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intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -25,13 +25,17 @@ def __init__(self, target: GPUTarget) -> None: @staticmethod def _path_to_binary(binary: str): + binary += ".exe" if os.name == "nt" else ""
? ```suggestion binary += sysconfig.get_config_var("EXE") or "" ```
intel-xpu-backend-for-triton
github_2023
c
2,478
intel
anmyachev
@@ -137,7 +137,15 @@ static PyObject *loadBinary(PyObject *self, PyObject *args) { const size_t binary_size = PyBytes_Size(py_bytes); uint8_t *binary_ptr = (uint8_t *)PyBytes_AsString(py_bytes); - const auto ctx = sycl_device.get_platform().ext_oneapi_get_default_context(); + auto platform = sycl_device.get_p...
Looks like a development-friendly code. Will it stay that way?
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
anmyachev
@@ -3,6 +3,7 @@ #include <memory> #include <optional> +#include <string>
In the upstream: https://github.com/triton-lang/triton/commit/d1958329c9c531d33b4933e9bfcdbc4b15ab4ed0
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -280,18 +320,18 @@ def download_and_copy(name, src_path, dst_path, variable, version, url_func): return base_dir = os.path.dirname(__file__) system = platform.system() - try: - arch = {"x86_64": "64", "arm64": "aarch64", "aarch64": "aarch64"}[platform.machine()] - except KeyError: - ...
In the upstream: https://github.com/triton-lang/triton/commit/bce48c82f3a8586e2f35b51d1afbcfe72a3fbbcd
intel-xpu-backend-for-triton
github_2023
others
2,478
intel
anmyachev
@@ -79,6 +79,7 @@ mlir_check_all_link_libraries(triton-lsp) add_llvm_executable(triton-llvm-opt + PARTIAL_SOURCES_INTENDED
On line 85 it is already used, is that enough? ```suggestion ```
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
anmyachev
@@ -44,6 +44,16 @@ void dumpMatrix(uint64_t *m, int numRows, int numCols) { } } +static inline uint32_t countTrailingZeros(uint32_t x) { +#ifdef _MSC_VER + unsigned long index; + _BitScanForward(&index, x);
In the upstream: https://github.com/triton-lang/triton/commit/9d424e02ed4db695cc58baf939ec75ed0f0bc5b1
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -103,6 +103,49 @@ def copy_externals(): ] +def find_vswhere(): + program_files = os.environ.get("ProgramFiles(x86)", "C:\\Program Files (x86)") + vswhere_path = Path(program_files) / "Microsoft Visual Studio" / "Installer" / "vswhere.exe" + if vswhere_path.exists(): + return vswhere_path...
A safer option. ? ```suggestion command = ["call", vcvarsall_path, arch, "&&", "set"] ```
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
anmyachev
@@ -4,21 +4,26 @@ namespace py = pybind11; +#define EXPAND(x) x
Have you tried using `/Zc:preprocessor` or `/experimental:preprocessor` options to avoid using this workaround for MSVC compiler? Ref: https://stackoverflow.com/a/5134656/21672583
intel-xpu-backend-for-triton
github_2023
others
2,478
intel
whitneywhtsang
@@ -53,7 +65,15 @@ endif() # Compiler flags include_directories(${CMAKE_CURRENT_SOURCE_DIR}/include) -set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D__STDC_FORMAT_MACROS -fPIC -std=gnu++17") +if(NOT MSVC) + if(NOT WIN32) + set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D__STDC_FORMAT_MACROS -fPIC")
Why `-std=gnu++17` is removed?
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
anmyachev
@@ -4,6 +4,8 @@ #include <stdlib.h> #if defined(_MSC_VER) +#include <xmmintrin.h> // For _mm_prefetch +#define __builtin_prefetch(addr) _mm_prefetch(reinterpret_cast<const char *>(addr), _MM_HINT_T0)
There is no longer a need to have it because all built-in use is under this `#if defined(__GNUC__)` guard. Fixed in https://github.com/triton-lang/triton/pull/4416.
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
etiotto
@@ -17,9 +17,11 @@ #include "triton/Dialect/TritonNvidiaGPU/IR/Dialect.h" // Below headers will allow registration to ROCm passes +#ifndef WIN32
Remove the ifndef, ideally, we should be able to compile these header files
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
etiotto
@@ -167,7 +210,7 @@ def get_json_package_info(): def get_llvm_package_info(): system = platform.system() try: - arch = {"x86_64": "x64", "arm64": "arm64", "aarch64": "arm64"}[platform.machine()] + arch = {"x86_64": "x64", "AMD64": "64", "arm64": "arm64", "aarch64": "arm64"}[platform.machine()]
Why do we need to add "AMD64" ?
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
etiotto
@@ -430,9 +483,8 @@ def build_extension(self, ext): build_args = ["--config", cfg] if platform.system() == "Windows": + cmake_args += ["-DCMAKE_BUILD_TYPE=" + cfg] cmake_args += [f"-DCMAKE_RUNTIME_OUTPUT_DIRECTORY_{cfg.upper()}={extdir}"] - if sys.maxsize > 2**32:
So the upstream code already has some windows support ? Why do we need to change this code ?
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
etiotto
@@ -14,55 +15,46 @@ enum class MemSemantic { ACQUIRE_RELEASE, ACQUIRE, RELEASE, RELAXED }; enum class RMWOp { ADD, FADD, AND, OR, XOR, XCHG, MAX, MIN, UMIN, UMAX }; std::map<MemSemantic, int> mem_semantic_map = { - {MemSemantic::ACQUIRE_RELEASE, __ATOMIC_ACQ_REL}, - {MemSemantic::ACQUIRE, __ATOMIC_ACQUIRE}, -...
