Change finite-support mju_sigmoid from a two-quadratic construction to a single quintic with zero 1st and 2nd derivatives at 0 and 1, the boundary of the smooth-support segment.

Note: this function is currently unused in the MuJoCo codebase.
PiperOrigin-RevId: 529969804
Change-Id: I2bddc72916eff67625b806510935bc7f3ce5c770
This commit is contained in:
Yuval Tassa
2023-05-06 09:21:51 -07:00
committed by Copybara-Service
parent 26ff1fc4b5
commit 49efa9cc15
8 changed files with 51 additions and 19 deletions
+28
View File
@@ -18,12 +18,14 @@
#include <gtest/gtest.h>
#include <mujoco/mjdata.h>
#include <mujoco/mujoco.h>
#include "src/engine/engine_util_misc.h"
#include "test/fixture.h"
namespace mujoco {
namespace {
using ::testing::HasSubstr;
using ::testing::DoubleNear;
TEST_F(MujocoTest, PrintsMemoryWarning) {
EXPECT_THAT(mju_warningText(mjWARN_CNSTRFULL, pow(2, 10)),
@@ -42,5 +44,31 @@ TEST_F(MujocoTest, PrintsMemoryWarning) {
HasSubstr("1073741825 bytes"));
}
TEST_F(MujocoTest, Sigmoid) {
// function values
EXPECT_EQ(mju_sigmoid(-1), 0);
EXPECT_EQ(mju_sigmoid(0), 0);
EXPECT_EQ(mju_sigmoid(0.5), 0.5);
EXPECT_EQ(mju_sigmoid(1), 1);
EXPECT_EQ(mju_sigmoid(2), 1);
// epsilon for finite-differencing
const mjtNum dx = 1e-7;
// derivative at 0
mjtNum dy_dx_0 = (mju_sigmoid(0 + dx) - mju_sigmoid(0)) / dx;
EXPECT_THAT(dy_dx_0, DoubleNear(0, dx));
// derivative at 1
mjtNum dy_dx_1 = (mju_sigmoid(1) - mju_sigmoid(1 - dx)) / dx;
EXPECT_THAT(dy_dx_1, DoubleNear(0, dx));
// derivative at 0.5
const mjtNum x = 0.5;
mjtNum dy_dx_0p5 = (mju_sigmoid(x + dx) - mju_sigmoid(x - dx)) / (2*dx);
mjtNum expected = 30*x*x*x*x - 60*x*x*x + 30*x*x;
EXPECT_THAT(dy_dx_0p5, DoubleNear(expected, dx));
}
} // namespace
} // namespace mujoco