Summary

• Introduce a new Triton backend (WITH_TRITON) built on Triton's AOT compiler. Operators live under
  src/triton/ops/<op>/ and are compiled to cubins + C dispatchers at CMake configure time.
• Add scripts/triton/generate_ops.py to walk the operator tree and invoke each operator's build.py.
• Add scripts/triton/aot.py to encapsulate triton aot build process.
• Extend scripts/generate_wrappers.py with a --with-triton flag so the generated dispatch table picks
  up Triton implementations.
• Wire WITH_TRITON through CMakeLists.txt and src/CMakeLists.txt: new option, mutual exclusion
  with non-NVIDIA backends, enable_language(C) for the generated .c files, and a
  TRITON_PYTHON_EXECUTABLE cache var mirroring the NineToothed pattern.
• Implement Add as the first operator (src/triton/ops/add/{add.py,build.py,add.h}), registered as
  Operator<Add, kNvidia, 8>.

Motivation

Triton is not yet integrated into InfiniOps. Adding a Triton backend lets contributors write kernels in Python instead of CUDA C++, plugs cleanly into the existing Operator<...> dispatch via AOT‐compiled kernels, and lays the groundwork for reaching non‐NVIDIA targets as Triton’s upstream support expands. Add ships as the first operator to validate the end‐to‐end pipeline.

Closes #N/A

Type of Change

• feat — new feature / new operator / new platform
• fix — bug fix
• perf — performance improvement (no behavioral change)
• refactor — code restructuring without behavior change
• test — adding or fixing tests only
• docs — documentation only
• build / ci — build system or CI configuration
• chore — tooling, formatting, or other non-code changes
• Breaking change (requires a ! in the Conventional Commits prefix or a BREAKING CHANGE: footer)

Platforms Affected

• CPU (WITH_CPU)
• NVIDIA (WITH_NVIDIA)
• Iluvatar (WITH_ILUVATAR)
• MetaX (WITH_METAX)
• Cambricon (WITH_CAMBRICON)
• Moore (WITH_MOORE)
• Ascend (WITH_ASCEND)
• PyTorch C++ bindings (WITH_TORCH)
• Build system / CMake / CI
• Python bindings / user-facing API

Test Results on Supported Platforms

pytest tests/test_add.py --devices nvidia -v -k "cuda-8"
···
108 passed, 216 deselected in 0.65s

Benchmark / Performance Impact

"N/A"

Notes for Reviewers

This PR integrates Triton via the AOT pipeline; the overall flow mirrors the existing WITH_NINETOOTHED integration (CMakeLists.txt option, codegen script, *_PYTHON_EXECUTABLE cache var, generated .c dispatchers). Add is the first operator.

Checklist

Every contributor must verify every item below before requesting
review. Tick each box only after the check has actually been performed —
do not tick speculatively. If an item truly does not apply, replace the
checkbox with N/A and briefly explain why in an inline comment.

Title, Branch, and Commits

• PR title follows Conventional Commits (e.g. feat(nvidia): ..., fix(cuda/gemm): ...).
• Branch name follows <type>/xxx-yyyy-zzzz where <type> matches the PR title's Conventional Commits type and words are joined with hyphens (see CONTRIBUTING.md §Branches).
• Each commit message follows Conventional Commits.
• Small PR is a single squashable commit; or, for a large PR, every commit is meaningful, well-formed, and independently reviewable (see CONTRIBUTING.md §Pull Requests).
• No stray merge commits from master — the branch is rebased cleanly on top of the current master.
• No fixup! / squash! / wip commits remain.

Scope and Design

• Changes are minimal — nothing unrelated to the stated motivation was added (CONTRIBUTING.md §Code/General).
• No dead code, commented-out blocks, debug prints, printf/std::cout/print(...) left behind, or TODO without an owner and issue link.
• No unrelated formatting churn that would obscure the diff.
• Public API changes (if any) are intentional, documented, and reflected in affected callers/tests.

General Code Hygiene (applies to all languages)

• The code is self-explanatory; comments were added only where the why is non-obvious (CONTRIBUTING.md §Code/General).
• Every modified or added file ends with a single trailing newline (CONTRIBUTING.md §Code/General).
• No trailing whitespace, tab/space mixing, or stray BOMs.
• Identifiers in comments and error messages are wrapped in backticks (e.g. the `seqlens_k` tensor) (CONTRIBUTING.md §Code/General).
• All comments and error messages are in English (CONTRIBUTING.md §Code/General).
• Comments and error messages are complete sentences — capitalized first letter, terminal punctuation — unless the language/framework convention says otherwise (CONTRIBUTING.md §Code/General; §Python).