Why is this changer required ?
intel-xpu-backend-for-triton
github_2023
cpp
2,478
intel
etiotto
@@ -75,6 +75,7 @@ inline void registerTritonDialects(mlir::DialectRegistry &registry) { mlir::triton::registerConvertTritonGENToLLVM(); mlir::triton::registerTritonGENToLLVMPasses(); +#ifndef WIN32
I am guessing on windows these AMD passes do not compile and that is the reason they are #ifdef out ?
intel-xpu-backend-for-triton
github_2023
others
2,478
intel
victor-eds
@@ -8,34 +8,46 @@ endif() include(ExternalProject) -set(CMAKE_CXX_STANDARD 17) - set(CMAKE_INCLUDE_CURRENT_DIR ON) project(triton) include(CTest) -if(NOT WIN32) - list(APPEND CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake") -endif() - - +list(APPEND CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmak...
Why did we need C++ 20 in Windows?
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
victor-eds
@@ -103,6 +103,49 @@ def copy_externals(): ] +def find_vswhere(): + program_files = os.environ.get("ProgramFiles(x86)", "C:\\Program Files (x86)") + vswhere_path = Path(program_files) / "Microsoft Visual Studio" / "Installer" / "vswhere.exe" + if vswhere_path.exists(): + return vswhere_path...
So we do not support VS installed in a different path?
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
victor-eds
@@ -401,6 +444,12 @@ def get_proton_cmake_args(self): def build_extension(self, ext): lit_dir = shutil.which('lit') ninja_dir = shutil.which('ninja') + if platform.system() == "Windows": + vs_path = find_visual_studio(["[17.0,18.0)", "[16.0,17.0)"]) + env = set_env_va...
Do we wanna keep this print?
intel-xpu-backend-for-triton
github_2023
others
2,478
intel
anmyachev
@@ -57,6 +60,10 @@ cuobjdump nvdisasm ptxas +cuobjdump.exe +nvdisasm.exe +ptxas.exe +
This is not needed since `dst_path` as not having the file extension when we call `download_and_copy`. ```suggestion ```
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -153,7 +153,7 @@ def triton_key(): # backend libtriton_hash = hashlib.sha256() ext = sysconfig.get_config_var("EXT_SUFFIX").split(".")[-1] - with open(os.path.join(TRITON_PATH, f"_C/libtriton.{ext}"), "rb") as f: + with open(os.path.join(TRITON_PATH, "_C", f"libtriton.{ext}"), "rb") as f:
```suggestion with open(os.path.join(TRITON_PATH, f"_C/libtriton.{ext}"), "rb") as f: ```
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -369,6 +374,12 @@ def make_cubin(src, metadata, opt, capability): cubin = f.read() if os.path.exists(fbin): os.remove(fbin) + + if os.path.exists(fsrc.name): + os.remove(fsrc.name) + if os.path.exists(flog.name): + os.remove(flog.name...
This has been moved to `352` line, can be deleted.
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -103,6 +103,49 @@ def copy_externals(): ] +def find_vswhere(): + program_files = os.environ.get("ProgramFiles(x86)", "C:\\Program Files (x86)") + vswhere_path = Path(program_files) / "Microsoft Visual Studio" / "Installer" / "vswhere.exe" + if vswhere_path.exists(): + return vswhere_path...
Could we reuse code from `CLFinder.py`?
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -431,6 +483,7 @@ def build_extension(self, ext): cmake_args += [f"-DCMAKE_BUILD_TYPE={cfg}"] if platform.system() == "Windows": + cmake_args += ["-DCMAKE_BUILD_TYPE=" + cfg]
Already in `484` line. ```suggestion ```
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -103,6 +103,49 @@ def copy_externals(): ] +def find_vswhere(): + program_files = os.environ.get("ProgramFiles(x86)", "C:\\Program Files (x86)") + vswhere_path = Path(program_files) / "Microsoft Visual Studio" / "Installer" / "vswhere.exe" + if vswhere_path.exists(): + return vswhere_path...
For me it works only if I specify `-products`: `"C:\Program Files (x86)\Microsoft Visual Studio\Installer\vswhere.exe" -version "[17.0,18.0)" -products Microsoft.VisualStudio.Product.BuildTools -requires Microsoft.VisualStudio.Component.VC.Tools.x86.x64 -property installationPath -prerelease` @gshimansky do you kno...
intel-xpu-backend-for-triton
github_2023
c
2,478
intel
anmyachev
@@ -161,6 +170,27 @@ typedef CUresult (*cuTensorMapEncodeTiled_t)( CUtensorMapSwizzle swizzle, CUtensorMapL2promotion l2Promotion, CUtensorMapFloatOOBfill oobFill); +#ifdef WIN32 +#define defineGetFunctionHandle(name, symbolName) \ + static symbolName##_t name() { ...
Should we explicitly clear any existing error on Windows as well? ```suggestion } \ /* Clear any existing error */ \ SetLastError(NO_ERROR); ...
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -231,13 +232,17 @@ def __init__(self, target: GPUTarget) -> None: @staticmethod def _path_to_binary(binary: str): + binary += sysconfig.get_config_var("EXE")
Done in https://github.com/intel/intel-xpu-backend-for-triton/commit/94684d326723b67b146f23f342623ea058a32098
intel-xpu-backend-for-triton
github_2023
c
2,478
intel
anmyachev
@@ -1,8 +1,17 @@ #include "cuda.h" +#ifdef WIN32 +#define WIN32_LEAN_AND_MEAN +#define NOMINMAX +#include <windows.h> +#else #include <dlfcn.h> +#endif #include <stdbool.h> #define PY_SSIZE_T_CLEAN #include <Python.h> +#ifndef WIN32 +#include <stdatomic.h> +#endif
This is no longer necessary. ```suggestion ```
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -372,6 +372,7 @@ def make_cubin(src, metadata, opt, capability): cubin = f.read() if os.path.exists(fbin): os.remove(fbin) +
```suggestion ```
intel-xpu-backend-for-triton
github_2023
c
2,478
intel
anmyachev
@@ -194,8 +194,18 @@ static PyObject *loadBinary(PyObject *self, PyObject *args) { const size_t binary_size = PyBytes_Size(py_bytes); uint8_t *binary_ptr = (uint8_t *)PyBytes_AsString(py_bytes); - const auto ctx = - sycl_device.get_platform().ext_oneapi_get_default_context();
Could we make this available on Windows using `set SYCL_ENABLE_DEFAULT_CONTEXTS=1`: https://github.com/intel/llvm/blob/7dd09d9effd6a56d2c0c7abca38b21baa4d77fc8/sycl/doc/EnvironmentVariables.md?plain=1#L22?
intel-xpu-backend-for-triton
github_2023
c
2,478
intel
etiotto
@@ -194,8 +194,18 @@ static PyObject *loadBinary(PyObject *self, PyObject *args) { const size_t binary_size = PyBytes_Size(py_bytes); uint8_t *binary_ptr = (uint8_t *)PyBytes_AsString(py_bytes); - const auto ctx = - sycl_device.get_platform().ext_oneapi_get_default_context(); + auto platform = ...
