Represents per-axis (also known as per-channel quantization). More...
#include "mlir/Dialect/Quant/QuantTypes.h"
Inheritance diagram for mlir::quant::UniformQuantizedPerAxisType:
Public Types | |
| using | Base = StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits... > |
| Utility declarations for the concrete attribute class. More... | |
| Public Types inherited from mlir::detail::StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits > | |
| using | Base = StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits... > |
| Utility declarations for the concrete attribute class. More... | |
| using | ImplType = StorageT |
| using | HasTraitFn = bool(*)(TypeID) |
Public Member Functions | |
| ArrayRef< double > | getScales () const |
| Gets the quantization scales. More... | |
| ArrayRef< int64_t > | getZeroPoints () const |
| Gets the storage values corresponding to the real value 0 in the affine equation. More... | |
| int32_t | getQuantizedDimension () const |
| Specifies the dimension of the Tensor's shape that the scales and zero_points correspond to. More... | |
| bool | isFixedPoint () const |
| Fixed point values are real numbers divided by a scale. More... | |
| Public Member Functions inherited from mlir::detail::StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits > | |
| ImplType * | getImpl () const |
| Utility for easy access to the storage instance. More... | |
Static Public Member Functions | |
| static UniformQuantizedPerAxisType | get (unsigned flags, Type storageType, Type expressedType, ArrayRef< double > scales, ArrayRef< int64_t > zeroPoints, int32_t quantizedDimension, int64_t storageTypeMin, int64_t storageTypeMax) |
| Gets an instance of the type with all parameters specified but not checked. More... | |
| static UniformQuantizedPerAxisType | getChecked (function_ref< InFlightDiagnostic()> emitError, unsigned flags, Type storageType, Type expressedType, ArrayRef< double > scales, ArrayRef< int64_t > zeroPoints, int32_t quantizedDimension, int64_t storageTypeMin, int64_t storageTypeMax) |
| Gets an instance of the type with all specified parameters checked. More... | |
| static LogicalResult | verify (function_ref< InFlightDiagnostic()> emitError, unsigned flags, Type storageType, Type expressedType, ArrayRef< double > scales, ArrayRef< int64_t > zeroPoints, int32_t quantizedDimension, int64_t storageTypeMin, int64_t storageTypeMax) |
| Verifies construction invariants and issues errors/warnings. More... | |
| template<typename... Args> | |
| static ConcreteT | getChecked (const Location &loc, Args &&...args) |
| Get or create a new ConcreteT instance within the ctx, defined at the given, potentially unknown, location. More... | |
| template<typename... Args> | |
| static ConcreteT | getChecked (function_ref< InFlightDiagnostic()> emitErrorFn, MLIRContext *ctx, Args... args) |
| Get or create a new ConcreteT instance within the ctx. More... | |
| Static Public Member Functions inherited from mlir::detail::StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits > | |
| static TypeID | getTypeID () |
| Return a unique identifier for the concrete type. More... | |
| template<typename T > | |
| static bool | classof (T val) |
| Provide an implementation of 'classof' that compares the type id of the provided value with that of the concrete type. More... | |
| static detail::InterfaceMap | getInterfaceMap () |
| Returns an interface map for the interfaces registered to this storage user. More... | |
| static HasTraitFn | getHasTraitFn () |
| Returns the function that returns true if the given Trait ID matches the IDs of any of the traits defined by the storage user. More... | |
| static auto | getWalkImmediateSubElementsFn () |
| Returns a function that walks immediate sub elements of a given instance of the storage user. More... | |
| static auto | getReplaceImmediateSubElementsFn () |
| Returns a function that replaces immediate sub elements of a given instance of the storage user. More... | |
| template<typename... IfaceModels> | |
| static void | attachInterface (MLIRContext &context) |
| Attach the given models as implementations of the corresponding interfaces for the concrete storage user class. More... | |
| template<typename... Args> | |
| static ConcreteT | get (MLIRContext *ctx, Args &&...args) |
| Get or create a new ConcreteT instance within the ctx. More... | |
| template<typename... Args> | |
| static ConcreteT | getChecked (const Location &loc, Args &&...args) |
| Get or create a new ConcreteT instance within the ctx, defined at the given, potentially unknown, location. More... | |
| template<typename... Args> | |
| static ConcreteT | getChecked (function_ref< InFlightDiagnostic()> emitErrorFn, MLIRContext *ctx, Args... args) |
| Get or create a new ConcreteT instance within the ctx. More... | |
| static ConcreteT | getFromOpaquePointer (const void *ptr) |
| Get an instance of the concrete type from a void pointer. More... | |
Static Public Attributes | |
| static constexpr StringLiteral | name = "quant.uniform_per_axis" |
Additional Inherited Members | |
| Protected Member Functions inherited from mlir::detail::StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits > | |
| template<typename... Args> | |
| LogicalResult | mutate (Args &&...args) |
| Mutate the current storage instance. More... | |
| Static Protected Member Functions inherited from mlir::detail::StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits > | |
| template<typename... Args> | |
| static LogicalResult | verify (Args... args) |
| Default implementation that just returns success. More... | |
Detailed Description
Represents per-axis (also known as per-channel quantization).
