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intel-xpu-backend-for-triton
github_2023
cpp
188
intel
etiotto
@@ -0,0 +1,74 @@ +/*========================== begin_copyright_notice ============================ + +Copyright (C) 2017-2021 Intel Corporation + +SPDX-License-Identifier: MIT + +============================= end_copyright_notice ===========================*/ +#pragma once + +#include "GenIntrinsicEnum.h" + +// #includ...
Remove all commented out code.
intel-xpu-backend-for-triton
github_2023
cpp
180
intel
etiotto
@@ -585,7 +585,9 @@ class ConvertTritonGPUOpToLLVMPatternBase { auto warpsPerCTA = triton::gpu::getWarpsPerCTA(layout); auto order = triton::gpu::getOrder(layout); auto shapePerCTATile = triton::gpu::getShapePerCTATile(layout, shape); - Value warpSize = i32_val(32);
I'd like to keep the code as close as possible to the upstream code to reduce merge conflicts. Can we do this change upstream ? If we want to do this change downstream then we should split it into a different PR to (a) keep unrelated changes separate and (b) we can mark the PR as something we need to upstream.
intel-xpu-backend-for-triton
github_2023
cpp
180
intel
etiotto
@@ -857,7 +859,9 @@ class ConvertTritonGPUOpToLLVMPatternBase { const BlockedEncodingAttr &blockedLayout, RankedTensorType type) const { auto shape = type.getShape(); Value threadId = getThreadId(rewriter, loc); - Value warpSize = i32_val(32);
Same comment as at line 588.
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -0,0 +1,34 @@ +# - Try to find SPIRV-LLVM-Translator +# +include(FetchContent) + +if (NOT SPIRVToLLVMTranslator_FOUND) + + set(SPIRVToLLVMTranslator_SOURCE_DIR + "${CMAKE_CURRENT_BINARY_DIR}/SPIRVToLLVMTranslator") + message(STATUS "SPIR-LLVM location is not specified. Will try to download
nit: SPIR-LLVM -> SPIRV-LLVM
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -0,0 +1,34 @@ +# - Try to find SPIRV-LLVM-Translator +# +include(FetchContent) + +if (NOT SPIRVToLLVMTranslator_FOUND) + + set(SPIRVToLLVMTranslator_SOURCE_DIR + "${CMAKE_CURRENT_BINARY_DIR}/SPIRVToLLVMTranslator") + message(STATUS "SPIR-LLVM location is not specified. Will try to download + ...
Remove commented out code.
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -0,0 +1,34 @@ +# - Try to find SPIRV-LLVM-Translator
This change isn't necessary to create a plugin. Can you split it into a different PR?
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -1,3 +1,6 @@ +# SPIRV-LLVM Translator is required.
Are any of these changes required to make the code a Triton plugin ? Let's have a minimal PR to do just that, and separate everything else into their own self contained pull requests please.
intel-xpu-backend-for-triton
github_2023
others
180
intel
whitneywhtsang
@@ -6,6 +6,59 @@ if(POLICY CMP0116) cmake_policy(SET CMP0116 OLD) endif() +# Use the PYTHON_THIRD_PARTY_PATH var to detect whehter XPU backend is built as a plug-in
```suggestion # Use the PYTHON_THIRD_PARTY_PATH var to detect whether XPU backend is built as a plug-in ```
intel-xpu-backend-for-triton
github_2023
others
180
intel
whitneywhtsang
@@ -160,15 +213,27 @@ set(GenISAIntrinsics_LIBRARY ) message(STATUS "GenISAIntrinsics_LDFLAGS: ${GenISAIntrinsics_LDFLAGS}") +MESSAGE(STATUS "johnlu cmake TRITON_BUILD_PYTHON_MODULE ${TRITON_BUILD_PYTHON_MODULE}")
```suggestion ```
intel-xpu-backend-for-triton
github_2023
cpp
180
intel
etiotto
@@ -71,6 +72,12 @@ void init_triton_translation(py::module &&m) { auto shared = mod->getAttrOfType<mlir::IntegerAttr>("triton_gpu.shared"); return shared.getInt(); }); + m.def("get_threads_per_warp", [](mlir::ModuleOp mod) {
This change isn't necessary to make the XPU BE work as a 3rd party BE, correct ?
intel-xpu-backend-for-triton
github_2023
python
180
intel
whitneywhtsang
@@ -276,7 +290,8 @@ def run(self): def build_extension(self, ext): lit_dir = shutil.which('lit') - ninja_dir = shutil.which('ninja') + # ninja_dir = shutil.which('ninja') + ninja_dir = "/home/chengjun/clion-2023.1.3/bin/ninja/linux/x64/ninja"
```suggestion ninja_dir = shutil.which('ninja') ```
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -0,0 +1,33 @@ +add_triton_plugin(TritonXPU ${CMAKE_CURRENT_SOURCE_DIR}/triton_xpu.cc)
Upstream they names the third_party vendor directories simply nvidia/amd: ![image](https://github.com/intel/intel-xpu-backend-for-triton/assets/56368199/35d58dc2-8cf1-4688-8d20-fd2c7c97e72a) We should name our directory simply 'intel'
intel-xpu-backend-for-triton
github_2023
cpp
180
intel
etiotto
@@ -60,11 +60,12 @@ void init_triton_xpu_passes_ttnvgpuir(py::module &&m) { }); } -void init_triton_xpu(py::module &&m){ +void init_triton_intel_xpu_backend(py::module &&m){ auto passes = m.def_submodule("passes"); init_triton_xpu_passes_ttgpuir(passes.def_submodule("ttgpuir")); init_triton_xpu_passes_tt...
