chore: import upstream snapshot with attribution
This commit is contained in:
@@ -0,0 +1,482 @@
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//
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// ReplaceTest.cpp
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// MNNTests
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//
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// Created by MNN on 2019/09/10.
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// Copyright © 2018, Alibaba Group Holding Limited
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//
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#include <math.h>
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#include <MNN/expr/ExprCreator.hpp>
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#include "MNNTestSuite.h"
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using namespace MNN::Express;
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// Test prepareCompute for dynamic-graph usage
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static bool dynamictest4Precision1() {
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auto x = _Input({100}, NCHW);
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auto xPtr = x->writeMap<float>();
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for (int i = 0; i < 100; ++i) {
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xPtr[i] = (float)i - 50.0f;
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}
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auto y = _Abs(x);
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auto z = _Square(y);
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auto u = _Sin(z);
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auto v = _Cos(z);
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Variable::prepareCompute({y, u, v});
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auto a = _Add(u, v);
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a.fix(VARP::CONSTANT);
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auto b = _Add(y, y);
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b.fix(VARP::CONSTANT);
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{
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auto aPtr = a->readMap<float>();
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auto bPtr = b->readMap<float>();
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for (int i = 0; i < 100; ++i) {
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auto xR = (float)i - 50.0f;
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auto yR = fabs(xR);
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auto zR = yR * yR;
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auto uR = sinf(zR);
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auto vR = cosf(zR);
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auto aR = uR + vR;
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auto bR = yR + yR;
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auto diff = fabsf(aPtr[i] - aR);
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if (diff > 0.00001f) {
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FUNC_PRINT(1);
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return false;
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}
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diff = fabsf(bPtr[i] - bR);
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if (diff > 0.00001f) {
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FUNC_PRINT(1);
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return false;
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}
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}
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}
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auto c = _Split(_Concat({a, b}, 0), {2})[0] * b - u + v * y;
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auto d = a - b;
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Variable::prepareCompute({c, d});
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{
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auto cPtr = c->readMap<float>();
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auto dPtr = d->readMap<float>();
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for (int i = 0; i < 100; ++i) {
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auto xR = (float)i - 50.0f;
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auto yR = fabs(xR);
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auto zR = yR * yR;
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auto uR = sinf(zR);
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auto vR = cosf(zR);
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auto aR = uR + vR;
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auto bR = yR + yR;
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auto cR = aR * bR - uR + vR * yR;
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auto dR = aR - bR;
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auto diff = fabsf(cPtr[i] - cR);
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if (diff > 0.0001f) {
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// MNN_ERROR("%f - %f\n", cPtr[i], cR);
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FUNC_PRINT(1);
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return false;
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}
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diff = fabsf(dPtr[i] - dR);
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if (diff > 0.0001f) {
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FUNC_PRINT(1);
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return false;
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}
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}
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}
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return true;
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}
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static bool dynamictest4Precision2() {
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float threshold = 0.02;
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auto x = _Input({100}, NCHW);
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auto xPtr = x->writeMap<float>();
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for (int i = 0; i < 100; ++i) {
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xPtr[i] = (float)(i % 4)* 0.01;
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}
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auto y = _Abs(x);
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auto z = _Square(y);
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auto u = x - y;
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auto v = x + y;
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Variable::prepareCompute({y, u, v});
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auto a = _Add(u, v);
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a.fix(VARP::CONSTANT);
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auto b = _Add(y, y);
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b.fix(VARP::CONSTANT);
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{
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auto aPtr = a->readMap<float>();
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auto bPtr = b->readMap<float>();
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for (int i = 0; i < 100; ++i) {
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auto xR = (float)(i % 4)* 0.01;
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auto yR = fabs(xR);
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auto zR = yR * yR;
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auto uR = xR - yR;
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auto vR = xR + yR;
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auto aR = uR + vR;
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auto bR = yR + yR;
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auto diff = fabsf(aPtr[i] - aR);
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if (diff > threshold) {
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FUNC_PRINT(1);
