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|
//===- quant.c - Test of Quant dialect C API ------------------------------===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM
// Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
// RUN: mlir-capi-quant-test 2>&1 | FileCheck %s
#include "mlir-c/Dialect/Quant.h"
#include "mlir-c/BuiltinAttributes.h"
#include "mlir-c/BuiltinTypes.h"
#include "mlir-c/IR.h"
#include <assert.h>
#include <inttypes.h>
#include <stdio.h>
#include <stdlib.h>
// CHECK-LABEL: testTypeHierarchy
static void testTypeHierarchy(MlirContext ctx) {
fprintf(stderr, "testTypeHierarchy\n");
MlirType i8 = mlirIntegerTypeGet(ctx, 8);
MlirType any = mlirTypeParseGet(
ctx, mlirStringRefCreateFromCString("!quant.any<i8<-8:7>:f32>"));
MlirType uniform =
mlirTypeParseGet(ctx, mlirStringRefCreateFromCString(
"!quant.uniform<i8<-8:7>:f32, 0.99872:127>"));
MlirType perAxis = mlirTypeParseGet(
ctx, mlirStringRefCreateFromCString(
"!quant.uniform<i8:f32:1, {2.0e+2,0.99872:120}>"));
MlirType calibrated = mlirTypeParseGet(
ctx,
mlirStringRefCreateFromCString("!quant.calibrated<f32<-0.998:1.2321>>"));
// The parser itself is checked in C++ dialect tests.
assert(!mlirTypeIsNull(any) && "couldn't parse AnyQuantizedType");
assert(!mlirTypeIsNull(uniform) && "couldn't parse UniformQuantizedType");
assert(!mlirTypeIsNull(perAxis) &&
"couldn't parse UniformQuantizedPerAxisType");
assert(!mlirTypeIsNull(calibrated) &&
"couldn't parse CalibratedQuantizedType");
// CHECK: i8 isa QuantizedType: 0
fprintf(stderr, "i8 isa QuantizedType: %d\n", mlirTypeIsAQuantizedType(i8));
// CHECK: any isa QuantizedType: 1
fprintf(stderr, "any isa QuantizedType: %d\n", mlirTypeIsAQuantizedType(any));
// CHECK: uniform isa QuantizedType: 1
fprintf(stderr, "uniform isa QuantizedType: %d\n",
mlirTypeIsAQuantizedType(uniform));
// CHECK: perAxis isa QuantizedType: 1
fprintf(stderr, "perAxis isa QuantizedType: %d\n",
mlirTypeIsAQuantizedType(perAxis));
// CHECK: calibrated isa QuantizedType: 1
fprintf(stderr, "calibrated isa QuantizedType: %d\n",
mlirTypeIsAQuantizedType(calibrated));
// CHECK: any isa AnyQuantizedType: 1
fprintf(stderr, "any isa AnyQuantizedType: %d\n",
mlirTypeIsAAnyQuantizedType(any));
// CHECK: uniform isa UniformQuantizedType: 1
fprintf(stderr, "uniform isa UniformQuantizedType: %d\n",
mlirTypeIsAUniformQuantizedType(uniform));
// CHECK: perAxis isa UniformQuantizedPerAxisType: 1
fprintf(stderr, "perAxis isa UniformQuantizedPerAxisType: %d\n",
mlirTypeIsAUniformQuantizedPerAxisType(perAxis));
// CHECK: calibrated isa CalibratedQuantizedType: 1
fprintf(stderr, "calibrated isa CalibratedQuantizedType: %d\n",
mlirTypeIsACalibratedQuantizedType(calibrated));
// CHECK: perAxis isa UniformQuantizedType: 0
fprintf(stderr, "perAxis isa UniformQuantizedType: %d\n",
mlirTypeIsAUniformQuantizedType(perAxis));
// CHECK: uniform isa CalibratedQuantizedType: 0
fprintf(stderr, "uniform isa CalibratedQuantizedType: %d\n",
mlirTypeIsACalibratedQuantizedType(uniform));
fprintf(stderr, "\n");
}
// CHECK-LABEL: testAnyQuantizedType
void testAnyQuantizedType(MlirContext ctx) {
fprintf(stderr, "testAnyQuantizedType\n");
MlirType anyParsed = mlirTypeParseGet(
ctx, mlirStringRefCreateFromCString("!quant.any<i8<-8:7>:f32>"));
MlirType i8 = mlirIntegerTypeGet(ctx, 8);
