From 48cf0394f2595dc90c32040766b3773ec46cbcec Mon Sep 17 00:00:00 2001 From: "Tung D. Le" Date: Mon, 18 Nov 2024 01:02:45 -0500 Subject: [PATCH] Use DisposableElementsAttr for ZHigh Constant Propagation Signed-off-by: Tung D. Le --- docs/AddCustomAccelerators.md | 3 + src/Accelerators/Accelerator.hpp | 2 + src/Accelerators/NNPA/Compiler/CMakeLists.txt | 1 + .../NNPA/Compiler/NNPACompilerUtils.cpp | 11 +- .../ZHighDisposableGarbageCollector.cpp | 43 ++++++ .../ZHighDisposableGarbageCollector.hpp | 37 +++++ .../ONNXToZHigh/ONNXToZHighCommon.cpp | 3 +- .../ONNXToZHigh/ONNXToZHighCommon.hpp | 5 +- .../Conversion/ZHighToZLow/ZHighToZLow.cpp | 77 ++++++---- .../NNPA/Dialect/ZHigh/CMakeLists.txt | 1 + src/Accelerators/NNPA/Dialect/ZHigh/ZHigh.td | 1 + .../StickifiedConstant/StickifiedConstant.cpp | 115 +++++++++++++++ src/Accelerators/NNPA/NNPAAccelerator.cpp | 7 + src/Accelerators/NNPA/NNPAAccelerator.hpp | 1 + src/Accelerators/NNPA/Pass/NNPAPasses.hpp | 4 + .../NNPA/Transform/ZHigh/CMakeLists.txt | 13 ++ .../Transform/ZHigh/ZHighConstPropagation.cpp | 83 ++++++----- .../ZHigh/ZHighScrubDisposablePass.cpp | 64 ++++++++ src/Compiler/CompilerPasses.cpp | 5 +- .../ElementsAttr/DisposableElementsAttr.hpp | 21 ++- src/Dialect/ONNX/ONNXOps/Canonicalize.cpp | 1 - src/Tools/onnx-mlir-opt/onnx-mlir-opt.cpp | 10 +- .../device-placement/emit-zhighir.mlir | 4 +- test/mlir/accelerators/nnpa/driver/ccfd.mlir | 108 +++++++------- .../driver/dense-out-attention-layer.mlir | 2 +- .../constprop.mlir | 138 ++---------------- 26 files changed, 489 insertions(+), 271 deletions(-) create mode 100644 src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.cpp create mode 100644 src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp create mode 100644 src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps/StickifiedConstant/StickifiedConstant.cpp create mode 100644 src/Accelerators/NNPA/Transform/ZHigh/ZHighScrubDisposablePass.cpp diff --git a/docs/AddCustomAccelerators.md b/docs/AddCustomAccelerators.md index 722abc6ee32..c5091707c29 100644 --- a/docs/AddCustomAccelerators.md +++ b/docs/AddCustomAccelerators.md @@ -110,6 +110,9 @@ virtual void conversionTargetONNXToKrnl( virtual void rewritePatternONNXToKrnl(mlir::RewritePatternSet &patterns, mlir::TypeConverter &typeConverter, mlir::MLIRContext *ctx) const = 0; +/// Setup PassManager for onnx-mlir-opt. +virtual void setupPassManager(mlir::PassManager &pm) const = 0; + //===--------------------------------------------------------------------===// // Hooks for krnl-to-llvm pass //===--------------------------------------------------------------------===// diff --git a/src/Accelerators/Accelerator.hpp b/src/Accelerators/Accelerator.hpp index 5c2b47187ea..e88fdbdefc9 100644 --- a/src/Accelerators/Accelerator.hpp +++ b/src/Accelerators/Accelerator.hpp @@ -108,6 +108,8 @@ class Accelerator { /// command line options. virtual void registerPasses(int optLevel) const = 0; + /// Setup PassManager for onnx-mlir-opt. + virtual void setupPassManager(mlir::PassManager &pm) const = 0; //===--------------------------------------------------------------------===// // Hooks for onnx-to-krnl pass //===--------------------------------------------------------------------===// diff --git a/src/Accelerators/NNPA/Compiler/CMakeLists.txt b/src/Accelerators/NNPA/Compiler/CMakeLists.txt index 83e4bdd9a2c..a12b9126d82 100644 --- a/src/Accelerators/NNPA/Compiler/CMakeLists.txt +++ b/src/Accelerators/NNPA/Compiler/CMakeLists.txt @@ -19,6 +19,7 @@ add_onnx_mlir_library(OMNNPACompilerOptions add_onnx_mlir_library(OMNNPACompilerUtils NNPACompilerUtils.cpp + ZHighDisposableGarbageCollector.cpp EXCLUDE_FROM_OM_LIBS diff --git a/src/Accelerators/NNPA/Compiler/NNPACompilerUtils.cpp b/src/Accelerators/NNPA/Compiler/NNPACompilerUtils.cpp index 2ba720859ad..67baae76dca 100644 --- a/src/Accelerators/NNPA/Compiler/NNPACompilerUtils.cpp +++ b/src/Accelerators/NNPA/Compiler/NNPACompilerUtils.cpp @@ -32,6 +32,7 @@ #include "src/Accelerators/NNPA/Compiler/NNPACompilerOptions.hpp" #include "src/Accelerators/NNPA/Compiler/NNPACompilerUtils.hpp" +#include "src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp" #include "src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps.hpp" #include "src/Accelerators/NNPA/Dialect/ZLow/ZLowOps.hpp" #include "src/Accelerators/NNPA/Pass/NNPAPasses.hpp" @@ -120,10 +121,6 @@ void addONNXToZHighPasses(mlir::PassManager &pm) { pm.addNestedPass(onnx_mlir::createShapeInferencePass()); } - // Replace every DisposableElementsAttr with DenseElementsAttr. - // ZHighConstPropagation currently assumes that DenseElementsAttr is used. - pm.addPass(createScrubDisposablePass()); - // Experimental feature: Decompose stick/unstick into two phases: layout // transform and data conversion. Do some optimizations after decomposing. // Then, recompose again layout and data conversion if they are not optimized. @@ -155,6 +152,9 @@ void addONNXToZHighPasses(mlir::PassManager &pm) { // Clean dead code. pm.addPass(mlir::createSymbolDCEPass()); + // Replace every DisposableElementsAttr with DenseElementsAttr. + pm.addPass(onnx_mlir::zhigh::createZHighScrubDisposablePass()); + // Insert an instrumentation after lowering onnx to zhigh to get profiling // for onnx and zhigh ops. // Keep this pass at the end of this function. @@ -195,6 +195,9 @@ void addPassesNNPA(mlir::OwningOpRef &module, // LLVM_DEBUG(llvm::dbgs() << "Adding NNPA passes" << std::endl;); if (emissionTarget >= EmitONNXIR) { + pm.addInstrumentation( + std::make_unique( + pm.getContext())); addONNXToMLIRPasses(pm, /*target CPU*/ maccel.empty(), /*donotScrubDisposableElementsAttr*/ true); pm.addPass(onnx_mlir::createDevicePlacementPass(nnpaLoadDevicePlacementFile, diff --git a/src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.cpp b/src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.cpp new file mode 100644 index 00000000000..d5c1da2d3f9 --- /dev/null +++ b/src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.cpp @@ -0,0 +1,43 @@ +/* + * SPDX-License-Identifier: Apache-2.0 + */ + +//===---------------- ZHighDisposableGarbageCollector.cpp -----------------===// +// +// Garbage collects DisposableElementsAttr attributes. +// +//===----------------------------------------------------------------------===// + +#include "src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp" +#include "src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps.hpp" +#include "src/Dialect/ONNX/ElementsAttr/DisposablePool.hpp" +#include "src/Dialect/ONNX/ONNXDialect.hpp" +#include "src/Dialect/ONNX/ONNXOps.hpp" + +#include "mlir/IR/BuiltinOps.h" + +using namespace mlir; + +namespace onnx_mlir { +namespace zhigh { + +ZHighDisposableGarbageCollector::ZHighDisposableGarbageCollector( + MLIRContext *context) + : disposablePool(*DisposablePool::get(context)) {} + +ZHighDisposableGarbageCollector::~ZHighDisposableGarbageCollector() {} + +void ZHighDisposableGarbageCollector::runAfterPass(Pass *pass, Operation *op) { + if (!disposablePool.isActive()) + return; + ModuleOp moduleOp = mlir::dyn_cast(op); + if (!moduleOp) + return; + disposablePool.garbageCollectUnreachable( + moduleOp, {{ONNXConstantOp::getOperationName(), "value"}, + {ONNXConstantOfShapeOp::getOperationName(), "value"}, + {ZHighStickifiedConstantOp::getOperationName(), "value"}}); +} + +} // namespace zhigh +} // namespace onnx_mlir diff --git a/src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp b/src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp new file mode 100644 index 00000000000..c4a34d50ebc --- /dev/null +++ b/src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp @@ -0,0 +1,37 @@ +/* + * SPDX-License-Identifier: Apache-2.0 + */ + +//===---------------- ZHighDisposableGarbageCollector.hpp -----------------===// +// +// Garbage collects DisposableElementsAttr attributes. +// +//===----------------------------------------------------------------------===// + +#ifndef ONNX_MLIR_ZHIGH_GARBAGE_COLLECTOR_H +#define ONNX_MLIR_ZHIGH_GARBAGE_COLLECTOR_H + +#include "mlir/Pass/PassInstrumentation.h" + +namespace mlir { +class MLIRContext; +} + +namespace onnx_mlir { +class DisposablePool; + +namespace zhigh { + +struct ZHighDisposableGarbageCollector : public mlir::PassInstrumentation { + ZHighDisposableGarbageCollector(mlir::MLIRContext *context); + ~ZHighDisposableGarbageCollector() override; + + void runAfterPass(mlir::Pass *pass, mlir::Operation *op) override; + +private: + DisposablePool &disposablePool; +}; + +} // namespace zhigh +} // namespace onnx_mlir +#endif diff --git a/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.cpp b/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.cpp index 1a5c666f3b3..ce7c4160bd2 100644 --- a/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.cpp +++ b/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.cpp @@ -83,8 +83,7 @@ bool isF32ScalarConstantTensor(Value v) { FloatAttr getScalarF32AttrFromConstant(Value v) { if (!isF32ScalarConstantTensor(v)) return nullptr; - DenseElementsAttr constElements = ElementsAttrBuilder::toDenseElementsAttr( - getElementAttributeFromONNXValue(v)); + ElementsAttr constElements = getElementAttributeFromONNXValue(v); return constElements.getSplatValue(); } diff --git a/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.hpp b/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.hpp index e8e68a0e37a..382d596e352 100644 --- a/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.hpp +++ b/src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXToZHighCommon.hpp @@ -2,8 +2,7 @@ * SPDX-License-Identifier: Apache-2.0 */ -//===---------- ONNXToZHighCommon.hpp - Common functions in ONNXToZHigh -//---------===// +//===---- ONNXToZHighCommon.hpp - Common functions in ONNXToZHigh ---------===// // // Copyright 2019-2024 The IBM Research Authors. // @@ -117,4 +116,4 @@ mlir::Value getDynShape( mlir::Location loc, mlir::PatternRewriter &rewriter, mlir::Value x); } // namespace onnx_mlir -#endif \ No newline at end of file +#endif diff --git a/src/Accelerators/NNPA/Conversion/ZHighToZLow/ZHighToZLow.cpp b/src/Accelerators/NNPA/Conversion/ZHighToZLow/ZHighToZLow.cpp index adff6073e9c..423c2bab01b 100644 --- a/src/Accelerators/NNPA/Conversion/ZHighToZLow/ZHighToZLow.cpp +++ b/src/Accelerators/NNPA/Conversion/ZHighToZLow/ZHighToZLow.cpp @@ -168,6 +168,25 @@ static Value insertAllocForWorkAreaForRNNOps(IndexExprBuilderForKrnl &createIE, return create.mem.alignedAlloc(resultType, dims, gAlignment); } +/// Get an dense resource attribute to store stickified data of zeros. +/// Attribute type: tensor +DenseResourceElementsAttr getDenseResourceElementsAttrOfZero( + PatternRewriter &rewriter, ZHighStickifiedConstantOp stickifiedConstant, + int64_t sizeInBytes) { + char *rawData = static_cast(malloc(sizeInBytes)); + assert(rawData && "failed to allocate memory for stickified data"); + memset(rawData, 0, sizeInBytes); + DenseResourceElementsAttr valueAttr = DenseUI8ResourceElementsAttr::get( + RankedTensorType::get({sizeInBytes}, rewriter.getI8Type()), + stickifiedConstant.getOperation() + ->getDialect() + ->getNamespace(), // use the dialect as the blob "hint" + HeapAsmResourceBlob::allocateAndCopyWithAlign( + llvm::ArrayRef(rawData, sizeInBytes), alignof(char))); + free(rawData); + return valueAttr; +} + /// This function emits a buffer of zero elements for the given dimensions and /// layout. If the given dimensions are static, then a stickified constant is /// returned. @@ -199,19 +218,9 @@ Value insertAllocOrEmitZeroConstant(ArrayRef dims, // Attribute type: tensor int64_t sizeInBytes = affine::getIntOrFloatMemRefSizeInBytes(resType).value(); - char *rawData = static_cast(malloc(sizeInBytes)); - assert(rawData && "failed to allocate memory for stickified data"); - memset(rawData, 0, sizeInBytes); - DenseResourceElementsAttr valueAttr = DenseUI8ResourceElementsAttr::get( - RankedTensorType::get({sizeInBytes}, rewriter.getI8Type()), - stickifiedConstant.getOperation() - ->getDialect() - ->getNamespace(), // use the dialect as the blob "hint" - HeapAsmResourceBlob::allocateAndCopyWithAlign( - llvm::ArrayRef(rawData, sizeInBytes), alignof(char))); + DenseResourceElementsAttr valueAttr = getDenseResourceElementsAttrOfZero( + rewriter, stickifiedConstant, sizeInBytes); stickifiedConstant.setValueAttr(valueAttr); - free(rawData); - res = stickifiedConstant.getResult(); } else { MultiDialectBuilder create(rewriter, loc); @@ -713,19 +722,37 @@ struct ZHighToZLowStickifiedConstantOpLowering : public ConversionPattern { affine::normalizeMemRefType(mlir::cast(zMemRefType.value)); ArrayRef normalizedShape = normalizedType.getShape(); - // Get dense resource attribute. - auto blob = mlir::cast( - stickifiedConstOp.getValue().value()) - .getRawHandle() - .getBlob(); - assert(blob && "Expecting dense resource with a valid blob"); - ArrayRef data = blob->getData(); - // Validate the stickified tensor. - int64_t memRefSizeInBytes = getMemRefEltSizeInBytes(normalizedType); - memRefSizeInBytes *= normalizedType.getNumElements(); - assert((data.size() == static_cast(memRefSizeInBytes)) && - "The stickified tensor's buffer size and MemRef's size mismatched"); + Attribute valueAttr = stickifiedConstOp.getValueAttr(); + int64_t sizeInBytes = getMemRefEltSizeInBytes(normalizedType); + sizeInBytes *= normalizedType.getNumElements(); + if (auto denseAttr = mlir::dyn_cast_or_null(valueAttr)) { + ArrayRef data = denseAttr.getRawData(); + if (denseAttr.isSplat()) { + // Constant