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return false;
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}
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diff = fabsf(bPtr[i] - bR);
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if (diff > threshold) {
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FUNC_PRINT(1);
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return false;
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}
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}
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}
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auto c = _Split(_Concat({a, b}, 0), {2})[0] * b - u + v * y;
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auto d = a - b;
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Variable::prepareCompute({c, d});
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{
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auto cPtr = c->readMap<float>();
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auto dPtr = d->readMap<float>();
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for (int i = 0; i < 100; ++i) {
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auto xR = (float)(i % 4)* 0.01;
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auto yR = fabs(xR);
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auto zR = yR * yR;
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auto uR = xR - yR;
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auto vR = xR + yR;
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auto aR = uR + vR;
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auto bR = yR + yR;
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auto cR = aR * bR - uR + vR * yR;
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auto dR = aR - bR;
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auto diff = fabsf(cPtr[i] - cR);
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if (diff > threshold) {
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// MNN_ERROR("%f - %f\n", cPtr[i], cR);
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FUNC_PRINT(1);
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return false;
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}
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diff = fabsf(dPtr[i] - dR);
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if (diff > threshold) {
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FUNC_PRINT(1);
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return false;
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}
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}
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}
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return true;
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}
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class PrecomputeDynamicTest : public MNNTestCase {
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public:
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virtual bool run(int precision) {
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if (precision != 2) {
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return dynamictest4Precision1();
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}
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if (precision == 2) {
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return dynamictest4Precision2();
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}
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return true;
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}
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};
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// Test prepareCompute for static-graph usage
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static bool test4Precision1() {
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auto x = _Input({100}, NCHW);
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auto xPtr = x->writeMap<float>();
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for (int i = 0; i < 100; ++i) {
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xPtr[i] = (float)i - 50.0f;
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}
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auto y = _Abs(x);
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auto z = _Square(y);
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auto u = _Sin(z);
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auto v = _Cos(z);
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Variable::prepareCompute({y, u, v});
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auto check = [&](int number) {
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{
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auto yPtr = y->readMap<float>();
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if (nullptr == yPtr) {
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return false;
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}
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std::vector<float> yData(number);
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for (int i = 0; i < number; ++i) {
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if (yPtr[i] != fabs((float)i - 50.0f)) {
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MNN_PRINT("0: PrecomputeTest Error: %f, %f\n", yPtr[i], fabs((float)i - 50.0f));
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return false;
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}
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yData[i] = yPtr[i];
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}
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yPtr = yData.data();
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auto uPtr = u->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = sinf(yPtr[i] * yPtr[i]);
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auto diff = fabsf(uPtr[i] - target);
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if (diff > 0.00001f) {
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MNN_PRINT("1: PrecomputeTest Error: %f, %f\n", uPtr[i], target);
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return false;
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}
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}
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auto vPtr = v->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = cosf(yPtr[i] * yPtr[i]);
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auto diff = fabsf(vPtr[i] - target);
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if (diff > 0.00001f) {
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MNN_PRINT("2: PrecomputeTest Error: %f, %f\n", vPtr[i], target);
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return false;
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}
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}
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}
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return true;
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};
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if (!check(100)) {
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FUNC_PRINT(1);
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return false;
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}
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{
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x->resize({1, 101});
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auto xPtr = x->writeMap<float>();
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for (int i = 0; i < 101; ++i) {
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xPtr[i] = (float)i - 50.0f;
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}
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}
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if (!check(101)) {
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FUNC_PRINT(1);
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return false;
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}
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// Delete end var, check if the cache can work
