Fix AARCH64 emitting invalid asm in CUDA kernels.#473
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Test process? I'm guessing this makes Genesis kernels pass, which used to fail? Could we add some relevant quadrants tests please. |
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Oh I guess we would need runners that are both:
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Could you provide a description please of:
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LGTM — cleanly replaces architecture-guarded inline asm with LLVM intrinsics via the established patch_intrinsic pattern.
Extended reasoning...
Overview
Two files changed: llvm_context.cpp (adds three new patch_intrinsic calls for cuda_active_mask, cuda_match_all_sync_i32, and cuda_match_any_sync_i64) and runtime_module/runtime.cpp (removes the corresponding architecture-conditional asm volatile blocks, leaving plain stubs). The net effect is that AARCH64-host builds no longer emit PTX-incompatible inline assembly for these three CUDA warp-match / active-mask intrinsics.
Security Risks
None. This is internal GPU runtime JIT compilation code with no auth, crypto, or user-facing attack surface.
Level of Scrutiny
Medium. The code touches CUDA kernel compilation, where a wrong intrinsic or wrong argument order could silently produce bad PTX. That said, the implementation follows the exact pattern used for every other CUDA intrinsic in the same file. The cuda_match_all_sync_i32 case correctly handles the {i32, i1} struct return of nvvm_match_all_sync_i32p by extracting element 0, which is the only non-trivial piece of logic in the diff.
Other Factors
The one flagged bug (duplicate patch_intrinsic("block_memfence",...) call) is pre-existing and carries zero semantic impact — both calls produce identical IR. It was not introduced by this PR. No existing reviewer comments are outstanding. The change is small, self-contained, and directly addresses the stated AARCH64 asm-constraint mismatch.
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my converastion with opus: why didnt we use patch intrinscis before?Opus: what does match all do?Opus: is there anything that could go wrong in this pr, or as a rsul of merging this pr?Opus: |
what tests are there for this function? how do we know it continues to work ok on cuda? Sorry on cuda x86Opus: |
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@duburcqa please could you address Opus's comments on cuda_match_any_sync_i64 |
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@hughperkins Addressed — Updated the PR description with the full context: what broke, on which platforms, how it's fixed, and why it's safe on x86_64. Force-pushed to update the commits. |
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pytest -xsv -n 0 "tests/python/test_simt.py::test_active_mask" "tests/python/test_simt.py::test_match_any" "tests/python/test_simt.py::test_match_all"
[Quadrants] version 0.0.0, llvm 22.1.0, commit 13f18a5b, linux, python 3.12.3
================================================================================================================= test session starts ==================================================================================================================
platform linux -- Python 3.12.3, pytest-9.0.2, pluggy-1.6.0 -- /home/genesis-ai/workspace/src/genesis/.venv/bin/python3
cachedir: .pytest_cache
rootdir: /home/genesis-ai/workspace/src/quadrants/tests
configfile: pytest.ini
plugins: xdist-3.8.0, repeat-0.9.4, forked-1.6.0, rerunfailures-16.1, anyio-4.12.1, print-1.2.2, timeout-2.4.0, syrupy-5.1.0
collected 3 items
tests/python/test_simt.py::test_active_mask[arch=cuda] [Quadrants] Starting on arch=cuda
error: couldn't allocate output register for constraint 'w' at line 37014 |
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For the other fix, any atomic unit test in tests/python/test_atomic.py::test_atomic_add_global_i32[arch=arm64-1] [Quadrants] Starting on arch=arm64
JIT session error: Symbols not found: [ __aarch64_ldadd4_acq_rel, __aarch64_ldadd8_acq_rel, __aarch64_swp4_acq_rel, __aarch64_swp8_acq_rel ]
[E 04/13/26 13:11:42.189 211990] [jit_cpu.cpp:lookup_in_module@198] Function "runtime_initialize" not found
ERROR
======================================================================================================================== ERRORS ========================================================================================================================
______________________________________________________________________________________________ ERROR at setup of test_atomic_add_global_i32[arch=arm64-1] ______________________________________________________________________________________________
request = <SubRequest 'wanted_arch' for <Function test_atomic_add_global_i32[arch=arm64-1]>>, req_arch = <Arch.arm64: 1>, req_options = {'print_full_traceback': True}
@pytest.fixture(autouse=True)
def wanted_arch(request, req_arch, req_options):
if req_arch is not None:
if req_arch == qd.cuda:
if not request.node.get_closest_marker("run_in_serial"):