C++ Specific (if C++ files changed)

• Code follows the Google C++ Style Guide strictly.
• clang-format (version 21, per .github/workflows/clang-format.yml) has been run against all modified .h, .cc, .cuh, and .mlu files; the diff is clean.
• clang-tidy concerns (per .clang-tidy) have been reviewed — no new warnings beyond the existing baseline.
• Operator parameter order is inputs first, outputs last; attributes are between inputs and outputs; naming follows PyTorch → ONNX → CUDA API precedence (CONTRIBUTING.md §C++).
• No exceptions are thrown. Error paths use assert with messages that include at least __FILE__, __LINE__, and __func__ (CONTRIBUTING.md §C++).
• Error and warning message wording follows the LLVM Coding Standards (CONTRIBUTING.md §C++).
• Kernel files are named correctly: custom = kernel / kernel_v2 / ...; well-known algorithms use the algorithm name; library-based implementations use the library name (CONTRIBUTING.md §C++).
• N/A Separate .cuh + .cu for kernel — Triton AOT generates .c files instead of CUDA source; the extern "C" block in add.h includes the generated launchers directly, matching the pattern in src/ninetoothed/ops/<op>/<op>.h.
• Constructor initializer list order matches member declaration order (CONTRIBUTING.md §C++).
• Exactly one blank line between classes, between classes and functions, and between functions (CONTRIBUTING.md §C++).
• Exactly one blank line between members (functions and variables) within a class (CONTRIBUTING.md §C++).
• Exactly one blank line before and after the contents of a namespace (CONTRIBUTING.md §C++).
• New operators added via src/base/<op>.h (inheriting Operator<Op>) with platform implementations under src/<category>/<platform>/ inheriting the base (CONTRIBUTING.md §Adding an Operator).
• No raw new/delete; RAII / smart pointers / existing allocators are used.

Python Specific (if Python files changed)

• Code is PEP 8 compliant; ruff check passes cleanly on CI (see .github/workflows/ruff.yml).
• ruff format --check passes cleanly — if not, run ruff format and commit the result.
• Comments are complete English sentences, starting with a capital letter and ending with punctuation; Markdown backticks are used for code references (CONTRIBUTING.md §Python).
• N/A No new framework-specific conventions touched (no new pytest.skip calls).
• No blank line between the function signature and the body when there is no docstring or comment (CONTRIBUTING.md §Python).
• A blank line is present before and after if, for, and similar control-flow statements (CONTRIBUTING.md §Python).
• A blank line appears before each return, except when it directly follows a control-flow statement (CONTRIBUTING.md §Python).
• N/A No new docstrings added.
• Type hints are added / kept consistent with the surrounding code.

Testing

• pytest was run locally on every supported platform that this PR can affect, and the results are recorded in the "Test Results" table above (CONTRIBUTING.md §Pull Requests).
• For any platform that could not be tested, an explicit reason is given in the table and a reviewer with access has been tagged.
• New functionality has matching tests under tests/ following tests/test_add.py / tests/test_gemm.py patterns (CONTRIBUTING.md §Adding an Operator).
• Tests use pytest.mark.parametrize correctly: dependent parameters share one decorator (e.g. @pytest.mark.parametrize("dtype, rtol, atol", ...)), independent parameters use separate decorators ordered by parameter declaration.
• N/A pytest.mark.auto_act_and_assert — covered by the existing test scaffolding.
• Default dtype / device parameterization is relied on, or overridden with an explicit pytest.mark.parametrize when necessary.
• N/A No new flaky tests introduced.
• N/A Not a bug fix; no regression test required.

Build, CI, and Tooling

• The project builds cleanly from a fresh directory with pip install .[dev] on at least one affected platform.
• compile_commands.json still regenerates (CMake option CMAKE_EXPORT_COMPILE_COMMANDS=ON in pyproject.toml — required by the code-lint skill and clang-tidy -p).
• New backends / devices have been added to auto-detection in CMakeLists.txt under if(AUTO_DETECT_DEVICES) and to if(AUTO_DETECT_BACKENDS) if applicable.
• Only one CUDA-like GPU backend is selectable at a time — the existing mutual-exclusion check in CMakeLists.txt is not broken.
• Both CI workflows (clang-format.yml, ruff.yml) are green locally (or expected to be green on CI).
• No new runtime dependency was added without updating pyproject.toml's [project.optional-dependencies] (or justified in the PR description).

Documentation

• N/A README.md / CONTRIBUTING.md not updated — WITH_TRITON follows the exact same opt-in pattern as WITH_NINETOOTHED, which is similarly undocumented. Happy to add a section if requested.
• New operators, new dispatch helpers, or new public utilities are documented (docstring, header comment, or an addition to CONTRIBUTING.md §Some Code Explanations).
• N/A No user-visible breaking changes.

Security and Safety

• No secrets, access tokens, internal URLs, customer data, or personal hardware identifiers have been committed.
• Third-party code is license-compatible and attributed.
• No unsafe pointer arithmetic, uninitialized reads, or missing bounds checks were introduced.