Remove dead code please
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -447,7 +447,7 @@ def make_ttgir(mod, metadata, opt, capability): xpu.passes.ttnvgpuir.add_wsfixup_missing_attrs(pm) passes.common.add_canonicalizer(pm) pm.run(mod) - metadata["cluster_dims"] = (cluster_info.clusterDimX, cluster_info.clusterDimY, cluster_info.clusterDimZ) + me...
why is this hardcoded ?
intel-xpu-backend-for-triton
github_2023
others
180
intel
etiotto
@@ -387,21 +394,14 @@ def make_ttir(mod, metadata, opt): @staticmethod def make_ttgir(mod, metadata, opt, capability): - cluster_info = xpu.ClusterInfo()
Can you explain why we do not need this info ?
intel-xpu-backend-for-triton
github_2023
python
1,802
intel
pbchekin
@@ -24,7 +24,10 @@ def _path_to_binary(binary: str): for p in paths: bin = p.split(" ")[0] if os.path.exists(bin) and os.path.isfile(bin): - result = subprocess.check_output([bin, "--version"], stderr=subprocess.STDOUT) + try: + result = subprocess.check_outpu...
The best practice is to avoid catch-all `except`. Instead, it is better to catch `subprocess.SubprocessError` or use `subprocess.run`, which does not raise an exception when the process exists with non-zero exit code.
intel-xpu-backend-for-triton
github_2023
python
1,802
intel
pbchekin
@@ -24,7 +24,10 @@ def _path_to_binary(binary: str): for p in paths: bin = p.split(" ")[0] if os.path.exists(bin) and os.path.isfile(bin): - result = subprocess.check_output([bin, "--version"], stderr=subprocess.STDOUT) + try: + result = subprocess.check_outpu...
When exception occurs `result` is not defined in line `if result is not None`: ``` NameError: name 'result' is not defined ``` Also it would be nice to have a unit test for that code.
intel-xpu-backend-for-triton
github_2023
cpp
1,241
intel
whitneywhtsang
@@ -40,9 +40,17 @@ void TritonGENDialect::initialize() { } int triton::TritonGEN::getSubgroupSize(Operation *op) { - spirv::TargetEnvAttr attr = spirv::lookupTargetEnv(op); - assert(attr && "Expecting valid target env attribute"); - return attr.getResourceLimits().getSubgroupSize(); + spirv::TargetEnvAttr spvEn...
llvm/llvm-project#90972 also uses `spirv.target_env`. In order to remove the fallback code, `spirv.target_env` needs to be added in Triton. ```suggestion // FIXME: Remove the fallback code when `spirv.target_env` is added in Triton pipeline. ```
intel-xpu-backend-for-triton
github_2023
cpp
1,241
intel
whitneywhtsang
@@ -76,9 +76,10 @@ template <typename Op> static LogicalResult verifyInput(Op op) { //===----------------------------------------------------------------------===// LogicalResult TritonGEN::SubGroupReduceOp::verify() { - spirv::TargetEnvAttr attr = spirv::lookupTargetEnv(*this); - if (!attr) - return this->emi...
Change this FIXME as well
intel-xpu-backend-for-triton
github_2023
cpp
1,241
intel
victor-eds
@@ -76,9 +76,10 @@ template <typename Op> static LogicalResult verifyInput(Op op) { //===----------------------------------------------------------------------===// LogicalResult TritonGEN::SubGroupReduceOp::verify() { - spirv::TargetEnvAttr attr = spirv::lookupTargetEnv(*this); - if (!attr) - return this->emi...
I think we can just drop the check. In fact, I think the check shouldn't be present as we will only be introducing the SPIR-V attribute in a later pipeline stage (conversion to LLVM dialect).
intel-xpu-backend-for-triton
github_2023
others
2,088
intel
pbchekin
@@ -84,7 +84,7 @@ jobs: if: ${{ env.TARGET_PRID == null }} run: | env - ./scripts/check_update_tranlator_cid.sh $CID_LATEST $CID_CURRENT + ./scripts/check-update-tranlator-cid.sh $CID_LATEST $CID_CURRENT
```suggestion ./scripts/check-update-translator-cid.sh $CID_LATEST $CID_CURRENT ``` Also please rename the script accordingly.
intel-xpu-backend-for-triton
github_2023
others
2,088
intel
pbchekin
@@ -27,11 +27,17 @@ FOUND=false for cid in $COMMIT_IDS; do echo "$cid" > ./lib/Target/SPIRV/spirv-llvm-translator.conf if ! ./scripts/compile-triton.sh --clean; then - echo "Compile failed for translator commit $cid" + echo "Triton compile failed for translator commit $cid" continue ...
```suggestion echo "Download failed for translator commit $cid" ```
intel-xpu-backend-for-triton
github_2023
others
2,088
intel
pbchekin
@@ -27,11 +27,17 @@ FOUND=false for cid in $COMMIT_IDS; do echo "$cid" > ./lib/Target/SPIRV/spirv-llvm-translator.conf if ! ./scripts/compile-triton.sh --clean; then - echo "Compile failed for translator commit $cid" + echo "Triton compile failed for translator commit $cid" continue - ...
You already have "Setup PyTorch" step in the workflow, you need to choose one place where you install it: in the workflow or in the script.
intel-xpu-backend-for-triton
github_2023
others
2,088
intel
pbchekin
@@ -55,6 +55,11 @@ jobs: with: repository: pytorch/pytorch + # TODO: remove this step once ipex is deprecated for benchdmark
```suggestion # TODO: remove this step once ipex is deprecated for benchmarks ```
intel-xpu-backend-for-triton
github_2023
others
2,118
intel
pbchekin
@@ -122,7 +122,11 @@ if [ "$TRITON_TEST_REPORTS" == true ]; then capture_runtime_env fi -$SKIP_DEPS || $SCRIPTS_DIR/compile-pytorch-ipex.sh --upstream-pytorch --pinned $([ $VENV = true ] && echo "--venv") +if [ "$TEST_BENCHMARK_SOFTMAX" = true ] || [ "$TEST_BENCHMARK_GEMM" = true ] || [ "$TEST_BENCHMARK_ATTENTI...