MlirType f32 = mlirF32TypeGet(ctx);
MlirType any =
mlirAnyQuantizedTypeGet(mlirQuantizedTypeGetSignedFlag(), i8, f32, -8, 7);
// CHECK: flags: 1
fprintf(stderr, "flags: %u\n", mlirQuantizedTypeGetFlags(any));
// CHECK: signed: 1
fprintf(stderr, "signed: %u\n", mlirQuantizedTypeIsSigned(any));
// CHECK: storage type: i8
fprintf(stderr, "storage type: ");
mlirTypeDump(mlirQuantizedTypeGetStorageType(any));
fprintf(stderr, "\n");
// CHECK: expressed type: f32
fprintf(stderr, "expressed type: ");
mlirTypeDump(mlirQuantizedTypeGetExpressedType(any));
fprintf(stderr, "\n");
// CHECK: storage min: -8
fprintf(stderr, "storage min: %" PRId64 "\n",
mlirQuantizedTypeGetStorageTypeMin(any));
// CHECK: storage max: 7
fprintf(stderr, "storage max: %" PRId64 "\n",
mlirQuantizedTypeGetStorageTypeMax(any));
// CHECK: storage width: 8
fprintf(stderr, "storage width: %u\n",
mlirQuantizedTypeGetStorageTypeIntegralWidth(any));
// CHECK: quantized element type: !quant.any<i8<-8:7>:f32>
fprintf(stderr, "quantized element type: ");
mlirTypeDump(mlirQuantizedTypeGetQuantizedElementType(any));
fprintf(stderr, "\n");
// CHECK: equal: 1
fprintf(stderr, "equal: %d\n", mlirTypeEqual(anyParsed, any));
// CHECK: !quant.any<i8<-8:7>:f32>
mlirTypeDump(any);
fprintf(stderr, "\n\n");
}
// CHECK-LABEL: testUniformType
void testUniformType(MlirContext ctx) {
fprintf(stderr, "testUniformType\n");
MlirType uniformParsed =
mlirTypeParseGet(ctx, mlirStringRefCreateFromCString(
"!quant.uniform<i8<-8:7>:f32, 0.99872:127>"));
MlirType i8 = mlirIntegerTypeGet(ctx, 8);
MlirType f32 = mlirF32TypeGet(ctx);
MlirType uniform = mlirUniformQuantizedTypeGet(
mlirQuantizedTypeGetSignedFlag(), i8, f32, 0.99872, 127, -8, 7);
// CHECK: scale: 0.998720
fprintf(stderr, "scale: %lf\n", mlirUniformQuantizedTypeGetScale(uniform));
// CHECK: zero point: 127
fprintf(stderr, "zero point: %" PRId64 "\n",
mlirUniformQuantizedTypeGetZeroPoint(uniform));
// CHECK: fixed point: 0
fprintf(stderr, "fixed point: %d\n",
mlirUniformQuantizedTypeIsFixedPoint(uniform));
// CHECK: equal: 1
fprintf(stderr, "equal: %d\n", mlirTypeEqual(uniform, uniformParsed));
// CHECK: !quant.uniform<i8<-8:7>:f32, 9.987200e-01:127>
mlirTypeDump(uniform);
fprintf(stderr, "\n\n");
}
// CHECK-LABEL: testUniformPerAxisType
void testUniformPerAxisType(MlirContext ctx) {
fprintf(stderr, "testUniformPerAxisType\n");
MlirType perAxisParsed = mlirTypeParseGet(
ctx, mlirStringRefCreateFromCString(
"!quant.uniform<i8:f32:1, {2.0e+2,0.99872:120}>"));
MlirType i8 = mlirIntegerTypeGet(ctx, 8);
MlirType f32 = mlirF32TypeGet(ctx);
double scales[] = {200.0, 0.99872};
int64_t zeroPoints[] = {0, 120};
MlirType perAxis = mlirUniformQuantizedPerAxisTypeGet(
mlirQuantizedTypeGetSignedFlag(), i8, f32,
/*nDims=*/2, scales, zeroPoints,
/*quantizedDimension=*/1,
mlirQuantizedTypeGetDefaultMinimumForInteger(/*isSigned=*/true,
/*integralWidth=*/8),
mlirQuantizedTypeGetDefaultMaximumForInteger(/*isSigned=*/true,
/*integralWidth=*/8));
// CHECK: num dims: 2
fprintf(stderr, "num dims: %" PRIdPTR "\n",
mlirUniformQuantizedPerAxisTypeGetNumDims(perAxis));
// CHECK: scale 0: 200.000000
fprintf(stderr, "scale 0: %lf\n",
mlirUniformQuantizedPerAxisTypeGetScale(perAxis, 0));
// CHECK: scale 1: 0.998720
fprintf(stderr, "scale 1: %lf\n",
mlirUniformQuantizedPerAxisTypeGetScale(perAxis, 1));