# Optimization only apply to non-serial tests, since serial tests
# are picked out exactly because of extensive resource consumption.
# Separation of serial/non-serial tests is done by the test runner
# through `-m run_in_serial` / `-m not run_in_serial`.
req_options = {
"device_memory_GB": 0.3,
"cuda_stack_limit": 1024,
**req_options,
}
else:
# Serial tests run without aggressive resource optimization
req_options = {"device_memory_GB": 1, **req_options}
if "print_full_traceback" not in req_options:
req_options["print_full_traceback"] = True
> qd.init(arch=req_arch, enable_fallback=False, **req_options)
tests/python/conftest.py:73:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
arch = <Arch.arm64: 1>, default_fp = None, default_ip = None, _test_mode = False, enable_fallback = False, require_version = None, print_non_pure = False, src_ll_cache = True, kwargs = {}, current_dir = '/home/genesis-ai/workspace/src/quadrants'
cfg = <quadrants._lib.core.quadrants_python.CompileConfig object at 0xfb8d5fcbb830>, spec_cfg = <quadrants.lang.misc._SpecialConfig object at 0xfb8e19d37a70>, env_comp = <quadrants.lang.misc._EnvironmentConfigurator object at 0xfb8d5f2f9be0>
env_spec = <quadrants.lang.misc._EnvironmentConfigurator object at 0xfb8d5f2fa9f0>, env_default_fp = None, env_default_ip = None
def init(
arch=None,
default_fp=None,
default_ip=None,
_test_mode: bool = False,
enable_fallback: bool = True,
require_version: str | None = None,
print_non_pure: bool = False,
src_ll_cache: bool = True,
**kwargs,
):
"""Initializes the Quadrants runtime.
This should always be the entry point of your Quadrants program. Most
importantly, it sets the backend used throughout the program.
Args:
arch: Backend to use. This is usually :const:`~quadrants.lang.cpu` or :const:`~quadrants.lang.gpu`.
default_fp (Optional[type]): Default floating-point type.
default_ip (Optional[type]): Default integral type.
require_version: A version string.
print_non_pure: Print the names of kernels, at the time they are executed, which are not annotated with
@qd.pure
src_ll_cache: enable SRC-LL-CACHE, which will accelerate loading from cache, across all architectures,
for pure kernels (i.e. kernels declared as @qd.pure)
**kwargs: Quadrants provides highly customizable compilation through
``kwargs``, which allows for fine grained control of Quadrants compiler
behavior. Below we list some of the most frequently used ones. For a
complete list, please check out
https://github.com/Genesis-Embodied-AI/quadrants/blob/master/quadrants/program/compile_config.h.
* ``cpu_max_num_threads`` (int): Sets the number of threads used by the CPU thread pool.
* ``debug`` (bool): Enables the debug mode, under which Quadrants does a few more things like boundary checks.
* ``print_ir`` (bool): Prints the CHI IR of the Quadrants kernels.
*``offline_cache`` (bool): Enables offline cache of the compiled kernels. Default to True. When this is enabled Quadrants will cache compiled kernel on your local disk to accelerate future calls.
*``random_seed`` (int): Sets the seed of the random generator. The default is 0.
*``debug_dump_path`` (str): used as the base path for QD_DUMP_IR and similar
"""
# FIXME(https://github.com/taichi-dev/taichi/issues/4811): save the current working directory since it may be
# changed by the Vulkan backend initialization on OS X.
current_dir = os.getcwd()
# Check if installed version meets the requirements.
if require_version is not None:
check_require_version(require_version)
if "default_up" in kwargs:
raise KeyError("'default_up' is always the unsigned type of 'default_ip'. Please set 'default_ip' instead.")