I think that combination was deprecated recently and no longer supported: #2050.
intel-xpu-backend-for-triton
github_2023
cpp
2,043
intel
etiotto
@@ -1027,6 +1066,43 @@ void MatchTargetSizePass::transformBroadcastOp(tt::BroadcastOp op) { return; } +void MatchTargetSizePass::transformMakeRangeOp(tt::MakeRangeOp op) { + constexpr unsigned subgroupSize = 16; + unsigned start = op.getStart(); + unsigned end = op.getEnd(); + assert(start == 0 && end % subgr...
[nit]: use static types rather than auto.
intel-xpu-backend-for-triton
github_2023
cpp
2,043
intel
Dewei-Wang-sh
@@ -1027,6 +1066,43 @@ void MatchTargetSizePass::transformBroadcastOp(tt::BroadcastOp op) { return; } +void MatchTargetSizePass::transformMakeRangeOp(tt::MakeRangeOp op) { + constexpr unsigned subgroupSize = 16; + unsigned start = op.getStart(); + unsigned end = op.getEnd(); + assert(start == 0 && end % subgr...
heart!
intel-xpu-backend-for-triton
github_2023
others
2,013
intel
etiotto
@@ -184,3 +188,153 @@ module { tt.return } } + +// ----- + +// COM: FlashAttention with causal masking +// COM: - two loops with workload=attention (=4) are detected +// COM: - encodings are propagated to the operations that correspond to the causal mask computation + +// CHECK1: #triton_gpu.blocked<{sizePerTh...
Remove unnecessary attributes (like the `noinline` one).
intel-xpu-backend-for-triton
github_2023
cpp
2,013
intel
etiotto
@@ -383,6 +385,51 @@ class ConvertTritonToTritonGPUWarp } return WalkResult::advance(); }); + + if (loops.size() == 2 && workloads.front() == Workload::Attention &&
why the loop size has to be 2 ?
intel-xpu-backend-for-triton
github_2023
cpp
2,013
intel
etiotto
@@ -383,6 +385,51 @@ class ConvertTritonToTritonGPUWarp } return WalkResult::advance(); }); + + if (loops.size() == 2 && workloads.front() == Workload::Attention && + workloads.back() == Workload::Attention) { + // match attention with causal masking + Attribute bloc...
Add a msg to the assert stmt
intel-xpu-backend-for-triton
github_2023
cpp
2,013
intel
etiotto
@@ -414,9 +461,12 @@ class ConvertTritonToTritonGPUWarp result.setType(newType); } else if (auto expand = dyn_cast<tt::ExpandDimsOp>(op)) { auto src = expand.getSrc(); - auto attr = cast<ttg::SliceEncodingAttr>(src.getType().getEncoding()); - Type newType = addAttrToType(result.getType(), a...
Add a FIXME so it is easy to "grep"
intel-xpu-backend-for-triton
github_2023
others
2,013
intel
Dewei-Wang-sh
@@ -1,5 +1,9 @@ -// RUN: triton-opt %s -split-input-file --convert-triton-to-tritongpu-warp="num-warps=32" | FileCheck %s --check-prefix=CHECK -// RUN: triton-opt %s -split-input-file --convert-triton-to-tritongpu-warp="num-warps=8" | FileCheck %s --check-prefix=CHECK1 +// RUN: triton-opt %s -split-input-file --conve...
not used before, amazing.
intel-xpu-backend-for-triton
github_2023
others
2,013
intel
Dewei-Wang-sh
@@ -184,3 +188,153 @@ module { tt.return } } + +// ----- + +// COM: FlashAttention with causal masking +// COM: - two loops with workload=attention (=4) are detected +// COM: - encodings are propagated to the operations that correspond to the causal mask computation + +// CHECK1: #triton_gpu.blocked<{sizePerTh...
we may change the magic number later.
intel-xpu-backend-for-triton
github_2023
cpp
2,013
intel
Dewei-Wang-sh
@@ -383,6 +385,51 @@ class ConvertTritonToTritonGPUWarp } return WalkResult::advance(); }); + + if (loops.size() == 2 && workloads.front() == Workload::Attention && + workloads.back() == Workload::Attention) { + // match attention with causal masking + Attribute bloc...
here just assume the type w/o encoding has blockLayout, right? I have a local change that aims to cover the full propagation, making most of the case go to L405 early return.
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
etiotto
@@ -657,6 +668,120 @@ struct TritonRaiseBlockPointer return success(); } + Value getFinalValue(Value value) { + auto defOp = value.getDefiningOp(); + if (!defOp) { + // look init values outside the loop + BlockArgument blockArg = dyn_cast<BlockArgument>(value); + Operation *parentOp = bl...
[nit]: After `return` the else if can be changed to `if`
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
etiotto
@@ -657,6 +668,120 @@ struct TritonRaiseBlockPointer return success(); } + Value getFinalValue(Value value) { + auto defOp = value.getDefiningOp(); + if (!defOp) { + // look init values outside the loop + BlockArgument blockArg = dyn_cast<BlockArgument>(value); + Operation *parentOp = bl...
else if -> if
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
etiotto
@@ -657,6 +668,120 @@ struct TritonRaiseBlockPointer return success(); } + Value getFinalValue(Value value) { + auto defOp = value.getDefiningOp(); + if (!defOp) { + // look init values outside the loop + BlockArgument blockArg = dyn_cast<BlockArgument>(value); + Operation *parentOp = bl...
auto -> Operation *
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
etiotto
@@ -657,6 +668,120 @@ struct TritonRaiseBlockPointer return success(); } + Value getFinalValue(Value value) { + auto defOp = value.getDefiningOp(); + if (!defOp) { + // look init values outside the loop + BlockArgument blockArg = dyn_cast<BlockArgument>(value); + Operation *parentOp = bl...
