diff --git a/apis/c++/node/src/lib.rs b/apis/c++/node/src/lib.rs index a7ec233a..4e06e11a 100644 --- a/apis/c++/node/src/lib.rs +++ b/apis/c++/node/src/lib.rs @@ -144,7 +144,7 @@ pub struct DoraEvent(Option); fn event_type(event: &DoraEvent) -> ffi::DoraEventType { match &event.0 { Some(event) => match event { - Event::Stop => ffi::DoraEventType::Stop, + Event::Stop(_) => ffi::DoraEventType::Stop, Event::Input { .. } => ffi::DoraEventType::Input, Event::InputClosed { .. } => ffi::DoraEventType::InputClosed, Event::Error(_) => ffi::DoraEventType::Error, diff --git a/apis/c/node/src/lib.rs b/apis/c/node/src/lib.rs index 9d8762b0..8720c795 100644 --- a/apis/c/node/src/lib.rs +++ b/apis/c/node/src/lib.rs @@ -91,7 +91,7 @@ pub unsafe extern "C" fn dora_next_event(context: *mut c_void) -> *mut c_void { pub unsafe extern "C" fn read_dora_event_type(event: *const ()) -> EventType { let event: &Event = unsafe { &*event.cast() }; match event { - Event::Stop => EventType::Stop, + Event::Stop(_) => EventType::Stop, Event::Input { .. } => EventType::Input, Event::InputClosed { .. } => EventType::InputClosed, Event::Error(_) => EventType::Error, diff --git a/apis/python/operator/src/lib.rs b/apis/python/operator/src/lib.rs index cfc1e2bd..ea34b3b4 100644 --- a/apis/python/operator/src/lib.rs +++ b/apis/python/operator/src/lib.rs @@ -6,7 +6,7 @@ use std::{ use arrow::pyarrow::ToPyArrow; use dora_node_api::{ merged::{MergeExternalSend, MergedEvent}, - DoraNode, Event, EventStream, Metadata, MetadataParameters, Parameter, + DoraNode, Event, EventStream, Metadata, MetadataParameters, Parameter, StopCause, }; use eyre::{Context, Result}; use futures::{Stream, StreamExt}; @@ -146,7 +146,7 @@ impl PyEvent { fn ty(event: &Event) -> &str { match event { - Event::Stop => "STOP", + Event::Stop(_) => "STOP", Event::Input { .. } => "INPUT", Event::InputClosed { .. } => "INPUT_CLOSED", Event::Error(_) => "ERROR", @@ -158,6 +158,11 @@ impl PyEvent { match event { Event::Input { id, .. } => Some(id), Event::InputClosed { id } => Some(id), + Event::Stop(cause) => match cause { + StopCause::Manual => Some("MANUAL"), + StopCause::AllInputsClosed => Some("ALL_INPUTS_CLOSED"), + &_ => None, + }, _ => None, } } diff --git a/apis/rust/node/src/event_stream/event.rs b/apis/rust/node/src/event_stream/event.rs index b5d0e9b8..22997f4b 100644 --- a/apis/rust/node/src/event_stream/event.rs +++ b/apis/rust/node/src/event_stream/event.rs @@ -10,7 +10,7 @@ use shared_memory_extended::{Shmem, ShmemConf}; #[derive(Debug)] #[non_exhaustive] pub enum Event { - Stop, + Stop(StopCause), Reload { operator_id: Option, }, @@ -25,6 +25,13 @@ pub enum Event { Error(String), } +#[derive(Debug, Clone)] +#[non_exhaustive] +pub enum StopCause { + Manual, + AllInputsClosed, +} + pub enum RawData { Empty, Vec(AVec>), diff --git a/apis/rust/node/src/event_stream/mod.rs b/apis/rust/node/src/event_stream/mod.rs index 15c40e33..565f8713 100644 --- a/apis/rust/node/src/event_stream/mod.rs +++ b/apis/rust/node/src/event_stream/mod.rs @@ -11,7 +11,7 @@ use dora_message::{ node_to_daemon::{DaemonRequest, Timestamped}, DataflowId, }; -pub use event::{Event, MappedInputData, RawData}; +pub use event::{Event, MappedInputData, RawData, StopCause}; use futures::{ future::{select, Either}, Stream, StreamExt, @@ -199,7 +199,7 @@ impl EventStream { fn convert_event_item(item: EventItem) -> Event { match item { EventItem::NodeEvent { event, ack_channel } => match event { - NodeEvent::Stop => Event::Stop, + NodeEvent::Stop => Event::Stop(event::StopCause::Manual), NodeEvent::Reload { operator_id } => Event::Reload { operator_id }, NodeEvent::InputClosed { id } => Event::InputClosed { id }, NodeEvent::Input { id, metadata, data } => { @@ -234,13 +234,7 @@ impl EventStream { Err(err) => Event::Error(format!("{err:?}")), } } - NodeEvent::AllInputsClosed => { - let err = eyre!( - "received `AllInputsClosed` event, which should be handled by background task" - ); - tracing::error!("{err:?}"); - Event::Error(err.wrap_err("internal error").to_string()) - } + NodeEvent::AllInputsClosed => Event::Stop(event::StopCause::AllInputsClosed), }, EventItem::FatalError(err) => { diff --git a/apis/rust/node/src/event_stream/thread.rs b/apis/rust/node/src/event_stream/thread.rs index 5e982f74..a9dbba27 100644 --- a/apis/rust/node/src/event_stream/thread.rs +++ b/apis/rust/node/src/event_stream/thread.rs @@ -92,6 +92,7 @@ fn event_stream_loop( clock: Arc, ) { let mut tx = Some(tx); + let mut close_tx = false; let mut pending_drop_tokens: Vec<(DropToken, flume::Receiver<()>, Instant, u64)> = Vec::new(); let mut drop_tokens = Vec::new(); @@ -135,10 +136,8 @@ fn event_stream_loop( data: Some(data), .. } => data.drop_token(), NodeEvent::AllInputsClosed => { - // close the event stream - tx = None; - // skip this internal event - continue; + close_tx = true; + None } _ => None, }; @@ -166,6 +165,10 @@ fn event_stream_loop( } else { tracing::warn!("dropping event because event `tx` was already closed: `{inner:?}`"); } + + if close_tx { + tx = None; + }; } }; if let Err(err) = result { diff --git a/apis/rust/node/src/lib.rs b/apis/rust/node/src/lib.rs index 9836ab7b..e1b17b6f 100644 --- a/apis/rust/node/src/lib.rs +++ b/apis/rust/node/src/lib.rs @@ -20,7 +20,7 @@ pub use dora_message::{ metadata::{Metadata, MetadataParameters, Parameter}, DataflowId, }; -pub use event_stream::{merged, Event, EventStream, MappedInputData, RawData}; +pub use event_stream::{merged, Event, EventStream, MappedInputData, RawData, StopCause}; pub use flume::Receiver; pub use node::{arrow_utils, DataSample, DoraNode, ZERO_COPY_THRESHOLD}; diff --git a/binaries/daemon/src/spawn.rs b/binaries/daemon/src/spawn.rs index 2c24f5e4..2ecc5c1a 100644 --- a/binaries/daemon/src/spawn.rs +++ b/binaries/daemon/src/spawn.rs @@ -548,7 +548,7 @@ impl PreparedNode { // If log is an output, we're sending the logs to the dataflow if let Some(stdout_output_name) = &send_stdout_to { // Convert logs to DataMessage - let array = message.into_arrow(); + let array = message.as_str().into_arrow(); let array: ArrayData = array.into(); let total_len = required_data_size(&array); diff --git a/binaries/runtime/src/lib.rs b/binaries/runtime/src/lib.rs index 6b3311bc..7a42142a 100644 --- a/binaries/runtime/src/lib.rs +++ b/binaries/runtime/src/lib.rs @@ -233,10 +233,10 @@ async fn run( } } } - RuntimeEvent::Event(Event::Stop) => { + RuntimeEvent::Event(Event::Stop(cause)) => { // forward stop event to all operators and close the event channels for (_, channel) in operator_channels.drain() { - let _ = channel.send_async(Event::Stop).await; + let _ = channel.send_async(Event::Stop(cause.clone())).await; } } RuntimeEvent::Event(Event::Reload { diff --git a/binaries/runtime/src/operator/shared_lib.rs b/binaries/runtime/src/operator/shared_lib.rs index b7795470..e2920a2a 100644 --- a/binaries/runtime/src/operator/shared_lib.rs +++ b/binaries/runtime/src/operator/shared_lib.rs @@ -182,7 +182,7 @@ impl<'lib> SharedLibraryOperator<'lib> { } let mut operator_event = match event { - Event::Stop => dora_operator_api_types::RawEvent { + Event::Stop(_) => dora_operator_api_types::RawEvent { input: None, input_closed: None, stop: true, diff --git a/examples/mujoco-sim/README.md b/examples/mujoco-sim/README.md new file mode 100644 index 00000000..9c48dd8d --- /dev/null +++ b/examples/mujoco-sim/README.md @@ -0,0 +1,21 @@ +# MuJoCo Sim Tutorial + +This comprehensive tutorial demonstrates how to build a robot control system using Dora with the `dora-mujoco` simulation node and control logic. + +## Tutorial Structure + +### [01. Basic Simulation](basic_simulation/) +Load a robot in simulation using the `dora-mujoco` node. +- Learn the fundamentals of MuJoCo simulation in Dora +- Understand the simulation node architecture +- See how robot descriptions are loaded automatically + +### [02. Target Pose Control](target_pose_control/) +Add control logic with pose commands as target. +- Implement Cartesian space control. +- Create generic controller node that is able to control any robotic arm by using `dora-pytorch-kinematics` + +### [03. Gamepad Control](gamepad_control/) +Connect a gamepad for real-time interactive control. +- Integrate with dora's `gamepad` node +- Demonstrate real-time teleoperation diff --git a/examples/mujoco-sim/basic_simulation/README.md b/examples/mujoco-sim/basic_simulation/README.md new file mode 100644 index 00000000..e92f5f3e --- /dev/null +++ b/examples/mujoco-sim/basic_simulation/README.md @@ -0,0 +1,40 @@ +# 01. Basic Simulation + +This example demonstrates the simplest possible setup: loading and running a robot simulation using the `dora-mujoco` node. + +- Understand how the `dora-mujoco` node works +- See how robot models are loaded from `robot-descriptions` +- Learn the basic dataflow for physics simulation + + +The simulation runs at 500Hz and outputs: +- Joint positions for all robot joints +- Joint velocities +- Sensor data (if available) +- Current simulation time + +### Running the Example + +```bash +cd basic_simulation +dora build basic.yml +dora run basic.yml +``` + +You should see: +1. MuJoCo viewer window opens with GO2 robot +2. Robot is effected by gravity (enabled by default) + +### What's Happening + +1. **Model Loading**: The `dora-mujoco` node loads the RoboDog (go2) model using `load_robot_description("go2_mj_description")` +2. **Physics Loop**: Timer triggers simulation steps at 500Hz (This is default step time for Mujoco) +3. **Data Output**: Joint states are published +4. **Visualization**: MuJoCo viewer shows real-time simulation + +### Configuration Details + +The `basic.yml` configures: +- Model name: `"go2"` you change this to other robots name +- Update rate: 2ms (500Hz) +- Outputs: Joint positions, velocities, and sensor data \ No newline at end of file diff --git a/examples/mujoco-sim/basic_simulation/basic.yml b/examples/mujoco-sim/basic_simulation/basic.yml new file mode 100644 index 00000000..ae077d78 --- /dev/null +++ b/examples/mujoco-sim/basic_simulation/basic.yml @@ -0,0 +1,12 @@ +nodes: + - id: mujoco_sim + build: pip install -e ../../../node-hub/dora-mujoco + path: dora-mujoco + inputs: + tick: dora/timer/millis/2 # 500 Hz simulation + outputs: + - joint_positions + - joint_velocities + - sensor_data + env: + MODEL_NAME: "go2_mj_description" # Load GO2 diff --git a/examples/mujoco-sim/gamepad_control/README.md b/examples/mujoco-sim/gamepad_control/README.md new file mode 100644 index 00000000..a8a420d6 --- /dev/null +++ b/examples/mujoco-sim/gamepad_control/README.md @@ -0,0 +1,134 @@ +# 03. Gamepad Control + +This example demonstrates real-time interactive control by connecting a gamepad to the controller. It builds upon the target pose control example by adding gamepad input processing for teleoperation of the robot arm. + +## Controller Types + +### 1. Basic Gamepad Control (`gamepad_control_basic.yml`) +- **Direct IK approach**: Uses simple IK solver for immediate position updates +- The movement fells jumpy + +### 2. Advanced Gamepad Control (`gamepad_control_advanced.yml`) +- **Differential