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| // Copyright 2023 DeepMind Technologies Limited | |
| // | |
| // Licensed under the Apache License, Version 2.0 (the "License"); | |
| // you may not use this file except in compliance with the License. | |
| // You may obtain a copy of the License at | |
| // | |
| // http://www.apache.org/licenses/LICENSE-2.0 | |
| // | |
| // Unless required by applicable law or agreed to in writing, software | |
| // distributed under the License is distributed on an "AS IS" BASIS, | |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| // See the License for the specific language governing permissions and | |
| // limitations under the License. | |
| namespace mujoco::plugin::actuator { | |
| namespace { | |
| constexpr char kAttrPGain[] = "kp"; | |
| constexpr char kAttrIGain[] = "ki"; | |
| constexpr char kAttrDGain[] = "kd"; | |
| constexpr char kAttrIMax[] = "imax"; | |
| constexpr char kAttrSlewMax[] = "slewmax"; | |
| std::optional<mjtNum> ReadOptionalDoubleAttr(const mjModel* m, int instance, | |
| const char* attr) { | |
| const char* value = mj_getPluginConfig(m, instance, attr); | |
| if (value == nullptr || value[0] == '\0') { | |
| return std::nullopt; | |
| } | |
| return std::strtod(value, nullptr); | |
| } | |
| // returns the next act given the current act_dot, after clamping, for native | |
| // mujoco dyntypes. | |
| // copied from engine_forward. | |
| mjtNum NextActivation(const mjModel* m, const mjData* d, int actuator_id, | |
| int act_adr, mjtNum act_dot) { | |
| mjtNum act = d->act[act_adr]; | |
| if (m->actuator_dyntype[actuator_id] == mjDYN_FILTEREXACT) { | |
| // exact filter integration | |
| // act_dot(0) = (ctrl-act(0)) / tau | |
| // act(h) = act(0) + (ctrl-act(0)) (1 - exp(-h / tau)) | |
| // = act(0) + act_dot(0) * tau * (1 - exp(-h / tau)) | |
| mjtNum tau = mju_max(mjMINVAL, m->actuator_dynprm[actuator_id * mjNDYN]); | |
| act = act + act_dot * tau * (1 - mju_exp(-m->opt.timestep / tau)); | |
| } else { | |
| // Euler integration | |
| act = act + act_dot * m->opt.timestep; | |
| } | |
| // clamp to actrange | |
| if (m->actuator_actlimited[actuator_id]) { | |
| mjtNum* actrange = m->actuator_actrange + 2 * actuator_id; | |
| act = mju_clip(act, actrange[0], actrange[1]); | |
| } | |
| return act; | |
| } | |
| bool HasSlew(const mjModel* m, int instance) { | |
| return ReadOptionalDoubleAttr(m, instance, kAttrSlewMax).has_value(); | |
| } | |
| } // namespace | |
| PidConfig PidConfig::FromModel(const mjModel* m, int instance) { | |
| PidConfig config; | |
| config.p_gain = ReadOptionalDoubleAttr(m, instance, kAttrPGain).value_or(0); | |
| config.i_gain = ReadOptionalDoubleAttr(m, instance, kAttrIGain).value_or(0); | |
| config.d_gain = ReadOptionalDoubleAttr(m, instance, kAttrDGain).value_or(0); | |
| // Clamps in the XML are specified in terms of maximum forces. Scale by i_gain | |
| // to get the limits on the value of the error integral. | |
| std::optional<double> i_clamp_max_force = | |
| ReadOptionalDoubleAttr(m, instance, kAttrIMax); | |
| if (i_clamp_max_force.has_value() && config.i_gain) { | |
| config.i_max = *i_clamp_max_force / config.i_gain; | |
| } | |
| config.slew_max = ReadOptionalDoubleAttr(m, instance, kAttrSlewMax); | |
| return config; | |
| } | |
| std::unique_ptr<Pid> Pid::Create(const mjModel* m, int instance) { | |
| PidConfig config = PidConfig::FromModel(m, instance); | |
| if (config.i_max.has_value() && *config.i_max < 0) { | |
| mju_warning("negative imax"); | |
| return nullptr; | |
| } | |