You guys love to use auto everywhere. Suggest we use this code guildeline https://llvm.org/docs/CodingStandards.html#use-auto-type-deduction-to-make-code-more-readable which states: ``` Use auto if and only if it makes the code more readable or easier to maintain. Don’t “almost always” use auto, ```
intel-xpu-backend-for-triton
github_2023
others
1,969
intel
etiotto
@@ -645,6 +645,110 @@ module { } } +// CHECK: tt.func @matmul_kernel +// CHECK-COUNT-4: tt.make_tensor_ptr +module { + tt.func @matmul_kernel(%arg0: !tt.ptr<f16>, %arg1: !tt.ptr<f16> , %arg2: !tt.ptr<f16>, %arg3: i32, %arg4: i32, %arg5: i32, %arg6: i32, %arg7: i32, %arg8: i32) attributes {noinline = false}...
remove things like attribute noinline that aren't strictly required by the test please
intel-xpu-backend-for-triton
github_2023
others
1,969
intel
etiotto
@@ -645,6 +645,110 @@ module { } } +// CHECK: tt.func @matmul_kernel +// CHECK-COUNT-4: tt.make_tensor_ptr +module { + tt.func @matmul_kernel(%arg0: !tt.ptr<f16>, %arg1: !tt.ptr<f16> , %arg2: !tt.ptr<f16>, %arg3: i32, %arg4: i32, %arg5: i32, %arg6: i32, %arg7: i32, %arg8: i32) attributes {noinline = false}...
Very large test, Reduce it so that it is as small as strictly required please.
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
etiotto
@@ -657,6 +668,120 @@ struct TritonRaiseBlockPointer return success(); } + Value getFinalValue(Value value) { + auto defOp = value.getDefiningOp(); + if (!defOp) { + // look init values outside the loop + BlockArgument blockArg = dyn_cast<BlockArgument>(value); + Operation *parentOp = bl...
`else if` -> `if` This pattern appears in several places so you can change them all.
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
victor-eds
@@ -739,6 +862,41 @@ struct TritonRaiseBlockPointer return failure(); } + // The axis to which the offset must be applied need to be known. + // However, in some cases, the pass fails to detect whether an offset should + // be applied to an axis other than the first. We, therefore, try to find + ...
```suggestion // if user code does not directly multiply the offset by the stride // value identified by the pass, the analysis will fail. ```
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
victor-eds
@@ -739,6 +862,41 @@ struct TritonRaiseBlockPointer return failure(); } + // The axis to which the offset must be applied need to be known. + // However, in some cases, the pass fails to detect whether an offset should + // be applied to an axis other than the first. We, therefore, try to find + ...
```suggestion // - in theory, this correction support should fail if the analysis ```
intel-xpu-backend-for-triton
github_2023
cpp
1,969
intel
victor-eds
@@ -657,6 +668,118 @@ struct TritonRaiseBlockPointer return success(); } + Value getFinalValue(Value value) { + auto defOp = value.getDefiningOp(); + if (!defOp) { + // look init values outside the loop + BlockArgument blockArg = dyn_cast<BlockArgument>(value); + Operation *parentOp = bl...
Wouldn't `true` be safer here?
intel-xpu-backend-for-triton
github_2023
others
2,090
intel
YarShev
@@ -1,6 +1,3 @@ -# These tests should not be called for Intel.
Can we now run these tests for Intel GPU?
intel-xpu-backend-for-triton
github_2023
others
2,083
intel
anmyachev
@@ -81,7 +81,7 @@ jobs: - name: Install Python build dependencies run: | - pip install wheel + pip install wheel cmake
Maybe pin the minimum supported version to preserve knowledge about non-working versions?
intel-xpu-backend-for-triton
github_2023
others
2,076
intel
pbchekin
@@ -80,7 +80,7 @@ runs: shell: bash run: | cd python - pip install wheel + pip install wheel pybind11
Yep, this is the right place. Potentially we need to install it also in scripts/compile-triton.sh.
intel-xpu-backend-for-triton
github_2023
others
1,918
intel
etiotto
@@ -179,10 +179,77 @@ module attributes {"triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-war // CHECK: %[[VAL_52:.*]] = llvm.insertelement %[[VAL_42]], %[[VAL_51]]{{\[}}%[[VAL_48]] : i32] : vector<2xi32> %ptrB = tt.make_tensor_ptr %arg1, [%arg4, %arg3], [%arg7, %c1_i64], [%c0_i32, %c0_i32]...
#mma -> #dpas
intel-xpu-backend-for-triton
github_2023
others
1,918
intel
etiotto
@@ -179,10 +179,77 @@ module attributes {"triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-war // CHECK: %[[VAL_52:.*]] = llvm.insertelement %[[VAL_42]], %[[VAL_51]]{{\[}}%[[VAL_48]] : i32] : vector<2xi32> %ptrB = tt.make_tensor_ptr %arg1, [%arg4, %arg3], [%arg7, %c1_i64], [%c0_i32, %c0_i32]...
can you remove any unnecessary attributes here ? I don't think `triton_gpu.target` is required. Is `triton_gpu.num-ctas` required ?
intel-xpu-backend-for-triton
github_2023
others
1,918
intel
etiotto
@@ -179,10 +179,77 @@ module attributes {"triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-war // CHECK: %[[VAL_52:.*]] = llvm.insertelement %[[VAL_42]], %[[VAL_51]]{{\[}}%[[VAL_48]] : i32] : vector<2xi32> %ptrB = tt.make_tensor_ptr %arg1, [%arg4, %arg3], [%arg7, %c1_i64], [%c0_i32, %c0_i32]...
is `tt.divisibility ` required?
intel-xpu-backend-for-triton
github_2023
others
1,918
intel
etiotto
@@ -179,10 +179,77 @@ module attributes {"triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-war // CHECK: %[[VAL_52:.*]] = llvm.insertelement %[[VAL_42]], %[[VAL_51]]{{\[}}%[[VAL_48]] : i32] : vector<2xi32> %ptrB = tt.make_tensor_ptr %arg1, [%arg4, %arg3], [%arg7, %c1_i64], [%c0_i32, %c0_i32]...