Syntax synopsis: Per-axis, all parameters expressed: !quant<uniform[StorageType:ExpressedType:QuantizedDim]{QuantParams}> Per-axis, optional parameters omitted: !quant<uniform[StorageType]{Scale}>
StorageType: 'i'|'u' NumBits ExpressedType: 'f16', 'f32', 'bf16', 'f64' QuantizedDim: An integer value QuantParams: (Scale ':' ZeroPoint)+ Scale: A legal double value ZeroPoint: An integer value
Definition at line 315 of file QuantTypes.h.
Member Typedef Documentation
◆ Base
| using mlir::detail::StorageUserBase< ConcreteT, BaseT, StorageT, UniquerT, Traits >::Base = StorageUserBase<ConcreteT, BaseT, StorageT, UniquerT, Traits...> |
Utility declarations for the concrete attribute class.
Definition at line 101 of file StorageUniquerSupport.h.
Member Function Documentation
◆ get()
|
static |
Gets an instance of the type with all parameters specified but not checked.
Definition at line 304 of file QuantTypes.cpp.
References mlir::get(), and mlir::Type::getContext().
Referenced by mlirUniformQuantizedPerAxisTypeGet().
◆ getChecked() [1/3]
|
inlinestatic |
Get or create a new ConcreteT instance within the ctx, defined at the given, potentially unknown, location.
If the arguments provided are invalid, errors are emitted using the provided location and a null object is returned.
Definition at line 190 of file StorageUniquerSupport.h.
◆ getChecked() [2/3]
|
static |
Gets an instance of the type with all specified parameters checked.
Returns a nullptr convertible type on failure.
Definition at line 314 of file QuantTypes.cpp.
References mlir::emitError(), and mlir::Type::getContext().
Referenced by mlir::quant::fakeQuantAttrsToType().
◆ getChecked() [3/3]
|
inlinestatic |
Get or create a new ConcreteT instance within the ctx.
If the arguments provided are invalid, errors are emitted using the provided emitError and a null object is returned.
Definition at line 199 of file StorageUniquerSupport.h.
◆ getQuantizedDimension()
| int32_t UniformQuantizedPerAxisType::getQuantizedDimension | ( | ) | const |
Specifies the dimension of the Tensor's shape that the scales and zero_points correspond to.
For example, a tensor t, with dims=[4, 3, 2, 1] with quantization params: scales=[1.0, 2.0, 3.0], zeroPoints=[1, 2, 3], quantizedDimension=1 will be quantized across the second dimension of t. t[:, 0, :, :] will have scale[0]=1.0, zero_point[0]=1 t[:, 1, :, :] will have scale[1]=2.0, zero_point[0]=2 t[:, 2, :, :] will have scale[2]=3.0, zero_point[0]=3
Definition at line 367 of file QuantTypes.cpp.
Referenced by printUniformQuantizedPerAxisType().
◆ getScales()
| ArrayRef< double > UniformQuantizedPerAxisType::getScales | ( | ) | const |
Gets the quantization scales.
The scales designate the difference between the real values corresponding to consecutive quantized values differing by 1. The ith scale corresponds to the ith slice in the quantized_dimension.
Definition at line 359 of file QuantTypes.cpp.
Referenced by printUniformQuantizedPerAxisType().
◆ getZeroPoints()
| ArrayRef< int64_t > UniformQuantizedPerAxisType::getZeroPoints | ( | ) | const |
Gets the storage values corresponding to the real value 0 in the affine equation.
The ith zero point corresponds to the ith slice in the quantized_dimension.
Definition at line 363 of file QuantTypes.cpp.
Referenced by isFixedPoint(), and printUniformQuantizedPerAxisType().
◆ isFixedPoint()
|
inline |
Fixed point values are real numbers divided by a scale.
Currently, only signed storage types are treated as fixed point. A fixed point value can be obtained from an affine value by subtracting the zeroPoint. In the future, this may be explicit versus implied by type and zeroPoint.
Definition at line 374 of file QuantTypes.h.
References getZeroPoints().
◆ verify()
|
static |
Verifies construction invariants and issues errors/warnings.
Definition at line 324 of file QuantTypes.cpp.
References mlir::emitError(), mlir::failed(), mlir::failure(), mlir::success(), and mlir::quant::QuantizedType::verify().
Member Data Documentation
◆ name
|
staticconstexpr |
Definition at line 322 of file QuantTypes.h.
The documentation for this class was generated from the following files:
- include/mlir/Dialect/Quant/QuantTypes.h
- lib/Dialect/Quant/IR/QuantTypes.cpp
