From b42709fbb93b4d5e48e854a140214df2c1a12e7e Mon Sep 17 00:00:00 2001 From: Luke Hutton Date: Fri, 29 Aug 2025 11:23:58 +0000 Subject: [PATCH 1/2] [mlir][tosa] Add specification versioning to target environment This commit adds a new "specification_version" field to the TOSA target environment attribute. This allows a user to specify which version of the TOSA specification they would like to target during lowering. A leading example in the validation pass has also been added. This addition adds a version to each profile compliance entry to track which version of the specification the entry was added. This allows a backwards compatibility check to be implemented between the target version and the profile compliance entry version. For now a default version of "1.0" is assumed. "1.1.draft" is added to denote an in-development version of the specification targeting the next release. Change-Id: I6549e05bd4fe975d12ea31e8acc783233db66171 --- mlir/include/mlir/Dialect/Tosa/IR/TargetEnv.h | 48 +- .../Dialect/Tosa/IR/TosaComplianceData.h.inc | 940 ++++++++++++------ .../mlir/Dialect/Tosa/IR/TosaOpBase.td | 33 +- .../Dialect/Tosa/IR/TosaProfileCompliance.h | 13 +- .../mlir/Dialect/Tosa/Transforms/Passes.td | 7 + mlir/lib/Dialect/Tosa/IR/TargetEnv.cpp | 7 +- .../Tosa/Transforms/TosaAttachTarget.cpp | 4 +- .../Tosa/Transforms/TosaProfileCompliance.cpp | 74 +- .../test/Dialect/Tosa/tosa-attach-target.mlir | 8 +- .../tosa-validation-version-1p0-invalid.mlir | 21 + .../tosa-validation-version-1p1-valid.mlir | 20 + 11 files changed, 821 insertions(+), 354 deletions(-) create mode 100644 mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir create mode 100644 mlir/test/Dialect/Tosa/tosa-validation-version-1p1-valid.mlir diff --git a/mlir/include/mlir/Dialect/Tosa/IR/TargetEnv.h b/mlir/include/mlir/Dialect/Tosa/IR/TargetEnv.h index 10491f65d37af..4ecf03c34c1a5 100644 --- a/mlir/include/mlir/Dialect/Tosa/IR/TargetEnv.h +++ b/mlir/include/mlir/Dialect/Tosa/IR/TargetEnv.h @@ -50,28 +50,63 @@ TargetEnvAttr getDefaultTargetEnv(MLIRContext *context); /// returned by getDefaultTargetEnv() if not provided. TargetEnvAttr lookupTargetEnvOrDefault(Operation *op); +/// A thin wrapper around the SpecificationVersion enum to represent +/// and provide utilities around the TOSA specification version. +class TosaSpecificationVersion { +public: + TosaSpecificationVersion(uint32_t major, uint32_t minor) + : majorVersion(major), minorVersion(minor) {} + TosaSpecificationVersion(SpecificationVersion version) + : TosaSpecificationVersion(fromVersionEnum(version)) {} + + bool isBackwardsCompatibleWith(TosaSpecificationVersion baseVersion) const { + return this->majorVersion == baseVersion.majorVersion && + this->minorVersion >= baseVersion.minorVersion; + } + + uint32_t getMajor() const { return majorVersion; } + uint32_t getMinor() const { return minorVersion; } + +private: + uint32_t majorVersion = 0; + uint32_t minorVersion = 0; + + static TosaSpecificationVersion + fromVersionEnum(SpecificationVersion version) { + switch (version) { + case SpecificationVersion::V_1_0: + return TosaSpecificationVersion(1, 0); + case SpecificationVersion::V_1_1_DRAFT: + return TosaSpecificationVersion(1, 1); + } + llvm_unreachable("Unknown TOSA version"); + } +}; + +llvm::SmallString<4> stringifyVersion(TosaSpecificationVersion version); + /// This class represents the capability enabled in the target implementation /// such as profile, extension, and level. It's a wrapper class around /// tosa::TargetEnvAttr. class TargetEnv { public: TargetEnv() {} - explicit TargetEnv(Level level, const ArrayRef &profiles, + explicit TargetEnv(SpecificationVersion specificationVersion, Level level, + const ArrayRef &profiles, const ArrayRef &extensions) - : level(level) { + : specificationVersion(specificationVersion), level(level) { enabledProfiles.insert_range(profiles); enabledExtensions.insert_range(extensions); } explicit TargetEnv(TargetEnvAttr targetAttr) - : TargetEnv(targetAttr.getLevel(), targetAttr.getProfiles(), - targetAttr.getExtensions()) {} + : TargetEnv(targetAttr.getSpecificationVersion(), targetAttr.getLevel(), + targetAttr.getProfiles(), targetAttr.getExtensions()) {} void addProfile(Profile p) { enabledProfiles.insert(p); } void addExtension(Extension e) { enabledExtensions.insert(e); } - // TODO implement the following utilities. - // Version getSpecVersion() const; + SpecificationVersion getSpecVersion() const { return specificationVersion; } TosaLevel getLevel() const { if (level == Level::eightK) @@ -105,6 +140,7 @@ class TargetEnv { } private: + SpecificationVersion specificationVersion; Level level; llvm::SmallSet enabledProfiles; llvm::SmallSet enabledExtensions; diff --git a/mlir/include/mlir/Dialect/Tosa/IR/TosaComplianceData.h.inc b/mlir/include/mlir/Dialect/Tosa/IR/TosaComplianceData.h.inc index 1f718accabd15..c1b5e785bd739 100644 --- a/mlir/include/mlir/Dialect/Tosa/IR/TosaComplianceData.h.inc +++ b/mlir/include/mlir/Dialect/Tosa/IR/TosaComplianceData.h.inc @@ -2,441 +2,779 @@ // `tools/genspec.py` in https://git.mlplatform.org/tosa/specification.git profileComplianceMap = { {"tosa.argmax", - {{{Profile::pro_int}, {{i8T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, i32T}, {fp32T, i32T}}}}}, + {{{Profile::pro_int}, {{{i8T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, i32T}, SpecificationVersion::V_1_0}, + {{fp32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.avg_pool2d", - {{{Profile::pro_int}, {{i8T, i8T, i8T, i32T, i8T}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i8T, i32T, i8T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T, fp16T}, - {fp16T, fp16T, fp16T, fp32T, fp16T}, - {fp32T, fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp16T, fp16T, fp16T, fp32T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.conv2d", - {{{Profile::pro_int}, {{i8T, i8T, i32T, i8T, i8T, i32T, i32T}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i32T, i8T, i8T, i32T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, - {fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, - {fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.conv3d", - {{{Profile::pro_int}, {{i8T, i8T, i32T, i8T, i8T, i32T, i32T}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i32T, i8T, i8T, i32T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, - {fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, - {fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.depthwise_conv2d", - {{{Profile::pro_int}, {{i8T, i8T, i32T, i8T, i8T, i32T, i32T}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i32T, i8T, i8T, i32T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, - {fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, - {fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.matmul", - {{{Profile::pro_int}, {{i8T, i8T, i8T, i8T, i32T}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i8T, i8T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T, fp16T}, - {fp16T, fp16T, fp16T, fp16T, fp32T}, - {fp32T, fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp16T, fp16T, fp16T, fp16T, fp32T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.max_pool2d", - {{{Profile::pro_int}, {{i8T, i8T