Comment I left above applies here as well
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,27 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) { + return failure(); + } + + // Only support rand 2 dot layout. Either row ...
What is "rand" ?
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,27 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) { + return failure(); + } + + // Only support rand 2 dot layout. Either row ...
Infor -> Info
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,27 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) { + return failure(); + } + + // Only support rand 2 dot layout. Either row ...
The code assumes that the layout is row major is the attribute value is not "column_major". We should probably add an assert to ensure that `memoryLayoutInfor.getValue()` is either "row_major" or "column_major".
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,27 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) { + return failure(); + } + + // Only support rand 2 dot layout. Either row ...
should assert that `dotOrder[0] == 1 && dotOrder[1] == 0)` when the condition at line 385 is false.
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -445,48 +466,65 @@ struct LoadOpConversion offsetBaseY] = getValuesFromBlockPointerStruct(adaptor.getPtr(), rewriter); - // Load the operand. - unsigned numRepOuter = numReps[opIdx]; - unsigned numRepK = numReps[!opIdx]; - - unsigned tileHeight; - unsigned vBlocks; + unsigned ...
Remove the else after a return.
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -445,48 +466,65 @@ struct LoadOpConversion offsetBaseY] = getValuesFromBlockPointerStruct(adaptor.getPtr(), rewriter); - // Load the operand. - unsigned numRepOuter = numReps[opIdx]; - unsigned numRepK = numReps[!opIdx]; - - unsigned tileHeight; - unsigned vBlocks; + unsigned ...
[nit]: we -> We
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -517,61 +564,84 @@ struct LoadOpConversion offsetY = add(offsetY, offsetBaseY); baseWidth = trunc(i32_ty, baseWidth); baseHeight = trunc(i32_ty, baseHeight); - rowStride = trunc(i32_ty, rowStride); + Value pitch = trunc(i32_ty, rowStride); + Value elemSizeI...
why not check `memoryColumnMajor` here ?
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,25 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) + return failure(); + + // Only support rank 2 dot layout, either row major or ...
`bool` -> `const bool`
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,25 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) + return failure(); + + // Only support rank 2 dot layout, either row major or ...
`bool` -> `const bool`
intel-xpu-backend-for-triton
github_2023
cpp
1,918
intel
etiotto
@@ -366,7 +366,25 @@ struct LoadOpConversion if (!hasDotDpasEncoding(tensorType)) return failure(); + Attribute blockIOAttr = + op->getAttr(TritonIntelGPUDialect::getBlockIOAttrName()); + if (!blockIOAttr) + return failure(); + + // Only support rank 2 dot layout, either row major or ...
here too
intel-xpu-backend-for-triton
github_2023
others
2,044
intel
pbchekin
@@ -0,0 +1,95 @@ +name: Try against upstream PyTorch +run-name: ${{ inputs.run_name }} + +on: + workflow_dispatch: + inputs: + runner_label: + description: Runner label, keep empty for default + type: string + default: "" + pytorch_ref: + description: PyTorch ref + type:...
I think it will be `null` if triggered by cron. You can use `github.event_name == 'schedule'` to check, for example ``` ${{ github.event_name == 'schedule' && 'default_value' || inputs.some_input }} ```
intel-xpu-backend-for-triton
github_2023
others
2,044
intel
pbchekin
@@ -0,0 +1,95 @@ +name: Try against upstream PyTorch
Can be shorter ```suggestion name: Try latest PyTorch ```
intel-xpu-backend-for-triton
github_2023
cpp
1,989
intel
jopperm
@@ -0,0 +1,116 @@ +#include "intel/include/Analysis/Liveness.h" +#include "mlir/IR/Operation.h" + +using namespace mlir; + +namespace mlir::triton::gpu::intel { + +raw_ostream &operator<<(raw_ostream &OS, const LiveInterval &LI) { + OpPrintingFlags flags; + flags.skipRegions(); + + auto printOp = [&](Operation *op) ...
Does this do the right thing for operations actually containing multiple blocks, or would we need proper DFA here? The test pass only covers `scf.for` which has one region and block.
intel-xpu-backend-for-triton
github_2023
cpp
1,989
intel
whitneywhtsang
@@ -0,0 +1,116 @@ +#include "intel/include/Analysis/Liveness.h" +#include "mlir/IR/Operation.h" + +using namespace mlir; + +namespace mlir::triton::gpu::intel { + +raw_ostream &operator<<(raw_ostream &OS, const LiveInterval &LI) { + OpPrintingFlags flags; + flags.skipRegions(); + + auto printOp = [&](Operation *op) ...
Maybe better to just print the instruction, as name doesn''t uniquely identify an operation. WDYT?
intel-xpu-backend-for-triton
github_2023
cpp
1,989
intel
whitneywhtsang
@@ -0,0 +1,116 @@ +#include "intel/include/Analysis/Liveness.h" +#include "mlir/IR/Operation.h" + +using namespace mlir; + +namespace mlir::triton::gpu::intel { + +raw_ostream &operator<<(raw_ostream &OS, const LiveInterval &LI) { + OpPrintingFlags flags; + flags.skipRegions(); + + auto printOp = [&](Operation *op) ...
should we use `llvm::max_element` here?
intel-xpu-backend-for-triton
github_2023
python
2,049
intel
anmyachev
@@ -6,7 +6,6 @@ def test_xpu_backend(cmdopt): has_ipex = False try: # Import IPEX to provide Intel GPU runtime
```suggestion ```
intel-xpu-backend-for-triton
github_2023
others
2,051
intel
YarShev
@@ -300,3 +300,7 @@ test/unit/language/test_core.py::test_dot[1-64-128-128-4-True-True-none-tf32-int test/unit/language/test_core.py::test_dot[1-64-128-128-4-True-True-none-tf32-int8-int8-1_1] test/unit/language/test_core.py::test_dot[1-64-128-128-4-False-True-none-tf32-int8-int8-1_0] test/unit/language/test_core.py...
