43–48.
  3. ruff (commit 73e5098) ran and did not merge them — confirming ruff's default config does not enforce this pattern.
  4. The correct fix is to manually merge them, as was done in d106844.

@hughperkins hughperkins merged commit 10cc4df into main Apr 16, 2026
48 checks passed
@hughperkins hughperkins deleted the hp/qd-purity-override branch April 16, 2026 21:17
npoulad1 added a commit to ROCm/quadrants that referenced this pull request Jun 8, 2026
* [Misc] Warn user to disable caching when print_ir/QD_DUMP_IR enabled (Genesis-Embodied-AI#425)

Co-authored-by: v01dxyz <v01dxyz@v01d.xyz>

* [Build] Pin torch version to CUDA 12.8 for CUDA tests (Genesis-Embodied-AI#428)

* [Misc] Fixing up taichi-dev urls (Genesis-Embodied-AI#429)

* [Perf] Rename cuda_graph to gpu_graph across the codebase (Genesis-Embodied-AI#430)

* Misc: fix typo integeral -> integral (Genesis-Embodied-AI#434)

Co-authored-by: v01dxyz <v01dxyz@v01d.xyz>

* [Perf] CUDA graph 4: call from multiple locations (Genesis-Embodied-AI#420)

* [Bug] Fix fastcache not restoring graph_do_while_arg (Genesis-Embodied-AI#435)

* [Perf] Cache last-call result in perf_dispatch for single-compatible case (Genesis-Embodied-AI#438)

* Fix gpu_graph fallback on old Nvidia GPU. (Genesis-Embodied-AI#443)

* Fix shared memory offset not reset between CUDA kernels. (Genesis-Embodied-AI#442)

* [Misc] Allow disabling GPU graph via QD_GPU_GRAPH=0 env var (Genesis-Embodied-AI#439)

* [Misc] Add named top-level loops (Genesis-Embodied-AI#440)

* [Misc] Rename gpu_graph to graph (Genesis-Embodied-AI#446)

* [Misc] Add cross-platform shuffle (Genesis-Embodied-AI#447)

* [Bug] Fix graph_do_while on Windows: search for cudadevrt.lib (Genesis-Embodied-AI#456)

* [Bug] Also search default CUDA toolkit install location on Windows (Genesis-Embodied-AI#461)

* [SPIRV] Feature Parity Atomics & Shared Array (Genesis-Embodied-AI#432)

* [Misc] Change clang format to 120 characters (Genesis-Embodied-AI#463)

* [Misc] CUDA graph 5 Add fatbin (Genesis-Embodied-AI#464)

* [Bug] Reuse VkInstance across init/reset cycles (Genesis-Embodied-AI#465)

* [Perf] Tiles 1: _load, _store, _eye_ (Genesis-Embodied-AI#466)

* [Misc] Remove dead InternalFuncStmt type_check override (Genesis-Embodied-AI#471)

* [Perf] Tiles 2: add cholesky and ger (Genesis-Embodied-AI#472)

* [Perf] Tiles 2b: add triangular solve (Genesis-Embodied-AI#474)

* [Misc] Refactor: use _get_col/_set_col in tiles load/store/init (Genesis-Embodied-AI#475)

* [Build] Fix flaky test_clock_accuracy (Genesis-Embodied-AI#436)

* Fix AARCH64 emitting invalid asm in CUDA kernels. (Genesis-Embodied-AI#473)

Co-authored-by: Hugh Perkins <hughperkins@gmail.com>

* [AMDGPU] Enable HIP memory pool and surface pool-exhaustion errors. (Genesis-Embodied-AI#485)

* [AMDGPU] Scope hsaco tmp dir per-user to avoid collisions. (Genesis-Embodied-AI#484)

* [Perf] Tiles 3: Add slice syntax, qd.outer() and initial doc (Genesis-Embodied-AI#477)

* [AMDGPU] Fix gradient computation. (Genesis-Embodied-AI#486)