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, {{{i8T, i8T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.transpose_conv2d", - {{{Profile::pro_int}, {{i8T, i8T, i32T, i8T, i8T, i32T, i32T}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i32T, i8T, i8T, i32T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, - {fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, - {fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T, fp16T, fp16T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp16T, fp16T, fp16T, fp16T, fp16T, fp32T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T, fp32T, fp32T, fp32T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.clamp", - {{{Profile::pro_int}, {{i8T, i8T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.erf", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.sigmoid", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.tanh", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, {{{i8T, i8T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.erf", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.sigmoid", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.tanh", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.add", - {{{Profile::pro_int, Profile::pro_fp}, {{i32T, i32T, i32T}}, anyOf}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.arithmetic_right_shift", {{{Profile::pro_int}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}}}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.bitwise_and", {{{Profile::pro_int}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}}}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.bitwise_or", {{{Profile::pro_int}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}}}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.bitwise_xor", {{{Profile::pro_int}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}}}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.intdiv", - {{{Profile::pro_int, Profile::pro_fp}, {{i32T, i32T, i32T}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.logical_and", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT, boolT}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.logical_left_shift", {{{Profile::pro_int, Profile::pro_fp}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}, anyOf}}}, {"tosa.logical_right_shift", {{{Profile::pro_int, Profile::pro_fp}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}, anyOf}}}, {"tosa.logical_or", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT, boolT}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.logical_xor", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT, boolT}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.maximum", - {{{Profile::pro_int}, {{i32T, i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{Profile::pro_int}, {{{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.minimum", - {{{Profile::pro_int}, {{i32T, i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{Profile::pro_int}, {{{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.mul", - {{{Profile::pro_int}, {{i8T, i8T, i32T}, {i16T, i16T, i32T}}}, - {{Profile::pro_int, Profile::pro_fp}, {{i32T, i32T, i32T}}, anyOf}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{Profile::pro_int}, + {{{i8T, i8T, i32T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_int, Profile::pro_fp}, + {{{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.pow", - {{{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.sub", - {{{Profile::pro_int, Profile::pro_fp}, {{i32T, i32T, i32T}}, anyOf}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, - {"tosa.table", {{{Profile::pro_int}, {{i8T, i8T, i8T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.table", + {{{Profile::pro_int}, {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}}}}}, {"tosa.abs", - {{{Profile::pro_int}, {{i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, {{{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.bitwise_not", - {{{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}}}, - {"tosa.ceil", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.clz", {{{Profile::pro_int}, {{i32T, i32T}}}}}, - {"tosa.cos", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.exp", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.floor", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.log", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.ceil", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.clz", + {{{Profile::pro_int}, {{{i32T, i32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.cos", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.exp", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.floor", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.log", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.logical_not", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.negate", {{{Profile::pro_int}, - {{i8T, i8T, i8T, i8T}, - {i16T, i16T, i16T, i16T}, - {i32T, i32T, i32T, i32T}}}, + {{{i8T, i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T, fp32T}}}}}, + {{{fp16T, fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reciprocal", - {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.rsqrt", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, - {"tosa.sin", {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.rsqrt", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.sin", + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.select", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT, boolT}}, anyOf}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, {{Profile::pro_int}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.equal", - {{{Profile::pro_int}, {{i32T, i32T, boolT}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, boolT}, {fp32T, fp32T, boolT}}}}}, + {{{Profile::pro_int}, + {{{i32T, i32T, boolT}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, boolT}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, boolT}, SpecificationVersion::V_1_0}}}}}, {"tosa.greater", - {{{Profile::pro_int}, {{i32T, i32T, boolT}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, boolT}, {fp32T, fp32T, boolT}}}}}, + {{{Profile::pro_int}, + {{{i32T, i32T, boolT}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, boolT}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, boolT}, SpecificationVersion::V_1_0}}}}}, {"tosa.greater_equal", - {{{Profile::pro_int}, {{i32T, i32T, boolT}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, boolT}, {fp32T, fp32T, boolT}}}}}, + {{{Profile::pro_int}, + {{{i32T, i32T, boolT}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, boolT}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, boolT}, SpecificationVersion::V_1_0}}}}}, {"tosa.reduce_all", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.reduce_any", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}}}, {"tosa.reduce_max", - {{{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reduce_min", - {{{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reduce_product", - {{{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reduce_sum", - {{{Profile::pro_int}, {{i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, {{{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