IK approach**: Smooth velocity-based control with Jacobian +- **Smooth**: Continuous motion interpolation +- **Use case**: Precise manipulation, smooth trajectories + +## Gamepad Controls + +- **D-pad Vertical**: Move along X-axis (forward/backward) +- **D-pad Horizontal**: Move along Y-axis (left/right) +- **Right Stick Y**: Move along Z-axis (up/down) +- **LB/RB**: Decrease/Increase movement speed (0.1-1.0x scale) +- **START**: Reset to home position [0.4, 0.0, 0.3] + +## Running the Examples + +1. **Connect a gamepad** (Xbox/PlayStation controller via USB or Bluetooth) + +### Basic Gamepad Control +```bash +cd gamepad_control +dora build gamepad_control_basic.yml +dora run gamepad_control_basic.yml +``` + +### Advanced Gamepad Control +```bash +cd gamepad_control +dora build gamepad_control_advanced.yml +dora run gamepad_control_advanced.yml +``` + +You should see: +1. Robot responds to gamepad input in real-time +2. **Basic**: Immediate position jumps based on gamepad input +3. **Advanced**: Smooth incremental movement with velocity control +4. Speed scaling with bumper buttons +5. Reset functionality with START button + + +### **Gamepad Node** (`gamepad`) +Built-in Dora node that interfaces with system gamepad drivers using Pygame. + +```yaml +- id: gamepad + build: pip install -e ../../../node-hub/gamepad + path: gamepad + outputs: + - cmd_vel # 6DOF velocity commands + - raw_control # Raw button/stick states + inputs: + tick: dora/timer/millis/10 # 100Hz polling +``` + +- **`cmd_vel`**: 6DOF velocity array `[linear_x, linear_y, linear_z, angular_x, angular_y, angular_z]` + - Generated from D-pad and analog stick positions + - Continuous updates while controls are held + +- **`raw_control`**: JSON format gamepad state + + +### **Gamepad Controller Scripts** + +**Basic Controller (`gamepad_controller_ik.py`)**: +``` +Gamepad Input → Target Position Update → IK Request → Joint Commands +``` +- Updates target position incrementally based on gamepad +- Immediate position jumps + +**Advanced Controller (`gamepad_controller_differential_ik.py`)**: +``` +Gamepad Input → Target Position → Pose Error → Velocity → Joint Commands +``` +- Continuous pose error calculation and velocity control +- Smooth interpolation between current and target poses +- Real-time Jacobian-based control + +## Gamepad Mapping + +The controller expects standard gamepad layout: (The mapping may change based on controller) + +| Control | Function | +|---------|----------| +| D-pad Up/Down | X-axis movement | +| D-pad Left/Right | Y-axis movement | +| Right Stick Y | Z-axis movement | +| Left Bumper | Decrease speed | +| Right Bumper | Increase speed | +| START button | Reset position | + +## Key Features + +**Real-time Teleoperation:** +- Incremental position updates based on continuous input +- Immediate feedback through robot motion + +**Speed Control:** +- Dynamic speed scaling (0.1x to 1.0x) +- Allows both coarse and fine manipulation + +**Features:** +- Home position reset capability +- Bounded movement through incremental updates +- Working on collision avoidance + +## Troubleshooting + +**"Gamepad not responding"** +```bash +# Check if gamepad is connected +ls /dev/input/js* +# Test gamepad input +jstest /dev/input/js0 +# Grant permissions +sudo chmod 666 /dev/input/js0 +``` + +**"Robot doesn't move with D-pad"** +- Check `cmd_vel` output: should show non-zero values when D-pad pressed +- Verify correct gamepad mapping for your controller model + +**"Movement too fast/slow"** +- Use LB/RB buttons to adjust speed scale +- Modify `delta = cmd_vel[:3] * 0.03` scaling factor in code if required diff --git a/examples/mujoco-sim/gamepad_control/gamepad_control_advanced.yml b/examples/mujoco-sim/gamepad_control/gamepad_control_advanced.yml new file mode 100644 index 00000000..1a0508f1 --- /dev/null +++ b/examples/mujoco-sim/gamepad_control/gamepad_control_advanced.yml @@ -0,0 +1,51 @@ +nodes: + - id: gamepad + build: pip install -e ../../../node-hub/gamepad + path: gamepad + outputs: + - cmd_vel + - raw_control + inputs: + tick: dora/timer/millis/10 + + - id: mujoco_sim + build: pip install -e ../../../node-hub/dora-mujoco + path: dora-mujoco + inputs: + tick: dora/timer/millis/2 # 500 Hz simulation + control_input: gamepad_controller/joint_commands + outputs: + - joint_positions + - joint_velocities + - actuator_controls + - sensor_data + env: + MODEL_NAME: "iiwa14_mj_description" + + - id: gamepad_controller + path: nodes/gamepad_controller_differential_ik.py + inputs: + joint_positions: mujoco_sim/joint_positions + joint_velocities: mujoco_sim/joint_velocities + raw_control: gamepad/raw_control + cmd_vel: gamepad/cmd_vel + fk_result: pytorch_kinematics/fk_request + jacobian_result: pytorch_kinematics/jacobian_request + outputs: + - joint_commands + - fk_request + - jacobian_request + + - id: pytorch_kinematics + build: pip install -e ../../../node-hub/dora-pytorch-kinematics + path: dora-pytorch-kinematics + inputs: + fk_request: gamepad_controller/fk_request + jacobian_request: gamepad_controller/jacobian_request + outputs: + - fk_request + - jacobian_request + env: + MODEL_NAME: "iiwa14_description" + END_EFFECTOR_LINK: "iiwa_link_7" + TRANSFORM: "0. 0. 0. 1. 0. 0. 0." diff --git a/examples/mujoco-sim/gamepad_control/gamepad_control_basic.yml b/examples/mujoco-sim/gamepad_control/gamepad_control_basic.yml new file mode 100644 index 00000000..23d32a70 --- /dev/null +++ b/examples/mujoco-sim/gamepad_control/gamepad_control_basic.yml @@ -0,0 +1,37 @@ +nodes: + - id: gamepad + build: pip install -e ../../../node-hub/gamepad + path: gamepad + outputs: + - cmd_vel + - raw_control + inputs: + tick: dora/timer/millis/10 + + - id: mujoco_sim + build: pip install -e ../../../node-hub/dora-mujoco + path: dora-mujoco + inputs: + tick: dora/timer/millis/2 # 500 Hz simulation + control_input: pytorch_kinematics/cmd_vel + outputs: + - joint_positions + - joint_velocities + - actuator_controls + - sensor_data + env: + MODEL_NAME: "iiwa14_mj_description" + + - id: pytorch_kinematics + build: pip install -e ../../../node-hub/dora-pytorch-kinematics + path: dora-pytorch-kinematics + inputs: + cmd_vel: gamepad/cmd_vel + pose: mujoco_sim/joint_positions + outputs: + - cmd_vel + - pose + env: + MODEL_NAME: "iiwa14_description" + END_EFFECTOR_LINK: "iiwa_link_7" + TRANSFORM: "0. 0. 0. 1. 0. 0. 0." diff --git a/examples/mujoco-sim/gamepad_control/nodes/gamepad_controller_differential_ik.py b/examples/mujoco-sim/gamepad_control/nodes/gamepad_controller_differential_ik.py new file mode 100644 index 00000000..501704b2 --- /dev/null +++ b/examples/mujoco-sim/gamepad_control/nodes/gamepad_controller_differential_ik.py @@ -0,0 +1,188 @@ +import json +import time +import numpy as np +import pyarrow as pa +from dora import Node +from scipy.spatial.transform import Rotation + +class GamepadController: + def __init__(self): + # Control parameters + self.integration_dt = 0.1 + self.damping = 1e-4 + self.Kpos = 0.95 # Position gain + self.Kori = 0.95 # Orientation gain + + # Gamepad control parameters + self.speed_scale = 0.5 + self.max_angvel = 3.14 * self.speed_scale # Max joint velocity (rad/s) + + # Robot state variables + self.dof = None + self.current_joint_pos = None # Full robot state + self.home_pos = None # Home position for arm joints only + + # Target pose (independent of DOF) + self.target_pos = np.array([0.4, 0.0, 0.3]) # Conservative default target + self.target_rpy = [180.0, 0.0, 90.0] # Downward orientation + + # Cache for external computations + self.current_ee_pose = None # End-effector pose + self.current_jacobian = None # Jacobian matrix + + print("Gamepad Controller initialized") + + def _initialize_robot(self, positions, jacobian_dof=None): + self.full_joint_count = len(positions) + self.dof = jacobian_dof if jacobian_dof is not None else self.full_joint_count + self.current_joint_pos = positions.copy() + self.home_pos = np.zeros(self.dof) + + def process_cmd_vel(self, cmd_vel): + # print(f"Processing cmd_vel: {cmd_vel}") + delta = cmd_vel[:3] * 0.03 + dx, dy, dz = delta + + # Update target position incrementally + if abs(dx) > 0 or abs(dy) > 0 or abs(dz) > 0: + self.target_pos += np.array([dx, -dy, dz]) + + def process_gamepad_input(self, raw_control): + buttons = raw_control["buttons"] + + # Reset position with START button + if len(buttons) > 9 and buttons[9]: + self.target_pos = np.array([0.4, 0.0, 0.3]) + print("Reset target to home position") + + # Speed scaling with bumpers (LB/RB) + if len(buttons) > 4 and buttons[4]: # LB + self.speed_scale = max(0.1, self.speed_scale - 0.1) + print(f"Speed: {self.speed_scale:.1f}") + if len(buttons) > 5 and buttons[5]: # RB + self.speed_scale = min(1.0, self.speed_scale + 0.1) + print(f"Speed: {self.speed_scale:.1f}") + + def get_target_rotation_matrix(self): + roll_rad, pitch_rad, yaw_rad = np.radians(self.target_rpy) + desired_rot = Rotation.from_euler('ZYX', [yaw_rad, pitch_rad, roll_rad]) + return desired_rot.as_matrix() + + def update_jacobian(self, jacobian_flat, shape): + jacobian_dof = shape[1] + self.current_jacobian = jacobian_flat.reshape(shape) + + if self.dof is None: + if self.current_joint_pos is not None: + self._initialize_robot(self.current_joint_pos, jacobian_dof) + else: + self.dof = jacobian_dof + elif self.dof != jacobian_dof: + self.dof = jacobian_dof + self.home_pos = np.zeros(self.dof) + + def apply_differential_ik_control(self): + if self.current_ee_pose is None or self.current_jacobian is None: + return self.current_joint_pos + + current_ee_pos = self.current_ee_pose['position'] + current_ee_rpy = self.current_ee_pose['rpy'] + + pos_error = self.target_pos - current_ee_pos + twist = np.zeros(6) + twist[:3] = self.Kpos * pos_error / self.integration_dt + + # Convert current RPY to rotation matrix + current_rot = Rotation.from_euler('XYZ', current_ee_rpy) + desired_rot = Rotation.from_matrix(self.get_target_rotation_matrix()) + rot_error = (desired_rot * current_rot.inv()).as_rotvec() + twist[3:] = self.Kori * rot_error / self.integration_dt + + jac = self.current_jacobian + + # Damped least squares inverse kinematics + diag = self.damping * np.eye(6) + dq = jac.T @ np.linalg.solve(jac @ jac.T + diag, twist) + + # # Apply nullspace control + # current_arm = self.current_joint_pos[:self.dof] + # jac_pinv = np.linalg.pinv(jac) + # N = np.eye(self.dof) - jac_pinv @ jac + # k_null = np.ones(self.dof) * 5.0 + # dq_null = k_null * (self.home_pos - current_arm) + # dq += N @ dq_null + + # Limit joint velocities + dq_abs_max = np.abs(dq).max() + if dq_abs_max > self.max_angvel: + dq *= self.max_angvel / dq_abs_max + + # Create full joint command + new_joints = self.current_joint_pos.copy() + new_joints[:self.dof] += dq * self.integration_dt + + return new_joints + + +def main(): + node = Node() + controller = GamepadController() + + for event in node: + if event["type"] == "INPUT": + + if event["id"] == "joint_positions": + joint_pos = event["value"].to_numpy() + + if controller.current_joint_pos is None: + controller._initialize_robot(joint_pos) + else: + controller.current_joint_pos = joint_pos + + # Request FK computation + node.send_output( + "fk_request", + pa.array(controller.current_joint_pos, type=pa.float32()), + metadata={"encoding": "jointstate", "timestamp": time.time()} + ) + + # Request Jacobian computation + node.send_output( + "jacobian_request", + pa.array(controller.current_joint_pos, type=pa.float32()), + metadata={"encoding": "jacobian", "timestamp": time.time()} + ) + + # Apply differential IK control + joint_commands = controller.apply_differential_ik_control() + + # Send control commands to the robot + node.send_output( + "joint_commands", + pa.array(joint_commands, type=pa.float32()), + metadata={"timestamp": time.time()} + ) + + elif event["id"] == "raw_control": + raw_control = json.loads(event["value"].to_pylist()[0]) + controller.process_gamepad_input(raw_control) + + elif event["id"] == "cmd_vel": + cmd_vel = event["value"].to_numpy() + controller.process_cmd_vel(cmd_vel) + + # Handle FK results + if event["id"] == "fk_result": + if event["metadata"].get("encoding") == "xyzrpy": + ee_pose = event["value"].to_numpy() + controller.current_ee_pose = {'position': ee_pose[:3], 'rpy': ee_pose[3:6]} + + # Handle Jacobian results + if event["id"] == "jacobian_result": + if event["metadata"].get("encoding") == "jacobian_result": + jacobian_flat = event["value"].to_numpy() + jacobian_shape = event["metadata"]["jacobian_shape"] + controller.update_jacobian(jacobian_flat, jacobian_shape) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/examples/mujoco-sim/gamepad_control/nodes/gamepad_controller_ik.py b/examples/mujoco-sim/gamepad_control/nodes/gamepad_controller_ik.py new file mode 100644 index 00000000..35ffba9c --- /dev/null +++ b/examples/mujoco-sim/gamepad_control/nodes/gamepad_controller_ik.py @@ -0,0 +1,106 @@ +import json +import time +import numpy as np +import pyarrow as pa +from dora import Node + +class GamepadController: + def __init__(self): + """ + Initialize the simple gamepad controller + """ + # Robot state variables + self.dof = None + self.current_joint_pos = None + + # Target pose (independent of DOF) + self.target_pos = np.array([0.4, 0.0, 0.3]) # Conservative default target + self.target_rpy = [180.0, 0.0, 90.0] # Downward orientation + self.ik_request_sent = True + + + print("Simple Gamepad Controller initialized") + + def _initialize_robot(self, positions): + """Initialize controller state with appropriate dimensions""" + self.full_joint_count = len(positions) + self.current_joint_pos = positions.copy() + if self.dof is None: + self.dof = self.full_joint_count + + def process_cmd_vel(self, cmd_vel): + """Process gamepad velocity commands to update target position""" + delta = cmd_vel[:3] * 0.03 + dx, dy, dz = delta + + # Update target position incrementally + if abs(dx) > 0 or abs(dy) > 0 or abs(dz) > 0: + self.target_pos += np.array([dx, -dy, dz]) + self.ik_request_sent = False + + + def process_gamepad_input(self, raw_control): + """Process gamepad button inputs""" + buttons = raw_control["buttons"] + + # Reset position with START button + if len(buttons) > 9 and buttons[9]: + self.target_pos = np.array([0.4, 0.0, 0.3]) + print("Reset target to home position") + self.ik_request_sent = False + + def get_target_pose_array(self): + """Get target pose as 6D array [x, y, z, roll, pitch, yaw]""" + return np.concatenate([self.target_pos, self.target_rpy]) + +def main(): + node = Node() + controller = GamepadController() + + for event in node: + if event["type"] == "INPUT": + if event["id"] == "joint_positions": + joint_pos = event["value"].to_numpy() + + if controller.current_joint_pos is None: + controller._initialize_robot(joint_pos) + else: + controller.current_joint_pos = joint_pos + + # Request IK solution directly + target_pose = controller.get_target_pose_array() + if not controller.ik_request_sent: + node.send_output( + "ik_request", + pa.array(target_pose, type=pa.float32()), + metadata={"encoding": "xyzrpy", "timestamp": time.time()} + ) + controller.ik_request_sent = True + + node.send_output( + "joint_state", + pa.array(joint_pos, type=pa.float32()), + metadata={"encoding": "jointstate", "timestamp": time.time()} + ) + + elif event["id"] == "raw_control": + raw_control = json.loads(event["value"].to_pylist()[0]) + controller.process_gamepad_input(raw_control) + + elif event["id"] == "cmd_vel": + cmd_vel = event["value"].to_numpy() + controller.process_cmd_vel(cmd_vel) + + # Handle IK results and send directly as joint commands + elif event["id"] == "ik_request": + if event["metadata"]["encoding"] == "jointstate": + ik_solution = event["value"].to_numpy() + # Send IK solution directly as joint commands + node.send_output( + "joint_commands", + pa.array(ik_solution, type=pa.float32()), + metadata={"timestamp": time.time()} + ) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/examples/mujoco-sim/target_pose_control/README.md b/examples/mujoco-sim/target_pose_control/README.md new file mode 100644 index 00000000..f117fa16 --- /dev/null +++ b/examples/mujoco-sim/target_pose_control/README.md @@ -0,0 +1,167 @@ +# 02. Target Pose Control + +This example demonstrates Cartesian space control using two different approaches: **Direct Inverse Kinematics(IK)**(Basic) and **Differential IK**(advance). Both create a Controller node that processes target pose commands and outputs joint commands using **dora-pytorch-kinematics**. + +## Controller Types + +### 1. Direct IK Controller (`control.yml`) +- **Simple approach**: Directly passes target pose to IK solver +- **Fast**: Single IK computation per target pose + +### 2. Differential IK Controller (`control_advanced.yml`) +- **Smooth approach**: Uses pose error feedback and Jacobian-based control +- **Continuous**: Interpolates smoothly between current and target poses +- **Use case**: Smooth trajectories + +## Running the Examples + +### Direct IK Control +```bash +cd target_pose_control +dora build control.yml +dora run control.yml +``` + +### Differential IK Control +```bash +cd target_pose_control +dora build control_advanced.yml +dora run control_advanced.yml +``` + +You should see: +1. Robot moves to predefined target poses automatically +2. **Direct IK**: Immediate jumps to target poses +3. **Differential IK**: Smooth Cartesian space motion with continuous interpolation +4. End-effector following target positions accurately + + +### Nodes + +#### 1. **Pose Publisher Script** (`pose_publisher.py`) +```python +class PosePublisher: + def __init__(self): + # Predefined sequence of target poses [x, y, z, roll, pitch, yaw] + self.target_poses = [ + [0.5, 0.5, 0.3, 180.0, 0.0, 90.0], # Position + RPY orientation + [0.6, 0.2, 0.5, 180.0, 0.0, 45.0], # Different orientation + # ... more poses + ] +``` + +- Sends target poses every 5 seconds +- Cycles through predefined positions and orientations +- Can be replaced with path planning, user input, or any pose generation logic +- Outputs `target_pose` array `[x, y, z, roll, pitch, yaw]` + +#### 2. **Controller Scripts** + +##### Direct IK Controller (`controller_ik.py`) + +**How it works:** +1. **Target Input**: Receives new target pose `[x, y, z, roll, pitch, yaw]` +2. **IK Request**: Sends target pose directly to `dora-pytorch-kinematics` +3. **Joint Solution**: Receives complete joint configuration for target pose +4. **Direct Application**: Passes IK solution directly as joint commands to robot *(sometimes for certain target pose there is no IK solution)* + +**Advantages:** +- Simple and fast0 +- Minimal computation +- Direct pose-to-joint mapping + +**Disadvantages:** +- Sudden jumps between poses +- No trajectory smoothing +- May cause joint velocity spikes + +##### Differential IK Controller (`controller_differential_ik.py`) + +**How it works:** +1. **Pose Error Calculation**: Computes difference between target and current end-effector pose +2. **Velocity Command**: Converts pose error to desired end-effector velocity using PD control: + ```python + pos_error = target_pos - current_ee_pos + twist[:3] = Kpos * pos_error / integration_dt # Linear velocity + twist[3:] = Kori * rot_error / integration_dt # Angular velocity + ``` +3. **Jacobian Inverse**: Uses robot Jacobian to map end-effector velocity to joint velocities: + ```python + # Damped least squares to avoid singularities + dq = J^T @ (J @ J^T + λI)^(-1) @ twist + ``` +4. **Interpolation**: Integrates joint velocities to get next joint positions: + ```python + new_joints = current_joints + dq * dt + ``` +5. **Nullspace Control** (optional): Projects secondary objectives (like joint limits avoidance) into the nullspace + + +**Advantages:** +- Smooth, continuous motion +- Velocity-controlled approach +- Handles robot singularities +- Real-time reactive control + + + +##### 3. **PyTorch Kinematics Node** (`dora-pytorch-kinematics`) + +A dedicated kinematics computation node that provides three core robotic functions: + +```yaml +- id: pytorch_kinematics + build: pip install -e ../../../node-hub/dora-pytorch-kinematics + path: dora-pytorch-kinematics + inputs: + ik_request: controller/ik_request # For inverse kinematics + fk_request: controller/fk_request # For forward kinematics + jacobian_request: controller/jacobian_request # For Jacobian computation + outputs: + - ik_request # Joint solution for target pose + - fk_request # End-effector pose for joint configuration + - jacobian_request # Jacobian matrix for velocity mapping + env: + URDF_PATH: "../URDF/franka_panda/panda.urdf" + END_EFFECTOR_LINK: "panda_hand" + TRANSFORM: "0. 0. 0. 1. 0. 0. 0." +``` + +1. **Inverse Kinematics (IK)** + - **Input**: Target pose `[x, y, z, roll, pitch, yaw]` or `[x, y, z, qw, qx, qy, qz]` + current joint state + - **Output**: Complete joint configuration to achieve target pose + - **Use case**: Convert Cartesian target to joint angles + +2. **Forward Kinematics (FK)** + - **Input**: Joint positions array + - **Output**: Current end-effector pose `[x, y, z, qw, qx, qy, qz]` + - **Use case**: Determine end-effector position from joint angles + +3. **Jacobian Computation** + - **Input**: Current joint positions + - **Output**: 6×N Jacobian matrix (N = number of joints) + - **Use case**: Map joint velocities to end-effector velocities + +**Configuration:** +- **URDF_PATH**: Robot model definition file +- **END_EFFECTOR_LINK**: Target link for pose calculations +- **TRANSFORM**: Optional transform offset (position + quaternion wxyz format) + +**Usage in Controllers:** +- **Direct IK**: Uses only `ik_request` → `ik_result` +- **Differential IK**: Uses `fk_request` → `fk_result` and `jacobian_request` → `jacobian_result` + +#### 4. **MuJoCo Simulation Node** (`dora-mujoco`) + +- **Process**: Physics simulation, dynamics integration, rendering +- **Output**: Joint positions, velocities, sensor data + +## References + +This controller design draws inspiration from the kinematic control strategies presented in [mjctrl](https://github.com/kevinzakka/mjctrl), specifically the [differential ik control example](https://github.com/kevinzakka/mjctrl/blob/main/diffik.py). + +The URDF model for the robotic arms was sourced from the [PyBullet GitHub repository](https://github.com/bulletphysics/bullet3/tree/master/examples/pybullet/gym/pybullet_data). Or you could google search the robot and get its urdf. \ No newline at end of file diff --git a/examples/mujoco-sim/target_pose_control/control.yml b/examples/mujoco-sim/target_pose_control/control.yml new file mode 100644 index 00000000..1ab7388f --- /dev/null +++ b/examples/mujoco-sim/target_pose_control/control.yml @@ -0,0 +1,46 @@ +nodes: + - id: mujoco_sim + build: pip install -e ../../../node-hub/dora-mujoco + path: dora-mujoco + inputs: + tick: dora/timer/millis/2 + control_input: controller/joint_commands + outputs: + - joint_positions + - joint_velocities + - actuator_controls + - sensor_data + env: + MODEL_NAME: "panda_mj_description" + + - id: controller + path: nodes/controller_ik.py + inputs: + joint_positions: mujoco_sim/joint_positions + target_pose: pose_publisher/target_pose + ik_request: pytorch_kinematics/ik_request + outputs: + - joint_commands + - ik_request + - joint_state + + - id: pytorch_kinematics + build: pip install -e ../../../node-hub/dora-pytorch-kinematics + path: dora-pytorch-kinematics + inputs: + ik_request: controller/ik_request + joint_state: controller/joint_state + outputs: + - ik_request + - joint_state + env: + MODEL_NAME: "panda_description" + END_EFFECTOR_LINK: "panda_hand" + TRANSFORM: "0. 