# Make a deepcopy in case these args reference to items from qd.cfg, which are
# actually references. If no copy is made and the args are indeed references,
# qd.reset() could override the args to their default values.
default_fp = _deepcopy(default_fp)
default_ip = _deepcopy(default_ip)
kwargs = _deepcopy(kwargs)
reset()
cfg = impl.default_cfg()
cfg.offline_cache = True # Enable offline cache in frontend instead of C++ side
spec_cfg = _SpecialConfig()
env_comp = _EnvironmentConfigurator(kwargs, cfg)
env_spec = _EnvironmentConfigurator(kwargs, spec_cfg)
# configure default_fp/ip:
# TODO: move these stuff to _SpecialConfig too:
env_default_fp = os.environ.get("QD_DEFAULT_FP")
if env_default_fp:
if default_fp is not None:
_qd_core.warn(
f'Environment variable QD_DEFAULT_FP={env_default_fp} overridden by qd.init argument "default_fp"'
)
elif env_default_fp == "32":
default_fp = f32
elif env_default_fp == "64":
default_fp = f64
elif env_default_fp is not None:
raise ValueError(f"Invalid QD_DEFAULT_FP={env_default_fp}, should be 32 or 64")
env_default_ip = os.environ.get("QD_DEFAULT_IP")
if env_default_ip:
if default_ip is not None:
_qd_core.warn(
f'Environment variable QD_DEFAULT_IP={env_default_ip} overridden by qd.init argument "default_ip"'
)
elif env_default_ip == "32":
default_ip = i32
elif env_default_ip == "64":
default_ip = i64
elif env_default_ip is not None:
raise ValueError(f"Invalid QD_DEFAULT_IP={env_default_ip}, should be 32 or 64")
if default_fp is not None:
impl.get_runtime().set_default_fp(default_fp)
if default_ip is not None:
impl.get_runtime().set_default_ip(default_ip)
# submodule configurations (spec_cfg):
env_spec.add("log_level", str)
env_spec.add("gdb_trigger")
env_spec.add("short_circuit_operators")
env_spec.add("print_full_traceback")
env_spec.add("unrolling_limit")
# compiler configurations (qd.cfg):
for key in dir(cfg):
if key in ["arch", "default_fp", "default_ip"]:
continue
_cast = type(getattr(cfg, key))
if _cast is bool:
_cast = None
env_comp.add(key, _cast)
unexpected_keys = kwargs.keys()
if len(unexpected_keys):
raise KeyError(f'Unrecognized keyword argument(s) for qd.init: {", ".join(unexpected_keys)}')
if (cfg.print_ir or os.getenv("QD_DUMP_IR") == "1") and cfg.offline_cache:
util.warning(
"Even with print_ir/QD_DUMP_IR enabled, already cached kernels won't get their IRs shown. "
"You might want to disable caching with offline_cache=False. "
"[warning_code=DUMP_IR_CACHE_MISMATCH]"
)
# dispatch configurations that are not in qd.cfg:
runtime = impl.get_runtime()
if not _test_mode:
_qd_core.set_core_trigger_gdb_when_crash(spec_cfg.gdb_trigger)
runtime.short_circuit_operators = spec_cfg.short_circuit_operators
runtime.print_full_traceback = spec_cfg.print_full_traceback
runtime.unrolling_limit = spec_cfg.unrolling_limit
runtime.src_ll_cache = src_ll_cache
runtime.print_non_pure = print_non_pure
_logging.set_logging_level(spec_cfg.log_level.lower())
# select arch (backend):
env_arch = os.environ.get("QD_ARCH")
if env_arch is not None:
_logging.info(f"Following QD_ARCH setting up for arch={env_arch}")
arch = _qd_core.arch_from_name(env_arch)
cfg.arch = adaptive_arch_select(arch, enable_fallback)
print(f"[Quadrants] Starting on arch={_qd_core.arch_name(cfg.arch)}")
if cfg.arch == _qd_core.amdgpu and get_os_name() == "win":
_logging.warn("AMDGPU support on Windows is experimental and may not work as expected.")
if _test_mode:
return spec_cfg
get_default_kernel_profiler().set_kernel_profiler_mode(cfg.kernel_profiler)
impl.get_runtime()._arch = cfg.arch
# create a new program (skip for python backend — no C++ runtime needed):
if cfg.arch != _qd_core.python:
impl.get_runtime().create_program()
_logging.trace("Materializing runtime...")