| if (config.slew_max.value_or(0.0) < 0) { | |
| mju_warning("slewmax must be non-negative"); | |
| return nullptr; | |
| } | |
| std::vector<int> actuators; | |
| for (int i = 0; i < m->nu; i++) { | |
| if (m->actuator_plugin[i] == instance) { | |
| actuators.push_back(i); | |
| } | |
| } | |
| if (actuators.empty()) { | |
| mju_warning("actuator not found for plugin instance %d", instance); | |
| return nullptr; | |
| } | |
| // Validate actnum values for all actuators: | |
| for (int actuator_id : actuators) { | |
| int actnum = m->actuator_actnum[actuator_id]; | |
| int expected_actnum = Pid::ActDim(m, instance, actuator_id); | |
| int dyntype = m->actuator_dyntype[actuator_id]; | |
| if (dyntype == mjDYN_FILTER || dyntype == mjDYN_FILTEREXACT || | |
| dyntype == mjDYN_INTEGRATOR) { | |
| expected_actnum++; | |
| } | |
| if (actnum != expected_actnum) { | |
| mju_warning( | |
| "actuator %d has actdim %d, expected %d. Add actdim=\"%d\" to the " | |
| "actuator plugin element.", | |
| actuator_id, actnum, expected_actnum, expected_actnum); | |
| return nullptr; | |
| } | |
| } | |
| return std::unique_ptr<Pid>(new Pid(config, std::move(actuators))); | |
| } | |
| void Pid::Reset(mjtNum* plugin_state) {} | |
| mjtNum Pid::GetCtrl(const mjModel* m, const mjData* d, int actuator_idx, | |
| const State& state, | |
| bool actearly) const { | |
| mjtNum ctrl = 0; | |
| if (m->actuator_dyntype[actuator_idx] == mjDYN_NONE) { | |
| ctrl = d->ctrl[actuator_idx]; | |
| // clamp ctrl | |
| if (m->actuator_ctrllimited[actuator_idx]) { | |
| ctrl = mju_clip(ctrl, m->actuator_ctrlrange[2 * actuator_idx], | |
| m->actuator_ctrlrange[2 * actuator_idx + 1]); | |
| } | |
| } else { | |
| // Use of act instead of ctrl, to create integrated-velocity controllers or | |
| // to filter the controls. | |
| int actadr = m->actuator_actadr[actuator_idx] + | |
| m->actuator_actnum[actuator_idx] - 1; | |
| if (actearly) { | |
| ctrl = NextActivation(m, d, actuator_idx, actadr, d->act_dot[actadr]); | |
| } else { | |
| ctrl = d->act[actadr]; | |
| } | |
| } | |
| if (config_.slew_max.has_value() && state.previous_ctrl_exists) { | |
| mjtNum ctrl_min = state.previous_ctrl - *config_.slew_max * m->opt.timestep; | |
| mjtNum ctrl_max = state.previous_ctrl + *config_.slew_max * m->opt.timestep; | |
| ctrl = mju_clip(ctrl, ctrl_min, ctrl_max); | |
| } | |
| return ctrl; | |
| } | |
| void Pid::ActDot(const mjModel* m, mjData* d, int instance) const { | |
| for (int actuator_idx : actuators_) { | |
| State state = GetState(m, d, actuator_idx); | |
| mjtNum ctrl = GetCtrl(m, d, actuator_idx, state, /*actearly=*/false); | |
| mjtNum error = ctrl - d->actuator_length[actuator_idx]; | |
| int state_idx = m->actuator_actadr[actuator_idx]; | |
| if (config_.i_gain) { | |
| mjtNum integral = state.integral + error * m->opt.timestep; | |
| if (config_.i_max.has_value()) { | |
| integral = mju_clip(integral, -*config_.i_max, *config_.i_max); | |
| } | |
| d->act_dot[state_idx] = (integral - d->act[state_idx]) / m->opt.timestep; | |
| ++state_idx; | |
| } | |
| if (config_.slew_max.has_value()) { | |
| d->act_dot[state_idx] = (ctrl - d->act[state_idx]) / m->opt.timestep; | |
| ++state_idx; | |
| } | |
| } | |
| } | |
| void Pid::Compute(const mjModel* m, mjData* d, int instance) { | |
| for (int i = 0; i < actuators_.size(); i++) { | |
| int actuator_idx = actuators_[i]; | |
| State state = GetState(m, d, actuator_idx); | |
| mjtNum ctrl = | |
| GetCtrl(m, d, actuator_idx, state, m->actuator_actearly[actuator_idx]); | |