This is iffy. If the exception is thrown `ctx` will be uninitialized when used at line 212. Is there another API to use on Windows to get the context ?
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -401,6 +444,11 @@ def get_proton_cmake_args(self): def build_extension(self, ext): lit_dir = shutil.which('lit') ninja_dir = shutil.which('ninja') + if platform.system() == "Windows": + vs_path = find_visual_studio(["[17.0,18.0)", "[16.0,17.0)"]) + env = set_env_va...
It's probably a good idea to define `initialize_visual_studio_env` as in `CLFinder.py` file here as well. ```suggestion if not vs_path: raise EnvironmentError("Visual Studio 2019 or 2022 not found.") env = set_env_vars(vs_path) ```
intel-xpu-backend-for-triton
github_2023
python
2,478
intel
anmyachev
@@ -0,0 +1,55 @@ +import os +import subprocess +from pathlib import Path + + +def find_vswhere(): + program_files = os.environ.get("ProgramFiles(x86)", "C:\\Program Files (x86)") + vswhere_path = Path(program_files) / "Microsoft Visual Studio" / "Installer" / "vswhere.exe" + if vswhere_path.exists(): + ...
At this point `vcvarsall.bat` has not yet been called? This will only happen when calling `set_env_vars` function IIUC.
intel-xpu-backend-for-triton
github_2023
others
2,478
intel
anmyachev
@@ -49,10 +50,21 @@ endif() # used conditionally in this file and by lit tests # Customized release build type with assertions: TritonRelBuildWithAsserts -set(CMAKE_C_FLAGS_TRITONRELBUILDWITHASSERTS "-O2 -g") -set(CMAKE_CXX_FLAGS_TRITONRELBUILDWITHASSERTS "-O2 -g") -set(CMAKE_C_FLAGS_TRITONBUILDWITHO1 "-O1") -set(C...
@gshimansky these flags are for debug build, aren't? ```suggestion set(CMAKE_C_FLAGS_TRITONRELBUILDWITHASSERTS "/Zi /RTC1 /bigobj /Zc:preprocessor") set(CMAKE_CXX_FLAGS_TRITONRELBUILDWITHASSERTS "/Zi /RTC1 /bigobj /Zc:preprocessor") ```
intel-xpu-backend-for-triton
github_2023
others
2,756
intel
mfrancepillois
@@ -314,46 +314,97 @@ def TritonGEN_Matrix2DBlockPrefetchOp : TritonGEN_Op<"2Dblockprefetch">, let hasVerifier = 1; } -def TritonGEN_SIMDBlockReadOp: TritonGEN_Op<"simdblockread">, - Results<(outs FixedVectorOf<[AnyTypeOf<[AnyI8, AnyI16, AnyI32, AnyI64]>]>:$res)>, - Arguments<(ins - Arg<LLVM_AnyPointer, "", ...
Nit: Perhaps you could mention that the subgroup size is 128 in this example.
intel-xpu-backend-for-triton
github_2023
python
2,744
intel
pbchekin
@@ -103,6 +103,49 @@ def copy_externals(): ] +def find_vswhere(): + program_files = os.environ.get("ProgramFiles(x86)", "C:\\Program Files (x86)") + vswhere_path = Path(program_files) / "Microsoft Visual Studio" / "Installer" / "vswhere.exe" + if vswhere_path.exists(): + return vswhere_path...
The case when vs_path is None is not handled.
intel-xpu-backend-for-triton
github_2023
cpp
2,760
intel
victor-eds
@@ -148,6 +148,12 @@ struct CoalescePass if (op->getNumResults() == 0 && op->getNumRegions() == 0) return true; + // Operations that do not consume a block pointer aren't interesting. + if (llvm::none_of(op->getOperandTypes(), [](Type resType) { + return tt::isTensorPointerType(resType); + ...
```suggestion // Operations that do not consume a block pointer aren't interesting. if (llvm::none_of(op->getOperandTypes(), tt::isTensorPointerType)) return true; ``` NIT
intel-xpu-backend-for-triton
github_2023
cpp
2,760
intel
victor-eds
@@ -367,8 +373,7 @@ struct CoalescePass }); LLVM_DEBUG({ - DBGS() << "\nlayoutMap:" - << "\n"; + DBGS() << "\nlayoutMap:" << "\n";
```suggestion DBGS() << "\nlayoutMap:\n"; ``` NIT
intel-xpu-backend-for-triton
github_2023
c
2,742
intel
alexbaden
@@ -194,8 +194,18 @@ static PyObject *loadBinary(PyObject *self, PyObject *args) { const size_t binary_size = PyBytes_Size(py_bytes); uint8_t *binary_ptr = (uint8_t *)PyBytes_AsString(py_bytes); - const auto ctx = - sycl_device.get_platform().ext_oneapi_get_default_context(); + auto platform = ...
We already have exceptions in this code block - but I suppose I might feel better if this was in a free function that had compile time definitions for windows (where we need the exception handling) and linux (where we don't). Also, how can the code properly run with no valid context? What if a valid context is thro...
intel-xpu-backend-for-triton
github_2023
python
2,717
intel
anmyachev
@@ -128,6 +128,7 @@ def forward(ctx, a, b, c, acc_dtype=None): [512, 32768, 8192], [1024, 28672, 8192], [3072, 4096, 3072], + [4096, 4096, 4096],
Adding a new combination breaks the CI and seems a bit out of topic for this pull request. Maybe we should move this change to a separate pull request?
intel-xpu-backend-for-triton
github_2023
python
2,681
intel
etiotto
@@ -266,9 +268,12 @@ def compile(src, target=None, options=None): # when the source is an IR file, don't apply the passes related to this stage. This makes it easier to write IR level tests. if ir_source: first_stage += 1 - context = ir.context() - ir.load_dialects(context) - backend.load_di...