0. 0. 1. 0. 0. 0." # Pytorch kinematics uses wxyz format for quaternion + + - id: pose_publisher + path: nodes/pose_publisher.py + inputs: + tick: dora/timer/millis/5000 + outputs: + - target_pose diff --git a/examples/mujoco-sim/target_pose_control/control_advanced.yml b/examples/mujoco-sim/target_pose_control/control_advanced.yml new file mode 100644 index 00000000..03336f1f --- /dev/null +++ b/examples/mujoco-sim/target_pose_control/control_advanced.yml @@ -0,0 +1,48 @@ +nodes: + - id: mujoco_sim + build: pip install -e ../../../node-hub/dora-mujoco + path: dora-mujoco + inputs: + tick: dora/timer/millis/2 + control_input: controller/joint_commands + outputs: + - joint_positions + - joint_velocities + - actuator_controls + - sensor_data + env: + MODEL_NAME: "panda_mj_description" + + - id: controller + path: nodes/controller_differential_ik.py + inputs: + joint_positions: mujoco_sim/joint_positions + joint_velocities: mujoco_sim/joint_velocities + target_pose: pose_publisher/target_pose + fk_result: pytorch_kinematics/fk_request + jacobian_result: pytorch_kinematics/jacobian_request + outputs: + - joint_commands + - fk_request + - jacobian_request + + - id: pytorch_kinematics + build: pip install -e ../../../node-hub/dora-pytorch-kinematics + path: dora-pytorch-kinematics + inputs: + fk_request: controller/fk_request + jacobian_request: controller/jacobian_request + outputs: + - fk_request + - jacobian_request + env: + MODEL_NAME: "panda_description" + END_EFFECTOR_LINK: "panda_hand" + TRANSFORM: "0. 0. 0. 1. 0. 0. 0." # Pytorch kinematics uses wxyz format for quaternion + + - id: pose_publisher + path: nodes/pose_publisher.py + inputs: + tick: dora/timer/millis/5000 + outputs: + - target_pose diff --git a/examples/mujoco-sim/target_pose_control/nodes/controller_differential_ik.py b/examples/mujoco-sim/target_pose_control/nodes/controller_differential_ik.py new file mode 100644 index 00000000..cfb57b5d --- /dev/null +++ b/examples/mujoco-sim/target_pose_control/nodes/controller_differential_ik.py @@ -0,0 +1,171 @@ +import numpy as np +import time +import pyarrow as pa +from dora import Node +from scipy.spatial.transform import Rotation + +class Controller: + def __init__(self): + """ + Initialize the controller + """ + # Control parameters + self.integration_dt = 0.1 + self.damping = 1e-4 + self.Kpos = 0.95 # Position gain + self.Kori = 0.95 # Orientation gain + self.max_angvel = 3.14 # Max joint velocity (rad/s) + + # State variables + self.dof = None + self.current_joint_pos = None # Full robot state + self.home_pos = None # Home position for arm joints only + + self.target_pos = np.array([0.4, 0.0, 0.3]) # Conservative default target + self.target_rpy = [180.0, 0.0, 90.0] # Downward orientation + + self.current_ee_pose = None # End-effector pose + self.current_jacobian = None # Jacobian matrix + + print("Controller initialized") + + def _initialize_robot(self, positions, jacobian_dof=None): + """Initialize controller state with appropriate dimensions""" + self.full_joint_count = len(positions) + # Set DOF from Jacobian if available + self.dof = jacobian_dof if jacobian_dof is not None else self.full_joint_count + + self.current_joint_pos = positions.copy() + self.home_pos = np.zeros(self.dof) + + def get_target_rotation_matrix(self): + """Convert RPY to rotation matrix.""" + roll_rad, pitch_rad, yaw_rad = np.radians(self.target_rpy) + desired_rot = Rotation.from_euler('ZYX', [yaw_rad, pitch_rad, roll_rad]) + return desired_rot.as_matrix() + + def set_target_pose(self, pose_array): + """Set target pose from input array.""" + self.target_pos = np.array(pose_array[:3]) + if len(pose_array) == 6: + self.target_rpy = list(pose_array[3:6]) + else: + self.target_rpy = [180.0, 0.0, 90.0] # Default orientation if not provided + + def update_jacobian(self, jacobian_flat, shape): + """Update current jacobian and initialize DOF if needed.""" + jacobian_dof = shape[1] + self.current_jacobian = jacobian_flat.reshape(shape) + + if self.dof is None: + if self.current_joint_pos is not None: + self._initialize_robot(self.current_joint_pos, jacobian_dof) + else: + self.dof = jacobian_dof + elif self.dof != jacobian_dof: + self.dof = jacobian_dof + self.home_pos = np.zeros(self.dof) + + def apply_differential_ik_control(self): + """Apply differential IK control with nullspace projection.""" + if self.current_ee_pose is None or self.current_jacobian is None: + return self.current_joint_pos + + current_ee_pos = self.current_ee_pose['position'] + current_ee_rpy = self.current_ee_pose['rpy'] + + # Calculate position and orientation error + pos_error = self.target_pos - current_ee_pos + twist = np.zeros(6) + twist[:3] = self.Kpos * pos_error / self.integration_dt + + # Convert current RPY to rotation matrix + current_rot = Rotation.from_euler('XYZ', current_ee_rpy) + desired_rot = Rotation.from_matrix(self.get_target_rotation_matrix()) + rot_error = (desired_rot * current_rot.inv()).as_rotvec() + twist[3:] = self.Kori * rot_error / self.integration_dt + jac = self.current_jacobian + + # Damped least squares inverse kinematics + diag = self.damping * np.eye(6) + dq = jac.T @ np.linalg.solve(jac @ jac.T + diag, twist) + + # # Apply nullspace control + # # Calculate nullspace projection # uncomment to enable nullspace control + + # current_arm = self.current_joint_pos[:self.dof] + # jac_pinv = np.linalg.pinv(jac) + # N = np.eye(self.dof) - jac_pinv @ jac + + # # Apply gains to pull towards home position + # k_null = np.ones(self.dof) * 5.0 + # dq_null = k_null * (self.home_pos - current_arm) # Nullspace velocity + # dq += N @ dq_null # Nullspace movement + + # Limit joint velocities + dq_abs_max = np.abs(dq).max() + if dq_abs_max > self.max_angvel: + dq *= self.max_angvel / dq_abs_max + + # Create full joint command (apply IK result to arm joints, keep other joints unchanged) + new_joints = self.current_joint_pos.copy() + new_joints[:self.dof] += dq * self.integration_dt + + return new_joints + +def main(): + node = Node() + controller = Controller() + + for event in node: + if event["type"] == "INPUT": + if event["id"] == "joint_positions": + joint_pos = event["value"].to_numpy() + + if controller.current_joint_pos is None: + controller._initialize_robot(joint_pos) + else: + controller.current_joint_pos = joint_pos + + # Request FK computation + node.send_output( + "fk_request", + pa.array(controller.current_joint_pos, type=pa.float32()), + metadata={"encoding": "jointstate", "timestamp": time.time()} + ) + + # Request Jacobian computation + node.send_output( + "jacobian_request", + pa.array(controller.current_joint_pos, type=pa.float32()), + metadata={"encoding": "jacobian", "timestamp": time.time()} + ) + joint_commands = controller.apply_differential_ik_control() + + # Send control commands to the robot + node.send_output( + "joint_commands", + pa.array(joint_commands, type=pa.float32()), + metadata={"timestamp": time.time()} + ) + + # Handle target pose updates + if event["id"] == "target_pose": + target_pose = event["value"].to_numpy() + controller.set_target_pose(target_pose) + + # Handle FK results + if event["id"] == "fk_result": + if event["metadata"]["encoding"] == "xyzrpy": + ee_pose = event["value"].to_numpy() + controller.current_ee_pose = {'position': ee_pose[:3],'rpy': ee_pose[3:6]} + + # Handle Jacobian results + if event["id"] == "jacobian_result": + if event["metadata"]["encoding"] == "jacobian_result": + jacobian_flat = event["value"].to_numpy() + jacobian_shape = event["metadata"]["jacobian_shape"] + controller.update_jacobian(jacobian_flat, jacobian_shape) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/examples/mujoco-sim/target_pose_control/nodes/controller_ik.py b/examples/mujoco-sim/target_pose_control/nodes/controller_ik.py new file mode 100644 index 00000000..2cd4c1b2 --- /dev/null +++ b/examples/mujoco-sim/target_pose_control/nodes/controller_ik.py @@ -0,0 +1,89 @@ +import numpy as np +import time +import pyarrow as pa +from dora import Node + +class Controller: + def __init__(self): + """ + Initialize the simple controller + """ + # State variables + self.dof = None + self.current_joint_pos = None + + self.target_pos = np.array([0.4, 0.0, 0.3]) # Conservative default target + self.target_rpy = [180.0, 0.0, 90.0] # Downward orientation + self.ik_request_sent = True + + print("Simple Controller initialized") + + def _initialize_robot(self, positions): + """Initialize controller state with appropriate dimensions""" + self.full_joint_count = len(positions) + self.current_joint_pos = positions.copy() + if self.dof is None: + self.dof = self.full_joint_count + + def set_target_pose(self, pose_array): + """Set target pose from input array.""" + self.target_pos = np.array(pose_array[:3]) + if len(pose_array) == 6: + self.target_rpy = list(pose_array[3:6]) + else: + self.target_rpy = [180.0, 0.0, 90.0] # Default orientation if not provided + self.ik_request_sent = False + + def get_target_pose_array(self): + """Get target pose as 6D array [x, y, z, roll, pitch, yaw]""" + return np.concatenate([self.target_pos, self.target_rpy]) + +def main(): + node = Node() + controller = Controller() + + for event in node: + if event["type"] == "INPUT": + if event["id"] == "joint_positions": + joint_pos = event["value"].to_numpy() + + if controller.current_joint_pos is None: + controller._initialize_robot(joint_pos) + else: + controller.current_joint_pos = joint_pos + + # Request IK solution directly + target_pose = controller.get_target_pose_array() + if not controller.ik_request_sent: + node.send_output( + "ik_request", + pa.array(target_pose, type=pa.float32()), + metadata={"encoding": "xyzrpy", "timestamp": time.time()} + ) + controller.ik_request_sent = True + + node.send_output( + "joint_state", + pa.array(joint_pos, type=pa.float32()), + metadata={"encoding": "jointstate", "timestamp": time.time()} + ) + + # Handle target pose updates + if event["id"] == "target_pose": + target_pose = event["value"].to_numpy() + controller.set_target_pose(target_pose) + + # Handle IK results and send directly as joint commands + if event["id"] == "ik_request": + if event["metadata"]["encoding"] == "jointstate": + ik_solution = event["value"].to_numpy() + # print("ik_solution", ik_solution) + # Send IK solution directly as joint commands + node.send_output( + "joint_commands", + pa.array(ik_solution, type=pa.float32()), + metadata={"timestamp": time.time()} + ) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/examples/mujoco-sim/target_pose_control/nodes/pose_publisher.py b/examples/mujoco-sim/target_pose_control/nodes/pose_publisher.py new file mode 100644 index 00000000..816409c2 --- /dev/null +++ b/examples/mujoco-sim/target_pose_control/nodes/pose_publisher.py @@ -0,0 +1,44 @@ +import time +import pyarrow as pa +from dora import Node + +class PosePublisher: + """Publishes target poses in sequence.""" + + def __init__(self): + """Initialize pose publisher with predefined target poses sequence.""" + # target poses [x, y, z, roll, pitch, yaw] + self.target_poses = [ + [0.5, 0.5, 0.3, 180.0, 0.0, 90.0], + [0.6, 0.2, 0.5, 180.0, 0.0, 45.0], + [0.7, 0.1, 0.4, 90.0, 90.0, 90.0], + [0.4, -0.3, 0.5, 180.0, 0.0, 135.0], + [-0.3, -0.6, 0.3, 180.0, 0.0, 90.0], + ] + + self.current_pose_index = 0 + print("Pose Publisher initialized") + + def get_next_pose(self): + """Get the next target pose in sequence.""" + pose = self.target_poses[self.current_pose_index] + self.current_pose_index = (self.current_pose_index + 1) % len(self.target_poses) + return pose + +def main(): + node = Node("pose_publisher") + publisher = PosePublisher() + time.sleep(3) # Allow time for simulation to start + for event in node: + if event["type"] == "INPUT" and event["id"] == "tick": + target_pose = publisher.get_next_pose() + print(f"Publishing target pose: {target_pose}") + + node.send_output( + "target_pose", + pa.array(target_pose, type=pa.float64()), + metadata={"timestamp": time.time()} + ) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/examples/multiple-daemons/node/src/main.rs b/examples/multiple-daemons/node/src/main.rs index 36f42d57..bf1cd424 100644 --- a/examples/multiple-daemons/node/src/main.rs +++ b/examples/multiple-daemons/node/src/main.rs @@ -26,7 +26,7 @@ fn main() -> eyre::Result<()> { } other => eprintln!("Ignoring unexpected input `{other}`"), }, - Event::Stop => println!("Received manual stop"), + Event::Stop(_) => println!("Received stop"), other => eprintln!("Received unexpected input: {other:?}"), } } diff --git a/examples/multiple-daemons/sink/src/main.rs b/examples/multiple-daemons/sink/src/main.rs index e180af08..59316aba 100644 --- a/examples/multiple-daemons/sink/src/main.rs +++ b/examples/multiple-daemons/sink/src/main.rs @@ -24,8 +24,8 @@ fn main() -> eyre::Result<()> { } other => eprintln!("Ignoring unexpected input `{other}`"), }, - Event::Stop => { - println!("Received manual stop"); + Event::Stop(_) => { + println!("Received stop"); } Event::InputClosed { id } => { println!("Input `{id}` was closed"); diff --git a/examples/rust-dataflow/node/src/main.rs b/examples/rust-dataflow/node/src/main.rs index 36f42d57..bf1cd424 100644 --- a/examples/rust-dataflow/node/src/main.rs +++ b/examples/rust-dataflow/node/src/main.rs @@ -26,7 +26,7 @@ fn main() -> eyre::Result<()> { } other => eprintln!("Ignoring unexpected input `{other}`"), }, - Event::Stop => println!("Received manual stop"), + Event::Stop(_) => println!("Received stop"), other => eprintln!("Received unexpected input: {other:?}"), } } diff --git a/examples/rust-dataflow/sink-dynamic/src/main.rs b/examples/rust-dataflow/sink-dynamic/src/main.rs index 58f36e41..db5164b7 100644 --- a/examples/rust-dataflow/sink-dynamic/src/main.rs +++ b/examples/rust-dataflow/sink-dynamic/src/main.rs @@ -25,8 +25,8 @@ fn main() -> eyre::Result<()> { } other => eprintln!("Ignoring unexpected input `{other}`"), }, - Event::Stop => { - println!("Received manual stop"); + Event::Stop(_) => { + println!("Received stop"); } Event::InputClosed { id } => { println!("Input `{id}` was closed"); diff --git a/examples/rust-dataflow/sink/src/main.rs b/examples/rust-dataflow/sink/src/main.rs index e180af08..59316aba 100644 --- a/examples/rust-dataflow/sink/src/main.rs +++ b/examples/rust-dataflow/sink/src/main.rs @@ -24,8 +24,8 @@ fn main() -> eyre::Result<()> { } other => eprintln!("Ignoring unexpected input `{other}`"), }, - Event::Stop => { - println!("Received manual stop"); + Event::Stop(_) => { + println!("Received stop"); } Event::InputClosed { id } => { println!("Input `{id}` was closed"); diff --git a/examples/rust-dataflow/status-node/src/main.rs b/examples/rust-dataflow/status-node/src/main.rs index 09de8184..ff97b97e 100644 --- a/examples/rust-dataflow/status-node/src/main.rs +++ b/examples/rust-dataflow/status-node/src/main.rs @@ -29,7 +29,7 @@ fn main() -> eyre::Result<()> { } other => eprintln!("ignoring unexpected input {other}"), }, - Event::Stop => {} + Event::Stop(_) => {} Event::InputClosed { id } => { println!("input `{id}` was closed"); if *id == "random" { diff --git a/examples/rust-ros2-dataflow/node/src/main.rs b/examples/rust-ros2-dataflow/node/src/main.rs index 395a5e34..32ad5970 100644 --- a/examples/rust-ros2-dataflow/node/src/main.rs +++ b/examples/rust-ros2-dataflow/node/src/main.rs @@ -119,7 +119,7 @@ fn main() -> eyre::Result<()> { } other => eprintln!("Ignoring unexpected input `{other}`"), }, - Event::Stop => println!("Received manual stop"), + Event::Stop(_) => println!("Received stop"), other => eprintln!("Received unexpected input: {other:?}"), }, MergedEvent::External(pose) => { diff --git a/examples/vggt/depth.dora-session.yaml b/examples/vggt/depth.dora-session.yaml new file mode 100644 index 00000000..13428f1b --- /dev/null +++ b/examples/vggt/depth.dora-session.yaml @@ -0,0 +1,8 @@ +build_id: 2b402c1e-e52e-45e9-86e5-236b33a77369 +session_id: 275de19c-e605-4865-bc5f-2f15916bade9 +git_sources: {} +local_build: + node_working_dirs: + camera: /Users/xaviertao/Documents/work/dora/examples/vggt + dora-vggt: /Users/xaviertao/Documents/work/dora/examples/vggt + plot: /Users/xaviertao/Documents/work/dora/examples/vggt diff --git a/examples/vggt/depth.yaml b/examples/vggt/depth.yaml new file mode 100644 index 00000000..2013aa60 --- /dev/null +++ b/examples/vggt/depth.yaml @@ -0,0 +1,26 @@ +nodes: + - id: camera + build: pip install opencv-video-capture + path: opencv-video-capture + inputs: + tick: dora/timer/millis/100 + outputs: + - image + env: + CAPTURE_PATH: 1 + + - id: dora-vggt + build: pip install -e ../../node-hub/dora-vggt + path: dora-vggt + inputs: + image: camera/image + outputs: + - depth + - image + + - id: plot + build: pip install dora-rerun + path: dora-rerun + inputs: + camera/image: dora-vggt/image + camera/depth: dora-vggt/depth diff --git a/examples/vggt/vggt-v-realsense.yaml b/examples/vggt/vggt-v-realsense.yaml new file mode 100644 index 00000000..50119eb1 --- /dev/null +++ b/examples/vggt/vggt-v-realsense.yaml @@ -0,0 +1,29 @@ +nodes: + - id: camera + build: pip install -e ../../node-hub/dora-pyrealsense + path: dora-pyrealsense + inputs: + tick: dora/timer/millis/100 + outputs: + - image + - depth + env: + CAPTURE_PATH: 8 + + - id: dora-vggt + build: pip install -e ../../node-hub/dora-vggt + path: dora-vggt + inputs: + image: camera/image + outputs: + - depth + - image + + - id: plot + build: pip install dora-rerun + path: dora-rerun + inputs: + camera/image: dora-vggt/image + camera/depth: dora-vggt/depth + realsense/image: camera/image + realsense/depth: camera/depth diff --git a/libraries/arrow-convert/src/lib.rs b/libraries/arrow-convert/src/lib.rs index cf293161..f9b8f21e 100644 --- a/libraries/arrow-convert/src/lib.rs +++ b/libraries/arrow-convert/src/lib.rs @@ -1,4 +1,7 @@ -use arrow::array::{Array, Float32Array, Float64Array, Int32Array, Int64Array, UInt32Array}; +use arrow::array::{ + Array, Float32Array, Float64Array, Int16Array, Int32Array, Int64Array, Int8Array, UInt16Array, + UInt32Array, UInt8Array, +}; use arrow::datatypes::DataType; use eyre::{eyre, ContextCompat, Result}; use num::NumCast; @@ -63,7 +66,11 @@ macro_rules! register_array_handlers { register_array_handlers! { (DataType::Float32, Float32Array, "float32"), (DataType::Float64, Float64Array, "float64"), + (DataType::Int8, Int8Array, "int8"), + (DataType::Int16, Int16Array, "int16"), (DataType::Int32, Int32Array, "int32"), (DataType::Int64, Int64Array, "int64"), + (DataType::UInt8, UInt8Array, "uint8"), + (DataType::UInt16, UInt16Array, "uint16"), (DataType::UInt32, UInt32Array, "uint32"), } diff --git a/node-hub/dora-keyboard/dora_keyboard/main.py b/node-hub/dora-keyboard/dora_keyboard/main.py index f3858fe0..644c10c5 100644 --- a/node-hub/dora-keyboard/dora_keyboard/main.py +++ b/node-hub/dora-keyboard/dora_keyboard/main.py @@ -11,6 +11,8 @@ def main(): node = Node() always_none = node.next(timeout=0.001) is None + always_none = node.next(timeout=0.001) is None + print("Always None:", always_none) with keyboard.Events() as events: while True: if not always_none: diff --git a/node-hub/dora-microphone/dora_microphone/main.py b/node-hub/dora-microphone/dora_microphone/main.py index b45756bc..aec0eeab 100644 --- a/node-hub/dora-microphone/dora_microphone/main.py +++ b/node-hub/dora-microphone/dora_microphone/main.py @@ -19,6 +19,7 @@ def main(): start_recording_time = tm.time() node = Node() + always_none = node.next(timeout=0.001) is None always_none = node.next(timeout=0.001) is None finished = False diff --git a/node-hub/dora-mistral-rs/src/main.rs b/node-hub/dora-mistral-rs/src/main.rs index bb451e1e..9b123113 100644 --- a/node-hub/dora-mistral-rs/src/main.rs +++ b/node-hub/dora-mistral-rs/src/main.rs @@ -46,8 +46,8 @@ async fn main() -> eyre::Result<()> { } other => eprintln!("Received input `{other}`"), }, - Event::Stop => { - println!("Received manual stop") + Event::Stop(_) => { + println!("Received command"); } Event::InputClosed { id } => { println!