Is this the right issue? The issue refers to AlbertForMaskedLM test.
intel-xpu-backend-for-triton
github_2023
others
2,026
intel
victor-eds
@@ -189,3 +189,60 @@ module attributes {"triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-war tt.return } } + +// ----- + +#blocked = #triton_gpu.blocked<{sizePerThread = [16, 64], threadsPerWarp = [1, 1], warpsPerCTA = [8, 1], order = [1, 0]}> +module attributes {"triton_gpu.num-ctas" = 1 : i32, "trit...
```suggestion module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 8 : i32, "triton_gpu.threads-per-warp" = 16 : i32} { ```
intel-xpu-backend-for-triton
github_2023
cpp
2,026
intel
whitneywhtsang
@@ -197,6 +197,50 @@ void distributeGenericOp(Operation *op) { op->erase(); } +void distributeMakeRangeOp(tt::MakeRangeOp op, Value warpId) { + assert(op.getStart() == 0 && "Non-zero-based ranges NYI");
what does NYI mean? not yet implemented?
intel-xpu-backend-for-triton
github_2023
others
2,050
intel
anmyachev
@@ -219,8 +220,8 @@ if [ "$BUILD_FROM_SOURCE" = false ]; then echo "**** Setup no-op IPEX ****" python $SCRIPTS_DIR/create-noop-ipex.py else
And remove this `else` clause?
intel-xpu-backend-for-triton
github_2023
others
2,050
intel
anmyachev
@@ -200,14 +200,15 @@ if [ "$BUILD_FROM_SOURCE" = false ]; then fi if [ "$BUILD_FROM_SOURCE" = false ]; then + if [ "$UPSTREAM_PYTORCH" = false ]; then
```suggestion if [ "$UPSTREAM_PYTORCH" = false ] || [ "$NO_OP_IPEX" = false ]; then ```
intel-xpu-backend-for-triton
github_2023
others
1,946
intel
whitneywhtsang
@@ -0,0 +1,64 @@ +// RUN: env TRITON_INTEL_ADVANCED_PATH=1 \ +// RUN: triton-opt %s -split-input-file --convert-triton-intel-gpu-to-llvm | FileCheck %s + +module attributes {"triton_intel_gpu.support_sg_2d_block", "triton_intel_gpu.support_dpas", "triton_gpu.num-warps" = 4 : i32} { +// CHECK-LABEL: llvm.func spir_ker...
does that mean when size is 1, 2, or 4, the code after LLVM opt are the same before and after this change?
intel-xpu-backend-for-triton
github_2023
cpp
1,946
intel
Dewei-Wang-sh
@@ -388,43 +390,43 @@ class GlueOpConversion : public ConvertTritonGPUOpToLLVMPattern<GlueOp> { SmallVector<Value> operands = adaptor.getOperands(); auto dstType = cast<VectorType>(getTypeConverter()->convertType(op.getType())); - unsigned numElts = dstType.getNumElements(); - SmallVector<int32...
each element needs a extract and insert. this would be too much for common cases even if the later llvm passes can optimize it away. cause we still need to check the llvm directly got from our side from time to time.
intel-xpu-backend-for-triton
github_2023
cpp
1,946
intel
etiotto
@@ -374,58 +376,82 @@ class DotOpConversion : public ConvertTritonGPUOpToLLVMPattern<DotOp> { } }; -/// %glue = ttgi.glue %a, %b : tensor<4xf16>, tensor<4xf16> : tensor<8xf16> -/// is converted to: -/// %glue = llvm.shufflevector %a, %b : [0, 1, 2, 3, 4, 5, 6, 7] : vector<8xf16> class GlueOpConversion : public C...
[nit]: P -> pair to be consistent with line 428.
intel-xpu-backend-for-triton
github_2023
cpp
1,946
intel
etiotto
@@ -374,58 +376,82 @@ class DotOpConversion : public ConvertTritonGPUOpToLLVMPattern<DotOp> { } }; -/// %glue = ttgi.glue %a, %b : tensor<4xf16>, tensor<4xf16> : tensor<8xf16> -/// is converted to: -/// %glue = llvm.shufflevector %a, %b : [0, 1, 2, 3, 4, 5, 6, 7] : vector<8xf16> class GlueOpConversion : public C...
There are macros to create a ConstantOp which you might want to use (e.g. i32_val(...)).
intel-xpu-backend-for-triton
github_2023
cpp
1,946
intel
etiotto
@@ -374,58 +376,82 @@ class DotOpConversion : public ConvertTritonGPUOpToLLVMPattern<DotOp> { } }; -/// %glue = ttgi.glue %a, %b : tensor<4xf16>, tensor<4xf16> : tensor<8xf16> -/// is converted to: -/// %glue = llvm.shufflevector %a, %b : [0, 1, 2, 3, 4, 5, 6, 7] : vector<8xf16> class GlueOpConversion : public C...
Can use macro `insert_element`
intel-xpu-backend-for-triton
github_2023
others
1,946
intel
whitneywhtsang
@@ -0,0 +1,37 @@ +// RUN: env TRITON_INTEL_ADVANCED_PATH=1 \ +// RUN: triton-opt %s -split-input-file --convert-triton-intel-gpu-to-llvm | FileCheck %s + +module attributes {"triton_intel_gpu.support_sg_2d_block", "triton_intel_gpu.support_dpas", "triton_gpu.num-warps" = 4 : i32} { +// CHECK-LABEL: llvm.func spir_ker...