> impl.get_runtime().prog.materialize_runtime()
E RuntimeError: [jit_cpu.cpp:lookup_in_module@198] Function "runtime_initialize" not found
python/quadrants/lang/misc.py:485: RuntimeError
=============================================================================================================== short test summary info ================================================================================================================
ERROR tests/python/test_atomic.py::test_atomic_add_global_i32[arch=arm64-1] - RuntimeError: [jit_cpu.cpp:lookup_in_module@198] Function "runtime_initialize" not found
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! stopping after 1 failures !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
============================================================================================================== 1 passed, 1 error in 0.59s ==============================================================================================================
Bus error (core dumped) |
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Thanks! Seems there are some faliures in test_pointer https://github.com/Genesis-Embodied-AI/quadrants/actions/runs/24339347087/job/71067191548?pr=473 Re-running, in case it's an infra issue. |
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Fixed. Removing 'cuda_match_any_sync_i64' was a mistake. I documented this in the code. |
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@claude review |
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LGTM — the inline-asm → LLVM-intrinsic replacement is the right approach, the custom IR wrapper for cuda_match_all_sync_i32's struct return correctly extracts element 0, and -mno-outline-atomics cleanly fixes the CPU JIT crash.
Extended reasoning...
Overview
Three files changed: runtime.cpp removes arch-specific PTX inline asm and replaces three functions with trivial stubs; llvm_context.cpp adds corresponding patch_intrinsic calls (plus a custom IR builder for the struct-returning nvvm_match_all_sync_i32p); CMakeLists.txt adds -mno-outline-atomics to the bitcode compilation flags.
Security risks
None. This is a LLVM bitcode compilation and JIT-linking fix with no auth, crypto, or permission surfaces.
Level of scrutiny
Moderate. The patch_intrinsic pattern is used extensively in llvm_context.cpp for dozens of other intrinsics, so the approach is well-established. The one novel piece is the custom IR builder for cuda_match_all_sync_i32, which needs to handle the {i32, i1} struct return of nvvm_match_all_sync_i32p — the CreateExtractValue(result, {0}) call correctly pulls the i32 match value, matching the old inline-asm behavior of discarding the predicate.
Other factors
- The author provided concrete crash reproduction and test output for both failure modes.
- Existing
test_active_mask,test_match_any, andtest_match_allintest_simt.pycover the CUDA x86 path on CI T4 runners. - The pre-existing
__linux___typo (three underscores) flagged by the bug hunter is rendered moot by-mno-outline-atomics; the fix works regardless. - The pre-existing duplicate
block_memfencecall (flagged in a prior review) is harmless and out of scope for this PR. - The author addressed the
cuda_match_any_sync_i64concern by restoring thepatch_intrinsiccall with a comment explaining it IS called from C++ runtime code innode_pointer.h::is_representative().
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LGTM — the inline-asm stubs are correctly replaced with LLVM NVPTX intrinsics, the dead AArch64 atomic helper block is removed, and -mno-outline-atomics cleanly solves the JIT linker issue.
Extended reasoning...
Overview
This PR touches three files: llvm_context.cpp (adds patch_intrinsic calls for cuda_active_mask, cuda_match_all_sync_i32, and cuda_match_any_sync_i64), CMakeLists.txt (adds -mno-outline-atomics to the clang command that compiles runtime bitcode), and runtime.cpp (replaces PTX inline-asm bodies with trivial stubs and removes the dead aarch64 atomic helper block).
Security risks
None. These are internal LLVM IR lowering helpers with no security surface.
Level of scrutiny
Moderate — this touches GPU codegen, but the patch_intrinsic pattern is already used for ~30 other intrinsics in the same file, making this a well-understood, low-risk extension of an existing mechanism. The custom IR wrapper for cuda_match_all_sync_i32 (ExtractValue from a struct return) is straightforward and correct. The -mno-outline-atomics flag is a no-op on x86 and documented with a clear rationale.