("input `{id}` was closed"); diff --git a/node-hub/dora-mujoco/README.md b/node-hub/dora-mujoco/README.md new file mode 100644 index 00000000..5dbac499 --- /dev/null +++ b/node-hub/dora-mujoco/README.md @@ -0,0 +1,235 @@ +# dora-mujoco + +A MuJoCo physics simulation node for the Dora dataflow framework. This node provides real-time physics simulation with support for a wide range of robots from the `robot_descriptions` package, as well as custom robot models. Designed for modular robotics control architectures. + +## Features + +- **Wide Robot Support**: Built-in support for 50+ robot models including quadrupeds, humanoids, arms, drones, and more +- **Flexible Model Loading**: Load robots by name (via robot_descriptions) or direct XML file paths +- **Real-time Simulation**: Continuous physics simulation with configurable tick rates +- **Live Visualization**: Optional MuJoCo viewer for real-time 3D visualization +- **Generic Control Interface**: Accepts control commands for any robot type +- **Rich Data Output**: Joint positions, velocities, accelerations, and sensor data + + +## Supported Robot Categories + +| Category | Examples | +|----------|----------| +| **Quadrupeds** | Unitree Go1/Go2/A1, ANYmal B/C, Boston Dynamics Spot | +| **Humanoids** | Unitree G1/H1, Apptronik Apollo, TALOS, JVRC-1 | +| **Arms** | Franka Panda, KUKA iiwa14, Universal Robots UR5e/UR10e | +| **Dual Arms** | Aloha 2, Baxter, YuMi | +| **End Effectors** | Allegro Hand, Shadow Hand, Robotiq 2F-85 | +| **Drones** | Crazyflie 2.0, Skydio X2 | +| **Educational** | Double Pendulum | + +## Getting Started + +### Quick Start + +1. **Run a simple simulation**: +```bash +dora build demo.yml +# Start with Unitree Go2 quadruped +dora run demo.yml +``` + +2. **Use different robots**: +```python +# In main.py, modify the model name (line ~95) +model_path_or_name = "franka_panda" # Change this line +# Examples: "go2", "franka_panda", "g1", "spot", etc. +``` + +3. **Use custom robot models**: +```python +# In main.py, use file path instead of model name +model_path_or_name = "/path/to/my_robot/scene.xml" +``` + +## Usage Examples +TODO + +### Available Robot Models +The simulator supports all models from the `robot_descriptions` package. Common names include: + +- **Quadrupeds**: `go1`, `go2`, `a1`, `aliengo`, `anymal_b`, `anymal_c`, `spot` +- **Humanoids**: `g1`, `h1`, `apollo`, `talos`, `jvrc`, `cassie` +- **Arms**: `panda`, `ur5e`, `ur10e`, `iiwa14`, `gen3`, `sawyer` +- **Hands**: `allegro_hand`, `shadow_hand`, `leap_hand`, `robotiq_2f85` + +See [`robot_models.json`](dora_mujoco/robot_models.json) for the complete list. + +## Architecture + +The `dora-mujoco` node is designed to be **robot-agnostic** and work with **robot-specific controllers**: + +``` +┌─────────────────┐ +│ Command Node │ target_pose/cmd_vel +│ (Gamepad, etc) │─────────────┐ +└─────────────────┘ │ + ▼ +┌─────────────────┐ control_input ┌─────────────────┐ +│ Robot Controller│───────────────────▶│ dora-mujoco │ +│ (Franka, Husky) │ │ │ +└─────────────────┘ │ ┌─────────────┐ │ joint_positions + ▲ │ │ Simulator │ │──────────────────▶ + │ joint_positions │ │ │ │ joint_velocities + └───────────────────────────│ │ ┌────────┐ │ │──────────────────▶ + │ │ │Renderer│ │ │ actuator_controls + │ │ └────────┘ │ │──────────────────▶ + │ │ │ │ sensor_data + │ └─────────────┘ │──────────────────▶ + └─────────────────┘ +the control nodes are optional (the robot will still spawn without them) +``` + +## YAML Specification + +### Node Configuration +```yaml +nodes: + - id: mujoco_sim + build: pip install -e . + path: dora-mujoco + env: + MODEL_NAME: "go2" # Robot model name or file path + inputs: + TICK: dora/timer/millis/2 # Simulation tick rate (500Hz) + outputs: + - joint_positions # Joint position array + - joint_velocities # Joint velocity array + - sensor_data # Sensor readings array +``` + +### Input Specification +| Input | Type | Description | +|-------|------|-------------| +| `tick` | Timer | Triggers simulation steps and data output | +| `control_input` | `pa.array(float64)` | Control commands for actuators | + +**Control Input Format**: +- **Manipulator Arms**: Joint position commands `[q1, q2, ..., q7, gripper]` +- **Mobile Robots**: Wheel velocity commands `[wheel1, wheel2, wheel3, wheel4]` +- **Quadrupeds**: Joint position commands `[hip1, thigh1, calf1, ...]` + +### Output Specification +| Output | Type | Description | Metadata | +|--------|------|-------------|----------| +| `joint_positions` | `pa.array(float64)` | Joint positions (qpos) | `timestamp` | +| `joint_velocities` | `pa.array(float64)` | Joint velocities (qvel) | `timestamp` | +| `actuator_controls` | `pa.array(float64)` | Current actuator commands | `timestamp` | +| `sensor_data` | `pa.array(float64)` | Sensor readings (if available) | `timestamp` | + +## Configuration Options + +### Environment Variables +- `MODEL_NAME`: Robot model name or XML file path (default: "go2") + +### Custom Robot Models +```python +# Use direct XML file path +env: + MODEL_NAME: "/path/to/my_robot/scene.xml" +``` + +### Simulation Parameters +- **Physics Timestep**: Fixed at MuJoCo default (0.002s = 500Hz) +- **Output Rate**: Controlled by `tick` input frequency +- **Control Rate**: Determined by `control_input` frequency + +## Development + +### Code Quality +```bash +# Format code +uv run ruff check . --fix + +# Lint code +uv run ruff check . + +# Run tests +uv pip install pytest +uv run pytest . +``` + +### Adding New Models +To add support for new robot models: + +1. Add the model mapping to [`robot_models.json`](dora_mujoco/robot_models.json): +```json +{ + "category_name": { + "my_robot": "my_robot_mj_description" + } +} +``` + +2. Ensure the model is available in `robot_descriptions` or provide the XML file path directly. + +### Creating Robot Controllers + +Robot-specific controllers should: +1. Subscribe to `joint_positions` from the simulation +2. Implement robot-specific control logic (IK, dynamics, etc.) +3. Publish `control_input` commands to the simulation + + + +## Troubleshooting + +### Common Issues + +1. **Model not found**: + ``` + ERROR: Model file not found for my_robot + ``` + - Check if the model name exists in `robot_models.json` + - Verify `robot_descriptions` has the model installed + - Use absolute file path for custom models + +2. **Scene variant missing**: + ``` + WARNING: Failed to load scene variant + ``` + - Normal behavior - falls back to robot-only model + - Scene variants include ground plane and lighting + +3. **Control dimension mismatch**: + ``` + WARNING: Control input size doesn't match actuators + ``` + - Check that control commands match the robot's actuator count + - Use `print(model.nu)` to see expected control dimensions + +4. **Viewer issues**: + - Ensure proper OpenGL/graphics drivers + - Use headless mode for server environments + +## Examples + +Complete working examples are available in: +- `dora/examples/mujoco-sim/` + - Target pose control with Cartesian space control + - Gamepad control with real-time interaction + +## License + +This project is released under the MIT License. See the LICENSE file for details. + +## Contributing + +Contributions are welcome! Please: + +1. Follow the existing code style (ruff formatting) +2. Add tests for new features +3. Update documentation as needed +4. Submit pull requests with clear descriptions + +## Related Projects + +- [Dora-rs](https://github.com/dora-rs/dora) - The dataflow framework +- [MuJoCo](https://github.com/google-deepmind/mujoco) - Physics simulation engine +- [robot_descriptions](https://github.com/robot-descriptions/robot_descriptions) - Robot model collection diff --git a/node-hub/dora-mujoco/demo.yml b/node-hub/dora-mujoco/demo.yml new file mode 100644 index 00000000..79b9958b --- /dev/null +++ b/node-hub/dora-mujoco/demo.yml @@ -0,0 +1,28 @@ +nodes: + - id: mujoco_sim + build: pip install -e . + path: dora-mujoco + inputs: + tick: dora/timer/millis/2 # 500 Hz data collection + # control_input: controller/output + outputs: + - joint_positions + - joint_velocities + - actuator_controls + - sensor_data + env: + MODEL_NAME: "go2" # Load go2 from robot-descriptions + + # - id: controller + # # Your control logic node + # inputs: + # joint_positions: mujoco_sim/joint_positions + # outputs: + # - output + + # - id: data_collector + # # Your data collection node + # inputs: + # joint_positions: mujoco_sim/joint_positions + # joint_velocities: mujoco_sim/joint_velocities + # sensor_data: mujoco_sim/sensor_data \ No newline at end of file diff --git a/node-hub/dora-mujoco/dora_mujoco/__init__.py b/node-hub/dora-mujoco/dora_mujoco/__init__.py new file mode 100644 index 00000000..79cbf370 --- /dev/null +++ b/node-hub/dora-mujoco/dora_mujoco/__init__.py @@ -0,0 +1,13 @@ +"""TODO: Add docstring.""" + +import os + +# Define the path to the README file relative to the package directory +readme_path = os.path.join(os.path.dirname(os.path.dirname(__file__)), "README.md") + +# Read the content of the README file +try: + with open(readme_path, encoding="utf-8") as f: + __doc__ = f.read() +except FileNotFoundError: + __doc__ = "README file not found." diff --git a/node-hub/dora-mujoco/dora_mujoco/__main__.py b/node-hub/dora-mujoco/dora_mujoco/__main__.py new file mode 100644 index 00000000..51a1554d --- /dev/null +++ b/node-hub/dora-mujoco/dora_mujoco/__main__.py @@ -0,0 +1,6 @@ +"""TODO: Add docstring.""" + +from .main import main + +if __name__ == "__main__": + main() diff --git a/node-hub/dora-mujoco/dora_mujoco/main.py b/node-hub/dora-mujoco/dora_mujoco/main.py new file mode 100644 index 00000000..78155ffb --- /dev/null +++ b/node-hub/dora-mujoco/dora_mujoco/main.py @@ -0,0 +1,194 @@ +"""MuJoCo simulation node for Dora with robot descriptions support.""" + +import numpy as np +import pyarrow as pa +import mujoco +import mujoco.viewer +from dora import Node +import json +import os +from pathlib import Path +import time +from typing import Dict, Any +from robot_descriptions.loaders.mujoco import load_robot_description + + +class MuJoCoSimulator: + """MuJoCo simulator for Dora.""" + + def __init__(self, model_path_or_name: str = None): + """Initialize the MuJoCo simulator.""" + # Check environment variable first, then use parameter, then default + self.model_path_or_name = ( + os.getenv("MODEL_NAME") or + model_path_or_name or + "go2_mj_description" + ) + + self.model = None + self.data = None + self.viewer = None + self.state_data = {} + self.load_model() + + print(f"MuJoCo Simulator initialized with model: {self.model_path_or_name}") + + def load_model(self) -> bool: + """Load MuJoCo model from path or robot description name.""" + model_path = Path(self.model_path_or_name) + if model_path.exists() and model_path.suffix == '.xml': + print(f"Loading model from direct path: {model_path}") + self.model = mujoco.MjModel.from_xml_path(str(model_path)) + else: + self.model = load_robot_description(self.model_path_or_name, variant="scene") + + # Initialize simulation data + self.data = mujoco.MjData(self.model) + + # Set control to neutral position + if self.model.nkey > 0: + mujoco.mj_resetDataKeyframe(self.model, self.data, 0) + else: + mujoco.mj_resetData(self.model, self.data) + + # Print model info for debugging + print("Model loaded successfully:") + print(f" DOF (nq): {self.model.nq}") + print(f" Velocities (nv): {self.model.nv}") + print(f" Actuators (nu): {self.model.nu}") + print(f" Control inputs: {len(self.data.ctrl)}") + + # Print actuator info + if self.model.nu > 0: + print("Actuators:") + for i in range(self.model.nu): + actuator_name = mujoco.mj_id2name(self.model, mujoco.mjtObj.mjOBJ_ACTUATOR, i) + joint_id = self.model.actuator_trnid[i, 0] # First transmission joint + joint_name = mujoco.mj_id2name(self.model, mujoco.mjtObj.mjOBJ_JOINT, joint_id) if