ztensor's buffer is tensor. + int8_t v = denseAttr.getSplatValue(); + assert(v == 0 && "Cannot be a non-zero splat value"); + // NNPA does not work with a splat buffer. + // Expand the memory buffer for NNPA by using DenseResourceElementsAttr. + valueAttr = getDenseResourceElementsAttrOfZero( + rewriter, stickifiedConstOp, sizeInBytes); + } else { + assert( + (data.size() == static_cast(sizeInBytes)) && + "The stickified tensor's buffer size and MemRef's size mismatched"); + } + } else if (auto resourceAttr = + mlir::dyn_cast_or_null( + valueAttr)) { + auto blob = resourceAttr.getRawHandle().getBlob(); + assert(blob && "Expecting dense resource with a valid blob"); + ArrayRef data = blob->getData(); + assert( + (data.size() == static_cast(sizeInBytes)) && + "The stickified tensor's buffer size and MemRef's size mismatched"); + } else { + llvm_unreachable("Unsupported ElementsAttr"); + } // Create a KrnlGlobalOp. KrnlGlobalOp constantGlobal = @@ -735,7 +762,7 @@ struct ZHighToZLowStickifiedConstantOpLowering : public ConversionPattern { /*name=*/ rewriter.getStringAttr( "constant_stickify_" + std::to_string(constantID)), - /*value=*/stickifiedConstOp.getValueAttr(), + /*value=*/valueAttr, /*offset=*/nullptr, /*alignment=*/stickifiedConstOp.getAlignmentAttr()); diff --git a/src/Accelerators/NNPA/Dialect/ZHigh/CMakeLists.txt b/src/Accelerators/NNPA/Dialect/ZHigh/CMakeLists.txt index 915ed61717f..1336c1b492c 100644 --- a/src/Accelerators/NNPA/Dialect/ZHigh/CMakeLists.txt +++ b/src/Accelerators/NNPA/Dialect/ZHigh/CMakeLists.txt @@ -27,6 +27,7 @@ add_onnx_mlir_library(OMZHighOps ZHighOps/Stick/Stick.cpp ZHighOps/StickForGRU/StickForGRU.cpp ZHighOps/StickForLSTM/StickForLSTM.cpp + ZHighOps/StickifiedConstant/StickifiedConstant.cpp ZHighOps/StickifiedConstantOfShape/StickifiedConstantOfShape.cpp ZHighOps/Unstick/Unstick.cpp diff --git a/src/Accelerators/NNPA/Dialect/ZHigh/ZHigh.td b/src/Accelerators/NNPA/Dialect/ZHigh/ZHigh.td index d2624138c0d..f15aa360ecb 100644 --- a/src/Accelerators/NNPA/Dialect/ZHigh/ZHigh.td +++ b/src/Accelerators/NNPA/Dialect/ZHigh/ZHigh.td @@ -869,6 +869,7 @@ def ZHighStickifiedConstantOp:ZHigh_Op<"StickifiedConstant", [Pure]> { let arguments = (ins OptionalAttr:$value, DefaultValuedAttr:$alignment); let results = (outs AnyZTensor:$output); + let hasCustomAssemblyFormat = 1; } def ZHighStickifiedConstantOfShapeOp:ZHigh_Op<"StickifiedConstantOfShape", [Pure, diff --git a/src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps/StickifiedConstant/StickifiedConstant.cpp b/src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps/StickifiedConstant/StickifiedConstant.cpp new file mode 100644 index 00000000000..0039ac426f3 --- /dev/null +++ b/src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps/StickifiedConstant/StickifiedConstant.cpp @@ -0,0 +1,115 @@ +/* + * SPDX-License-Identifier: Apache-2.0 + */ + +//===--------- StickifiedConstant.cpp - ZHigh Operations ------------------===// +// +// Copyright 2023-2024 The IBM Research Authors. +// +// ============================================================================= +// +// +//===----------------------------------------------------------------------===// + +#include "src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps.hpp" +#include "src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps/ShapeHelper.hpp" +#include "src/Dialect/ONNX/ElementsAttr/DisposableElementsAttr.hpp" + +using namespace mlir; +using namespace onnx_mlir; + +namespace onnx_mlir { +namespace zhigh { + +// Print DisposableElementsAttr as a DenseElementsAttr, because +// DisposableElementsAttr is an internal representation, so we hide it +// in this way. +static void printAttribute(OpAsmPrinter &printer, Attribute attr) { + if (auto disposable = mlir::dyn_cast(attr)) + disposable.printAsDenseElementsAttr(printer); + else + printer.printAttribute(attr); +} + +static void printNamedAttribute( + OpAsmPrinter &printer, NamedAttribute namedAttr) { + // Print the name without quotes if possible. + printer.printKeywordOrString(namedAttr.getName().strref()); + + // Pretty printing elides the attribute value for unit attributes. + if (mlir::isa(namedAttr.getValue())) + return; + + printer << " = "; + printAttribute(printer, namedAttr.getValue()); +} + +static void printOptionalAttrDict( + OpAsmPrinter &printer, ArrayRef attrs) { + // If there are no attributes, then there is nothing to be done. + if (attrs.empty()) + return; + + // Otherwise, print them all out in braces. + printer << " {"; + llvm::interleaveComma(attrs, printer.getStream(), + [&](NamedAttribute attr) { printNamedAttribute(printer, attr); }); + printer << '}'; +} + +//===----------------------------------------------------------------------===// +// Parser and Printer +//===----------------------------------------------------------------------===// + +void ZHighStickifiedConstantOp::print(OpAsmPrinter &printer) { + // If the result type is dynamic then it won't match the attribute type and + // we fall back to printing as attribute dictionary at the end. + Type resultType = getResult().getType(); + if (auto attr = getValue()) { + // ZHighStickifiedConstant value must be ElementsAttr, but not + // SparseElementsAttr. + auto elements = mlir::cast(*attr); + assert(!mlir::isa(elements) && + "ZHighStickifiedConstant value cannot be sparse"); + if (elements.getType() == resultType) { + printer << ' '; + printAttribute(printer, elements); + return; + } + } + // Fallback if there's something funny: no value or sparse_value attribute, + // or types mismatch. + printOptionalAttrDict(printer, (*this)->getAttrs()); + printer << " : " << resultType; +} + +ParseResult ZHighStickifiedConstantOp::parse( + OpAsmParser &parser, OperationState &result) { + Attribute attr; + Type type; + // First try to parse attribute dictionary. + if (parser.parseOptionalAttrDict(result.attributes)) + return failure(); + // If there is no attribute dictionary, the parse above succeeds parsing + // nothing. We detect this case by the absence of result attributes. + if (result.attributes.empty()) { + // Try to parse an ElementsAttr. + OptionalParseResult opt = parser.parseOptionalAttribute(attr, type); + if (opt.has_value()) { + if (*opt) + return failure(); + const char *name = "value"; + result.addAttribute(name, attr); + result.addTypes({mlir::cast(attr).getType()}); + return success(); + } + // No sparse_value or value attr, so attribute dictionary really is empty. + } + if (parser.parseColonType(type)) + return failure(); + result.addTypes({type}); + return success(); +} + +} // namespace zhigh +} // namespace onnx_mlir diff --git a/src/Accelerators/NNPA/NNPAAccelerator.cpp b/src/Accelerators/NNPA/NNPAAccelerator.cpp index afd1bf55965..94db397d188 