.concat", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}, - {{Profile::pro_int}, {{i8T, i8T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.pad", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT, boolT}}, anyOf}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, {{Profile::pro_int}, - {{i8T, i8T, i8T}, {i16T, i16T, i16T}, {i32T, i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T, fp16T}, {fp32T, fp32T, fp32T}}}}}, + {{{i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reshape", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}, - {{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reverse", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}, - {{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.slice", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}, - {{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.tile", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}, - {{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.transpose", - {{{Profile::pro_int, Profile::pro_fp}, {{boolT, boolT}}, anyOf}, - {{Profile::pro_int}, {{i8T, i8T}, {i16T, i16T}, {i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int, Profile::pro_fp}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}}, + anyOf}, + {{Profile::pro_int}, + {{{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.gather", {{{Profile::pro_int}, - {{i8T, i32T, i8T}, {i16T, i32T, i16T}, {i32T, i32T, i32T}}}, - {{Profile::pro_fp}, {{fp16T, i32T, fp16T}, {fp32T, i32T, fp32T}}}}}, + {{{i8T, i32T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i32T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, i32T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, i32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.scatter", {{{Profile::pro_int}, - {{i8T, i32T, i8T, i8T}, - {i16T, i32T, i16T, i16T}, - {i32T, i32T, i32T, i32T}}}, + {{{i8T, i32T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i32T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}, {{Profile::pro_fp}, - {{fp16T, i32T, fp16T, fp16T}, {fp32T, i32T, fp32T, fp32T}}}}}, + {{{fp16T, i32T, fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, i32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.resize", - {{{Profile::pro_int}, {{i8T, i32T}, {i8T, i8T}}}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{{Profile::pro_int}, + {{{i8T, i32T}, SpecificationVersion::V_1_0}, + {{i8T, i8T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.cast", {{{Profile::pro_int}, - {{boolT, i8T}, - {boolT, i16T}, - {boolT, i32T}, - {i8T, boolT}, - {i8T, i16T}, - {i8T, i32T}, - {i16T, boolT}, - {i16T, i8T}, - {i16T, i32T}, - {i32T, boolT}, - {i32T, i8T}, - {i32T, i16T}}}, - {{Profile::pro_fp}, - {{i8T, fp16T}, - {i8T, fp32T}, - {i16T, fp16T}, - {i16T, fp32T}, - {i32T, fp16T}, - {i32T, fp32T}, - {fp16T, i8T}, - {fp16T, i16T}, - {fp16T, i32T}, - {fp16T, fp32T}, - {fp32T, i8T}, - {fp32T, i16T}, - {fp32T, i32T}, - {fp32T, fp16T}}}}}, + {{{boolT, i8T}, SpecificationVersion::V_1_0}, + {{boolT, i16T}, SpecificationVersion::V_1_0}, + {{boolT, i32T}, SpecificationVersion::V_1_0}, + {{i8T, boolT}, SpecificationVersion::V_1_0}, + {{i8T, i16T}, SpecificationVersion::V_1_0}, + {{i8T, i32T}, SpecificationVersion::V_1_0}, + {{i16T, boolT}, SpecificationVersion::V_1_0}, + {{i16T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i32T}, SpecificationVersion::V_1_0}, + {{i32T, boolT}, SpecificationVersion::V_1_0}, + {{i32T, i8T}, SpecificationVersion::V_1_0}, + {{i32T, i16T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{i8T, fp16T}, SpecificationVersion::V_1_0}, + {{i8T, fp32T}, SpecificationVersion::V_1_0}, + {{i16T, fp16T}, SpecificationVersion::V_1_0}, + {{i16T, fp32T}, SpecificationVersion::V_1_0}, + {{i32T, fp16T}, SpecificationVersion::V_1_0}, + {{i32T, fp32T}, SpecificationVersion::V_1_0}, + {{fp16T, i8T}, SpecificationVersion::V_1_0}, + {{fp16T, i16T}, SpecificationVersion::V_1_0}, + {{fp16T, i32T}, SpecificationVersion::V_1_0}, + {{fp16T, fp32T}, SpecificationVersion::V_1_0}, + {{fp32T, i8T}, SpecificationVersion::V_1_0}, + {{fp32T, i16T}, SpecificationVersion::V_1_0}, + {{fp32T, i32T}, SpecificationVersion::V_1_0}, + {{fp32T, fp16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.rescale", {{{Profile::pro_int}, - {{i8T, i8T, i8T, i8T}, - {i8T, i8T, i16T, i16T}, - {i8T, i8T, i32T, i32T}, - {i16T, i16T, i8T, i8T}, - {i16T, i16T, i16T, i16T}, - {i16T, i16T, i32T, i32T}, - {i32T, i32T, i8T, i8T}, - {i32T, i32T, i16T, i16T}, - {i32T, i32T, i32T, i32T}}}}}, + {{{i8T, i8T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i8T, i8T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i8T, i8T, i32T, i32T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i16T, i16T, i32T, i32T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T, i32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.const", {{{Profile::pro_int, Profile::pro_fp}, - {{boolT}, {i8T}, {i16T}, {i32T}}, + {{{boolT}, SpecificationVersion::V_1_0}, + {{i8T}, SpecificationVersion::V_1_0}, + {{i16T}, SpecificationVersion::V_1_0}, + {{i32T}, SpecificationVersion::V_1_0}}, anyOf}, - {{Profile::pro_fp}, {{fp16T}, {fp32T}}}}}, + {{Profile::pro_fp}, + {{{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.identity", {{{Profile::pro_int, Profile::pro_fp}, - {{boolT, boolT}, {i8T, i8T}, {i16T, i16T}, {i32T, i32T}}, + {{{boolT, boolT}, SpecificationVersion::V_1_0}, + {{i8T, i8T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}, + {{i32T, i32T}, SpecificationVersion::V_1_0}}, anyOf}, - {{Profile::pro_fp}, {{fp16T, fp16T}, {fp32T, fp32T}}}}}, + {{Profile::pro_fp}, + {{{fp16T, fp16T}, SpecificationVersion::V_1_0}, + {{fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.variable", - {{{Profile::pro_int}, {{i8T}}}, {{Profile::pro_fp}, {{fp16T}, {fp32T}}}}}, + {{{Profile::pro_int}, {{{i8T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.variable_write", - {{{Profile::pro_int}, {{i8T}}}, {{Profile::pro_fp}, {{fp16T}, {fp32T}}}}}, + {{{Profile::pro_int}, {{{i8T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.variable_read", - {{{Profile::pro_int}, {{i8T}}}, {{Profile::pro_fp}, {{fp16T}, {fp32T}}}}}, + {{{Profile::pro_int}, {{{i8T}, SpecificationVersion::V_1_0}}}, + {{Profile::pro_fp}, + {{{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, }; extensionComplianceMap = { {"tosa.argmax", - {{{Extension::int16}, {{i16T, i32T}}}, - {{Extension::fp8e4m3}, {{fp8e4m3T, i32T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, i32T}}}, - {{Extension::bf16}, {{bf16T, i32T}}}}}, + {{{Extension::int16}, {{{i16T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e4m3}, {{{fp8e4m3T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, {{{fp8e5m2T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.avg_pool2d", - {{{Extension::int16}, {{i16T, i16T, i16T, i32T, i16T}}}, - {{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T, bf16T, fp32T, bf16T}}}}}, + {{{Extension::int16}, + {{{i16T, i16T, i16T, i32T, i16T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T}, + SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T}, + SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, + {{{bf16T, bf16T, bf16T, fp32T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.conv2d", - {{{Extension::int4}, {{i8T, i4T, i32T, i8T, i4T, i32T, i32T}}}, - {{Extension::int16}, {{i16T, i8T, i48T, i16T, i8T, i48T, i48T}}}, + {{{Extension::int4}, + {{{i8T, i4T, i32T, i8T, i4T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::int16}, + {{{i16T, i8T, i48T, i16T, i8T, i48T, i48T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e4m3}, - {{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}}}, + {{{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e5m2}, - {{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}}}, + {{{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::bf16}, - {{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}}}}}, + {{{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.conv3d", - {{{Extension::int4}, {{i8T, i4T, i32T, i8T, i4T, i32T, i32T}}}, - {{Extension::int16}, {{i16T, i8T, i48T, i16T, i8T, i48T, i48T}}}, + {{{Extension::int4}, + {{{i8T, i4T, i32T, i8T, i4T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::int16}, + {{{i16T, i8T, i48T, i16T, i8T, i48T, i48T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e4m3}, - {{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}}}, + {{{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e5m2}, - {{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}}}, + {{{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::bf16}, - {{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}}}}}, + {{{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.depthwise_conv2d", - {{{Extension::int4}, {{i8T, i4T, i32T, i8T, i4T, i32T, i32T}}}, - {{Extension::int16}, {{i16T, i8T, i48T, i16T, i8T, i48T, i48T}}}, + {{{Extension::int4}, + {{{i8T, i4T, i32T, i8T, i4T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::int16}, + {{{i16T, i8T, i48T, i16T, i8T, i48T, i48T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e4m3}, - {{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}}}, + {{{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e5m2}, - {{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}}}, + {{{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::bf16}, - {{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}}}}}, - {"tosa.fft2d", {{{Extension::fft}, {{fp32T, fp32T, fp32T, fp32T}}}}}, + {{{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}, + SpecificationVersion::V_1_0}}}}}, + {"tosa.fft2d", + {{{Extension::fft}, + {{{fp32T, fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.matmul", - {{{Extension::int16}, {{i16T, i16T, i16T, i16T, i48T}}}, + {{{Extension::int16}, + {{{i16T, i16T, i16T, i16T, i48T}, SpecificationVersion::V_1_0}}}, {{Extension::fp8e4m3}, - {{fp8e4m3T, fp8e4m3T, fp8e4m3T, fp8e4m3T, fp16T}, - {fp8e4m3T, fp8e4m3T, fp8e4m3T, fp8e4m3T, fp32T}}}, + {{{fp8e4m3T, fp8e4m3T, fp8e4m3T, fp8e4m3T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp8e4m3T, fp8e4m3T, fp8e4m3T, fp8e4m3T, fp32T}, + SpecificationVersion::V_1_1_DRAFT}}}, {{Extension::fp8e5m2}, - {{fp8e5m2T, fp8e5m2T, fp8e5m2T, fp8e5m2T, fp16T}, - {fp8e5m2T, fp8e5m2T, fp8e5m2T, fp8e5m2T, fp32T}}}, + {{{fp8e5m2T, fp8e5m2T, fp8e5m2T, fp8e5m2T, fp16T}, + SpecificationVersion::V_1_0}, + {{fp8e5m2T, fp8e5m2T, fp8e5m2T, fp8e5m2T, fp32T}, + SpecificationVersion::V_1_1_DRAFT}}}, {{Extension::fp8e4m3, Extension::fp8e5m2}, - {{fp8e4m3T, fp8e5m2T, fp8e4m3T, fp8e5m2T, fp16T}, - {fp8e4m3T, fp8e5m2T, fp8e4m3T, fp8e5m2T, fp32T}, - {fp8e5m2T, fp8e4m3T, fp8e5m2T, fp8e4m3T, fp16T}, - {fp8e5m2T, fp8e4m3T, fp8e5m2T, fp8e4m3T, fp32T}}, + {{{fp8e4m3T, fp8e5m2T, fp8e4m3T, fp8e5m2T, fp16T}, + SpecificationVersion::V_1_1_DRAFT}, + {{fp8e4m3T, fp8e5m2T, fp8e4m3T, fp8e5m2T, fp32T}, + SpecificationVersion::V_1_1_DRAFT}, + {{fp8e5m2T, fp8e4m3T, fp8e5m2T, fp8e4m3T, fp16T}, + SpecificationVersion::V_1_1_DRAFT}, + {{fp8e5m2T, fp8e4m3T, fp8e5m2T, fp8e4m3T, fp32T}, + SpecificationVersion::V_1_1_DRAFT}}, allOf}, - {{Extension::bf16}, {{bf16T, bf16T, bf16T, bf16T, fp32T}}}}}, + {{Extension::bf16}, + {{{bf16T, bf16T, bf16T, bf16T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.max_pool2d", - {{{Extension::int16}, {{i16T, i16T}}}, - {{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.rfft2d", {{{Extension::fft}, {{fp32T, fp32T, fp32T}}}}}, + {{{Extension::int16}, {{{i16T, i16T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.rfft2d", + {{{Extension::fft}, + {{{fp32T, fp32T, fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.transpose_conv2d", - {{{Extension::int4}, {{i8T, i4T, i32T, i8T, i4T, i32T, i32T}}}, - {{Extension::int16}, {{i16T, i8T, i48T, i16T, i8T, i48T, i48T}}}, + {{{Extension::int4}, + {{{i8T, i4T, i32T, i8T, i4T, i32T, i32T}, SpecificationVersion::V_1_0}}}, + {{Extension::int16}, + {{{i16T, i8T, i48T, i16T, i8T, i48T, i48T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e4m3}, - {{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}}}, + {{{fp8e4m3T, fp8e4m3T, fp16T, fp8e4m3T, fp8e4m3T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::fp8e5m2}, - {{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}}}, + {{{fp8e5m2T, fp8e5m2T, fp16T, fp8e5m2T, fp8e5m2T, fp16T, fp16T}, + SpecificationVersion::V_1_0}}}, {{Extension::bf16}, - {{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}}}}}, + {{{bf16T, bf16T, bf16T, bf16T, bf16T, fp32T, bf16T}, + SpecificationVersion::V_1_0}}}}}, {"tosa.clamp", - {{{Extension::int16}, {{i16T, i16T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.erf", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.sigmoid", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.tanh", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.add", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.maximum", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.minimum", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.mul", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.pow", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.sub", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.table", {{{Extension::int16}, {{i16T, i16T, i32T}}}}}, - {"tosa.abs", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.ceil", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.cos", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.exp", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.floor", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.log", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.negate", {{{Extension::bf16}, {{bf16T, bf16T, bf16T, bf16T}}}}}, - {"tosa.reciprocal", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.rsqrt", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.sin", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.select", {{{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, - {"tosa.equal", {{{Extension::bf16}, {{bf16T, bf16T, boolT}}}}}, - {"tosa.greater", {{{Extension::bf16}, {{bf16T, bf16T, boolT}}}}}, - {"tosa.greater_equal", {{{Extension::bf16}, {{bf16T, bf16T, boolT}}}}}, - {"tosa.reduce_max", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.reduce_min", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.reduce_product", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.reduce_sum", {{{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::int16}, {{{i16T, i16T