This is different from upstream code: ![image](https://github.com/user-attachments/assets/b660237e-4837-4400-91f2-0bee5a2894ae) The "else" part is missing.... perhaps it belongs to a more recent upstream commit than the one we are trying to merge ? Also, would adding the else part eliminate the need to add l...
intel-xpu-backend-for-triton
github_2023
python
2,681
intel
whitneywhtsang
@@ -107,28 +91,44 @@ def parse_options(self): class IRSource: - def __init__(self, path): + def __init__(self, path, context): self.path = path path = Path(path) self.ext = path.suffix[1:] self.src = path.read_text() - match = re.search(prototype_pattern[self.ext], ...
Why DPAS layout requires additional dialects while MMA layout doesn't?
intel-xpu-backend-for-triton
github_2023
python
2,505
intel
anmyachev
@@ -131,20 +131,15 @@ def test_print(func: str, data_type: str, device: str): else: assert f"Unknown kernel: {func}" - if device == "xpu": - # FIXME: remove trigger to get output from kernel - repr(x) - repr(y) + # Wait until driver complete all the jobs for the device_print, ...
Is it necessary to move this?
intel-xpu-backend-for-triton
github_2023
others
2,505
intel
anmyachev
@@ -1,9 +0,0 @@ -# https://github.com/intel/intel-xpu-backend-for-triton/issues/800 -test/unit/language/test_subprocess.py::test_print[device_print-float16] -test/unit/language/test_subprocess.py::test_print[device_print-float32] -test/unit/language/test_subprocess.py::test_print[device_print-float64] -test/unit/langua...
To make sure it works, you need to run corresponding workflow separately.
intel-xpu-backend-for-triton
github_2023
others
2,683
intel
FMarno
@@ -1045,7 +1045,6 @@ module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : // ----- module attributes {"triton_gpu.target" = "xpu", "triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32} { - // CHECK: llvm.func spir_funccc @_Z7barrierj(i32) attributes {convergent, no_unwind,...
should there be a replacement function declaration?
intel-xpu-backend-for-triton
github_2023
python
2,609
intel
pbchekin
@@ -28,146 +29,147 @@ def test_profile(): pathlib.Path("test.hatchet").unlink() -def test_profile_decorator(): - f = tempfile.NamedTemporaryFile(delete=True) - name = f.name.split(".")[0] +def test_profile_decorator(tmp_path): + temp_file = tmp_path / "test_profile_decorator.hatchet" - @proton.pr...
Do we need this unlink? The whole `tmp_path` should be deleted on exit.
intel-xpu-backend-for-triton
github_2023
others
2,614
intel
pbchekin
@@ -121,7 +125,7 @@ jobs: python ../../scripts/build_report.py $REPORTS/softmax-performance.csv $REPORTS/softmax-xetla-report.csv --benchmark softmax --compiler xetla --param_cols "N" --tflops_col XeTLA-TFlops --hbm_col "XeTLA-GB/s" --tag $TAG - name: Run Triton GEMM kernel benchmark - if: ${...
`contains(inputs.skip_benchmarks, 'gemm_benchmark.py')` returns true if the skip list contains `gemm_benchmark.py_default` or `gemm_benchmark.py_advanced`. Is it expected?
intel-xpu-backend-for-triton
github_2023
others
2,614
intel
pbchekin
@@ -112,7 +116,7 @@ jobs: python setup.py install - name: Run Triton Softmax kernel benchmark - if: ${{ steps.install.outcome == 'success' && !cancelled() }} + if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks), 'fused_softmax.py') ...
Note that `inputs` are null when the workflow is triggered by cron. You probably need something like this: ```suggestion if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'fused_softmax.py') }} ```
intel-xpu-backend-for-triton
github_2023
others
2,614
intel
pbchekin
@@ -24,6 +24,10 @@ on: description: Run name type: string default: "Triton benchmarks" + skip_benchmarks: + description: List of benchmarks to skip
Let's make it clear it need to be a valid JSON list? ```suggestion description: JSON list of benchmarks to skip ```
intel-xpu-backend-for-triton
github_2023
others
2,614
intel
pbchekin
@@ -24,6 +24,10 @@ on: description: Run name type: string default: "Triton benchmarks" + skip_benchmarks: + description: List of benchmarks to skip + type: string + default: ""
```suggestion default: "[]" ```
intel-xpu-backend-for-triton
github_2023
others
2,614
intel
pbchekin
@@ -132,7 +136,7 @@ jobs: python ../../scripts/build_report.py $REPORTS/matmul-performance-base.csv $REPORTS/gemm-xetla-report.csv --benchmark gemm --compiler xetla --param_cols "B,M,K,N" --tflops_col XeTLA-TFlops --hbm_col "XeTLA-GB/s" --tag $TAG - name: Run Triton GEMM kernel benchmark - default p...
```suggestion if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'gemm_benchmark.py_default') }} ```
intel-xpu-backend-for-triton
github_2023
others
2,631
intel
etiotto
@@ -365,4 +365,46 @@ tt.func @test(%arg0: tensor<32x32xf32, #mma>) -> tensor<32xf32, #triton_gpu.slic "mlir::triton::gpu::TritonGPUDialect"]; } +def TritonIntelGPUOptimizeElementwiseParallelism + : Pass<"tritonintelgpu-optimize-elementwise-parallelism", "mlir::ModuleOp"> { + let summa...