* Enable all backends that are supported in unit tests. (Genesis-Embodied-AI#488)

* Fix SPIRV ID overflow for large kernels due to autodiff. (Genesis-Embodied-AI#489)

* [Misc] Fix purity checker to allow accessing constants from quadrants modules (Genesis-Embodied-AI#487)

* [Misc] Increase tolerance for clock monotonic test (Genesis-Embodied-AI#492)

* [CI] Serialize api doc workflow (Genesis-Embodied-AI#494)

* [CI] Increase tolerance for clock test (Genesis-Embodied-AI#506)

* [CI] Increase clock test tolerance to 20% (Genesis-Embodied-AI#509)

* [Perf] Add tensor_type parametrization to tile16 tests (Genesis-Embodied-AI#504)

* [Perf] Tiles 4b: Migrate tiles16 tests to enable fastcache (Genesis-Embodied-AI#505)

* [Perf] Tiles 4c: add Tiles16x16 proxy (Genesis-Embodied-AI#507)

* [Perf] Tiles 4d: Consolidate slice error tests using parametrize (Genesis-Embodied-AI#508)

* [Perf] Tiles 4: add SharedArray slice support (Genesis-Embodied-AI#482)

* [Perf] Tiles 5: add Cholesky benchmark demo (Genesis-Embodied-AI#483)

* [Doc] Add user guide page for subgroup shuffle (Genesis-Embodied-AI#512)

* [Perf] Implement cross-platform shuffle_down (Genesis-Embodied-AI#510)

* [Perf] Add portable subgroup reduce_add and reduce_all_add (Genesis-Embodied-AI#511)

* [Perf] Add first warmup config to perf dispatch (Genesis-Embodied-AI#422)

* [AutoDiff] Autodiff 1: Add baseline adstack regression test for unary_collections (Genesis-Embodied-AI#500)

* [AutoDiff] Autodiff 2: Implement derivative for tan (Genesis-Embodied-AI#501)

* [AutoDiff] Autodiff 3: Recompute tanh/exp on the operand in the reverse pass (Genesis-Embodied-AI#502)

* [AutoDiff] Autodiff 4: Mark rsqrt as non-linear for adstack promotion (Genesis-Embodied-AI#503)

* [AutoDiff] Autodiff 5: Fix adjoint-alloca placement for GlobalLoads outside the current range-for (Genesis-Embodied-AI#496)

* [AutoDiff] Autodiff 6: Adstack regression tests (Genesis-Embodied-AI#491)

* [AutoDiff] Autodiff 7: Fix header size in AdStackAllocaStmt to match u64 runtime layout (Genesis-Embodied-AI#534)

* [AutoDiff] Autodiff 8: Surface LLVM adstack push/pop overflow as a Python exception (Genesis-Embodied-AI#535)

* [AutoDiff] Autodiff 9: Guard against LLVM worker-thread stack overflow from large per-task adstack budget (Genesis-Embodied-AI#495)

* [AutoDiff] Autodiff 10: Implement adstack for SPIR-V (Genesis-Embodied-AI#490)

* [AutoDiff] Autodiff 11: Latent adstack-adjacent fixes (AMDGPU hipFree, flush() keeps ctx_buffers_, always-preallocate) (Genesis-Embodied-AI#536)

* [Doc] Add AGENTS.md with instructions for AI agents (Genesis-Embodied-AI#541)

* [Bug] Abort kernel execution on assertion failure instead of segfaulting (Genesis-Embodied-AI#419)

* [Type] ndarray typing 1: Add eval_str=True to inspect.signature() calls (Genesis-Embodied-AI#411)

* [CI] Suppress reportPrivateImportUsage in torch-using files (Genesis-Embodied-AI#552)

* [Misc] QD_DUMP_IR dumps to files with the task_id added to the filename (Genesis-Embodied-AI#441)

* [Type] ndarray typing 2: Fix NDArray single-arg subscript crash (Genesis-Embodied-AI#412)