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.erf", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.sigmoid", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.tanh", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.add", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.maximum", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.minimum", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.mul", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.pow", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.sub", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.table", + {{{Extension::int16}, + {{{i16T, i16T, i32T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.abs", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.ceil", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.cos", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.exp", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.floor", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.log", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.negate", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.reciprocal", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.rsqrt", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.sin", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.select", + {{{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.equal", + {{{Extension::bf16}, + {{{bf16T, bf16T, boolT}, SpecificationVersion::V_1_0}}}}}, + {"tosa.greater", + {{{Extension::bf16}, + {{{bf16T, bf16T, boolT}, SpecificationVersion::V_1_0}}}}}, + {"tosa.greater_equal", + {{{Extension::bf16}, + {{{bf16T, bf16T, boolT}, SpecificationVersion::V_1_0}}}}}, + {"tosa.reduce_max", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.reduce_min", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.reduce_product", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.reduce_sum", + {{{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.concat", - {{{Extension::int16}, {{i16T, i16T}}}, - {{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::int16}, {{{i16T, i16T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.pad", - {{{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, + {{{bf16T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reshape", - {{{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.reverse", - {{{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.slice", - {{{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.tile", - {{{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.transpose", - {{{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.gather", - {{{Extension::fp8e4m3}, {{fp8e4m3T, i32T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, i32T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, i32T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, i32T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, i32T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, + {{{bf16T, i32T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.scatter", - {{{Extension::fp8e4m3}, {{fp8e4m3T, i32T, fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, i32T, fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, i32T, bf16T, bf16T}}}}}, + {{{Extension::fp8e4m3}, + {{{fp8e4m3T, i32T, fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, i32T, fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, + {{{bf16T, i32T, bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.resize", - {{{Extension::int16}, {{i16T, i48T}, {i16T, i16T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, + {{{Extension::int16}, + {{{i16T, i48T}, SpecificationVersion::V_1_0}, + {{i16T, i16T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.cast", {{{Extension::bf16}, - {{i8T, bf16T}, - {i16T, bf16T}, - {i32T, bf16T}, - {bf16T, i8T}, - {bf16T, i16T}, - {bf16T, i32T}, - {bf16T, fp32T}, - {fp32T, bf16T}}}, + {{{i8T, bf16T}, SpecificationVersion::V_1_0}, + {{i16T, bf16T}, SpecificationVersion::V_1_0}, + {{i32T, bf16T}, SpecificationVersion::V_1_0}, + {{bf16T, i8T}, SpecificationVersion::V_1_0}, + {{bf16T, i16T}, SpecificationVersion::V_1_0}, + {{bf16T, i32T}, SpecificationVersion::V_1_0}, + {{bf16T, fp32T}, SpecificationVersion::V_1_0}, + {{fp32T, bf16T}, SpecificationVersion::V_1_0}}}, {{Extension::bf16, Extension::fp8e4m3}, - {{bf16T, fp8e4m3T}, {fp8e4m3T, bf16T}}, + {{{bf16T, fp8e4m3T}, SpecificationVersion::V_1_0}, + {{fp8e4m3T, bf16T}, SpecificationVersion::V_1_0}}, allOf}, {{Extension::bf16, Extension::fp8e5m2}, - {{bf16T, fp8e5m2T}, {fp8e5m2T, bf16T}}, + {{{bf16T, fp8e5m2T}, SpecificationVersion::V_1_0}, + {{fp8e5m2T, bf16T}, SpecificationVersion::V_1_0}}, allOf}, {{Extension::fp8e4m3}, - {{fp8e4m3T, fp16T}, - {fp8e4m3T, fp32T}, - {fp16T, fp8e4m3T}, - {fp32T, fp8e4m3T}}}, + {{{fp8e4m3T, fp16T}, SpecificationVersion::V_1_0}, + {{fp8e4m3T, fp32T}, SpecificationVersion::V_1_0}, + {{fp16T, fp8e4m3T}, SpecificationVersion::V_1_0}, + {{fp32T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, {{Extension::fp8e5m2}, - {{fp8e5m2T, fp16T}, - {fp8e5m2T, fp32T}, - {fp16T, fp8e5m2T}, - {fp32T, fp8e5m2T}}}}}, + {{{fp8e5m2T, fp16T}, SpecificationVersion::V_1_0}, + {{fp8e5m2T, fp32T}, SpecificationVersion::V_1_0}, + {{fp16T, fp8e5m2T}, SpecificationVersion::V_1_0}, + {{fp32T, fp8e5m2T}, SpecificationVersion::V_1_0}}}}}, {"tosa.rescale", {{{Extension::int16}, - {{i48T, i48T, i8T, i8T}, - {i48T, i48T, i16T, i16T}, - {i48T, i48T, i32T, i32T}}}}}, + {{{i48T, i48T, i8T, i8T}, SpecificationVersion::V_1_0}, + {{i48T, i48T, i16T, i16T}, SpecificationVersion::V_1_0}, + {{i48T, i48T, i32T, i32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.const", - {{{Extension::int4}, {{i4T}}}, - {{Extension::int16}, {{i48T}}}, - {{Extension::fp8e4m3}, {{fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T}}}}}, + {{{Extension::int4}, {{{i4T}, SpecificationVersion::V_1_0}}}, + {{Extension::int16}, {{{i48T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e4m3}, {{{fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, {{{fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T}, SpecificationVersion::V_1_0}}}}}, {"tosa.identity", - {{{Extension::int4}, {{i4T, i4T}}}, - {{Extension::int16}, {{i48T, i48T}}}, - {{Extension::fp8e4m3}, {{fp8e4m3T, fp8e4m3T}}}, - {{Extension::fp8e5m2}, {{fp8e5m2T, fp8e5m2T}}}, - {{Extension::bf16}, {{bf16T, bf16T}}}}}, - {"tosa.variable", {{{Extension::variable}, {{i8T}, {fp16T}, {fp32T}}}}}, + {{{Extension::int4}, {{{i4T, i4T}, SpecificationVersion::V_1_0}}}, + {{Extension::int16}, {{{i48T, i48T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e4m3}, + {{{fp8e4m3T, fp8e4m3T}, SpecificationVersion::V_1_0}}}, + {{Extension::fp8e5m2}, + {{{fp8e5m2T, fp8e5m2T}, SpecificationVersion::V_1_0}}}, + {{Extension::bf16}, {{{bf16T, bf16T}, SpecificationVersion::V_1_0}}}}}, + {"tosa.variable", + {{{Extension::variable}, + {{{i8T}, SpecificationVersion::V_1_0}, + {{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.variable_write", - {{{Extension::variable}, {{i8T}, {fp16T}, {fp32T}}}}}, + {{{Extension::variable}, + {{{i8T}, SpecificationVersion::V_1_0}, + {{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, {"tosa.variable_read", - {{{Extension::variable}, {{i8T}, {fp16T}, {fp32T}}}}}, + {{{Extension::variable}, + {{{i8T}, SpecificationVersion::V_1_0}, + {{fp16T}, SpecificationVersion::V_1_0}, + {{fp32T}, SpecificationVersion::V_1_0}}}}}, }; + // End