Why is this not just `llvm.shufflevector %arg0, %arg1 [0, 1, 2, 3, 4, 5, 6, 7]`?
intel-xpu-backend-for-triton
github_2023
python
2,029
intel
pbchekin
@@ -65,13 +64,41 @@ def find_sycl(include_dir: list[str]) -> tuple[list[str], list[str]]: return include_dir, library_dir -include_dir, library_dir = find_sycl(include_dir) +class CompilationHelper: + library_dir: list[str] + include_dir: list[str]
```suggestion _library_dir: list[str] _include_dir: list[str] ```
intel-xpu-backend-for-triton
github_2023
others
2,002
intel
anmyachev
@@ -128,7 +128,7 @@ jobs: with: driver_version: ${{ matrix.driver }} runner_label: ${{ inputs.runner_label }} - install_ipex: ${{ inputs.install_ipex || github.event_name == 'pull_request' || github.event_name == 'push' }} + install_ipex: ${{ inputs.install_ipex || false }}
```suggestion install_ipex: ${{ inputs.install_ipex }} ```
intel-xpu-backend-for-triton
github_2023
others
2,025
intel
whitneywhtsang
@@ -143,6 +143,22 @@ def TritonGEN_SubgroupIdOp : TritonGEN_Op<"subgroup.id", [Pure]> { }]; } +//===----------------------------------------------------------------------===// +// Subgroup local index +//===----------------------------------------------------------------------===// + +def TritonGEN_SubgroupLocalI...
```suggestion The `triton_gen.subgroup.local.id` operation returns the local invocation ID of the ```
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
anmyachev
@@ -171,6 +171,15 @@ if [ "$BUILD_PINNED" = false ]; then fi if [ "$BUILD_FROM_SOURCE" = false ]; then + # FIXME https://github.com/intel/intel-xpu-backend-for-triton/issues/1894 + if [ "$UPSTREAM_PYTORCH" = true || "$NO_OP_IPEX" = true ]; then + echo "**** Installing upstream PyTorch and noop IPEX from the ni...
As far as I understand, it is implicitly assumed that the already assembled wheels are just for the pinned versions (just not for the upstream ones) ```suggestion ```
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
anmyachev
@@ -173,16 +184,28 @@ if [ "$BUILD_PINNED" = false ]; then fi if [ "$BUILD_FROM_SOURCE" = false ]; then - echo "**** Install PyTorch and IPEX from nightly builds. ****" + echo "**** Download nightly builds. ****" PYTHON_VERSION=$( python -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}...
Is this the only difference between upstream and proxy pytorch wheels?
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
pbchekin
@@ -144,13 +144,24 @@ if [ "$BUILD_PINNED" = true ]; then BUILD_IPEX=true if pip show intel_extension_for_pytorch &>/dev/null; then IPEX_CURRENT_COMMIT=`python -c "import torch;import intel_extension_for_pytorch as ipex;print(ipex.__version__)"` - IPEX_CURRENT_COMMIT=${IPEX_CURRENT_COMMIT#*"git"} - if ...
This does not work: ``` # prints nothing IPEX_CURRENT_COMMIT="2.4.0+noop" [[ "noop" = "$IPEX_CURRENT_COMMIT"* ]] && echo noop ``` This should work: ``` IPEX_CURRENT_COMMIT="2.4.0+noop" [[ $IPEX_CURRENT_COMMIT = *noop ]] && echo noop ```
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
pbchekin
@@ -144,13 +144,24 @@ if [ "$BUILD_PINNED" = true ]; then BUILD_IPEX=true if pip show intel_extension_for_pytorch &>/dev/null; then IPEX_CURRENT_COMMIT=`python -c "import torch;import intel_extension_for_pytorch as ipex;print(ipex.__version__)"` - IPEX_CURRENT_COMMIT=${IPEX_CURRENT_COMMIT#*"git"} - if ...
If you use double square brackets, then quotes are not needed: ```suggestion if [[ $IPEX_PINNED_COMMIT = $IPEX_CURRENT_COMMIT* ]]; then ```
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
pbchekin
@@ -173,16 +184,28 @@ if [ "$BUILD_PINNED" = false ]; then fi if [ "$BUILD_FROM_SOURCE" = false ]; then - echo "**** Install PyTorch and IPEX from nightly builds. ****" + echo "**** Download nightly builds. ****" PYTHON_VERSION=$( python -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}...
Just to be on the safe side: ```suggestion --pattern "$WHEEL_PATTERN" \ ``` We don't want bash to interpolate WHEEL_PATTERN if there is a file or directory with the name that matches .
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
pbchekin
@@ -144,13 +144,24 @@ if [ "$BUILD_PINNED" = true ]; then BUILD_IPEX=true if pip show intel_extension_for_pytorch &>/dev/null; then IPEX_CURRENT_COMMIT=`python -c "import torch;import intel_extension_for_pytorch as ipex;print(ipex.__version__)"` - IPEX_CURRENT_COMMIT=${IPEX_CURRENT_COMMIT#*"git"} - if ...