"is not too high according to some heuristics" -> "is heuristically estimated to be sufficiently low"
intel-xpu-backend-for-triton
github_2023
others
2,631
intel
etiotto
@@ -0,0 +1,67 @@ +// RUN: triton-opt %s --split-input-file -tritonintelgpu-optimize-elementwise-parallelism | FileCheck %s + +#blocked = #triton_gpu.blocked<{sizePerThread = [1, 16], threadsPerWarp = [16, 1], warpsPerCTA = [1, 1], order = [0, 1]}> +#blocked1 = #triton_gpu.blocked<{sizePerThread = [16, 1], threadsPerWar...
[nit]: Call it ATTR_0, ATTR_1 like in the first test. Same for other tests.
intel-xpu-backend-for-triton
github_2023
others
2,631
intel
etiotto
@@ -0,0 +1,67 @@ +// RUN: triton-opt %s --split-input-file -tritonintelgpu-optimize-elementwise-parallelism | FileCheck %s + +#blocked = #triton_gpu.blocked<{sizePerThread = [1, 16], threadsPerWarp = [16, 1], warpsPerCTA = [1, 1], order = [0, 1]}> +#blocked1 = #triton_gpu.blocked<{sizePerThread = [16, 1], threadsPerWar...
The original code and the transformed code both contain 1 convert layout operation. What makes the transformed code "cheaper" ?
intel-xpu-backend-for-triton
github_2023
others
2,628
intel
whitneywhtsang
@@ -204,22 +204,7 @@ module attributes {"triton_gpu.num-warps" = 1 : i32, "triton_gpu.threads-per-war %c0_i32 = arith.constant 0 : i32 %c32_i64 = arith.constant 32 : i64 %21 = tt.make_tensor_ptr %arg0, [%c64_i64, %c64_i64], [%c1_i64, %col_stride], [%c0_i32, %c0_i32] {order = array<i32: 0, 1>} : <te...
Should we check that there is no llvm.shufflevector?
intel-xpu-backend-for-triton
github_2023
cpp
2,628
intel
etiotto
@@ -621,13 +621,8 @@ struct LoadOpConversion std::swap(tileHeight, tileWidth); - // We can decompose the matrix returned by transposed large 2d load - // when threads per warp < column size. Otherwise we have to load one - // operand per inst. - // Note: the tileHeight and numOperandsPer2...
Should add the reason (an explanation) for doing so.
intel-xpu-backend-for-triton
github_2023
others
2,628
intel
etiotto
@@ -193,58 +193,46 @@ module attributes {"triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-war // ----- +// CHECK: llvm.func spir_funccc @_Z51intel_sub_group_2d_block_read_transpose_32b_16r8x1cPU3AS1viiiDv2_iPj(!llvm.ptr<1> {llvm.nonnull, llvm.readonly}, i32, i32, i32, vector<2xi32>, !llvm.ptr {llvm.nonnul...
Note: these are the changes that matter. The rest of the changes are white space differences.
intel-xpu-backend-for-triton
github_2023
cpp
2,628
intel
etiotto
@@ -34,6 +34,7 @@ inline const std::set<std::string> CACHE_INVALIDATING_ENV_VARS = { "TRITON_INTEL_ADVANCED_PATH", "TRITON_INTEL_AGGRESSIVE_DPAS_REUSE", "TRITON_INTEL_DO_NOT_SINK_INSTR_ACROSS_RGN", + "TRITON_INTEL_DISABLE_LARGE_BLOCK_SIZE_IO_FOR_TRANS_DOT_B",
Remove
intel-xpu-backend-for-triton
github_2023
cpp
2,640
intel
jopperm
@@ -0,0 +1,16 @@ +#ifndef TRITON_INTEL_ANALYSIS_MEMBAR_H +#define TRITON_INTEL_ANALYSIS_MEMBAR_H + +namespace mlir { +class Operation; +namespace intel { +/// Intel-specific callback to filter operations that need no barriers between +/// each other. +/// +/// This is useful as the granularity to check whether barriers...
"Filter" could be ambiguous here (I needed to think about it for a moment), maybe say explicitly something like "return true if no barriers are needed between lhsOp and rhsOp".
intel-xpu-backend-for-triton
github_2023
cpp
2,640
intel
jopperm
@@ -0,0 +1,58 @@ +#include "intel/include/Analysis/Membar.h" + +#include "intel/include/Analysis/Utility.h" + +namespace mlir::intel { +namespace { +triton::gpu::ConvertLayoutOp dynCastToSubGroupTranspose(Operation *op) { + auto convertLayout = dyn_cast<triton::gpu::ConvertLayoutOp>(op); + if (!convertLayout) + re...
Can you explain, what does "overlap" mean in this context? I presume not "at the same time", otherwise I'd expect to look of different `allocation.offset`s.
intel-xpu-backend-for-triton
github_2023
cpp
2,640
intel
chengjunlu
@@ -0,0 +1,58 @@ +#include "intel/include/Analysis/Membar.h" + +#include "intel/include/Analysis/Utility.h" + +namespace mlir::intel { +namespace { +triton::gpu::ConvertLayoutOp dynCastToSubGroupTranspose(Operation *op) { + auto convertLayout = dyn_cast<triton::gpu::ConvertLayoutOp>(op); + if (!convertLayout) + re...
Should we check the overlapping instead of the `offset`? Cause of different transposing may require different size of scratch space.
intel-xpu-backend-for-triton
github_2023
others
2,652
intel
anmyachev
@@ -6,6 +6,7 @@ This is the development repository of Intel® XPU Backend for Triton\*, a new [Triton](https://github.com/triton-lang/triton/) backend for Intel GPUs. Intel® XPU Backend for Triton\* is a out of tree backend module for [Triton](https://github.com/triton-lang/triton/blob/main/CONTRIBUTING.md) used to p...
@whitneywhtsang merge conflict
intel-xpu-backend-for-triton
github_2023
cpp
2,648
intel
anmyachev
@@ -513,15 +516,17 @@ struct ConvertLayoutOpUsingLinearLayoutsConversion } // TODO(jlebar): Implement me. return failure(); - } else if (llvm::is_contained(dims, str_attr("register"))) { + } else if (llvm::is_contained(dims, kRegister) || + dstLayout.getInDimSize(kRegister) != +...