of auto-generated metadata diff --git a/mlir/include/mlir/Dialect/Tosa/IR/TosaOpBase.td b/mlir/include/mlir/Dialect/Tosa/IR/TosaOpBase.td index 38cb2936ad8d9..8376a4c87dbf2 100644 --- a/mlir/include/mlir/Dialect/Tosa/IR/TosaOpBase.td +++ b/mlir/include/mlir/Dialect/Tosa/IR/TosaOpBase.td @@ -221,7 +221,7 @@ class Tosa_I32EnumAttr; -def Tosa_LVL_NONE : I32EnumAttrCase<"none", 0>; -def Tosa_LVL_8K : I32EnumAttrCase<"eightK", 1, "8k">; - -def Tosa_LevelAttr - : Tosa_I32EnumAttr<"Level", "supported TOSA levels", "level", [Tosa_LVL_NONE, Tosa_LVL_8K]>; - // The base class for defining op availability dimensions. class Availability { // The following are fields for controlling the generated C++ OpInterface. @@ -404,18 +398,41 @@ class Extension extensions> : Availability { let instance = "ref"; } +//===----------------------------------------------------------------------===// +// TOSA Levels +//===----------------------------------------------------------------------===// + +def Tosa_LVL_NONE : I32EnumAttrCase<"none", 0>; +def Tosa_LVL_8K : I32EnumAttrCase<"eightK", 1, "8k">; + +def Tosa_LevelAttr + : Tosa_I32EnumAttr<"Level", "supported TOSA levels", "level", [Tosa_LVL_NONE, Tosa_LVL_8K]>; + +//===----------------------------------------------------------------------===// +// TOSA Specification versions +//===----------------------------------------------------------------------===// + +def Tosa_V_1_0 : I32EnumAttrCase<"V_1_0", 0, "1.0">; +def Tosa_V_1_1_DRAFT : I32EnumAttrCase<"V_1_1_DRAFT", 1, "1.1.draft">; + +def Tosa_SpecificationVersion : Tosa_I32EnumAttr< + "SpecificationVersion", "TOSA specification version", "specification_version", + [Tosa_V_1_0, Tosa_V_1_1_DRAFT]>; + //===----------------------------------------------------------------------===// // TOSA target environment. //===----------------------------------------------------------------------===// def Tosa_TargetEnv : Tosa_Attr<"TargetEnv", "target_env"> { let summary = "Target environment information."; let parameters = ( ins + "SpecificationVersion": $specification_version, "Level": $level, ArrayRefParameter<"Profile">: $profiles, ArrayRefParameter<"Extension">: $extensions ); - let assemblyFormat = "`<` `level` `=` $level `,` `profiles` `=` `[` $profiles `]` `,` " + let assemblyFormat = "`<` `specification_version` `=` $specification_version `,` " + "`level` `=` $level `,` `profiles` `=` `[` $profiles `]` `,` " "`extensions` `=` `[` $extensions `]` `>`"; } diff --git a/mlir/include/mlir/Dialect/Tosa/IR/TosaProfileCompliance.h b/mlir/include/mlir/Dialect/Tosa/IR/TosaProfileCompliance.h index 8f5c72bc5f7a9..7b946ad6c6a89 100644 --- a/mlir/include/mlir/Dialect/Tosa/IR/TosaProfileCompliance.h +++ b/mlir/include/mlir/Dialect/Tosa/IR/TosaProfileCompliance.h @@ -36,12 +36,15 @@ enum CheckCondition { allOf }; +using VersionedTypeInfo = + std::pair, SpecificationVersion>; + template struct OpComplianceInfo { // Certain operations require multiple modes enabled. // e.g. cast bf16 to fp8e4m3 requires EXT-BF16 and EXT-FP8E4M3. SmallVector mode; - SmallVector> operandTypeInfoSet; + SmallVector operandTypeInfoSet; CheckCondition condition = CheckCondition::anyOf; }; @@ -130,9 +133,8 @@ class TosaProfileCompliance { // Find the required profiles or extensions from the compliance info according // to the operand type combination. template - SmallVector findMatchedProfile(Operation *op, - SmallVector> compInfo, - CheckCondition &condition); + OpComplianceInfo + findMatchedEntry(Operation *op, SmallVector> compInfo); SmallVector getCooperativeProfiles(Extension ext) { switch (ext) { @@ -168,8 +170,7 @@ class TosaProfileCompliance { private: template - FailureOr> getOperatorDefinition(Operation *op, - CheckCondition &condition); + FailureOr> getOperatorDefinition(Operation *op); OperationProfileComplianceMap profileComplianceMap; OperationExtensionComplianceMap extensionComplianceMap; diff --git a/mlir/include/mlir/Dialect/Tosa/Transforms/Passes.td b/mlir/include/mlir/Dialect/Tosa/Transforms/Passes.td index 6ae19d81e0820..14b00b04ccc18 100644 --- a/mlir/include/mlir/Dialect/Tosa/Transforms/Passes.td +++ b/mlir/include/mlir/Dialect/Tosa/Transforms/Passes.td @@ -137,6 +137,13 @@ def TosaAttachTarget : Pass<"tosa-attach-target", "ModuleOp"> { ]; let options = [ + Option<"specificationVersion", "specification_version", "mlir::tosa::SpecificationVersion", + /*default=*/"mlir::tosa::SpecificationVersion::V_1_0", + "The specification version that TOSA operators should conform to.", + [{::llvm::cl::values( + clEnumValN(mlir::tosa::SpecificationVersion::V_1_0, "1.0", "TOSA Specification version 1.0"), + clEnumValN(mlir::tosa::SpecificationVersion::V_1_1_DRAFT, "1.1.draft", "TOSA Specification version 1.1.draft") + )}]>, Option<"level", "level", "mlir::tosa::Level", /*default=*/"mlir::tosa::Level::eightK", "The TOSA level that operators should conform to. A TOSA level defines " diff --git a/mlir/lib/Dialect/Tosa/IR/TargetEnv.cpp b/mlir/lib/Dialect/Tosa/IR/TargetEnv.cpp index 5aad67173cc61..1cba1bb540c02 100644 --- a/mlir/lib/Dialect/Tosa/IR/TargetEnv.cpp +++ b/mlir/lib/Dialect/Tosa/IR/TargetEnv.cpp @@ -7,6 +7,7 @@ //===----------------------------------------------------------------------===// #include "mlir/Dialect/Tosa/IR/TargetEnv.h" +#include "llvm/Support/FormatVariadic.h" namespace mlir { namespace tosa { @@ -27,7 +28,7 @@ TargetEnvAttr lookupTargetEnv(Operation *op) { } TargetEnvAttr getDefaultTargetEnv(MLIRContext *context) { - return TargetEnvAttr::get(context, Level::eightK, + return TargetEnvAttr::get(context, SpecificationVersion::V_1_0, Level::eightK, {Profile::pro_int, Profile::pro_fp}, {}); } @@ -38,5 +39,9 @@ TargetEnvAttr lookupTargetEnvOrDefault(Operation *op) { return getDefaultTargetEnv(op->getContext()); } +llvm::SmallString<4> stringifyVersion(TosaSpecificationVersion version) { + return llvm::formatv("{0}.{1}", version.getMajor(), version.getMinor()); +} + } // namespace tosa } // namespace mlir diff --git a/mlir/lib/Dialect/Tosa/Transforms/TosaAttachTarget.cpp b/mlir/lib/Dialect/Tosa/Transforms/TosaAttachTarget.cpp index bcb880a808b36..a0661e4ee0bd2 100644 --- a/mlir/lib/Dialect/Tosa/Transforms/TosaAttachTarget.cpp +++ b/mlir/lib/Dialect/Tosa/Transforms/TosaAttachTarget.cpp @@ -61,8 +61,8 @@ class TosaAttachTarget ModuleOp mod = getOperation(); MLIRContext *ctx = &getContext(); - const auto targetEnvAttr = - TargetEnvAttr::get(ctx, level, selectedProfiles, selectedExtensions); + const auto targetEnvAttr = TargetEnvAttr::get( + ctx, specificationVersion, level, selectedProfiles, selectedExtensions); mod->setAttr(TargetEnvAttr::name, targetEnvAttr); } diff --git a/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp b/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp index 20f9333e7c951..8c922e02f317b 100644 --- a/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp +++ b/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp @@ -335,16 +335,15 @@ LogicalResult ProfileInfoDepot::populatationDispatch(Operation *op) { //===----------------------------------------------------------------------===// template -FailureOr> -TosaProfileCompliance::getOperatorDefinition(Operation *op, - CheckCondition &condition) { +FailureOr> +TosaProfileCompliance::getOperatorDefinition(Operation *op) { const std::string opName = op->getName().getStringRef().str(); const auto complianceMap = getProfileComplianceMap(); const auto it = complianceMap.find(opName); if (it == complianceMap.end()) return {}; - return findMatchedProfile(op, it->second, condition); + return findMatchedEntry(op, it->second); } template @@ -356,22 +355,21 @@ LogicalResult TosaProfileCompliance::checkProfileOrExtension( if (specRequiredModeSet.size() == 0) return success(); - CheckCondition condition = CheckCondition::invalid; - const auto maybeOpRequiredMode = getOperatorDefinition(op, condition); - if (failed(maybeOpRequiredMode)) { + const auto maybeOpDefinition = getOperatorDefinition(op); + if (failed(maybeOpDefinition)) { // Operators such as control-flow and shape ops do not have an operand type // restriction. When the profile compliance information of operation is not // found, confirm if the target have enabled the profile required from the // specification. - int mode_count = 0; + int modeCount = 0; for (const auto &cands : specRequiredModeSet) { if (targetEnv.allowsAnyOf(cands)) return success(); - mode_count += cands.size(); + modeCount += cands.size(); } op->emitOpError() << "illegal: requires" - << (mode_count > 1 ? " any of " : " ") << "[" + << (modeCount > 1 ? " any of " : " ") << "[" << llvm::join(stringifyProfile(specRequiredModeSet), ", ") << "] but not enabled in target\n"; @@ -381,7 +379,10 @@ LogicalResult TosaProfileCompliance::checkProfileOrExtension( // Find the required profiles or extensions according to the operand type // combination. - const auto opRequiredMode = maybeOpRequiredMode.value(); + const auto opDefinition = maybeOpDefinition.value(); + const SmallVector opRequiredMode = opDefinition.mode; + const CheckCondition condition = opDefinition.condition; + if (opRequiredMode.size() == 0) { // No matched restriction found. return success(); @@ -437,6 +438,21 @@ LogicalResult TosaProfileCompliance::checkProfileOrExtension( } } + // Ensure the matched op compliance version does not exceed the target + // specification version. + const VersionedTypeInfo versionedTypeInfo = + opDefinition.operandTypeInfoSet[0]; + const TosaSpecificationVersion complianceVersion{versionedTypeInfo.second}; + const TosaSpecificationVersion targetVersion{targetEnv.getSpecVersion()}; + if (!targetVersion.isBackwardsCompatibleWith(complianceVersion)) { + op->emitOpError() << "illegal: requires the target specification version (" + << stringifyVersion(targetVersion) + << ") be backwards compatible with the op compliance " + "specification version (" + << stringifyVersion(complianceVersion) << ")\n"; + return failure(); + } + return success(); } @@ -461,14 +477,14 @@ TosaProfileCompliance::checkExtension(Operation *op, } LogicalResult TosaProfileCompliance::checkInvalid(Operation *op) { - CheckCondition condition = CheckCondition::invalid; - const auto maybeProfDef = getOperatorDefinition(op, condition); - const auto maybeExtDef = getOperatorDefinition(op, condition); + const auto maybeProfDef = getOperatorDefinition(op); + const auto maybeExtDef = getOperatorDefinition(op); if (failed(maybeProfDef) && failed(maybeExtDef)) return success(); - const bool hasEntry = (succeeded(maybeProfDef) && !maybeProfDef->empty()) || - (succeeded(maybeExtDef) && !maybeExtDef->empty()); + const bool hasEntry = + (succeeded(maybeProfDef) && !maybeProfDef->mode.empty()) || + (succeeded(maybeExtDef) && !maybeExtDef->mode.empty()); if (!hasEntry) { std::string message; llvm::raw_string_ostream os(message); @@ -488,7 +504,9 @@ LogicalResult TosaProfileCompliance::checkInvalid(Operation *op) { SmallVector bestTypeInfo; const auto searchBestMatch = [&](auto map) { for (const auto &complianceInfos : map[opName]) { - for (const auto &typeInfos : complianceInfos.operandTypeInfoSet) { + for (const auto &versionedTypeInfos : + complianceInfos.operandTypeInfoSet) { + const SmallVector typeInfos = versionedTypeInfos.first; const int matches = llvm::count_if( llvm::zip_equal(current, typeInfos), [&](const auto zipType) { return isSameTypeInfo(std::get<0>(zipType), @@ -520,9 +538,8 @@ LogicalResult TosaProfileCompliance::checkInvalid(Operation *op) { // Find the profiles or extensions requirement according to the signature of // type of the operand list. template -SmallVector TosaProfileCompliance::findMatchedProfile( - Operation *op, SmallVector> compInfo, - CheckCondition &condition) { +OpComplianceInfo TosaProfileCompliance::findMatchedEntry( + Operation *op, SmallVector> compInfo) { assert(compInfo.size() != 0 && "profile-based compliance information is empty"); @@ -533,27 +550,30 @@ SmallVector TosaProfileCompliance::findMatchedProfile( return {}; for (size_t i = 0; i < compInfo.size(); i++) { - SmallVector> sets = compInfo[i].operandTypeInfoSet; - for (SmallVector expected : sets) { + SmallVector sets = compInfo[i].operandTypeInfoSet; + for (const auto &set : sets) { + SmallVector expected = set.first; assert(present.size() == expected.size() && "the entries for profile-based compliance do not match between " "the generated metadata and the type definition retrieved from " " the operation"); - bool is_found = true; + bool isFound = true; // Compare the type signature between the given operation and the // compliance metadata. for (size_t j = 0; j < expected.size(); j++) { if (!isSameTypeInfo(present[j], expected[j])) { // Verify the next mode set from the list. - is_found = false; + isFound = false; break; } } - if (is_found == true) { - condition = compInfo[i].condition; - return compInfo[i].mode; + if (isFound == true) { + SmallVector typeInfoSet{set}; + OpComplianceInfo info{compInfo[i].mode, typeInfoSet, + compInfo[i].condition}; + return info; } } } diff --git a/mlir/test/Dialect/Tosa/tosa-attach-target.mlir b/mlir/test/Dialect/Tosa/tosa-attach-target.mlir index d6c886c44b013..a0c59c0c4bb3b 100644 --- a/mlir/test/Dialect/Tosa/tosa-attach-target.mlir +++ b/mlir/test/Dialect/Tosa/tosa-attach-target.mlir @@ -1,12 +1,14 @@ // RUN: mlir-opt %s -split-input-file -tosa-attach-target="profiles=pro_int,pro_fp extensions=int16,int4,bf16,fp8e4m3,fp8e5m2,fft,variable,controlflow,doubleround,inexactround,dynamic level=none" | FileCheck %s --check-prefix=CHECK-ALL // RUN: mlir-opt %s -split-input-file -tosa-attach-target="level=8k" | FileCheck %s --check-prefix=CHECK-LVL-8K // RUN: mlir-opt %s -split-input-file -tosa-attach-target | FileCheck %s --check-prefix=CHECK-DEFAULT +// RUN: mlir-opt %s -split-input-file -tosa-attach-target="specification_version=1.1.draft" | FileCheck %s --check-prefix=CHECK-VERSION-1P1 // ----- -// CHECK-ALL: module attributes {tosa.target_env = #tosa.target_env} -// CHECK-LVL-8K: module attributes {tosa.target_env = #tosa.target_env} -// CHECK-DEFAULT: module attributes {tosa.target_env = #tosa.target_env} +// CHECK-ALL: module attributes {tosa.target_env = #tosa.target_env} +// CHECK-LVL-8K: module attributes {tosa.target_env = #tosa.target_env} +// CHECK-DEFAULT: module attributes {tosa.target_env = #tosa.target_env} +// CHECK-VERSION-1P1: module attributes {tosa.target_env = #tosa.target_env} // CHECK-LABEL: test_simple func.func @test_simple(%arg0 : tensor<1x1x1x1xf32>, %arg1 : tensor<1x1x1x1xf32>) -> tensor<1x1x1x1xf32> { %1 = tosa.add %arg0, %arg1 : (tensor<1x1x1x1xf32>, tensor<1x1x1x1xf32>) -> tensor<1x1x1x1xf32> diff --git a/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir b/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir new file mode 100644 index 0000000000000..d4b5b75fbf9fd --- /dev/null +++ b/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir @@ -0,0 +1,21 @@ +// RUN: mlir-opt %s -split-input-file -verify-diagnostics -tosa-attach-target="specification_version=1.0 profiles=pro_int,pro_fp extensions=int16,int4,bf16,fp8e4m3,fp8e5m2,fft,variable,controlflow,dynamic,doubleround,inexactround" -tosa-validate="strict-op-spec-alignment" + +// ----- + +func.func @test_matmul_fp8_mixed_precision_operands(%arg0: tensor<1x14x19xf8E4M3FN>, %arg1: tensor<1x19x28xf8E5M2>) -> tensor<1x14x28xf16> { + %azp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> + %bzp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E5M2>}> : () -> tensor<1xf8E5M2> + // expected-error@+1 {{'tosa.matmul' op illegal: requires the target specification version (1.0) be backwards compatible with the op compliance specification version (1.1)}} + %0 = tosa.matmul %arg0, %arg1, %azp0, %bzp0 : (tensor<1x14x19xf8E4M3FN>, tensor<1x19x28xf8E5M2>, tensor<1xf8E4M3FN>, tensor<1xf8E5M2>) -> tensor<1x14x28xf16> + return %0 : tensor<1x14x28xf16> +} + +// ----- + +func.func @test_matmul_fp8_input_fp32_acc_type(%arg0: tensor<1x14x19xf8E4M3FN>, %arg1: tensor<1x19x28xf8E4M3FN>) -> tensor<1x14x28xf32> { + %azp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> + %bzp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> + // expected-error@+1 {{'tosa.matmul' op illegal: requires the target specification version (1.0) be backwards compatible with the op compliance specification version (1.1)}} + %0 = tosa.matmul %arg0, %arg1, %azp0, %bzp0 : (tensor<1x14x19xf8E4M3FN>, tensor<1x19x28xf8E4M3FN>, tensor<1xf8E4M3FN>, tensor<1xf8E4M3FN>) -> tensor<1x14x28xf32> + return %0 : tensor<1x14x28xf32> +} diff --git a/mlir/test/Dialect/Tosa/tosa-validation-version-1p1-valid.mlir b/mlir/test/Dialect/Tosa/tosa-validation-version-1p1-valid.mlir new file mode 100644 index 0000000000000..81645092bf195 --- /dev/null +++ b/mlir/test/Dialect/Tosa/tosa-validation-version-1p1-valid.mlir @@ -0,0 +1,20 @@ +// RUN: mlir-opt %s -split-input-file -verify-diagnostics -tosa-attach-target="specification_version=1.1.draft profiles=pro_int,pro_fp extensions=int16,int4,bf16,fp8e4m3,fp8e5m2,fft,variable,controlflow,doubleround,inexactround" -tosa-validate="strict-op-spec-alignment" | FileCheck %s + +// ----- + +func.func @test_matmul_fp8_mixed_precision_operands(%arg0: tensor<1x14x19xf8E4M3FN>, %arg1: tensor<1x19x28xf8E5M2>) -> tensor<1x14x28xf16> { + %azp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> + %bzp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E5M2>}> : () -> tensor<1xf8E5M2> + %0 = tosa.matmul %arg0, %arg1, %azp0, %bzp0 : (tensor<1x14x19xf8E4M3FN>, tensor<1x19x28xf8E5M2>, tensor<1xf8E4M3FN>, tensor<1xf8E5M2>) -> tensor<1x14x28xf16> + return %0 : tensor<1x14x28xf16> +} + +// ----- + +// CHECK-LABEL: test_matmul_fp8_input_fp32_acc_type +func.func @test_matmul_fp8_input_fp32_acc_type(%arg0: tensor<1x14x19xf8E4M3FN>, %arg1: tensor<1x19x28xf8E4M3FN>) -> tensor<1x14x28xf32> { + %azp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> + %bzp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> + %0 = tosa.matmul %arg0, %arg1, %azp0, %bzp0 : (tensor<1x14x19xf8E4M3FN>, tensor<1x19x28xf8E4M3FN>, tensor<1xf8E4M3FN>, tensor<1xf8E4M3FN>) -> tensor<1x14x28xf32> + return %0 : tensor<1x14x28xf32> +} From ab5b97136f4116aea6681f576ea64089ef18c911 Mon Sep 17 00:00:00 2001 From: Luke Hutton Date: Wed, 8 Oct 2025 11:58:57 +0100 Subject: [PATCH 2/2] reword error message Change-Id: I693dd3458c68169548e8b28714c0b5df1ebb1dae --- mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp | 4 ++-- .../Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp b/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp index 8c922e02f317b..f072e3eff1975 100644 --- a/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp +++ b/mlir/lib/Dialect/Tosa/Transforms/TosaProfileCompliance.cpp @@ -445,9 +445,9 @@ LogicalResult TosaProfileCompliance::checkProfileOrExtension( const TosaSpecificationVersion complianceVersion{versionedTypeInfo.second}; const TosaSpecificationVersion targetVersion{targetEnv.getSpecVersion()}; if (!targetVersion.isBackwardsCompatibleWith(complianceVersion)) { - op->emitOpError() << "illegal: requires the target specification version (" + op->emitOpError() << "illegal: the target specification version (" << stringifyVersion(targetVersion) - << ") be backwards compatible with the op compliance " + << ") is not backwards compatible with the op compliance " "specification version (" << stringifyVersion(complianceVersion) << ")\n"; return failure(); diff --git a/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir b/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir index d4b5b75fbf9fd..51089df238b84 100644 --- a/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir +++ b/mlir/test/Dialect/Tosa/tosa-validation-version-1p0-invalid.mlir @@ -5,7 +5,7 @@ func.func @test_matmul_fp8_mixed_precision_operands(%arg0: tensor<1x14x19xf8E4M3FN>, %arg1: tensor<1x19x28xf8E5M2>) -> tensor<1x14x28xf16> { %azp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> %bzp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E5M2>}> : () -> tensor<1xf8E5M2> - // expected-error@+1 {{'tosa.matmul' op illegal: requires the target specification version (1.0) be backwards compatible with the op compliance specification version (1.1)}} + // expected-error@+1 {{'tosa.matmul' op illegal: the target specification version (1.0) is not backwards compatible with the op compliance specification version (1.1)}} %0 = tosa.matmul %arg0, %arg1, %azp0, %bzp0 : (tensor<1x14x19xf8E4M3FN>, tensor<1x19x28xf8E5M2>, tensor<1xf8E4M3FN>, tensor<1xf8E5M2>) -> tensor<1x14x28xf16> return %0 : tensor<1x14x28xf16> } @@ -15,7 +15,7 @@ func.func @test_matmul_fp8_mixed_precision_operands(%arg0: tensor<1x14x19xf8E4M3 func.func @test_matmul_fp8_input_fp32_acc_type(%arg0: tensor<1x14x19xf8E4M3FN>, %arg1: tensor<1x19x28xf8E4M3FN>) -> tensor<1x14x28xf32> { %azp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> %bzp0 = "tosa.const"() <{values = dense<0.0> : tensor<1xf8E4M3FN>}> : () -> tensor<1xf8E4M3FN> - // expected-error@+1 {{'tosa.matmul' op illegal: requires the target specification version (1.0) be backwards compatible with the op compliance specification version (1.1)}} + // expected-error@+1 {{'tosa.matmul' op illegal: the target specification version (1.0) is not backwards compatible with the op compliance specification version (1.1)}} %0 = tosa.matmul %arg0, %arg1, %azp0, %bzp0 : (tensor<1x14x19xf8E4M3FN>, tensor<1x19x28xf8E4M3FN>, tensor<1xf8E4M3FN>, tensor<1xf8E4M3FN>) -> tensor<1x14x28xf32> return %0 : tensor<1x14x28xf32> }