#include <mlpack/core.hpp>#include <mlpack/methods/ann/layer/layer.hpp>#include <mlpack/methods/ann/loss_functions/huber_loss.hpp>#include <mlpack/methods/ann/loss_functions/poisson_nll_loss.hpp>#include <mlpack/methods/ann/loss_functions/kl_divergence.hpp>#include <mlpack/methods/ann/loss_functions/earth_mover_distance.hpp>#include <mlpack/methods/ann/loss_functions/mean_squared_error.hpp>#include <mlpack/methods/ann/loss_functions/sigmoid_cross_entropy_error.hpp>#include <mlpack/methods/ann/loss_functions/binary_cross_entropy_loss.hpp>#include <mlpack/methods/ann/loss_functions/reconstruction_loss.hpp>#include <mlpack/methods/ann/loss_functions/margin_ranking_loss.hpp>#include <mlpack/methods/ann/loss_functions/mean_squared_logarithmic_error.hpp>#include <mlpack/methods/ann/loss_functions/mean_bias_error.hpp>#include <mlpack/methods/ann/loss_functions/dice_loss.hpp>#include <mlpack/methods/ann/loss_functions/log_cosh_loss.hpp>#include <mlpack/methods/ann/loss_functions/hinge_embedding_loss.hpp>#include <mlpack/methods/ann/loss_functions/cosine_embedding_loss.hpp>#include <mlpack/methods/ann/loss_functions/l1_loss.hpp>#include <mlpack/methods/ann/loss_functions/soft_margin_loss.hpp>#include <mlpack/methods/ann/loss_functions/mean_absolute_percentage_error.hpp>#include <mlpack/methods/ann/loss_functions/triplet_margin_loss.hpp>#include <mlpack/methods/ann/loss_functions/hinge_loss.hpp>#include <mlpack/methods/ann/init_rules/nguyen_widrow_init.hpp>#include <mlpack/methods/ann/ffn.hpp>#include "catch.hpp"#include "test_catch_tools.hpp"#include "ann_test_tools.hpp"
Include dependency graph for loss_functions_test.cpp:
Functions | |
| TEST_CASE ("HuberLossTest", "[LossFunctionsTest]") | |
| Simple Huber Loss test. | |
| TEST_CASE ("PoissonNLLLossTest", "[LossFunctionsTest]") | |
| Poisson Negative Log Likelihood Loss function test. | |
| TEST_CASE ("SimpleKLDivergenceTest", "[LossFunctionsTest]") | |
| Simple KL Divergence test. More... | |
| TEST_CASE ("SimpleMeanSquaredLogarithmicErrorTest", "[LossFunctionsTest]") | |
| TEST_CASE ("KLDivergenceMeanTest", "[LossFunctionsTest]") | |
| Test to check KL Divergence loss function when we take mean. | |
| TEST_CASE ("KLDivergenceNoMeanTest", "[LossFunctionsTest]") | |
| Test to check KL Divergence loss function when we do not take mean. | |
| TEST_CASE ("SimpleMeanSquaredErrorTest", "[LossFunctionsTest]") | |
| TEST_CASE ("SimpleBinaryCrossEntropyLossTest", "[LossFunctionsTest]") | |
| TEST_CASE ("SimpleSigmoidCrossEntropyErrorTest", "[LossFunctionsTest]") | |
| Simple test for the Sigmoid Cross Entropy performance function. | |
| TEST_CASE ("SimpleEarthMoverDistanceLayerTest", "[LossFunctionsTest]") | |
| Simple test for the Earth Mover Distance Layer. | |
| TEST_CASE ("GradientMeanSquaredErrorTest", "[LossFunctionsTest]") | |
| TEST_CASE ("GradientReconstructionLossTest", "[LossFunctionsTest]") | |
| TEST_CASE ("DiceLossTest", "[LossFunctionsTest]") | |
| TEST_CASE ("SimpleMeanBiasErrorTest", "[LossFunctionsTest]") | |
| TEST_CASE ("LogCoshLossTest", "[LossFunctionsTest]") | |
| Simple test for the Log-Hyperbolic-Cosine loss function. | |
| TEST_CASE ("HingeEmbeddingLossTest", "[LossFunctionsTest]") | |
| Simple test for the Hinge Embedding loss function. | |
| TEST_CASE ("SimpleL1LossTest", "[LossFunctionsTest]") | |
| Simple test for the l1 loss function. | |
| TEST_CASE ("CosineEmbeddingLossTest", "[LossFunctionsTest]") | |
| Simple test for the Cosine Embedding loss function. | |
| TEST_CASE ("MarginRankingLossTest", "[LossFunctionsTest]") | |
| TEST_CASE ("SoftMarginLossTest", "[LossFunctionsTest]") | |
| Simple test for the Softmargin Loss function. | |
| TEST_CASE ("MeanAbsolutePercentageErrorTest", "[LossFunctionsTest]") | |
| Simple test for the Mean Absolute Percentage Error function. | |
| TEST_CASE ("TripletMarginLossTest") | |
| TEST_CASE ("HingeLossTest", "[LossFunctionsTest]") | |
| Simple test for the Hinge loss function. | |
Detailed Description
Tests for loss functions in mlpack::methods::ann:loss_functions.
mlpack is free software; you may redistribute it and/or modify it under the terms of the 3-clause BSD license. You should have received a copy of the 3-clause BSD license along with mlpack. If not, see http://www.opensource.org/licenses/BSD-3-Clause for more information.
Function Documentation
◆ TEST_CASE()
| TEST_CASE | ( | "SimpleKLDivergenceTest" | , |
| "" | [LossFunctionsTest] | ||
| ) |
Simple KL Divergence test.
The loss should be zero if input = target.