// CHECK: zero point 0: 0
fprintf(stderr, "zero point 0: %" PRId64 "\n",
mlirUniformQuantizedPerAxisTypeGetZeroPoint(perAxis, 0));
// CHECK: zero point 1: 120
fprintf(stderr, "zero point 1: %" PRId64 "\n",
mlirUniformQuantizedPerAxisTypeGetZeroPoint(perAxis, 1));
// CHECK: quantized dim: 1
fprintf(stderr, "quantized dim: %" PRId32 "\n",
mlirUniformQuantizedPerAxisTypeGetQuantizedDimension(perAxis));
// CHECK: fixed point: 0
fprintf(stderr, "fixed point: %d\n",
mlirUniformQuantizedPerAxisTypeIsFixedPoint(perAxis));
// CHECK: equal: 1
fprintf(stderr, "equal: %d\n", mlirTypeEqual(perAxis, perAxisParsed));
// CHECK: !quant.uniform<i8:f32:1, {2.000000e+02,9.987200e-01:120}>
mlirTypeDump(perAxis);
fprintf(stderr, "\n\n");
}
// CHECK-LABEL: testUniformSubChannelType
void testUniformSubChannelType(MlirContext ctx) {
fprintf(stderr, "testUniformSubChannelType\n");
MlirType subChannelParsed =
mlirTypeParseGet(ctx, mlirStringRefCreateFromCString(
"!quant.uniform<i8:f32:{0:1, 1:2}, "
"{{2.0:10, 3.0:20}, {4.0:30, 5.0:40}}>"));
MlirType i8 = mlirIntegerTypeGet(ctx, 8);
MlirType f32 = mlirF32TypeGet(ctx);
// block-size information
int32_t quantizedDimensions[] = {0, 1};
int64_t blockSizes[] = {1, 2};
int64_t numBlockSizes = 2;
// quantization parameters
int64_t quantParamShape[] = {2, 2};
int64_t quantParamRank = 2;
int64_t numQuantizationParams = 4;
MlirAttribute scales[] = {mlirFloatAttrDoubleGet(ctx, f32, 2.0),
mlirFloatAttrDoubleGet(ctx, f32, 3.0),
mlirFloatAttrDoubleGet(ctx, f32, 4.0),
mlirFloatAttrDoubleGet(ctx, f32, 5.0)};
MlirAttribute zeroPoints[] = {
mlirIntegerAttrGet(i8, 10), mlirIntegerAttrGet(i8, 20),
mlirIntegerAttrGet(i8, 30), mlirIntegerAttrGet(i8, 40)};
MlirType scalesType =
mlirRankedTensorTypeGet(quantParamRank, quantParamShape, f32,
/*encoding=*/mlirAttributeGetNull());
MlirType zeroPointsType = mlirRankedTensorTypeGet(
quantParamRank, quantParamShape, i8, /*encoding=*/mlirAttributeGetNull());
MlirAttribute denseScalesAttr =
mlirDenseElementsAttrGet(scalesType, numQuantizationParams, scales);
MlirAttribute denseZeroPointsAttr = mlirDenseElementsAttrGet(
zeroPointsType, numQuantizationParams, zeroPoints);
MlirType subChannel = mlirUniformQuantizedSubChannelTypeGet(
mlirQuantizedTypeGetSignedFlag(), i8, f32, denseScalesAttr,
denseZeroPointsAttr, numBlockSizes, quantizedDimensions, blockSizes,
mlirQuantizedTypeGetDefaultMinimumForInteger(/*isSigned=*/true,
/*integralWidth=*/8),
mlirQuantizedTypeGetDefaultMaximumForInteger(/*isSigned=*/true,
/*integralWidth=*/8));
MlirAttribute arrayScalesAttr =
mlirArrayAttrGet(ctx, numQuantizationParams, scales);
MlirAttribute arrayZeroPointsAttr =
mlirArrayAttrGet(ctx, numQuantizationParams, zeroPoints);
MlirType illegalSubChannel = mlirUniformQuantizedSubChannelTypeGet(
mlirQuantizedTypeGetSignedFlag(), i8, f32, arrayScalesAttr,
arrayZeroPointsAttr, numBlockSizes, quantizedDimensions, blockSizes,
mlirQuantizedTypeGetDefaultMinimumForInteger(/*isSigned=*/true,
/*integralWidth=*/8),
mlirQuantizedTypeGetDefaultMaximumForInteger(/*isSigned=*/true,
/*integralWidth=*/8));
// CHECK: is null sub-channel type: 1
fprintf(stderr, "is null sub-channel type: %d\n",
mlirTypeIsNull(illegalSubChannel));
// CHECK: num dims: 2
fprintf(stderr, "num dims: %" PRIdPTR "\n",
mlirUniformQuantizedSubChannelTypeGetNumBlockSizes(subChannel));