* [Test] Flush xdist channel before worker exit so test failure reports are visible (Genesis-Embodied-AI#555)

* [CI] Reduce test retries on CI from 3 to 1. (Genesis-Embodied-AI#554)

* [AutoDiff] Autodiff 12: Heap-backed adstack on LLVM backends (CPU/CUDA/AMDGPU) (Genesis-Embodied-AI#537)

* [AutoDiff] Autodiff 13: Heap-backed adstack on SPIR-V backends (Metal, Vulkan) (Genesis-Embodied-AI#493)

* [AutoDiff] Autodiff 14: Resolve bounded-inner-loop adstacks without default_ad_stack_size fallback (Genesis-Embodied-AI#539)

* [SPIRV] Vulkan SPIR-V correctness: atomic-view aliasing, PSB stride, narrow storage caps, u1 cast, per-init layer recheck (Genesis-Embodied-AI#513)

* [Build] Autodiff 15: Replace 2022 MoltenVK pin with LunarG Vulkan SDK fetch and sanitise MoltenVK cap advertisement (Genesis-Embodied-AI#551)

* [Test] Suppress stock pytest-timeout to avoid conflict with pytest_hardtle (Genesis-Embodied-AI#557)

* [Vulkan] Use SDK validation layer for debugPrintf instead of apt package (Genesis-Embodied-AI#562)

* [Test] Fix flaky perf_dispatch tests by increasing work amounts (Genesis-Embodied-AI#559)

* [Test] Add --maxfail CLI option to run_tests.py (default 20) (Genesis-Embodied-AI#558)

* [CI] Vulkan debug printf fix to address flaky tests (Genesis-Embodied-AI#563)

* [Docs] Add a new page to help for first time contributors (Genesis-Embodied-AI#426)

Authored-by: v01dxyz <v01dxyz@v01d.xyz>

* [AutoDiff] Autodiff 16: Resolve reverse-mode adstack depths per-launch via runtime-evaluated SizeExpr (Genesis-Embodied-AI#543)

* Fix: raise error if device memory allocation fails (Genesis-Embodied-AI#451) (Genesis-Embodied-AI#453)

Co-authored-by: v01dxyz <v01dxyz@v01d.xyz>
Co-authored-by: Hugh Perkins <hughperkins@gmail.com>

* [CI] Add CI job to check line wrapping of comments and docs (Genesis-Embodied-AI#564)

* [Misc] Add coverage report to PRs, including kernels (Genesis-Embodied-AI#470)

* [CI] CI wrap check feeds only diffs to agent (Genesis-Embodied-AI#567)

* Skip 'flaky' test on MacOS CI. (Genesis-Embodied-AI#573)

* [Test] Fix missing `import sys` in test_fail_device_memory_allocation (Genesis-Embodied-AI#574)

* [CI] Fix Vulkan debugPrintf flake with session-scoped warmup (Genesis-Embodied-AI#571)

* [AutoDiff] determine_ad_stack_size: replace whole-CFG Bellman-Ford with SCC + DAG DP (Genesis-Embodied-AI#575)

* [Test] Fix macOS OOM skip reason to describe actual root cause (Genesis-Embodied-AI#576)

* [Lang] whole_kernel_cse: 2.5x compile time speedup on large kernels (Genesis-Embodied-AI#577)

* [CI] Add CI check for unnecessarily deleted comments (Genesis-Embodied-AI#570)

* [CI] Migrate coverage report to github Check page (Genesis-Embodied-AI#566)

* [Lang] Skip IR verifier between passes unless debug=true (Genesis-Embodied-AI#579)

* [Lang] Inline AdStack ops on release LLVM codegen: dramatically reduces compile time for adstack-enabled reverse-mode kernels (Genesis-Embodied-AI#584)

* [CUDA] Honor offline_cache=False end-to-end so QD_OFFLINE_CACHE=0 actually gives a cold compile (Genesis-Embodied-AI#580)

* [Type] Tensor 24 (Genesis-Embodied-AI#561)