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u = nullptr;
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{
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x->writeMap<float>();
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auto xPtr = x->writeMap<float>();
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auto number = 101;
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for (int i = 0; i < number; ++i) {
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xPtr[i] = (float)i - 50.0f;
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}
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auto yPtr = y->readMap<float>();
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if (nullptr == yPtr) {
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return false;
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}
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for (int i = 0; i < number; ++i) {
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if (yPtr[i] != fabs((float)i - 50.0f)) {
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MNN_PRINT("4: PrecomputeTest Error: %f, %f\n", yPtr[i], fabs((float)i - 50.0f));
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return false;
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}
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}
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auto vPtr = v->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = cosf(yPtr[i] * yPtr[i]);
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auto diff = fabsf(vPtr[i] - target);
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if (diff > 0.00001f) {
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MNN_PRINT("5: PrecomputeTest Error: %f, %f\n", vPtr[i], target);
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return false;
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}
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}
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number = 102;
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x->resize({number, 1});
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xPtr = x->writeMap<float>();
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for (int i = 0; i < number; ++i) {
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xPtr[i] = (float)i - 50.0f;
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}
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yPtr = y->readMap<float>();
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if (nullptr == yPtr) {
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return false;
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}
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std::vector<float> yData(number);
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for (int i = 0; i < number; ++i) {
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if (yPtr[i] != fabs((float)i - 50.0f)) {
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MNN_PRINT("6: PrecomputeTest Error: %f, %f\n", yPtr[i], fabs((float)i - 50.0f));
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return false;
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}
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yData[i] = yPtr[i];
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}
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yPtr = yData.data();
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vPtr = v->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = cosf(yPtr[i] * yPtr[i]);
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auto diff = fabsf(vPtr[i] - target);
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if (diff > 0.00001f) {
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MNN_PRINT("7: PrecomputeTest Error: %f, %f\n", vPtr[i], target);
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return false;
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}
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}
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}
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return true;
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}
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static bool test4Precision2() {
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auto x = _Input({100}, NCHW);
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auto xPtr = x->writeMap<float>();
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for (int i = 0; i < 100; ++i) {
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xPtr[i] = (float)(i % 4)* 0.01 - 5;
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}
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auto y = _Abs(x);
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auto z = _Square(y);
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auto u = z - y;
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auto v = _Add(z, y);
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Variable::prepareCompute({y, u, v});
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float threshold = 0.02;
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auto check = [&](int number) {
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{
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auto yPtr = y->readMap<float>();
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if (nullptr == yPtr) {
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return false;
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}
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std::vector<float> yData(number);
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for (int i = 0; i < number; ++i) {
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auto x = (float)(i % 4)* 0.01 - 5;
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if (fabs(yPtr[i] - fabs(x)) > 0.01) {
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MNN_PRINT("0: PrecomputeTest Error: %f, %f\n", yPtr[i], fabs((float)i - 50.0f));
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return false;
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}
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yData[i] = yPtr[i];
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}
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yPtr = yData.data();
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auto uPtr = u->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = yPtr[i] * yPtr[i] - yPtr[i];
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auto diff = fabsf(uPtr[i] - target);
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if (diff > threshold) {
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MNN_PRINT("1: PrecomputeTest Error: %f, %f\n", uPtr[i], target);
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return false;
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}
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}
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auto vPtr = v->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = yPtr[i] * yPtr[i] + yPtr[i];
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auto diff = fabsf(vPtr[i] - target);
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if (diff > threshold) {
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MNN_PRINT("2: PrecomputeTest Error: %f, %f\n", vPtr[i], target);
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return false;
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}
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}
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}
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return true;
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};
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if (!check(100)) {
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FUNC_PRINT(1);
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return false;
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}
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{
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x->resize({1, 101});
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auto xPtr = x->writeMap<float>();
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for (int i = 0; i < 101; ++i) {
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xPtr[i] = (float)(i % 4)* 0.01 - 5;