Other factors
Prior inline comments from this reviewer flagged (1) the duplicate block_memfence call (pre-existing, out of scope) and (2) the linux_ typo — the dead block has been fully removed in this PR, resolving that concern. The cuda_match_any_sync_i64 patch_intrinsic was re-added after the author confirmed it is live in node_pointer.h::is_representative(). CI tests (test_active_mask, test_match_any, test_match_all) cover the x86_64+CUDA path; the author provided direct test output demonstrating both crash modes on AArch64.
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LGTM — the patch_intrinsic approach is correct and follows established patterns; the -mno-outline-atomics fix is well-justified.
Extended reasoning...
Overview
Three files changed: CMakeLists.txt adds -mno-outline-atomics to the bitcode compile flags; runtime.cpp removes dead PTX inline-asm blocks and replaces them with trivial stubs; llvm_context.cpp adds patch_intrinsic calls for cuda_active_mask, cuda_match_all_sync_i32 (with a custom IR builder to handle the {i32,i1} struct return), and cuda_match_any_sync_i64.
Security risks
None. This is GPU backend codegen, not auth or data-access code.
Level of scrutiny
Moderate — GPU codegen is non-trivial, but every change follows patterns already used dozens of times in the same file. The custom IR for match_all (CreateIntrinsic + CreateExtractValue) is straightforward. The author documented the rationale thoroughly and reproduced both crash modes. CI covers x86+CUDA via the T4 runner.
Other factors
The only flagged bug (CMakeLists ${arch} vs ${rtm_arch} in the install() line) is pre-existing and not touched by this PR. My two prior inline comments have been acknowledged. The author addressed all reviewer feedback (removed spurious cuda_match_any_sync_i64 patch_intrinsic, then correctly re-added it after finding it is called from node_pointer.h). No outstanding unresolved concerns.
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I was assisted by Claude Opus to write this PR. I have read and review every changes in this PR. I take full responsibility for the lines added and removed in this PR. I won't blame any issue on Claude Opus. I have reviewed this PR, and approve it. |
| # instead. It is a no-op on x86 and irrelevant for CUDA/GPU paths. The alternative (registering those symbols with | ||
| # the JIT linker) would be far more complex and fragile. |
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🟡 The comment on CMakeLists.txt line 10 states that -mno-outline-atomics is 'irrelevant for CUDA/GPU paths', but this is factually incorrect — the flag is required for CUDA bitcode on AArch64 for the same reason it is required for CPU. The code itself is correct (the flag is applied to all architectures), but the inaccurate comment could mislead a future developer into removing the flag from CUDA-only builds, reintroducing an NVPTX backend crash; the phrase 'irrelevant for CUDA/GPU paths' should be dropped.
Extended reasoning...
The comment added by this PR reads: 'It is a no-op on x86 and irrelevant for CUDA/GPU paths.' While the first half is accurate, the second half is wrong in a way that creates a latent regression risk.
Why the flag is needed for CUDA bitcode on AArch64: runtime_cuda.bc is compiled from runtime.cpp on the HOST platform (AArch64) with -D ARCH_cuda. The file unconditionally includes atomic.h, which defines atomic_exchange_i32/atomic_exchange_u64 using atomic_exchange builtins (and similarly for atomic_and*, atomic_or, atomic_compare_exchange_ variants). On AArch64 without -mno-outline-atomics, clang lowers these GCC/Clang builtins to calls to __aarch64_swp4_acq_rel and __aarch64_swp8_acq_rel at the LLVM IR level, embedding them as undefined external references in the bitcode.
What patch_atomic_add does NOT cover: The patch_atomic_add lambda in module_from_file only patches atomic_add_i32, atomic_add_i64, atomic_add_f32, and atomic_add_f64. It leaves atomic_exchange_i32, atomic_exchange_u64, and all the atomic_and_/atomic_or_/atomic_xor_/atomic_min_/atomic_max_/atomic_compare_exchange_ variants completely unpatched. Without -mno-outline-atomics, these unpatched functions would retain __aarch64_swp* and __aarch64_ldadd* external calls in runtime_cuda.bc.