// CHECK: axis-block-size-pair[0]: 0:1
fprintf(
stderr, "axis-block-size-pair[0]: %" PRId32 ":%" PRId64 "\n",
mlirUniformQuantizedSubChannelTypeGetQuantizedDimension(subChannel, 0),
mlirUniformQuantizedSubChannelTypeGetBlockSize(subChannel, 0));
// CHECK: axis-block-size-pair[1]: 1:2
fprintf(
stderr, "axis-block-size-pair[1]: %" PRId32 ":%" PRId64 "\n",
mlirUniformQuantizedSubChannelTypeGetQuantizedDimension(subChannel, 1),
mlirUniformQuantizedSubChannelTypeGetBlockSize(subChannel, 1));
denseScalesAttr = mlirUniformQuantizedSubChannelTypeGetScales(subChannel);
denseZeroPointsAttr =
mlirUniformQuantizedSubChannelTypeGetZeroPoints(subChannel);
scalesType = mlirAttributeGetType(denseScalesAttr);
zeroPointsType = mlirAttributeGetType(denseZeroPointsAttr);
// CHECK: tensor<2x2xf32>
mlirTypeDump(scalesType);
// CHECK: tensor<2x2xi8>
mlirTypeDump(zeroPointsType);
// CHECK: number of quantization parameters: 4
fprintf(stderr, "number of quantization parameters: %" PRId64 "\n",
mlirElementsAttrGetNumElements(denseScalesAttr));
// CHECK: quantization-parameter[0]: 2.000000:10
fprintf(stderr, "quantization-parameter[0]: %lf:%" PRId8 "\n",
mlirDenseElementsAttrGetFloatValue(denseScalesAttr, 0),
mlirDenseElementsAttrGetInt8Value(denseZeroPointsAttr, 0));
// CHECK: quantization-parameter[1]: 3.000000:20
fprintf(stderr, "quantization-parameter[1]: %lf:%" PRId8 "\n",
mlirDenseElementsAttrGetFloatValue(denseScalesAttr, 1),
mlirDenseElementsAttrGetInt8Value(denseZeroPointsAttr, 1));
// CHECK: quantization-parameter[2]: 4.000000:30
fprintf(stderr, "quantization-parameter[2]: %lf:%" PRId8 "\n",
mlirDenseElementsAttrGetFloatValue(denseScalesAttr, 2),
mlirDenseElementsAttrGetInt8Value(denseZeroPointsAttr, 2));
// CHECK: quantization-parameter[3]: 5.000000:40
fprintf(stderr, "quantization-parameter[3]: %lf:%" PRId8 "\n",
mlirDenseElementsAttrGetFloatValue(denseScalesAttr, 3),
mlirDenseElementsAttrGetInt8Value(denseZeroPointsAttr, 3));
// CHECK: equal: 1
fprintf(stderr, "equal: %d\n", mlirTypeEqual(subChannel, subChannelParsed));
// CHECK: !quant.uniform<i8:f32:{0:1, 1:2},
// {{.*}}2.000000e+00:10, 3.000000e+00:20},
// {4.000000e+00:30, 5.000000e+00:40{{.*}}}}>
mlirTypeDump(subChannel);
fprintf(stderr, "\n\n");
}
// CHECK-LABEL: testCalibratedType
void testCalibratedType(MlirContext ctx) {
fprintf(stderr, "testCalibratedType\n");
MlirType calibratedParsed = mlirTypeParseGet(
ctx,
mlirStringRefCreateFromCString("!quant.calibrated<f32<-0.998:1.2321>>"));
MlirType f32 = mlirF32TypeGet(ctx);
MlirType calibrated = mlirCalibratedQuantizedTypeGet(f32, -0.998, 1.2321);
// CHECK: min: -0.998000
fprintf(stderr, "min: %lf\n", mlirCalibratedQuantizedTypeGetMin(calibrated));
// CHECK: max: 1.232100
fprintf(stderr, "max: %lf\n", mlirCalibratedQuantizedTypeGetMax(calibrated));
// CHECK: equal: 1
fprintf(stderr, "equal: %d\n", mlirTypeEqual(calibrated, calibratedParsed));
// CHECK: !quant.calibrated<f32<-0.998:1.232100e+00>>
mlirTypeDump(calibrated);
fprintf(stderr, "\n\n");
}
int main(void) {
MlirContext ctx = mlirContextCreate();
mlirDialectHandleRegisterDialect(mlirGetDialectHandle__quant__(), ctx);
testTypeHierarchy(ctx);
testAnyQuantizedType(ctx);
testUniformType(ctx);
testUniformPerAxisType(ctx);
testUniformSubChannelType(ctx);
testCalibratedType(ctx);
mlirContextDestroy(ctx);
return EXIT_SUCCESS;
}
|