I'm just wondering (because I also looked at this issue) if this is the main change that fixes the issue related to `resize` for XPU?
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
chengjunlu
@@ -238,6 +241,7 @@ class Allocation { size_t sharedMemorySize = 0; friend class triton::AllocationAnalysis; + friend class triton::intel::AllocationAnalysis;
The change of adding `intel` namespace in a public header enlarge the divergence of the code upstream and downstream. Can we improve this?
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
etiotto
@@ -0,0 +1,596 @@ +#include "intel/include/Analysis/Allocation.h" + +#include <algorithm> +#include <limits> +#include <numeric> + +#include "mlir/Analysis/DataFlowFramework.h" +#include "mlir/Analysis/Liveness.h" +#include "mlir/Analysis/SliceAnalysis.h" +#include "mlir/Dialect/Tensor/IR/Tensor.h" +#include "mlir/Supp...
Remove this one
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
etiotto
@@ -0,0 +1,596 @@ +#include "intel/include/Analysis/Allocation.h" + +#include <algorithm> +#include <limits> +#include <numeric> + +#include "mlir/Analysis/DataFlowFramework.h" +#include "mlir/Analysis/Liveness.h" +#include "mlir/Analysis/SliceAnalysis.h" +#include "mlir/Dialect/Tensor/IR/Tensor.h" +#include "mlir/Supp...
Remove
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
etiotto
@@ -0,0 +1,596 @@ +#include "intel/include/Analysis/Allocation.h" + +#include <algorithm> +#include <limits> +#include <numeric> + +#include "mlir/Analysis/DataFlowFramework.h" +#include "mlir/Analysis/Liveness.h" +#include "mlir/Analysis/SliceAnalysis.h" +#include "mlir/Dialect/Tensor/IR/Tensor.h" +#include "mlir/Supp...
Unused?
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
etiotto
@@ -0,0 +1,596 @@ +#include "intel/include/Analysis/Allocation.h" + +#include <algorithm> +#include <limits> +#include <numeric> + +#include "mlir/Analysis/DataFlowFramework.h" +#include "mlir/Analysis/Liveness.h" +#include "mlir/Analysis/SliceAnalysis.h" +#include "mlir/Dialect/Tensor/IR/Tensor.h" +#include "mlir/Supp...
Unused?
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
etiotto
@@ -0,0 +1,596 @@ +#include "intel/include/Analysis/Allocation.h" + +#include <algorithm> +#include <limits> +#include <numeric> + +#include "mlir/Analysis/DataFlowFramework.h" +#include "mlir/Analysis/Liveness.h" +#include "mlir/Analysis/SliceAnalysis.h" +#include "mlir/Dialect/Tensor/IR/Tensor.h" +#include "mlir/Supp...
Unused?
intel-xpu-backend-for-triton
github_2023
cpp
2,605
intel
etiotto
@@ -0,0 +1,596 @@ +#include "intel/include/Analysis/Allocation.h" + +#include <algorithm> +#include <limits> +#include <numeric> + +#include "mlir/Analysis/DataFlowFramework.h" +#include "mlir/Analysis/Liveness.h" +#include "mlir/Analysis/SliceAnalysis.h" +#include "mlir/Dialect/Tensor/IR/Tensor.h" +#include "mlir/Supp...
This should be a DPAS layout right ? OR are you just copying the original file first and do further modification later ?
intel-xpu-backend-for-triton
github_2023
cpp
2,627
intel
whitneywhtsang
@@ -37,7 +37,8 @@ inline const std::set<std::string> CACHE_INVALIDATING_ENV_VARS = { "TRITON_INTEL_ENABLE_FIRST_LOAD_TO_SLM", "TRITON_INTEL_ENABLE_INSTR_SCHED", "TRITON_INTEL_ENABLE_POST_PROCESS_LLIR", - "TRITON_INTEL_REDUCE_TRANSPOSE" + "TRITON_INTEL_REDUCE_TRANSPOSE", + "TRITON_INTEL_AGGRESSIV...
alphabetical order?
intel-xpu-backend-for-triton
github_2023
python
2,608
intel
etiotto
@@ -23,7 +23,7 @@ def quiet(): sys.stdout, sys.stderr = old_stdout, old_stderr -def _build(name, src, srcdir, library_dirs, include_dirs, libraries): +def _build(name, src, srcdir, library_dirs, include_dirs, libraries, extra_compile_args=[]):
This change in common file should be upstreamed. Can you open an issue so you can do that separately please ?
intel-xpu-backend-for-triton
github_2023
python
2,608
intel
pbchekin
@@ -14,36 +14,35 @@ from packaging.specifiers import SpecifierSet -def find_sycl(include_dir: list[str]) -> tuple[list[str], list[str]]: +def find_sycl(include_dir: list[str]) -> tuple[list[str], str]:
Since libsycl location can be None: ```suggestion def find_sycl(include_dir: list[str]) -> tuple[list[str], Optional[str]]: ```
intel-xpu-backend-for-triton
github_2023
python
2,608
intel
pbchekin
@@ -97,6 +102,11 @@ def include_dir(self) -> list[str]: self._compute_compilation_options_lazy return self._include_dir + @cached_property + def libsycl_dir(self) -> list[str]:
```suggestion def libsycl_dir(self) -> Optional[str]: ```
intel-xpu-backend-for-triton
github_2023
cpp
2,620
intel
etiotto
@@ -722,9 +722,10 @@ MatchTargetSizePass::getSubOpSize(RankedTensorType type, if (isa<ttgi::WarpEncodingAttr>(layout)) { // 32 = 2 * 16(subgroupSize) which is for large load/store // max 2d block prefetch width is 16 for 32-bit datatype - subSize[1] = std::min(sizeInBits == 32 ? 16L : 32L, shape...