| mjtNum error = ctrl - d->actuator_length[actuator_idx]; | |
| mjtNum ctrl_dot = m->actuator_dyntype[actuator_idx] == mjDYN_NONE | |
| ? 0 | |
| : d->act_dot[m->actuator_actadr[actuator_idx] + | |
| m->actuator_actnum[actuator_idx] - 1]; | |
| mjtNum error_dot = ctrl_dot - d->actuator_velocity[actuator_idx]; | |
| mjtNum integral = 0; | |
| if (config_.i_gain) { | |
| integral = state.integral + error * m->opt.timestep; | |
| if (config_.i_max.has_value()) { | |
| integral = | |
| mju_clip(integral, -*config_.i_max, *config_.i_max); | |
| } | |
| } | |
| d->actuator_force[actuator_idx] = config_.p_gain * error + | |
| config_.d_gain * error_dot + | |
| config_.i_gain * integral; | |
| } | |
| } | |
| void Pid::Advance(const mjModel* m, mjData* d, int instance) const { | |
| // act variables already updated by MuJoCo integrating act_dot | |
| } | |
| int Pid::StateSize(const mjModel* m, int instance) { | |
| return 0; | |
| } | |
| int Pid::ActDim(const mjModel* m, int instance, int actuator_id) { | |
| double i_gain = ReadOptionalDoubleAttr(m, instance, kAttrIGain).value_or(0); | |
| return (i_gain ? 1 : 0) + (HasSlew(m, instance) ? 1 : 0); | |
| } | |
| Pid::State Pid::GetState(const mjModel* m, mjData* d, int actuator_idx) const { | |
| State state; | |
| int state_idx = m->actuator_actadr[actuator_idx]; | |
| if (config_.i_gain) { | |
| state.integral = d->act[state_idx++]; | |
| } | |
| if (config_.slew_max.has_value()) { | |
| state.previous_ctrl = d->act[state_idx++]; | |
| state.previous_ctrl_exists = d->time > 0; | |
| } | |
| return state; | |
| } | |
| void Pid::RegisterPlugin() { | |
| mjpPlugin plugin; | |
| mjp_defaultPlugin(&plugin); | |
| plugin.name = "mujoco.pid"; | |
| plugin.capabilityflags |= mjPLUGIN_ACTUATOR; | |
| std::vector<const char*> attributes = {kAttrPGain, kAttrIGain, kAttrDGain, | |
| kAttrIMax, kAttrSlewMax}; | |
| plugin.nattribute = attributes.size(); | |
| plugin.attributes = attributes.data(); | |
| plugin.nstate = Pid::StateSize; | |
| plugin.init = +[](const mjModel* m, mjData* d, int instance) { | |
| std::unique_ptr<Pid> pid = Pid::Create(m, instance); | |
| if (pid == nullptr) { | |
| return -1; | |
| } | |
| d->plugin_data[instance] = reinterpret_cast<uintptr_t>(pid.release()); | |
| return 0; | |
| }; | |
| plugin.destroy = +[](mjData* d, int instance) { | |
| delete reinterpret_cast<Pid*>(d->plugin_data[instance]); | |
| d->plugin_data[instance] = 0; | |
| }; | |
| plugin.reset = +[](const mjModel* m, mjtNum* plugin_state, void* plugin_data, | |
| int instance) { | |
| auto* pid = reinterpret_cast<Pid*>(plugin_data); | |
| pid->Reset(plugin_state); | |
| }; | |
| plugin.actuator_act_dot = +[](const mjModel* m, mjData* d, int instance) { | |
| auto* pid = reinterpret_cast<Pid*>(d->plugin_data[instance]); | |
| pid->ActDot(m, d, instance); | |
| }; | |
| plugin.compute = | |
| +[](const mjModel* m, mjData* d, int instance, int capability_bit) { | |
| auto* pid = reinterpret_cast<Pid*>(d->plugin_data[instance]); | |
| pid->Compute(m, d, instance); | |
| }; | |
| plugin.advance = +[](const mjModel* m, mjData* d, int instance) { | |
| auto* pid = reinterpret_cast<Pid*>(d->plugin_data[instance]); | |
| pid->Advance(m, d, instance); | |
| }; | |
| // TODO: b/303823996 - allow actuator plugins to compute their derivatives wrt | |
| // qvel, for implicit integration | |
| mjp_registerPlugin(&plugin); | |
| } | |
| Pid::Pid(PidConfig config, std::vector<int> actuators) | |
| : config_(std::move(config)), actuators_(std::move(actuators)) {} | |
| } // namespace mujoco::plugin::actuator | |