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}
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}
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if (!check(101)) {
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FUNC_PRINT(1);
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return false;
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}
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// Delete end var, check if the cache can work
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u = nullptr;
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{
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x->writeMap<float>();
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auto xPtr = x->writeMap<float>();
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auto number = 101;
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for (int i = 0; i < number; ++i) {
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xPtr[i] = (float)(i % 4)* 0.01 - 5;
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}
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auto yPtr = y->readMap<float>();
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if (nullptr == yPtr) {
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return false;
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}
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for (int i = 0; i < number; ++i) {
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float x = (float)(i % 4)* 0.01 - 5;
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if (fabs(yPtr[i] - fabs(x)) > threshold) {
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MNN_PRINT("4: PrecomputeTest Error: %f, %f\n", yPtr[i], fabs((float)i - 50.0f));
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return false;
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}
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}
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auto vPtr = v->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = yPtr[i] * yPtr[i] + yPtr[i];
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auto diff = fabsf(vPtr[i] - target);
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if (diff > threshold) {
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MNN_PRINT("5: PrecomputeTest Error: %f, %f\n", vPtr[i], target);
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return false;
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}
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}
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number = 102;
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x->resize({number, 1});
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xPtr = x->writeMap<float>();
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for (int i = 0; i < number; ++i) {
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xPtr[i] = (float)(i % 4)* 0.01 - 5;
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}
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yPtr = y->readMap<float>();
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if (nullptr == yPtr) {
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return false;
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}
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std::vector<float> yData(number);
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for (int i = 0; i < number; ++i) {
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auto x = (float)(i % 4)* 0.01 - 5;
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if (fabs(yPtr[i] - fabs(x)) > threshold) {
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MNN_PRINT("6: PrecomputeTest Error: %f, %f\n", yPtr[i], fabs(x));
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return false;
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}
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yData[i] = yPtr[i];
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}
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yPtr = yData.data();
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vPtr = v->readMap<float>();
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for (int i = 0; i < number; ++i) {
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auto target = yPtr[i] * yPtr[i] + yPtr[i];
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auto diff = fabsf(vPtr[i] - target);
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if (diff > threshold) {
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MNN_PRINT("7: PrecomputeTest Error: %f, %f\n", vPtr[i], target);
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return false;
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}
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}
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}
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return true;
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}
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class PrecomputeTest : public MNNTestCase {
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public:
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virtual bool run(int precision) {
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if (precision != 2) {
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return test4Precision1();
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}
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if (precision == 2) {
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return test4Precision2();
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}
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return true;
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}
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};
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class ReplaceTest : public MNNTestCase {
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public:
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virtual bool run(int precision) {
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auto c1 = MNN::Express::_Const(1.f, {1, 1, 1, 1}, MNN::Express::NHWC);
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auto c2 = MNN::Express::_Const(2.f, {1, 1, 1, 1}, MNN::Express::NHWC);
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auto c3 = MNN::Express::_Const(3.f, {1, 1, 1, 1}, MNN::Express::NHWC);
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auto c4 = MNN::Express::_Const(4.f, {1, 1, 1, 1}, MNN::Express::NHWC);
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auto c5 = MNN::Express::_Const(5.f, {1, 1, 1, 1}, MNN::Express::NHWC);
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auto b1 = MNN::Express::_Add(c1, c2);
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auto b2 = MNN::Express::_Multiply(c3, c4);
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auto r1 = b1->readMap<float>();
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if (3.0f != r1[0]) {
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MNN_PRINT("1 + 2 = %f\n", r1[0]);
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return false;
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}
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MNN::Express::Variable::replace(c2, b2);
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auto r2 = b1->readMap<float>();
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if (13.0f != r2[0]) {
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MNN_PRINT("1 + 3 x 4 = %f\n", r2[0]);
|
||||
return false;
|
||||
}
|
||||
MNN::Express::Variable::replace(c3, c5);
|
||||
auto r3 = b1->readMap<float>();
|
||||
if (21.0f != r3[0]) {
|
||||
MNN_PRINT("1 + 5 x 4 = %f\n", r3[0]);
|
||||
return false;
|
||||
}
|
||||
auto d0 = _Const(7.f, {1, 3, 1, 1}, NHWC);
|
||||
auto d = _Split(d0, {1, 1, 1}, 1)[0];
|
||||
Variable::replace(c3, d);
|
||||
r3 = b1->readMap<float>();
|
||||
if (29.0f != r3[0]) {
|
||||
MNN_PRINT("1 + 7 x 4 = %f\n", r3[0]);
|
||||
return false;
|
||||
}
|
||||
return true;
|
||||
}
|
||||
};
|
||||
MNNTestSuiteRegister(ReplaceTest, "expr/Replace");
|
||||
MNNTestSuiteRegister(PrecomputeTest, "expr/Precompute");
|
||||
MNNTestSuiteRegister(PrecomputeDynamicTest, "expr/PrecomputeDynamic");
|
||||
Reference in New Issue
Block a user