Co-authored-by: hugh <hugh@slurm-login-0.slurm-login.tenant-slurm.svc.cluster.local>

* [Lang] auto_diff host-walk reductions: dramatically faster front-end compile time on adstack-enabled reverse-mode kernels (Genesis-Embodied-AI#587)

* [AutoDiff] Speed up reverse-mode kernel launches on GPU backends (Genesis-Embodied-AI#578)

* [Vulkan] Move adstack-sizer scratch out of Function-scope memory to fix SPIR-V pipeline build failures (Genesis-Embodied-AI#588)

* [AutoDiff] Improve diagnosis of unsupported reverse-mode AD patterns (Genesis-Embodied-AI#590)

* [Bug] Fix: promote Ndarray to AnyArray in build_Name for flattened struct fields (Genesis-Embodied-AI#592)

* [SPIR-V] Shrink reverse-grad kernel MSL by ~50% (Genesis-Embodied-AI#591)

* [CI] Add CI check that PR changes have test coverage (Genesis-Embodied-AI#596)

* [Perf] Enable zero-copy in to_torch() and to_numpy() (Genesis-Embodied-AI#450)

* Add BufferView: safe sub-range ndarray access for kernels (Genesis-Embodied-AI#585)

Co-authored-by: alanray-tech <alanray-tech@users.noreply.github.com>
Co-authored-by: Hugh Perkins <hughperkins@gmail.com>

* [Doc] Add user-facing fastcache documentation (Genesis-Embodied-AI#597)

Co-authored-by: hugh <hugh@slurm-login-0.slurm-login.tenant-slurm.svc.cluster.local>

* [Misc] Upgrade to enable v1 dlpack so to_numpy(copy=False) writable (Genesis-Embodied-AI#598)

Co-authored-by: root <root@rtx-209-201.slurm-compute.tenant-slurm.svc.cluster.local>

* [AutoDiff] Cut reverse-mode adstack memory usage 10x on all backends (Genesis-Embodied-AI#599)

* [Misc] Add CI check for feature file factorization (Genesis-Embodied-AI#606)

* [Perf] Skip _recursive_set_args for all-Field frozen dataclass structs (Genesis-Embodied-AI#607)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [AutoDiff] SNode-arm bound-expr capture rejects fold-attack gate indices (Genesis-Embodied-AI#610)

* [Misc] Suppress field fastcache warning for qd.Tensor (Genesis-Embodied-AI#615)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [AutoDiff] Adstack heap: clip reducer count by per-task loop trip count (compile-time and SizeExpr-evaluated) (Genesis-Embodied-AI#611)

* [Misc] Forward copy= through qd.Tensor, add copy=None option (Genesis-Embodied-AI#616)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [Doc] Update README (Genesis-Embodied-AI#617)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [CI] Fix coverage report showing def lines as uncovered (Genesis-Embodied-AI#623)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [Perf] Generic launcher: persistent context, JIT-pointer reuse, Metal compute encoder, LLVM-GPU async memory ops (Part 1/2) (Genesis-Embodied-AI#619)

* [CI] Encode Python-first testing policy in coverage-check prompt (Genesis-Embodied-AI#622)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [CI] Add PR Line change report (Genesis-Embodied-AI#624)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [CI] Disable quadrants pytest plugin during quadrants internal coverage runs (Genesis-Embodied-AI#629)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [AutoDiff] Adstack load+store eliminations: EliminateRecomputableAdStackPushes pass + leaf extensions (Genesis-Embodied-AI#621)

* [CI] Simplify coverage PR comment to a single linked line (Genesis-Embodied-AI#630)

* [CUDA] Add AGX Thor, SM_110 (Genesis-Embodied-AI#631)

Co-authored-by: Johnny Nunez and Hugh Perkins

* [CI] Lines changed report: collapse PR comment to a single linked totals line (Genesis-Embodied-AI#632)