The crash path: module_from_file sets the CUDA module target triple to nvptx64-nvidia-cuda and links it with libdevice. Functions like mutex_lock_i32 and mutex_unlock_i32 (which call atomic_exchange_i32) are reachable from CUDA kernels via locked_task (used in allocate_from_reserved_memory, ListManager::touch_chunk, etc.), and ListManager::touch_chunk also calls atomic_exchange_u64. After eliminate_unused_functions retains anything reachable from runtime_* entry points, the __aarch64_swp* calls would survive into the NVPTX module. The NVPTX backend would then encounter unresolvable AArch64-specific external symbols and crash.
Step-by-step proof: (1) On AArch64, clang compiles atomic_exchange_i32 (from atomic.h) to an IR call to _aarch64_swp4_acq_rel when -moutline-atomics is active. (2) mutex_lock_i32 calls atomic_exchange_i32; locked_task calls mutex_lock_i32; allocate_from_reserved_memory calls locked_task; runtime_initialize calls allocate_from_reserved_memory. (3) runtime_initialize is a runtime* symbol, so it survives eliminate_unused_functions. (4) The __aarch64_swp4_acq_rel undefined reference thus survives into the NVPTX-targeted module. (5) The NVPTX backend rejects it and crashes.
Why the current code is actually correct: The -mno-outline-atomics flag IS applied uniformly to all architectures via the single add_custom_target command, so runtime_cuda.bc is compiled correctly with the flag present. The bug is purely in the comment, not the build logic.
The risk and fix: The inaccurate comment was introduced by this PR. A future developer reading 'irrelevant for CUDA/GPU paths' while refactoring the build might guard the flag with 'if(NOT CUDA_ARCH)', reintroducing the crash on any AArch64 + CUDA system. The fix is a one-line comment correction: remove the phrase 'and irrelevant for CUDA/GPU paths', leaving 'It is a no-op on x86.'
Addressing the refutation: The sole refutation agrees the comment is technically inaccurate but argues it is only a comment issue, not a code bug. That is correct — severity is nit, not normal. However, since this inaccurate comment was introduced by this PR and specifically describes the flag as safe to omit for GPU builds when it is not, it warrants a review note.
* [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>
Problem
On AArch64 + CUDA (e.g. NVIDIA GB10 / Jetson Thor), any Genesis kernel that pulls in cuda_active_mask, cuda_match_all_sync_i32, or cuda_match_any_sync_i64 crashes during LLVM PTX code generation with:
error: couldn't allocate output register for constraint 'w' at line 37014
Root cause: runtime.cpp contains PTX inline assembly for these three functions, but uses #if aarch64 guards to select AArch64 register constraints ("=w" for 32-bit FP/SIMD registers) instead of x86 ones ("=r"). When clang compiles runtime.cpp
to bitcode on AArch64, it embeds the "=w" constraint. Later, when this bitcode is linked into an NVPTX module, the LLVM NVPTX backend rejects "=w" — it is a valid AArch64 constraint but meaningless in PTX.
Separately, the CPU backend also fails on AArch64 with Function "runtime_initialize" not found, because clang's default -moutline-atomics emits calls to __aarch64_ldadd4_acq_rel etc. that the ORC JIT linker cannot resolve.
Solution
Commit 1: Replace the three inline-asm functions with trivial stubs (return 0) and add corresponding patch_intrinsic calls in llvm_context.cpp to replace them with proper LLVM NVPTX intrinsics (nvvm_activemask, nvvm_match_all_sync_i32p,
nvvm_match_any_sync_i32) at module-init time. This is the same mechanism already used for dozens of other CUDA intrinsics in the same file. The old patch_intrinsic calls for these were commented out due to LLVM 10 issues that are long fixed in
LLVM 22.
Commit 2: Add -mno-outline-atomics to the clang flags that compile runtime.cpp to bitcode, so atomic operations use inline instructions instead of external helper calls.
Platform impact
Note on cuda_match_any_sync_i64
This function has a stub in runtime.cpp but is not registered in internal_ops.inc.h or type_system.cpp, so no codegen path emits calls to it. This was true before this PR as well (the old inline asm was also dead code). No patch_intrinsic is
added for it. A comment documents why.