100644 --- a/src/Accelerators/NNPA/NNPAAccelerator.cpp +++ b/src/Accelerators/NNPA/NNPAAccelerator.cpp @@ -18,6 +18,7 @@ #include "llvm/Support/Debug.h" #include "src/Accelerators/NNPA/Compiler/NNPACompilerUtils.hpp" +#include "src/Accelerators/NNPA/Compiler/ZHighDisposableGarbageCollector.hpp" #include "src/Accelerators/NNPA/Conversion/ONNXToZHigh/ONNXLegalityCheck.hpp" #include "src/Accelerators/NNPA/Conversion/ZHighToZLow/ZHighToZLow.hpp" #include "src/Accelerators/NNPA/Conversion/ZLowToLLVM/ZLowToLLVM.hpp" @@ -133,6 +134,12 @@ void NNPAAccelerator::registerPasses(int optLevel) const { }); } +void NNPAAccelerator::setupPassManager(mlir::PassManager &pm) const { + mlir::MLIRContext *ctx = pm.getContext(); + pm.addInstrumentation( + std::make_unique(ctx)); +} + mlir::MemRefType NNPAAccelerator::convertTensorTypeToMemRefType( const mlir::TensorType tensorType) const { assert(tensorType.hasRank() && "expected only ranked shapes"); diff --git a/src/Accelerators/NNPA/NNPAAccelerator.hpp b/src/Accelerators/NNPA/NNPAAccelerator.hpp index e40bd774b63..2abc179173c 100644 --- a/src/Accelerators/NNPA/NNPAAccelerator.hpp +++ b/src/Accelerators/NNPA/NNPAAccelerator.hpp @@ -57,6 +57,7 @@ class NNPAAccelerator final : public Accelerator { //===--------------------------------------------------------------------===// virtual void registerDialects(mlir::DialectRegistry ®istry) const final; virtual void registerPasses(int optLevel) const final; + virtual void setupPassManager(mlir::PassManager &pm) const final; //===--------------------------------------------------------------------===// // Hooks for onnx-to-krnl pass //===--------------------------------------------------------------------===// diff --git a/src/Accelerators/NNPA/Pass/NNPAPasses.hpp b/src/Accelerators/NNPA/Pass/NNPAPasses.hpp index b15e7f165d9..e1abed7ba25 100644 --- a/src/Accelerators/NNPA/Pass/NNPAPasses.hpp +++ b/src/Accelerators/NNPA/Pass/NNPAPasses.hpp @@ -49,6 +49,10 @@ std::unique_ptr createZHighLayoutPropagationPass(); /// Pass for constant propagation at ZHighIR. std::unique_ptr createZHighConstPropagationPass(); +/// Pass for scrubbing constants at ZHighIR. +std::unique_ptr createZHighScrubDisposablePass( + bool closeAfter = true); + /// Pass for clipping values to dlfloat before stickification at ZHighIR. std::unique_ptr createZHighClipToDLFloatPass(); diff --git a/src/Accelerators/NNPA/Transform/ZHigh/CMakeLists.txt b/src/Accelerators/NNPA/Transform/ZHigh/CMakeLists.txt index 7f9bfe05ec6..30378c0f9e3 100644 --- a/src/Accelerators/NNPA/Transform/ZHigh/CMakeLists.txt +++ b/src/Accelerators/NNPA/Transform/ZHigh/CMakeLists.txt @@ -84,3 +84,16 @@ add_onnx_mlir_library(OMZHighRecomposeToStickUnstick ACCEL_INCLUDE_DIRS PRIVATE ${NNPA_INCLUDE_PATH} ) + +add_onnx_mlir_library(OMZHighScrubDisposable + ZHighScrubDisposablePass.cpp + + LINK_LIBS PUBLIC + MLIRRewrite + MLIRTransformUtils + OMZHighOps + OMONNXOps + + ACCEL_INCLUDE_DIRS PRIVATE + ${NNPA_INCLUDE_PATH} + ) diff --git a/src/Accelerators/NNPA/Transform/ZHigh/ZHighConstPropagation.cpp b/src/Accelerators/NNPA/Transform/ZHigh/ZHighConstPropagation.cpp index a32bacb4c49..b52b4ff058c 100644 --- a/src/Accelerators/NNPA/Transform/ZHigh/ZHighConstPropagation.cpp +++ b/src/Accelerators/NNPA/Transform/ZHigh/ZHighConstPropagation.cpp @@ -26,6 +26,7 @@ #include "src/Accelerators/NNPA/Support/Stickify/Stickify.hpp" #include "src/Dialect/ONNX/ONNXOps.hpp" #include "src/Dialect/ONNX/ONNXOps/OpHelper.hpp" +#include "src/Dialect/ONNX/OnnxElementsAttrBuilder.hpp" using namespace mlir; using namespace onnx_mlir; @@ -35,15 +36,35 @@ namespace onnx_mlir { namespace zhigh { /// Get raw data from a dense attribute. -static void getRawData(DenseElementsAttr denseAttr, std::vector &data) { - if (!denseAttr.isSplat()) { - data = denseAttr.getRawData(); - } else { - ShapedType denseShapeType = mlir::cast(denseAttr.getType()); - std::vector rawData = denseAttr.getRawData(); - int64_t numElements = denseShapeType.getNumElements(); +static void getRawData(ElementsAttr attr_, std::vector &data) { + ShapedType tensorType = mlir::cast(attr_.getType()); + Type elemTy = tensorType.getElementType(); + int64_t numElements = tensorType.getNumElements(); + + // Use DenseElementsAttr for boolean values. DisposableElementsAttr handles + // bool differently. + ElementsAttr attr = attr_; + if (elemTy.isInteger(1)) + attr = ElementsAttrBuilder::toDenseElementsAttr(attr_); + + auto denseAttr = mlir::dyn_cast_or_null(attr); + auto disposalAttr = mlir::dyn_cast_or_null(attr); + assert((denseAttr || disposalAttr) && + "Must be DenseElementsAttr or DisposableElementsAttr"); + + if (disposalAttr) { + data.resize(numElements * getEltSizeInBytes(elemTy)); + disposalAttr.readRawBytes(data); + return; + } + + ArrayRef rawData = denseAttr.getRawData(); + if (denseAttr.isSplat()) { + // Broadcast the splat value. for (int i = 0; i < numElements; i++) data.insert(data.end(), rawData.begin(), rawData.end()); + } else { + data = rawData; } } @@ -71,17 +92,15 @@ ZHighStickifiedConstantOp emitZHighStickifiedConstant(PatternRewriter &rewriter, /*value=*/nullptr, /*alignment=*/rewriter.getI64IntegerAttr(4096)); - // Use an dense resource attribute to store stickified data. // Attribute type: tensor int64_t sizeInBytes = ztensor->buffer_size; - DenseResourceElementsAttr valueAttr = DenseUI8ResourceElementsAttr::get( - RankedTensorType::get({sizeInBytes}, rewriter.getI8Type()), - stickifiedConstant.getOperation() - ->getDialect() - ->getNamespace(), // use the dialect as the blob "hint" - HeapAsmResourceBlob::allocateAndCopyWithAlign( - llvm::ArrayRef((char *)ztensor->buffer, sizeInBytes), alignof(char))); - + RankedTensorType dataType = + RankedTensorType::get({sizeInBytes}, rewriter.getI8Type()); + std::unique_ptr memBuf = llvm::MemoryBuffer::getMemBuffer( + StringRef((char *)ztensor->buffer, sizeInBytes), "", + /*RequiresNullTerminator*/ false); + ElementsAttr valueAttr = OnnxElementsAttrBuilder(rewriter.getContext()) + .fromMemoryBuffer(dataType, std::move(memBuf)); stickifiedConstant.setValueAttr(valueAttr); return stickifiedConstant; @@ -90,14 +109,12 @@ ZHighStickifiedConstantOp emitZHighStickifiedConstant(PatternRewriter &rewriter, ZHighStickifiedConstantOp createConstantForStick(PatternRewriter &rewriter, Value replacingValue, Value input, StringAttr layout) { Location loc = replacingValue.getLoc(); - Operation *op = input.getDefiningOp(); ArrayRef shape = mlir::cast(input.getType()).getShape(); Type elementType = mlir::cast(input.getType()).getElementType(); int rank = shape.size(); // Read dense attributes. - DenseElementsAttr dataAttr = mlir::dyn_cast_or_null( - op->getAttrOfType<::mlir::Attribute>("value")); + ElementsAttr dataAttr = getElementAttributeFromONNXValue(input); assert(dataAttr && "Attribute is null"); // Read attributes's raw data. std::vector rawData; @@ -136,10 +153,6 @@ ZHighStickifiedConstantOp createConstantForStickForLSTM( PatternRewriter &rewriter, Value replacingValue, Value inputF, Value inputI, Value inputC, Value inputO) { Location loc = replacingValue.getLoc(); - Operation *fOp = inputF.getDefiningOp(); - Operation *iOp = inputI.getDefiningOp(); - Operation *cOp = inputC.getDefiningOp(); - Operation *oOp = inputO.getDefiningOp(); ArrayRef fShape = mlir::cast(inputF.getType()).getShape(); @@ -147,14 +160,10 @@ ZHighStickifiedConstantOp createConstantForStickForLSTM( Type elementType = mlir::cast(inputF.getType()).getElementType(); // Read dense attributes. - DenseElementsAttr fDataAttr = mlir::dyn_cast_or_null( - fOp->getAttrOfType<::mlir::Attribute>("value")); - DenseElementsAttr iDataAttr = mlir::dyn_cast_or_null( - iOp->getAttrOfType<::mlir::Attribute>("value")); - DenseElementsAttr cDataAttr = mlir::dyn_cast_or_null( - cOp->getAttrOfType<::mlir::Attribute>("value")); - DenseElementsAttr oDataAttr = mlir::dyn_cast_or_null( - oOp->getAttrOfType<::mlir::Attribute>("value")); + ElementsAttr fDataAttr = getElementAttributeFromONNXValue(inputF); + ElementsAttr iDataAttr = getElementAttributeFromONNXValue(inputI); + ElementsAttr cDataAttr = getElementAttributeFromONNXValue(inputC); + ElementsAttr oDataAttr = getElementAttributeFromONNXValue(inputO); assert((fDataAttr && iDataAttr && cDataAttr && oDataAttr) && "Attribute is null"); // Read attributes's raw data. @@ -198,9 +207,6 @@ ZHighStickifiedConstantOp createConstantForStickForGRU( PatternRewriter &rewriter, Value replacingValue, Value inputZ, Value inputR, Value inputH) { Location loc = replacingValue.getLoc(); - Operation *zOp = inputZ.getDefiningOp(); - Operation *rOp = inputR.getDefiningOp(); - Operation *hOp = inputH.getDefiningOp(); ArrayRef zShape = mlir::cast(inputZ.getType()).getShape(); @@ -208,12 +214,9 @@ ZHighStickifiedConstantOp createConstantForStickForGRU( Type elementType = mlir::cast(inputZ.getType()).getElementType(); // Read dense attributes. - DenseElementsAttr zDataAttr = mlir::dyn_cast_or_null( - zOp->getAttrOfType<::mlir::Attribute>("value")); - DenseElementsAttr rDataAttr = mlir::dyn_cast_or_null( - rOp->getAttrOfType<::mlir::Attribute>("value")); - DenseElementsAttr hDataAttr = mlir::dyn_cast_or_null( - hOp->getAttrOfType<::mlir::Attribute>("value")); + ElementsAttr zDataAttr = getElementAttributeFromONNXValue(inputZ); + ElementsAttr rDataAttr = getElementAttributeFromONNXValue(inputR); + ElementsAttr hDataAttr = getElementAttributeFromONNXValue(inputH); assert((zDataAttr && rDataAttr && hDataAttr) && "Attribute is null"); // Read attributes's raw data. std::vector rawZData, rawHData, rawRData, rawOData; diff --git a/src/Accelerators/NNPA/Transform/ZHigh/ZHighScrubDisposablePass.cpp b/src/Accelerators/NNPA/Transform/ZHigh/ZHighScrubDisposablePass.cpp new file mode 100644 index 00000000000..8c6f0a7a58d --- /dev/null +++ b/src/Accelerators/NNPA/Transform/ZHigh/ZHighScrubDisposablePass.cpp @@ -0,0 +1,64 @@ +/* + * SPDX-License-Identifier: Apache-2.0 + */ + +//===-------------------- ZHighScrubDisposablePass.cpp --------------------===// +// +// Replaces each DisposableElementsAttr with a DenseElementsAttr. +// +//===----------------------------------------------------------------------===// + +#include "mlir/IR/BuiltinOps.h" +#include "mlir/Transforms/Passes.h" + +#include "src/Accelerators/NNPA/Dialect/ZHigh/ZHighOps.hpp" +#include "src/Dialect/ONNX/ElementsAttr/DisposablePool.hpp" +#include "src/Dialect/ONNX/ONNXDialect.hpp" +#include "src/Dialect/ONNX/ONNXOps.hpp" + +using namespace mlir; + +namespace onnx_mlir { + +namespace zhigh { +namespace { + +struct ZHighScrubDisposablePass + : public PassWrapper> { + MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(ZHighScrubDisposablePass) + + ZHighScrubDisposablePass(bool closeAfter) : closeAfter(closeAfter) {} + + StringRef getArgument() const override { return "scrub-disposable"; } + + void runOnOperation() final { + ModuleOp moduleOp = getOperation(); + DisposablePool *pool = getDisposablePool(); + pool->scrub(moduleOp, + {{ONNXConstantOp::getOperationName(), "value"}, + {ONNXConstantOfShapeOp::getOperationName(), "value"}, + {ZHighStickifiedConstantOp::getOperationName(), "value"}}); + if (closeAfter) + pool->close(); + } + + DisposablePool *getDisposablePool() { + // It can be hard to get the MLIRContext at the time of construction + // of the pass, so we look it up the first time the pass is run. + if (!disposablePool) + disposablePool = DisposablePool::get(&getContext()); + return disposablePool; + } + + const bool closeAfter; + DisposablePool *disposablePool = nullptr; +}; + +} // namespace + +std::unique_ptr createZHighScrubDisposablePass(bool closeAfter) { + return std::make_unique(closeAfter); +} + +} // namespace zhigh +} // namespace onnx_mlir diff --git a/src/Compiler/CompilerPasses.cpp b/src/Compiler/CompilerPasses.cpp index 10d8d784a92..0b5dd418ace 100644 --- a/src/Compiler/CompilerPasses.cpp +++ b/src/Compiler/CompilerPasses.cpp @@ -67,8 +67,9 @@ void addONNXToMLIRPasses(mlir::PassManager &pm, bool targetCPU, // In future, only the dynamic pass, ONNXOpTransformPass, will be used for // this function. - pm.addInstrumentation( - std::make_unique(pm.getContext())); + if (!donotScrubDisposableElementsAttr) + pm.addInstrumentation( + std::make_unique(pm.getContext())); // Decompose first. Eliminates some unsupported ops without shape inference. pm.addNestedPass(onnx_mlir::createDecomposeONNXToONNXPass()); diff --git a/src/Dialect/ONNX/ElementsAttr/DisposableElementsAttr.hpp b/src/Dialect/ONNX/ElementsAttr/DisposableElementsAttr.hpp index 3739904c174..0706c7e3f44 100644 --- a/src/Dialect/ONNX/ElementsAttr/DisposableElementsAttr.hpp +++ b/src/Dialect/ONNX/ElementsAttr/DisposableElementsAttr.hpp @@ -123,11 +123,6 @@ class DisposableElementsAttr BType bufferBType, ArrayRef strides, const Buffer &buffer, Transformer transformer); - // Clears the buffer payload shared_ptr which decreases the reference count - // and, if it reaches zero, frees or closes the underlying MemoryBuffer's - // heap allocation or file. Called from DisposablePool. - void dispose(); - public: //===--------------------------------------------------------------------===// // Instance properties: @@ -148,6 +143,11 @@ class DisposableElementsAttr int64_t getRank() const { return getType().getRank(); } int64_t getNumElements() const { return getType().getNumElements(); } + // Clears the buffer payload shared_ptr which decreases the reference count + // and, if it reaches zero, frees or closes the underlying MemoryBuffer's + // heap allocation or file. Called