* [FEATURE] Support external Metal command queue via qd.init (Genesis-Embodied-AI#618)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [Perf] Cache adstack-sizer metadata per task across SPIR-V + LLVM-GPU; per-snode / DeviceAllocation invalidation (Part 2/2) (Genesis-Embodied-AI#620)

* [AutoDiff] Disable EliminateRecomputableAdStackPushes pending mutated-SNode chain-leaf fix (Genesis-Embodied-AI#633)

* [AutoDiff] Adstack chain-clone safety: mutated-SNode leaf reject + load_top consumer-aware guard (Genesis-Embodied-AI#634)

* [Docs] Add user-guide page for qd.simt.block.* primitives (Genesis-Embodied-AI#638)

* [Docs] Expand qd.simt.subgroup user-guide page to cover every op (Genesis-Embodied-AI#639)

* [Perf] Streams 1-4 (Genesis-Embodied-AI#410)

* [Docs] Add user-guide page for matrix decompositions and solvers (Genesis-Embodied-AI#643)

* [Bug] Revert "[Perf] Streams 1-4 (Genesis-Embodied-AI#410)" (Genesis-Embodied-AI#650)

* [Docs] Add user-guide page for atomics and bit operations (Genesis-Embodied-AI#640)

* [Docs] Add user-guide page for qd.simt.grid.* primitives (Genesis-Embodied-AI#641)

* [AutoDiff] Adstack max-reducer: parallel multi-axis MaxOverRange dispatch (Genesis-Embodied-AI#635)

* [AMDGPU] Fix amdgpu parallel rand init (Genesis-Embodied-AI#658)

* [Perf] Adstack: skip max-reducer recognizer on CPU + lift host-eval cap (Genesis-Embodied-AI#655)

* [Perf] Re-land Streams 1-4 with bug fixes (Genesis-Embodied-AI#653)

* [AMDGPU] Apply device_memory_GB=0.3 cap to AMDGPU tests (Genesis-Embodied-AI#659)

* [Perf] Per-launch host sync: drop wait_idle on SPIR-V, pin stream and drop stream_synchronize on CUDA/AMDGPU (Genesis-Embodied-AI#654)

* [AMDGPU] Unload hipModule_t in JITModuleAMDGPU destructor (Genesis-Embodied-AI#660)

* [AMDGPU] Trim default mempool on qd.reset() (Genesis-Embodied-AI#669)

* [AMDGPU] Hoist rand-state buffer to process lifetime (Genesis-Embodied-AI#668)

* [Streams] Use events for streams serialization on AMDGPU and CUDA (Genesis-Embodied-AI#667)

* [Perf] Adstack max-reducer: launch cache + zero-copy result map; content-stable registry_id (Genesis-Embodied-AI#671)

* [SPIR-V] dispatch_max_reducers: register each task with the real kernel name (Genesis-Embodied-AI#675)

* [AutoDiff] Debug-mode field/grad/dual: dtype, layout, and access-time invariants (Genesis-Embodied-AI#677)

* [Docs] Add user-guide page for qd.algorithms.* device-wide algorithms (Genesis-Embodied-AI#642)

Co-authored-by: alanray-tech <alan.ray@genesis-ai.company>

* [Docs] Doc for existing atomics: switch support table to per-backend columns (Genesis-Embodied-AI#657)

Co-authored-by: alanray-tech <alan.ray@genesis-ai.company>

* [GPU] Cross gpu atomics (Genesis-Embodied-AI#666)

Co-authored-by: alanray-tech <alan.ray@genesis-ai.company>

* [GPU] Make block operations portable cross-gpu (Genesis-Embodied-AI#664)

* [Perf] CPU LLVM adstack-cache: skip per-launch bump-writes + ndarray_shapes capture on forward-only handles (Genesis-Embodied-AI#685)

* [GPU] Cross-GPU for grid ops (Genesis-Embodied-AI#670)

* [Math] Make bitop operations portable cross-gpu (Genesis-Embodied-AI#662)