```suggestion subSize[0] = std::min(32LL, shape[0]); ```
intel-xpu-backend-for-triton
github_2023
cpp
2,620
intel
etiotto
@@ -722,9 +722,10 @@ MatchTargetSizePass::getSubOpSize(RankedTensorType type, if (isa<ttgi::WarpEncodingAttr>(layout)) { // 32 = 2 * 16(subgroupSize) which is for large load/store // max 2d block prefetch width is 16 for 32-bit datatype - subSize[1] = std::min(sizeInBits == 32 ? 16L : 32L, shape...
```suggestion subSize[1] = std::min(sizeInBits == 32 ? 16LL : 32LL), ```
intel-xpu-backend-for-triton
github_2023
cpp
2,623
intel
whitneywhtsang
@@ -1459,7 +1449,8 @@ struct AtomicRMWOpConversion // emit unsupported feature error. if (valueElemNBits == 16) { op.emitWarning( - "'tt.atomic_rmw' op fp16 datatype is not supported in the target " + "'tt.atomic_rmw' op fp16 datatype is not supported in the " + "...
undo or combine with the next line?
intel-xpu-backend-for-triton
github_2023
cpp
2,623
intel
whitneywhtsang
@@ -1561,10 +1552,10 @@ struct AtomicRMWOpConversion rmwVal = bitcast(rmwVal, valueElemTy); - // Align pointer by 4 bytes by zeroing lower address bits. Atomically read - // a vector of two fp16 values as a single i32. The second lowest bit is - // extracted to later be used as an index to extract the...
I am fine with this change, but curious why? it is needed for clang-format, why it didn't fail before?
intel-xpu-backend-for-triton
github_2023
others
2,591
intel
sommerlukas
@@ -50,3 +50,20 @@ tt.func @fn(%arg0: tensor<1xf32, #sliced0>) -> (tensor<32x1xf32, #blocked0>){ tt.return %b : tensor<32x1xf32, #blocked0> } } // end module + +// ----- + +// CHECK-LABEL: tt.func @reduce( +// CHECK-SAME: %[[ARG0:.*]]: tensor<2x1x16xf32>, +// CHECK-SAME: %[[ARG1:...
What do we return after the canonicalization? The result of the two `reshape` operations? If so, we should also check for that in the test.
intel-xpu-backend-for-triton
github_2023
cpp
2,591
intel
sommerlukas
@@ -495,6 +495,55 @@ LogicalResult ReduceOp::verifyRegions() { return verifyRegionsImpl<ReduceReturnOp>(*this); } +namespace { +/// Replace reduction operations with equivalent reshape operations. +/// +/// This pattern replaces reductions whose input tensor size is 1 in the +/// reduction dimension: +/// ```mlir...
```suggestion /// : (tensor<S0x...x SN-1 x 1 x SN+1x...>, ...) -> tensor<S0x...x SN-1 x SN+1x...> ```
intel-xpu-backend-for-triton
github_2023
cpp
2,591
intel
sommerlukas
@@ -495,6 +495,55 @@ LogicalResult ReduceOp::verifyRegions() { return verifyRegionsImpl<ReduceReturnOp>(*this); } +namespace { +/// Replace reduction operations with equivalent reshape operations. +/// +/// This pattern replaces reductions whose input tensor size is 1 in the +/// reduction dimension: +/// ```mlir...
```suggestion /// : tensor<S0x...x SN-1 x 1 x SN+1x...> -> tensor<S0x...x SN-1 x SN+1x...> ```
intel-xpu-backend-for-triton
github_2023
cpp
2,517
intel
anmyachev
@@ -299,6 +299,11 @@ SmallVector<unsigned> getOrder(Attribute layout) { } if (auto dotLayout = dyn_cast<DotOperandEncodingAttr>(layout)) { auto rank = getWarpsPerCTA(dotLayout.getParent()).size(); + if (dyn_cast<intel::DpasEncodingAttr>(dotLayout.getParent())) {
@whitneywhtsang this is the only change needed to fix `lit` tests. In the new code, the swap occurs conditionally (`if (opIdx == 1)`), which apparently did not work for dpas so I returned unconditional swap.
intel-xpu-backend-for-triton
github_2023
cpp
2,517
intel
chengjunlu
@@ -293,13 +304,12 @@ SmallVector<unsigned> getOrder(Attribute layout) { } if (auto dotLayout = dyn_cast<DotOperandEncodingAttr>(layout)) { auto rank = getWarpsPerCTA(dotLayout.getParent()).size(); - SmallVector<unsigned> order(rank); - if (isa<AMDMfmaEncodingAttr>(dotLayout.getParent())) { - retu...
I didn't make a clear review at the first time. If the original code changes is only made for AMD, then we can keep all those DotOp register layout order unchanged.
intel-xpu-backend-for-triton
github_2023
cpp
2,598
intel
victor-eds
@@ -187,10 +42,11 @@ class ModuleAxisInfoAnalysis : public CallGraph<AxisInfoMapT> { } } - AxisInfo *getAxisInfo(Value value) { + AxisInfo *getAxisInfo(Value value) const { auto funcOp = value.getParentRegion()->getParentOfType<FunctionOpInterface>(); - auto *axisInfoMap = getFuncData(funcO...
Can we remove `const` and not `const_cast`?
intel-xpu-backend-for-triton
github_2023
cpp
2,598
intel
victor-eds
@@ -201,9 +57,9 @@ class ModuleAxisInfoAnalysis : public CallGraph<AxisInfoMapT> { return &(it->second); } - unsigned getPtrContiguity(Value ptr); - unsigned getPtrAlignment(Value ptr); - unsigned getMaskAlignment(Value mask); + unsigned getPtrContiguity(Value ptr) const; + unsigned getPtrAlignment(Value...
Same as above
intel-xpu-backend-for-triton
github_2023
cpp
2,598
intel
chengjunlu
@@ -1,169 +1,24 @@ #ifndef TRITON_INTEL_ANALYSIS_AXISINFO_H #define TRITON_INTEL_ANALYSIS_AXISINFO_H -#include "mlir/Analysis/DataFlow/SparseAnalysis.h" -#include "llvm/Support/raw_ostream.h" - -#include "mlir/Support/LLVM.h" -#include "triton/Analysis/Utility.h" -#include "triton/Dialect/Triton/IR/Dialect.h" -#inc...