from DisposablePool. + void dispose(); + private: bool isDisposed() const; @@ -259,6 +259,11 @@ class DisposableElementsAttr template void readArray(MutableArrayRef dst) const; + // Copies out the elements in a flat array in row-major order. + // If the element type is bool the data holds one byte (with value 0 or 1) per + // bool (contrary to how DenseElementsAttr::getRawData() bit packs bools). + void readRawBytes(MutableArrayRef dst) const; + // Returns a pointer to the underlying data as a flat WideNum array, if // everything aligns, otherwise makes and returns a copy. onnx_mlir::ArrayBuffer getWideNums() const; @@ -308,17 +313,11 @@ class DisposableElementsAttr // Warning: This is inefficient because it calls unflattenIndex on flatIndex. size_t flatIndexToBufferPos(size_t flatIndex) const; - // Copies out the elements in a flat array in row-major order. - // If the element type is bool the data holds one byte (with value 0 or 1) per - // bool (contrary to how DenseElementsAttr::getRawData() bit packs bools). - void readRawBytes(MutableArrayRef dst) const; - // Returns a pointer to the underlying data as a flat byte array, if // everything aligns, otherwise makes and returns a copy. // If the element type is bool the data holds one byte (with value 0 or 1) per // bool (contrary to how DenseElementsAttr::getRawData() bit packs bools). onnx_mlir::ArrayBuffer getRawBytes() const; - }; // class DisposableElementsAttr // Include template implementations. diff --git a/src/Dialect/ONNX/ONNXOps/Canonicalize.cpp b/src/Dialect/ONNX/ONNXOps/Canonicalize.cpp index c29eabfcc4e..f2e5aaafd9b 100644 --- a/src/Dialect/ONNX/ONNXOps/Canonicalize.cpp +++ b/src/Dialect/ONNX/ONNXOps/Canonicalize.cpp @@ -743,7 +743,6 @@ class LoopOpRewriteMaxTripCountPattern : public OpRewritePattern { bool isDefinedByIntegerConstantOp(Value v) const { if (mlir::isa(v)) return false; - Operation *definingOp = v.getDefiningOp(); if (mlir::isa( mlir::cast(v.getType()).getElementType()) && isDenseONNXConstant(v)) diff --git a/src/Tools/onnx-mlir-opt/onnx-mlir-opt.cpp b/src/Tools/onnx-mlir-opt/onnx-mlir-opt.cpp index abea202cf37..72c11ba1219 100644 --- a/src/Tools/onnx-mlir-opt/onnx-mlir-opt.cpp +++ b/src/Tools/onnx-mlir-opt/onnx-mlir-opt.cpp @@ -167,7 +167,15 @@ int main(int argc, char **argv) { // MlirOptMain constructed ctx with our registry so we just load all our // already registered dialects. ctx->loadAllAvailableDialects(); - pm.addInstrumentation(std::make_unique(ctx)); + if (maccel.empty()) { + pm.addInstrumentation(std::make_unique(ctx)); + } else { + // Initialize accelerator(s) if required. + accel::initAccelerators(maccel); + // Setup PassManager for accelerators. + for (auto *accel : accel::Accelerator::getAccelerators()) + accel->setupPassManager(pm); + } auto errorHandler = [ctx](const Twine &msg) { emitError(UnknownLoc::get(ctx)) << msg; return failure(); diff --git a/test/mlir/accelerators/nnpa/conversion/device-placement/emit-zhighir.mlir b/test/mlir/accelerators/nnpa/conversion/device-placement/emit-zhighir.mlir index 9b1bd2935d0..7179ce839ee 100644 --- a/test/mlir/accelerators/nnpa/conversion/device-placement/emit-zhighir.mlir +++ b/test/mlir/accelerators/nnpa/conversion/device-placement/emit-zhighir.mlir @@ -39,13 +39,13 @@ module { // CHECK-DAG: [[VAR_8_:%.+]] = "onnx.Transpose"([[VAR_2_]]) {perm = [2, 3, 1, 0]} : (tensor<8x1x5x5xf32>) -> tensor<5x5x1x8xf32> // CHECK-NOT: separator of consecutive DAGs // CHECK-DAG: [[VAR_9_:%.+]] = "zhigh.Stick"([[VAR_8_]]) {layout = "HWCK"} : (tensor<5x5x1x8xf32>) -> tensor<5x5x1x8xf16, #zhigh.layout<{dataLayout = "HWCK"}>> -// CHECK-DAG: [[VAR_10_:%.+]] = "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<8xf16, #zhigh.layout<{dataLayout = "1D"}>> +// CHECK-DAG: [[VAR_10_:%.+]] = zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<{{.*}}> : tensor<4096xi8>} : tensor<8xf16, #zhigh.layout<{dataLayout = "1D"}>> // CHECK: [[VAR_11_:%.+]] = "zhigh.Conv2D"([[VAR_7_]], [[VAR_9_]], [[VAR_10_]]) {act_func = "ACT_RELU", kernel_shape = [5, 5], padding_type = "SAME_PADDING", strides = [1, 1]} : (tensor<1x28x28x1xf16, #zhigh.layout<{dataLayout = "NHWC"}>>, tensor<5x5x1x8xf16, #zhigh.layout<{dataLayout = "HWCK"}>>, tensor<8xf16, #zhigh.layout<{dataLayout = "1D"}>>) -> tensor<1x28x28x8xf16, #zhigh.layout<{dataLayout = "NHWC"}>> // CHECK-DAG: [[VAR_12_:%.+]] = "zhigh.MaxPool2D"([[VAR_11_]]) {kernel_shape = [2, 2], padding_type = "VALID_PADDING", strides = [2, 2]} : (tensor<1x28x28x8xf16, #zhigh.layout<{dataLayout = "NHWC"}>>) -> tensor<1x14x14x8xf16, #zhigh.layout<{dataLayout = "NHWC"}>> // CHECK-DAG: [[VAR_13_:%.+]] = "onnx.Transpose"([[VAR_1_]]) {perm = [2, 3, 1, 0]} : (tensor<16x8x5x5xf32>) -> tensor<5x5x8x16xf32> // CHECK-NOT: separator of consecutive DAGs // CHECK-DAG: [[VAR_14_:%.+]] = "zhigh.Stick"([[VAR_13_]]) {layout = "HWCK"} : (tensor<5x5x8x16xf32>) -> tensor<5x5x8x16xf16, #zhigh.layout<{dataLayout = "HWCK"}>> -// CHECK-DAG: [[VAR_15_:%.+]] = "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<16xf16, #zhigh.layout<{dataLayout = "1D"}>> +// CHECK-DAG: [[VAR_15_:%.+]] = zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<{{.*}}> : tensor<4096xi8>} : tensor<16xf16, #zhigh.layout<{dataLayout = "1D"}>> // CHECK: [[VAR_16_:%.+]] = "zhigh.Conv2D"([[VAR_12_]], [[VAR_14_]], [[VAR_15_]]) {act_func = "ACT_RELU", kernel_shape = [5, 5], padding_type = "SAME_PADDING", strides = [1, 1]} : (tensor<1x14x14x8xf16, #zhigh.layout<{dataLayout = "NHWC"}>>, tensor<5x5x8x16xf16, #zhigh.layout<{dataLayout = "HWCK"}>>, tensor<16xf16, #zhigh.layout<{dataLayout = "1D"}>>) -> tensor<1x14x14x16xf16, #zhigh.layout<{dataLayout = "NHWC"}>> // CHECK: [[VAR_17_:%.+]] = "zhigh.MaxPool2D"([[VAR_16_]]) {kernel_shape = [3, 3], padding_type = "VALID_PADDING", strides = [3, 3]} : (tensor<1x14x14x16xf16, #zhigh.layout<{dataLayout = "NHWC"}>>) -> tensor<1x4x4x16xf16, #zhigh.layout<{dataLayout = "NHWC"}>> // CHECK: [[VAR_18_:%.