* [AMDGPU] Always use wave64, on both RDNA and CDNA (Genesis-Embodied-AI#687)

* [AMDGPU] Use syncscope("agent") for atomix xor to avoid CAS livelock (Genesis-Embodied-AI#672)

* [GPU] New bit ops for QIPC (Genesis-Embodied-AI#679)

* [GPU] Subgroup ops cross-gpu (Genesis-Embodied-AI#665)

* [Graph] Rename CUDA Graph to Graph in docs (Genesis-Embodied-AI#691)

* [SPIR-V] Fix FIFO-queue ordering when sharing command queue. (Genesis-Embodied-AI#694)

* [Atomics] New QIPC ops for atomics (Genesis-Embodied-AI#690)

* Pass dataclass sub-structs into qd.func (Genesis-Embodied-AI#698)

* [AMDGPU] HIP graph runtime support for @qd.kernel(graph=True) (Genesis-Embodied-AI#692)

* [CI] Add per-file timing report to Mac Metal test job (Genesis-Embodied-AI#695)

Co-authored-by: Cursor <cursoragent@cursor.com>

* [CI] Enable kernel disk cache during tests (Genesis-Embodied-AI#696)

* [Math] New QIPC ops for single-threaded linalg (Genesis-Embodied-AI#683)

* [BREAKING][GPU] New QIPC ops for subgroups (Genesis-Embodied-AI#676)

* [GPU] New QIPC ops for block (Genesis-Embodied-AI#684)

* [GPU] New device-level ops for QIPC (Genesis-Embodied-AI#693)

* [algorithms] PrefixSumExecutor: drop unused GRID_SZ local (Genesis-Embodied-AI#701)

* [block] sync(): fix unsupported-arch error message (Genesis-Embodied-AI#700)

* [volatile_load] add qd.volatile_load primitive (closes Genesis-Embodied-AI#648) (Genesis-Embodied-AI#702)

* [AutoDiff] Reject recycled identity_key in AdStackCache::register_adstack_sizing_info (Genesis-Embodied-AI#708)

* [Vulkan] Declare GroupNonUniform SPIR-V caps and enable shaderSubgroupExtendedTypes (Genesis-Embodied-AI#707)

* Fix duplicate HIP graph driver-function declarations after v1.0.0 merge

The amd-integration fork had cherry-picked the HIP graph driver functions
(graph_create / graph_destroy / graph_add_kernel_node / graph_instantiate /
graph_exec_destroy / graph_launch), and upstream v1.0.0 added the same set.
The per-file 3-way merge appended both copies into
amdgpu_driver_functions.inc.h, producing redeclaration errors that broke the
AMDGPU RHI/runtime compile. Drop the upstream duplicate block; the signatures
are identical to the fork's existing declarations.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Fix AMDGPU launcher coherence and num_instructions visibility after v1.0.0 merge

- kernel_launcher.cpp: the 3-way merge spliced upstream v1.0.0's launch_llvm_kernel
  rewrite (ephemeral arg/context buffers, explicit-stream path, AmdgpuDefaultStream
  PinGuard) onto the AMD fork's kernarg-by-value + persistent-scratch design,
  leaving references to undefined `ephemeral_context_ptr`. Restore the fork's
  coherent launch_llvm_kernel verbatim; it calls the (already merged) enhanced
  launch_offloaded_tasks, which keeps the max-reducer dispatch and stream-parallel
  groups adapted onto the AMD launch path.
- llvm_context.h: both the fork and upstream added `num_instructions`; the merge
  kept upstream's private placement, but the AMDGPU codegen force-inline heuristic
  calls it statically from outside the class. Move it back to the public section.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Restore async result D2H and hoist kernarg vectors in AMDGPU launcher

The v1.0.0 merge resolution regressed two amd-integration baseline
optimizations in launch_llvm_kernel / launch_offloaded_tasks:

  - The per-launch result-buffer copy was a blocking memcpy_device_to_host,
    forcing a host stall on every value-returning launch and serializing the
    GPU pipeline. Restore the async D2H (the caller synchronizes lazily when it
    needs the value); external-array transfers still stream_synchronize once
    before reading back.