Remove comment-out code.
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -157,65 +186,99 @@ unsigned DpasEncodingAttr::getTotalElemsPerThread(ArrayRef<int64_t> shape, } SmallVector<unsigned> DpasEncodingAttr::getCTASplitNum() const { - SmallVector<unsigned> res{1, 1}; + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); return res; } SmallVector<un...
```suggestion } if (opIdx == 1) { ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -157,65 +186,99 @@ unsigned DpasEncodingAttr::getTotalElemsPerThread(ArrayRef<int64_t> shape, } SmallVector<unsigned> DpasEncodingAttr::getCTASplitNum() const { - SmallVector<unsigned> res{1, 1}; + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); return res; } SmallVector<un...
```suggestion } ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -157,65 +186,99 @@ unsigned DpasEncodingAttr::getTotalElemsPerThread(ArrayRef<int64_t> shape, } SmallVector<unsigned> DpasEncodingAttr::getCTASplitNum() const { - SmallVector<unsigned> res{1, 1}; + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); return res; } SmallVector<un...
```suggestion ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -157,65 +186,99 @@ unsigned DpasEncodingAttr::getTotalElemsPerThread(ArrayRef<int64_t> shape, } SmallVector<unsigned> DpasEncodingAttr::getCTASplitNum() const { - SmallVector<unsigned> res{1, 1}; + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); return res; } SmallVector<un...
```suggestion size_t rank = shape.size(); ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -224,33 +287,47 @@ SmallVector<unsigned> DpasEncodingAttr::getWarpsPerCTA() const { } SmallVector<unsigned> DpasEncodingAttr::getThreadsPerWarp() const { + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); auto executionSize = getExecutionSize(); auto subGroupSize = getSubGroup...
```suggestion return (rank == 2) ? {parentShapePerCTATile[0], shapeA[1]} : {parentShapePerCTATile[0], parentShapePerCTATile[rank - 2], shapeA[rank - 1]}; ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -224,33 +287,47 @@ SmallVector<unsigned> DpasEncodingAttr::getWarpsPerCTA() const { } SmallVector<unsigned> DpasEncodingAttr::getThreadsPerWarp() const { + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); auto executionSize = getExecutionSize(); auto subGroupSize = getSubGroup...
Rank here should be 2 or 3 correct? Please add an assertion.
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -224,33 +287,47 @@ SmallVector<unsigned> DpasEncodingAttr::getWarpsPerCTA() const { } SmallVector<unsigned> DpasEncodingAttr::getThreadsPerWarp() const { + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); auto executionSize = getExecutionSize(); auto subGroupSize = getSubGroup...
```suggestion } if (opIdx == 1) { ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -224,33 +287,47 @@ SmallVector<unsigned> DpasEncodingAttr::getWarpsPerCTA() const { } SmallVector<unsigned> DpasEncodingAttr::getThreadsPerWarp() const { + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); auto executionSize = getExecutionSize(); auto subGroupSize = getSubGroup...
```suggestion return (rank == 2) ? {shapeB[0], parentShapePerCTATile[1]} : {parentShapePerCTATile[0], shapeB[rank - 2], parentShapePerCTATile[rank - 1]}; ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -224,33 +287,47 @@ SmallVector<unsigned> DpasEncodingAttr::getWarpsPerCTA() const { } SmallVector<unsigned> DpasEncodingAttr::getThreadsPerWarp() const { + size_t rank = getWarpsPerCTA().size(); + SmallVector<unsigned> res(rank, 1); auto executionSize = getExecutionSize(); auto subGroupSize = getSubGroup...
```suggestion } llvm_unreachable("DotOperandEncodingAttr opIdx must be 0 or 1"); ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -267,8 +344,7 @@ DpasEncodingAttr::getSizePerThreadForOperands(unsigned opIdx) const { "be smaller than the threads required per row."); } unsigned rowsPerWarp = mlir::ceil<unsigned>(subGroupSize, packedColNum); - auto repCluster = getRepCluster(); - return {shapeA[0] ...
```suggestion } if (opIdx == 1) { ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -293,20 +368,31 @@ SmallVector<unsigned> DpasEncodingAttr::getElemsPerThreadForOperands( SmallVector<unsigned> sizePerThread = getSizePerThreadForOperands(opIdx); SmallVector<int64_t> repetitions = getDPASRepetitions(shape, opIdx); - return {static_cast<unsigned>(sizePerThread[0] * repetitions[0]), - ...
```suggestion if (threadsPerWarp > instShapeC[1]) { return contigPerThread; } if (threadsPerWarp == instShapeC[1]) { ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -110,17 +110,23 @@ struct ConvertLayoutOpConversion return multiDimOffset; } if (auto dpasLayout = dyn_cast<DpasEncodingAttr>(layout)) { - assert(rank == 2); + assert(rank == 2 || rank == 3);
Add assert message please
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -259,12 +283,14 @@ getLoadMatrixFn(MemDescType descTy, const SharedMemoryObject &smemObj, auto sharedLayout = cast<SharedEncodingAttr>(descTy.getEncoding()); ArrayRef<unsigned> order = sharedLayout.getOrder(); + unsigned rank = order.size();
```suggestion size_t rank = order.size(); ```
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -272,10 +279,17 @@ emitOffsetForDotOpLayout(const DotOperandEncodingAttr &dotLayout, unsigned packedElemColIndex = (packedElemId % numColsPerLaneForPackedValue) * numColsPerPackedValue; - offsets.push_back({repRowIndex + repClusterRowIndex + - ...
assert that rank == 2
intel-xpu-backend-for-triton
github_2023
cpp
2,518
intel
etiotto
@@ -175,15 +177,19 @@ emitOffsetForDpasLayoutPerCTA(const DpasEncodingAttr &dpasLayout, for (unsigned elemId = 0; elemId < elemNumberPerRep; ++elemId) { // Follows the C++ order for the dpas layout. SmallVector<unsigned> repOffset = { - (repId / repCluster[1]) * instShapeC[0], - (re...
assert that rank == 2