`IPEX_PINNED_COMMIT` is a full commit id, `IPEX_CURRENT_COMMIT` is a short commit id? If this is the case then `[[ $IPEX_PINNED_COMMIT = $IPEX_CURRENT_COMMIT* ]]` won't work.
intel-xpu-backend-for-triton
github_2023
others
1,950
intel
anmyachev
@@ -122,7 +122,7 @@ if [ "$TRITON_TEST_REPORTS" == true ]; then capture_runtime_env fi -$SKIP_DEPS || $SCRIPTS_DIR/compile-pytorch-ipex.sh --pinned $ARGS
@Retribution98 I believe we can remove `ARGS` from this script at all.
intel-xpu-backend-for-triton
github_2023
others
2,022
intel
anmyachev
@@ -68,6 +68,16 @@ if [ "$BUILD_PYTORCH" = true ] && [ "$UPSTREAM_PYTORCH" = true ]; then exit 1 fi +if [ "$BUILD_PYTORCH" = false ] && [ "$UPSTREAM_PYTORCH" = false ]; then + echo "***** Use upstream pytorch by the default *****" + UPSTREAM_PYTORCH=true +fi + +if [ "$BUILD_PINNED" = false ] && [ "$BUILD_FROM_S...
Maybe to move to 95 line in order to not mix filtering bad cases with setting default values?
intel-xpu-backend-for-triton
github_2023
python
2,019
intel
anmyachev
@@ -68,10 +69,11 @@ def parse_report(report_path: pathlib.Path) -> ReportStats: for _ in testsuite.iter('error'): stats.failed += 1 try: - with open(f"{report_path.parent}/{report_path.stem}-warnings.json") as testsuite_warnings_file: + warnings_file_name = f'{report...
doesn't pylint have an option to preserve "" instead of ''?
intel-xpu-backend-for-triton
github_2023
others
2,015
intel
pbchekin
@@ -239,6 +239,12 @@ build_pytorch() { fi fi echo "****** Building $PYTORCH_PROJ ******" + + if [ ! -v USE_XPU ]; then + echo "**** USE_XPU is not given *****" + export USE_XPU=1 + echo "**** Default USE_XPU is set to $USE_XPU ****" + fi
Why not just ```suggestion export USE_XPU=1 ```
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
vlad-penkin
@@ -6,21 +6,30 @@ from triton.runtime.cache import get_cache_manager from triton.backends.compiler import GPUTarget from triton.backends.driver import DriverBase +import pkg_resources ze_root = os.getenv("ZE_PATH", default="/usr/local") include_dir = [os.path.join(ze_root, "include")] +library_dir = [] oneapi...
Please add sycl runtime version check `>= 2025.0.0`
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -53,8 +53,9 @@ def _build(name, src, srcdir, library_dirs, include_dirs, libraries): cxx = os.environ.get("CXX") if cxx is None: clangpp = shutil.which("clang++") + gxx = shutil.which("g++") icpx = shutil.which("icpx") - cxx = icpx if icpx is not None...
What about ```suggestion cxx = icpx or clangpp or gxx ```
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -63,13 +64,19 @@ def _build(name, src, srcdir, library_dirs, include_dirs, libraries): cc_cmd = [cxx] if icpx is not None: cc_cmd += ["-fsycl"] + else: + cc_cmd += ["--std=gnu++17"] else: cc_cmd = [cc, "-O3"] cc_cmd += [src, "-shared", "-fPIC", "-...
What about `TRITON_XPU_VERBOSE` instead of `VERBOSE`? Also ```suggestion if os.getenv('VERBOSE'): ```
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -6,21 +6,30 @@ from triton.runtime.cache import get_cache_manager from triton.backends.compiler import GPUTarget from triton.backends.driver import DriverBase +import pkg_resources
`pkg_resources` requires `setuptools` in runtime and this package is currently not in Triton dependencies (it is listed only as a build dependency). From the context I think it is possible to use a built-in `importlib.util` instead of `pkg_resources`.
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
etiotto
@@ -63,13 +64,19 @@ def _build(name, src, srcdir, library_dirs, include_dirs, libraries): cc_cmd = [cxx] if icpx is not None: cc_cmd += ["-fsycl"] + else: + cc_cmd += ["--std=gnu++17"]
Do we really need `--std=gnu++17` or is `--std=c++17` sufficient ?
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -71,6 +74,10 @@ def _build(name, src, srcdir, library_dirs, include_dirs, libraries): cc_cmd += [f'-l{lib}' for lib in libraries] cc_cmd += [f"-L{dir}" for dir in library_dirs] cc_cmd += [f"-I{dir}" for dir in include_dirs if dir is not None] + + if os.getenv('VERBOSE'):
Nit: keep the quotes consistent with the rest of the file. UPD: looks like this file had mixed quotes already, but mostly double quotes. ```suggestion if os.getenv("VERBOSE"): ```
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -10,17 +12,61 @@ ze_root = os.getenv("ZE_PATH", default="/usr/local") include_dir = [os.path.join(ze_root, "include")] -oneapi_root = os.getenv("ONEAPI_ROOT") -if oneapi_root: - include_dir += [ - os.path.join(oneapi_root, "compiler/latest/include"), - os.path.join(oneapi_root, "compiler/latest/...
Nit: ```suggestion sycl_rt = importlib.metadata.metadata("intel-sycl-rt") ```
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -10,17 +12,61 @@ ze_root = os.getenv("ZE_PATH", default="/usr/local") include_dir = [os.path.join(ze_root, "include")] -oneapi_root = os.getenv("ONEAPI_ROOT") -if oneapi_root: - include_dir += [ - os.path.join(oneapi_root, "compiler/latest/include"), - os.path.join(oneapi_root, "compiler/latest/...
Method `locate()` returns the absolute path, no need to call `abspath()` ```suggestion include_dir += [f.locate().parent.parent.as_posix()] ```
intel-xpu-backend-for-triton
github_2023
python
1,857
intel
pbchekin
@@ -10,17 +12,61 @@ ze_root = os.getenv("ZE_PATH", default="/usr/local") include_dir = [os.path.join(ze_root, "include")] -oneapi_root = os.getenv("ONEAPI_ROOT") -if oneapi_root: - include_dir += [ - os.path.join(oneapi_root, "compiler/latest/include"), - os.path.join(oneapi_root, "compiler/latest/...
Nit: ```suggestion if f.name == "sycl.hpp": ```