  - launch_task constructed the kernarg std::vectors from initializer lists
    ({kernarg_payload} / {kernarg_size}) on every dispatch (heap alloc + free
    per launch). Hoist arg_ptrs/arg_sizes out of the per-task launch and reuse.

Co-authored-by: Cursor <cursoragent@cursor.com>

* amdgpu: default to LDS permlane64 emulation; drop host-x86 barrier asm on retarget

Two AMDGPU JIT-compile crashes surfaced after the v1.0.0 merge pulled in the QIPC subgroup
ops (Genesis-Embodied-AI#676), which made the rigid constraint solver's wave-cooperative reductions route through
`amdgpu_cross_half_shuffle_i32`. Both manifested as a SIGSEGV inside
`llvm::SIInstrInfo::getInstSizeInBytes` during `JITSessionAMDGPU::compile_module_to_hsaco`
(i.e. at first kernel launch), and reproduce on gfx942 / MI300X. Baseline 0.4.6 never emitted
these constructs, which is why it was unaffected.

1. Native `llvm.amdgcn.permlane64` lowering crashes the bundled LLVM 22.1.0 AMDGPU backend.
   Default `amdgpu_permlane64` to the existing LDS-roundtrip software emulation on every target
   (it produces identical results). Add `QD_AMDGPU_USE_NATIVE_PERMLANE64=1` to opt back into the
   native instruction once the backend bug is fixed; the old `QD_AMDGPU_FORCE_PERMLANE64_FALLBACK`
   is now the default and still honored. This is the actual crash fix.

2. The runtime module is compiled by the host x86_64 clang and only retargeted to amdgcn here, so
   `amdgpu_cross_half_shuffle_i32`'s `__asm__ volatile("" : "+v"(byte))` optimization barrier carries
   x86 flag clobbers (`~{dirflag},~{fpsr},~{flags}`) that are meaningless on AMDGPU. The IR verifies
   but the empty-body INLINEASM is invalid on the amdgcn target. Neutralize empty-body barrier asm
   during retarget (forward the tied value, then erase) so no stale host asm reaches codegen. On the
   wave64 targets we ship `ds_bpermute` already addresses the full wave, so the hint is a no-op.

Co-authored-by: Cursor <cursoragent@cursor.com>

* style: apply clang-format (v19.1.7) to AMDGPU fn_attrs and launcher sources

CI pre-commit's clang-format hook reformatted these files (long
declarations/lambda signatures collapsed onto single lines per the repo's
clang-format config). Apply the same formatting so the hook passes.

No functional changes.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(amdgpu): use CreateNeg for branchless i32 sgn instead of CreateSub(0, input)

clang-tidy (modernize-use-nullptr, -warnings-as-errors) flagged
`builder->CreateSub(0, input)` in the i32 sgn path: the literal `0` binds to
the `llvm::Value*` LHS parameter as a null pointer, not an integer zero.
Replace with `builder->CreateNeg(input)`, which emits `0 - input` with a proper
zero constant -- identical intended semantics, and clang-tidy clean.

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Robert Dazi <14996868+v01dXYZ@users.noreply.github.com>
Co-authored-by: v01dxyz <v01dxyz@v01d.xyz>
Co-authored-by: Hugh Perkins <hughperkins@gmail.com>
Co-authored-by: Alexis DUBURCQ <alexis.duburcq@gmail.com>
Co-authored-by: hugh <hugh@slurm-login-0.slurm-login.tenant-slurm.svc.cluster.local>
Co-authored-by: alanray-tech <alan.ray@genesis-ai.company>
Co-authored-by: alanray-tech <alanray-tech@users.noreply.github.com>
Co-authored-by: root <root@rtx-209-201.slurm-compute.tenant-slurm.svc.cluster.local>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Johnny <johnnynuca14@gmail.com>
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