+]] = "zhigh.Unstick"([[VAR_17_]]) : (tensor<1x4x4x16xf16, #zhigh.layout<{dataLayout = "NHWC"}>>) -> tensor<1x16x4x4xf32> diff --git a/test/mlir/accelerators/nnpa/driver/ccfd.mlir b/test/mlir/accelerators/nnpa/driver/ccfd.mlir index 3c66f67da75..a45bb1e9d87 100644 --- a/test/mlir/accelerators/nnpa/driver/ccfd.mlir +++ b/test/mlir/accelerators/nnpa/driver/ccfd.mlir @@ -4,64 +4,60 @@ // COM: We expect that there are only one zlow.stick for the input and one zlow.unstick for the output. // COM: It is the necessary condition to get the best performance. -CHECK-LABEL: func.func @main_graph -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-NEXT: zlow.stick - -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-DAG: memref.alloc -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-NEXT: zlow.lstm +// CHECK-LABEL: func.func @main_graph +// CHECK-DAG: krnl.global +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-NEXT: zlow.stick + +// CHECK-DAG: krnl.global +// CHECK-DAG: krnl.global +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-DAG: memref.alloc +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-NEXT: zlow.lstm // No stick and unstick between two LSTMs. -CHECK-NOT: zlow.stick -CHECK-NOT: zlow.unstick - -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-DAG: memref.alloc -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-NEXT: zlow.lstm - +// CHECK-NOT: zlow.stick +// CHECK-NOT: zlow.unstick +// +// CHECK-DAG: krnl.global +// CHECK-DAG: krnl.global +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-DAG: memref.alloc +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-NEXT: zlow.lstm +// // No stick and unstick in between. -CHECK-NOT: zlow.stick -CHECK-NOT: zlow.unstick - -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-DAG: krnl.global -CHECK-DAG: krnl.global -CHECK-NEXT: zlow.matmul - +// CHECK-NOT: zlow.stick +// CHECK-NOT: zlow.unstick +// +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-DAG: krnl.global +// CHECK-DAG: krnl.global +// CHECK-NEXT: zlow.matmul +// // No stick and unstick in between. -CHECK-NOT: zlow.stick -CHECK-NOT: zlow.unstick - -CHECK-DAG: krnl.global -CHECK-DAG: memref.alloc -CHECK-DAG: krnl.global -CHECK-NEXT: zlow.add - +// CHECK-NOT: zlow.stick +// CHECK-NOT: zlow.unstick +// +// CHECK-DAG: krnl.global +// CHECK-DAG: memref.alloc +// CHECK-DAG: krnl.global +// CHECK-NEXT: zlow.add +// // No stick and unstick in between. -CHECK-NOT: zlow.stick -CHECK-NOT: zlow.unstick - -CHECK-DAG: memref.alloc -CHECK-DAG: krnl.global -CHECK-NEXT: zlow.sigmoid - -CHECK: memref.alloc -CHECK-NEXT: zlow.unstick +// CHECK-NOT: zlow.stick +// CHECK-NOT: zlow.unstick +// +// CHECK-DAG: memref.alloc +// CHECK-DAG: krnl.global +// CHECK-NEXT: zlow.sigmoid +// +// CHECK: memref.alloc +// CHECK-NEXT: zlow.unstick diff --git a/test/mlir/accelerators/nnpa/driver/dense-out-attention-layer.mlir b/test/mlir/accelerators/nnpa/driver/dense-out-attention-layer.mlir index 863efd1ee46..d635e337abe 100644 --- a/test/mlir/accelerators/nnpa/driver/dense-out-attention-layer.mlir +++ b/test/mlir/accelerators/nnpa/driver/dense-out-attention-layer.mlir @@ -14,6 +14,6 @@ func.func @test_matmul_add_add(%arg0: tensor, %arg1: tensor<768x768 // CHECK-SAME: ([[PARAM_0_:%.+]]: tensor, [[PARAM_1_:%.+]]: tensor<768x768xf32>) -> tensor { // CHECK-DAG: [[VAR_0_:%.+]] = "zhigh.Stick"([[PARAM_0_]]) {layout = "3DS"} : (tensor) -> tensor> // CHECK-DAG: [[VAR_1_:%.+]] = "zhigh.Stick"([[PARAM_1_]]) {layout = "2D"} : (tensor<768x768xf32>) -> tensor<768x768xf16, #zhigh.layout<{dataLayout = "2D"}>> -// CHECK-DAG: [[VAR_2_:%.+]] = "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<49152xi8>} : () -> tensor<768xf16, #zhigh.layout<{dataLayout = "1D"}>> +// CHECK-DAG: [[VAR_2_:%.+]] = zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<{{.*}}> : tensor<49152xi8>} : tensor<768xf16, #zhigh.layout<{dataLayout = "1D"}>> // CHECK: [[VAR_3_:%.+]] = "zhigh.MatMul"([[VAR_0_]], [[VAR_1_]], [[VAR_2_]]) : (tensor>, tensor<768x768xf16, #zhigh.layout<{dataLayout = "2D"}>>, tensor<768xf16, #zhigh.layout<{dataLayout = "1D"}>>) -> tensor> } diff --git a/test/mlir/accelerators/nnpa/transform/zhigh-constant-propagation-be/constprop.mlir b/test/mlir/accelerators/nnpa/transform/zhigh-constant-propagation-be/constprop.mlir index 609cab1aec3..2d11e4ff4c1 100644 --- a/test/mlir/accelerators/nnpa/transform/zhigh-constant-propagation-be/constprop.mlir +++ b/test/mlir/accelerators/nnpa/transform/zhigh-constant-propagation-be/constprop.mlir @@ -9,16 +9,10 @@ func.func @remove_stick_1d() -> tensor<6xf16, #zhigh.layout<{dataLayout = "1D"}> %res = "zhigh.Stick"(%inp) {layout = "1D"} : (tensor<6xf32>) -> tensor<6xf16, #zhigh.layout<{dataLayout = "1D"}>> return %res : tensor<6xf16, #zhigh.layout<{dataLayout = "1D"}>> - // CHECK-NEXT: %0 = "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<6xf16, #zhigh.layout<{dataLayout = "1D"}>> + // CHECK-NEXT: zhigh.StickifiedConstant {alignment = 4096 : i64, value = 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: tensor<4096xi8>} : tensor<6xf16, #zhigh.layout<{dataLayout = "1D"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -31,16 +25,9 @@ func.func @remove_stick_2d() -> tensor<2x3xf32> { %res = "zhigh.Unstick"(%st) {layout = "2D"} : (tensor<2x3xf16, #zhigh.layout<{dataLayout = "2D"}>>) -> tensor<2x3xf32> return %res : tensor<2x3xf32> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "2D"}>> - + // CHECK-NEXT: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<2x3xf16, #zhigh.layout<{dataLayout = "2D"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: "0x0100000000003E004000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000041004200428000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -52,16 +39,9 @@ func.func @remove_stick_2ds() -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "2D %res = "zhigh.Stick"(%inp) {layout = "2DS"} : (tensor<2x3xf32>) -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "2DS"}>> return %res : tensor<2x3xf16, #zhigh.layout<{dataLayout = "2DS"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<8192xi8>} : () -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "2DS"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<8192xi8>} : tensor<2x3xf16, #zhigh.layout<{dataLayout = "2DS"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: "0x0100000000003E004000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -73,16 +53,9 @@ func.func @remove_stick_3d() -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3 %res = "zhigh.Stick"(%inp) {layout = "3D"} : (tensor<1x2x3xf32>) -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3D"}>> return %res : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3D"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3D"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3D"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: "0x0100000000003E004000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000041004200428000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -94,16 +67,9 @@ func.func @remove_stick_3ds() -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = " %res = "zhigh.Stick"(%inp) {layout = "3DS"} : (tensor<1x2x3xf32>) -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3DS"}>> return %res : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3DS"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3DS"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "3DS"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: "0x0100000000003E004000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000041004200428000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -115,16 +81,7 @@ func.func @remove_stick_4d() -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = %res = "zhigh.Stick"(%inp) {layout = "4D"} : (tensor<1x1x2x3xf32>) -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "4D"}>> return %res : tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "4D"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "4D"}>> - - // CHECK-NOT: "onnx.Constant" - // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: "0x0100000000003E004000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000041004200428000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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- // CHECK-NEXT: } - // CHECK-NEXT: } + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "4D"}>> } // ----- @@ -136,16 +93,9 @@ func.func @remove_stick_nhwc() -> tensor<1x2x3x1xf16, #zhigh.layout<{dataLayout %res = "zhigh.Stick"(%inp) {layout = "NHWC"} : (tensor<1x1x2x3xf32>) -> tensor<1x2x3x1xf16, #zhigh.layout<{dataLayout = "NHWC"}>> return %res : tensor<1x2x3x1xf16, #zhigh.layout<{dataLayout = "NHWC"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<8192xi8>} : () -> tensor<1x2x3x1xf16, #zhigh.layout<{dataLayout = "NHWC"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000003E00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<8192xi8>} : tensor<1x2x3x1xf16, #zhigh.layout<{dataLayout = "NHWC"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -157,16 +107,9 @@ func.func @remove_stick_nchw() -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout %res = "zhigh.Stick"(%inp) {layout = "NCHW"} : (tensor<1x1x2x3xf32>) -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "NCHW"}>> return %res : tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "NCHW"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<8192xi8>} : () -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "NCHW"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000003E00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<8192xi8>} : tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "NCHW"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -178,16 +121,9 @@ func.func @remove_stick_cnnk_hwck() -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLa %res = "zhigh.Stick"(%inp) {layout = "HWCK"} : (tensor<1x1x2x3xf32>) -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "HWCK"}>> return %res : tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "HWCK"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "HWCK"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<1x1x2x3xf16, #zhigh.layout<{dataLayout = "HWCK"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -202,16 +138,9 @@ func.func @remove_stick_zrh_2d() -> tensor<2x3xf16, #zhigh.layout<{dataLayout = %res = "zhigh.StickForGRU"(%z, %r, %h) : (tensor<2x3xf32>, tensor<2x3xf32>, tensor<2x3xf32>) -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> return %res : tensor<2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<24576xi8>} : () -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<24576xi8>} : tensor<2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.StickForGRU" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -226,16 +155,9 @@ func.func @remove_stick_zrh_3d() -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout %res = "zhigh.StickForGRU"(%z, %r, %h) : (tensor<1x2x3xf32>, tensor<1x2x3xf32>, tensor<1x2x3xf32>) -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> return %res : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<12288xi8>} : () -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<12288xi8>} : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "ZRH"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.StickForGRU" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -251,16 +173,9 @@ func.func @remove_stick_fico_2d() -> tensor<2x3xf16, #zhigh.layout<{dataLayout = %res = "zhigh.StickForLSTM"(%f, %i, %c, %o) : (tensor<2x3xf32>, tensor<2x3xf32>, tensor<2x3xf32>, tensor<2x3xf32>) -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> return %res : tensor<2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<32768xi8>} : () -> tensor<2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<32768xi8>} : tensor<2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.StickForLSTM" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -276,16 +191,9 @@ func.func @remove_stick_fico_3d() -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout %res = "zhigh.StickForLSTM"(%f, %i, %c, %o) : (tensor<1x2x3xf32>, tensor<1x2x3xf32>, tensor<1x2x3xf32>, tensor<1x2x3xf32>) -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> return %res : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> - // CHECK-NEXT: "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<16384xi8>} : () -> tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x00003E00400000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000004100420042800000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<16384xi8>} : tensor<1x2x3xf16, #zhigh.layout<{dataLayout = "FICO"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.StickForLSTM" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } } // ----- @@ -297,16 +205,7 @@ func.func @out_of_range_minimum() -> tensor<1xf16, #zhigh.layout<{dataLayout = " %res = "zhigh.Stick"(%inp) {layout = "1D"} : (tensor<1xf32>) -> tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> return %res : tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> - // CHECK-NEXT: %0 = "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> - - // CHECK-NOT: "onnx.Constant" - // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0xFFFE0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> } // ----- @@ -317,14 +216,7 @@ func.func @out_of_range_maximum() -> tensor<1xf16, #zhigh.layout<{dataLayout = " %res = "zhigh.Stick"(%inp) {layout = "1D"} : (tensor<1xf32>) -> tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> return %res : tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> - // CHECK-NEXT: %0 = "zhigh.StickifiedConstant"() {alignment = 4096 : i64, value = dense_resource : tensor<4096xi8>} : () -> tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> - + // CHECK: zhigh.StickifiedConstant {alignment = 4096 : i64, value = dense<"0x7FFE0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000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: tensor<4096xi8>} : tensor<1xf16, #zhigh.layout<{dataLayout = "1D"}>> // CHECK-NOT: "onnx.Constant" // CHECK-NOT: "zhigh.Stick" - - // CHECK: dialect_resources: { - // CHECK-NEXT: builtin: { - // CHECK-NEXT: zhigh: 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- // CHECK-NEXT: } - // CHECK-NEXT: } }