joint_id >= 0 else "N/A" + ctrl_range = self.model.actuator_ctrlrange[i] + print(f" [{i}] {actuator_name or f'actuator_{i}'} -> joint: {joint_name} | range: [{ctrl_range[0]:.2f}, {ctrl_range[1]:.2f}]") + + # Initialize state data + self._update_state_data() + return True + + def apply_control(self, control_input: np.ndarray): + """Apply control input to the simulation. + + Args: + control_input: Control values for actuators + + """ + if control_input is None or len(control_input) == 0: + return + + # Ensure we don't exceed the number of actuators + n_controls = min(len(control_input), self.model.nu) + + # Apply control directly to actuators + for i in range(n_controls): + # Apply joint limits if available + ctrl_range = self.model.actuator_ctrlrange[i] + if ctrl_range[0] < ctrl_range[1]: # Valid range + control_value = np.clip(control_input[i], ctrl_range[0], ctrl_range[1]) + else: + control_value = control_input[i] + + self.data.ctrl[i] = control_value + + def _get_available_models(self) -> dict: + """Get available models from the mapping file.""" + config_path = Path(__file__).parent / "robot_models.json" + with open(config_path) as f: + return json.load(f) + + def step_simulation(self): + """Step the simulation forward.""" + mujoco.mj_step(self.model, self.data) + self._update_state_data() + + def _update_state_data(self): + """Update state data that can be sent via Dora.""" + self.state_data = { + "time": self.data.time, # Current simulation time + "qpos": self.data.qpos.copy(), # Joint positions + "qvel": self.data.qvel.copy(), # Joint velocities + "qacc": self.data.qacc.copy(), # Joint accelerations + "ctrl": self.data.ctrl.copy(), # Control inputs/actuator commands + "qfrc_applied": self.data.qfrc_applied.copy(), # External forces applied to joints + "sensordata": self.data.sensordata.copy() if self.model.nsensor > 0 else np.array([]) # Sensor readings + } + + def get_state(self) -> Dict[str, Any]: + """Get current simulation state.""" + return self.state_data.copy() + + +def main(): + """Run the main Dora node function.""" + node = Node() + + # Initialize simulator + simulator = MuJoCoSimulator() + + # Load model + if not simulator.load_model(): + print("Failed to load MuJoCo model") + return + + print("MuJoCo simulation node started") + + # Launch viewer + with mujoco.viewer.launch_passive(simulator.model, simulator.data) as viewer: + print("MuJoCo viewer launched - simulation running") + + # Main Dora event loop + for event in node: + if event["type"] == "INPUT": + # Handle control input + if event["id"] == "control_input": + control_array = event["value"].to_numpy() + simulator.apply_control(control_array) + # print(f"Applied control: {control_array[:7]}") # Show first 7 values + + # Step simulation once per loop iteration + simulator.step_simulation() + viewer.sync() + + # Send outputs after stepping + if event["type"] == "INPUT": + state = simulator.get_state() + current_time = state.get("time", time.time()) + + # Send joint positions + node.send_output( + "joint_positions", + pa.array(state["qpos"]), + {"timestamp": current_time, "encoding": "jointstate"} + ) + + # Send joint velocities + node.send_output( + "joint_velocities", + pa.array(state["qvel"]), + {"timestamp": current_time} + ) + + # Send actuator controls + node.send_output( + "actuator_controls", + pa.array(state["ctrl"]), + {"timestamp": current_time} + ) + + # Send sensor data if available + if len(state["sensordata"]) > 0: + node.send_output( + "sensor_data", + pa.array(state["sensordata"]), + {"timestamp": current_time} + ) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/node-hub/dora-mujoco/pyproject.toml b/node-hub/dora-mujoco/pyproject.toml new file mode 100644 index 00000000..055a73c3 --- /dev/null +++ b/node-hub/dora-mujoco/pyproject.toml @@ -0,0 +1,31 @@ +[project] +name = "dora-mujoco" +version = "0.1.0" +authors = [{ name = "Your Name", email = "email@email.com" }] +description = "MuJoCo simulation node for Dora" +license = { text = "MIT" } +readme = "README.md" +requires-python = ">=3.8" + +dependencies = [ + "dora-rs >= 0.3.9", + "mujoco >= 3.1.6", + "numpy >= 1.21.0", + "pyarrow >= 14.0.1", + "robot_descriptions >= 1.12.0", +] + +[dependency-groups] +dev = ["pytest >=8.1.1", "ruff >=0.9.1"] + +[project.scripts] +dora-mujoco = "dora_mujoco.main:main" + +[tool.ruff.lint] +extend-select = [ + "UP", # pyupgrade + "PERF", # Ruff's PERF rule + "RET", # Ruff's RET rule + "RSE", # Ruff's RSE rule + "N", # Ruff's N rule +] diff --git a/node-hub/dora-mujoco/tests/test_dora_mujoco.py b/node-hub/dora-mujoco/tests/test_dora_mujoco.py new file mode 100644 index 00000000..8920c519 --- /dev/null +++ b/node-hub/dora-mujoco/tests/test_dora_mujoco.py @@ -0,0 +1,9 @@ +import pytest + + +def test_import_main(): + from dora_mujoco.main import main + + # Check that everything is working, and catch dora Runtime Exception as we're not running in a dora dataflow. + with pytest.raises(RuntimeError): + main() diff --git a/node-hub/dora-pyrealsense/README.md b/node-hub/dora-pyrealsense/README.md index d5d2f3cd..8e42f069 100644 --- a/node-hub/dora-pyrealsense/README.md +++ b/node-hub/dora-pyrealsense/README.md @@ -13,7 +13,8 @@ wget https://raw.githubusercontent.com/IntelRealSense/librealsense/refs/heads/ma mkdir config cd config -wget https://raw.githubusercontent.com/IntelRealSense/librealsense/refs/heads/master/scripts/config/99-realsense-libusb.rules +wget https://raw.githubusercontent.com/IntelRealSense/librealsense/master/config/99-realsense-libusb.rules + cd .. chmod +x setup_udev_rules.sh diff --git a/node-hub/dora-pyrealsense/pyproject.toml b/node-hub/dora-pyrealsense/pyproject.toml index b9a572fe..9edba374 100644 --- a/node-hub/dora-pyrealsense/pyproject.toml +++ b/node-hub/dora-pyrealsense/pyproject.toml @@ -12,7 +12,7 @@ dependencies = [ "numpy < 2.0.0", "opencv-python >= 4.1.1", "pyrealsense2-macosx >= 2.54.2; sys_platform == 'darwin'", - "pyrealsense2 == 2.55.1.6486; sys_platform == 'linux'", + "pyrealsense2 >= 2.54.2.5684; sys_platform == 'linux'", "pyrealsense2 == 2.55.1.6486; sys_platform == 'windows'", ] [dependency-groups] diff --git a/node-hub/dora-pytorch-kinematics/dora_pytorch_kinematics/main.py b/node-hub/dora-pytorch-kinematics/dora_pytorch_kinematics/main.py index 244787be..bd5d5ec5 100644 --- a/node-hub/dora-pytorch-kinematics/dora_pytorch_kinematics/main.py +++ b/node-hub/dora-pytorch-kinematics/dora_pytorch_kinematics/main.py @@ -1,7 +1,8 @@ """TODO: Add docstring.""" +import importlib import os -from typing import List, Optional, Tuple, Union +from pathlib import Path import numpy as np import pyarrow as pa @@ -10,9 +11,9 @@ import torch from dora import Node from pytorch_kinematics.transforms.rotation_conversions import matrix_to_euler_angles -TRANSFORM = np.array(os.getenv("TRANSFORM", "0. 0. 0. 0. 0. 0. 1.").split(" ")).astype( +TRANSFORM = np.array(os.getenv("TRANSFORM", "0. 0. 0. 1. 0. 0. 0.").split(" ")).astype( np.float32, -) +) # wxyz format pos = torch.tensor([TRANSFORM[0], TRANSFORM[1], TRANSFORM[2]]) rot = torch.tensor( [ @@ -26,10 +27,11 @@ ROB_TF = pk.Transform3d(pos=pos, rot=rot) def get_xyz_rpy_array_from_transform3d( - transform: "pk.transforms.Transform3d", convention: str = "XYZ", + transform: "pk.transforms.Transform3d", + convention: str = "XYZ", ) -> torch.Tensor: """XYZ-RPY conversion. - + Extract translation (xyz) and rotation (RPY Euler angles in radians) from a pytorch_kinematics Transform3d object and returns them concatenated into a single tensor. @@ -61,7 +63,8 @@ def get_xyz_rpy_array_from_transform3d( # Convert the rotation matrix to Euler angles in radians # The matrix_to_euler_angles function likely exists based on pytorch3d's structure rpy = matrix_to_euler_angles( - rotation_matrix, convention=convention, + rotation_matrix, + convention=convention, ) # Shape (..., 3) # Concatenate xyz and rpy along the last dimension @@ -74,35 +77,41 @@ class RobotKinematics: def __init__( self, urdf_path: str, + urdf: str, end_effector_link: str, - device: Union[str, torch.device] = "cpu", + device: str | torch.device = "cpu", ): """Initialize the kinematic chain from a URDF. Args: + urdf (str): URDF string data of the URDF urdf_path (str): Path to the URDF file. end_effector_link (str): Name of the end-effector link. device (Union[str, torch.device]): Computation device ('cpu' or 'cuda'). """ self.device = torch.device(device) - try: - # Load kinematic chain (core pytorch_kinematics object) - self.chain = pk.build_serial_chain_from_urdf( - open(urdf_path, mode="rb").read(), end_effector_link, - ).to(device=self.device) - except Exception as e: - raise RuntimeError(f"Failed to build chain from URDF: {urdf_path}") from e + if urdf_path: + urdf = open(urdf_path, mode="rb").read() + # Load kinematic chain (core pytorch_kinematics object) + self.chain = pk.build_serial_chain_from_urdf( + urdf, + end_effector_link, + ).to(device=self.device) self.num_joints = len(self.chain.get_joint_parameter_names(exclude_fixed=True)) # Default initial guess for IK if none provided self._default_q = torch.zeros( - (1, self.num_joints), device=self.device, dtype=torch.float32, + (1, self.num_joints), + device=self.device, + dtype=torch.float32, ) # print(f"Initialized RobotKinematicsConcise: {self.num_joints} joints, EE='{end_effector_link}', device='{self.device}'") # Optional print def _prepare_joint_tensor( - self, joints: Union[List[float], torch.Tensor], batch_dim_required: bool = True, + self, + joints: list[float] | torch.Tensor, + batch_dim_required: bool = True, ) -> torch.Tensor: """Validate and formats joint angles input tensor.""" if isinstance(joints, list): @@ -113,19 +122,30 @@ class RobotKinematics: j = joints.to(device=self.device, dtype=torch.float32) else: raise TypeError( - "Joints must be a list or torch.Tensor and got: ", joints.type, + "Joints must be a list or torch.Tensor and got: ", + joints.type, ) if j.ndim == 1: - if j.shape[0] != self.num_joints: - raise ValueError(f"Expected {self.num_joints} joints, got {j.shape[0]}") + # Handle case with extra joints (e.g., gripper joints) + if j.shape[0] > self.num_joints: + j = j[: self.num_joints] # Truncate griper or extra joints + elif j.shape[0] < self.num_joints: + raise ValueError( + f"Expected at least {self.num_joints} joints, got {j.shape[0]}" + ) + if batch_dim_required: - j = j.unsqueeze(0) # Add batch dimension if needed (e.g., shape (1, N)) + j = j.unsqueeze(0) # Add batch dimension if needed elif j.ndim == 2: - if j.shape[1] != self.num_joints: + # Handle batched input with extra joints + if j.shape[1] > self.num_joints: + j = j[:, : self.num_joints] # Truncate griper or extra joints + elif j.shape[1] < self.num_joints: raise ValueError( - f"Expected {self.num_joints} joints (dim 1), got {j.shape[1]}", + f"Expected at least {self.num_joints} joints (dim 1), got {j.shape[1]}" ) + if batch_dim_required and j.shape[0] != 1: # Most common IK solvers expect batch=1 for initial guess, FK can handle batches # Relaxing this check slightly, but user should be aware for IK @@ -135,7 +155,8 @@ class RobotKinematics: return j def compute_fk( - self, joint_angles: Union[List[float], torch.Tensor], + self, + joint_angles: list[float] | torch.Tensor, ) -> pk.Transform3d: """Compute Forward Kinematics (FK). @@ -150,23 +171,26 @@ class RobotKinematics: # robot frame angles_tensor = self._prepare_joint_tensor( - joint_angles, batch_dim_required=False, + joint_angles, + batch_dim_required=False, ) # FK handles batches naturally # Direct call to pytorch_kinematics FK goal_in_rob_frame_tf = self.chain.forward_kinematics( - angles_tensor, end_only=True, + angles_tensor, + end_only=True, ) + goal_tf = ROB_TF.compose(goal_in_rob_frame_tf) return goal_tf def compute_ik( self, target_pose: pk.Transform3d, - initial_guess: Optional[Union[List[float], torch.Tensor]] = None, + initial_guess: list[float] | torch.Tensor | None = None, iterations: int = 100, lr: float = 0.1, error_tolerance: float = 1e-4, - ) -> Tuple[torch.Tensor, bool]: + ) -> tuple[torch.Tensor, bool]: """Compute Inverse Kinematics (IK) using PseudoInverseIK. Args: @@ -194,6 +218,7 @@ class RobotKinematics: initial_guess if initial_guess is not None else self._default_q, batch_dim_required=True, ) + if q_init.shape[0] != 1: raise ValueError( "initial_guess must result in batch size 1 for this IK setup.", @@ -222,77 +247,230 @@ class RobotKinematics: return None return solution_angles.solutions.detach() + def compute_jacobian( + self, + joint_angles: list[float] | torch.Tensor, + ) -> torch.Tensor: + """Compute Jacobian matrix using PyTorch Kinematics. + + Args: + joint_angles (Union[List[float], torch.Tensor]): Joint angles (radians). + Shape (num_joints,) or (B, num_joints). + + Returns: + torch.Tensor: Jacobian matrix of shape (B, 6, num_joints) or (6, num_joints) + where rows are [linear_vel_x, linear_vel_y, linear_vel_z, + angular_vel_x, angular_vel_y, angular_vel_z] + + """ + angles_tensor = self._prepare_joint_tensor( + joint_angles, + batch_dim_required=False, + ) + + # Ensure we have batch dimension for jacobian computation + if angles_tensor.ndim == 1: + angles_tensor = angles_tensor.unsqueeze(0) + squeeze_output = True + else: + squeeze_output = False + + # Compute Jacobian (returns shape: (B, 6, num_joints)) + J = self.chain.jacobian(angles_tensor) + + # Remove batch dimension if input was 1D + if squeeze_output: + J = J.squeeze(0) + + return J + + def compute_jacobian_numpy( + self, + joint_angles: list[float] | torch.Tensor | np.ndarray, + ) -> np.ndarray: + """Compute Jacobian matrix and return as numpy array. + + Args: + joint_angles: Joint angles (radians). Can be list, torch.Tensor, or np.ndarray. + Shape (num_joints,) or (B, num_joints). + + Returns: + np.ndarray: Jacobian matrix as numpy array of shape (6, num_joints) or (B, 6, num_joints) + + """ + J = self.compute_jacobian(joint_angles) + return J.cpu().numpy() + + +def load_robot_description_with_cache_substitution(robot_name: str) -> str: + """Load a robot's URDF or MJCF file and replace package:// URIs with cache paths. + + Args: + robot_name: str (e.g., "iiwa7_description"). The robot name handler + + Returns: + ------- + - str: File content with all package:// URIs replaced + + """ + try: + # Dynamically import the robot description module + desc_module = importlib.import_module(f"robot_descriptions.{robot_name}") + + # Find the URDF or MJCF path + if hasattr(desc_module, "URDF_PATH"): + file_path = Path(desc_module.URDF_PATH) + elif hasattr(desc_module, "MJCF_PATH"): + file_path = Path(desc_module.MJCF_PATH) + else: + raise ValueError(f"No URDF or MJCF path found for '{robot_name}'.") + print(f"Loading robot description from: {file_path}") + + # Read and replace + with open(file_path) as f: + content = f.read() + + print("URDF PATH: ", file_path) + content = content.encode("utf-8") + return content + + except ModuleNotFoundError: + raise ValueError(f"Robot '{robot_name}' not found.") + except Exception as e: + raise RuntimeError(f"Failed to process robot description: {e}") + def main(): """TODO: Add docstring.""" node = Node() - urdf_path = os.getenv("URDF_PATH") + model = os.getenv("URDF_PATH") end_effector_link = os.getenv("END_EFFECTOR_LINK") - robot = RobotKinematics(urdf_path, end_effector_link) + + if not model or not Path(model).exists(): + model_name = os.getenv("MODEL_NAME") + model = load_robot_description_with_cache_substitution(model_name) + robot = RobotKinematics( + urdf_path="", urdf=model, end_effector_link=end_effector_link + ) + else: + robot = RobotKinematics( + urdf_path=model, urdf="", end_effector_link=end_effector_link + ) last_known_state = None for event in node: if event["type"] == "INPUT": metadata = event["metadata"] - match metadata["encoding"]: - case "xyzquat": - # Apply Inverse Kinematics - if last_known_state is not None: - target = event["value"].to_numpy() - target = target.astype(np.float32) - target = pk.Transform3d( - pos=target[:3], rot=torch.tensor(target[3:7]), - ) - solution = robot.compute_ik(target, last_known_state) - metadata["encoding"] = "jointstate" - last_known_state = solution.numpy().ravel() - solution = pa.array(last_known_state) - node.send_output(event["id"], solution, metadata=metadata) - case "xyzrpy": - # Apply Inverse Kinematics - if last_known_state is not None: - target = event["value"].to_numpy() - target = target.astype(np.float32) - target = pk.Transform3d( - pos=target[:3], - rot=pk.transforms.euler_angles_to_matrix( - torch.tensor(target[3:6]), convention="XYZ", - ), + if event["id"] == "cmd_vel": + if last_known_state is not None: + target_vel = event["value"].to_numpy() # expect 100ms + # Apply Forward Kinematics + target = robot.compute_fk(last_known_state) + target = ( + np.array(get_xyz_rpy_array_from_transform3d(target)) + + target_vel + ) + target = pa.array(target.ravel(), type=pa.float32()) + target = pk.Transform3d( + pos=target[:3], + rot=pk.transforms.euler_angles_to_matrix( + torch.tensor(target[3:6]), + convention="XYZ", + ), + ) + rob_target = ROB_TF.inverse().compose(target) + solution = robot.compute_ik(rob_target, last_known_state) + if solution is None: + print( + "No IK Solution for :", + target, + "skipping this frame.", ) - rob_target = ROB_TF.inverse().compose(target) - solution = robot.compute_ik(rob_target, last_known_state) - if solution is None: - print( - "No IK Solution for :", target, "skipping this frame.", + continue + solution = solution.numpy().ravel() + metadata["encoding"] = "jointstate" + last_known_state = solution + solution = pa.array(last_known_state) + node.send_output(event["id"], solution, metadata=metadata) + else: + match metadata["encoding"]: + case "xyzquat": + # Apply Inverse Kinematics + if last_known_state is not None: + target = event["value"].to_numpy() + target = target.astype(np.float32) + target = pk.Transform3d( + pos=target[:3], + rot=torch.tensor(target[3:7]), ) - continue - - solution = solution.numpy().ravel() - delta_angles = solution - last_known_state - - valid = np.all( - (delta_angles >= -np.pi) & (delta_angles <= np.pi), - ) - if not valid: - print( - "IK solution is not valid, as the rotation are too wide. skipping.", + rob_target = ROB_TF.inverse().compose(target) + solution = robot.compute_ik(rob_target, last_known_state) + metadata["encoding"] = "jointstate" + last_known_state = solution.numpy().ravel() + solution = pa.array(last_known_state) + node.send_output(event["id"], solution, metadata=metadata) + case "xyzrpy": + # Apply Inverse Kinematics + if last_known_state is not None: + target = event["value"].to_numpy() + target = target.astype(np.float32) + target = pk.Transform3d( + pos=target[:3], + rot=pk.transforms.euler_angles_to_matrix( + torch.tensor(target[3:6]), + convention="XYZ", + ), ) - continue - metadata["encoding"] = "jointstate" - last_known_state = solution - solution = pa.array(last_known_state) - node.send_output(event["id"], solution, metadata=metadata) - case "jointstate": - target = event["value"].to_numpy() - last_known_state = target - # Apply Forward Kinematics - target = robot.compute_fk(target) - target = np.array(get_xyz_rpy_array_from_transform3d(target)) - target = pa.array(target.ravel(), type=pa.float32()) - metadata["encoding"] = "xyzrpy" - node.send_output(event["id"], target, metadata=metadata) + rob_target = ROB_TF.inverse().compose(target) + solution = robot.compute_ik(rob_target, last_known_state) + if solution is None: + print( + "No IK Solution for :", + target, + "skipping this frame.", + ) + continue + + solution = solution.numpy().ravel() + delta_angles = ( + solution - last_known_state[: len(solution)] + ) # match with dof + + valid = np.all( + (delta_angles >= -np.pi) & (delta_angles <= np.pi), + ) + if not valid: + print( + "IK solution is not valid, as the rotation are too wide. skipping.", + ) + continue + metadata["encoding"] = "jointstate" + last_known_state = solution + solution = pa.array(last_known_state) + node.send_output(event["id"], solution, metadata=metadata) + case "jointstate": + target = event["value"].to_numpy() + last_known_state = target + # Apply Forward Kinematics + target = robot.compute_fk(target) + target = np.array(get_xyz_rpy_array_from_transform3d(target)) + target = pa.array(target.ravel(), type=pa.float32()) + metadata["encoding"] = "xyzrpy" + node.send_output(event["id"], target, metadata=metadata) + case "jacobian": + # Compute Jacobian matrix + joint_angles = event["value"].to_numpy() + jacobian = robot.compute_jacobian_numpy(joint_angles) + + jacobian_flat = jacobian.flatten() + jacobian_array = pa.array(jacobian_flat, type=pa.float32()) + + metadata["encoding"] = "jacobian_result" + metadata["jacobian_shape"] = list(jacobian.shape) + + node.send_output(event["id"], jacobian_array, metadata=metadata) if __name__ == "__main__": diff --git a/node-hub/dora-pytorch-kinematics/pyproject.toml b/node-hub/dora-pytorch-kinematics/pyproject.toml index f98922c3..1f1e5c01 100644 --- a/node-hub/dora-pytorch-kinematics/pyproject.toml +++ b/node-hub/dora-pytorch-kinematics/pyproject.toml @@ -5,11 +5,13 @@ authors = [{ name = "Your Name", email = "email@email.com" }] description = "dora-pytorch-kinematics" license = { text = "MIT" } readme = "README.md" -requires-python = ">=3.8" +requires-python = ">=3.10" dependencies = [ - "dora-rs >= 0.3.9", - "pytorch-kinematics>=0.7.5", + "dora-rs >= 0.3.9", + "mujoco>=3.2.3", + "pytorch-kinematics>=0.7.5", + "robot-descriptions>=1.17.0", ] [dependency-groups] @@ -20,6 +22,6 @@ dora-pytorch-kinematics = "dora_pytorch_kinematics.main:main" [tool.ruff.lint] extend-select = [ - "D", # pydocstyle - "UP" + "D", # pydocstyle + "UP", ] diff --git a/node-hub/dora-pytorch-kinematics/uv.lock b/node-hub/dora-pytorch-kinematics/uv.lock deleted file mode 100644 index f1a95ee6..00000000 --- a/node-hub/dora-pytorch-kinematics/uv.lock +++ /dev/null @@ -1,1397 +0,0 @@ -version = 1 -requires-python = ">=3.8" -resolution-markers = [ - "python_full_version < '3.9'", - "python_full_version >= '3.9' and python_full_version < '3.12'", - 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a/node-hub/dora-vggt/dora_vggt/__init__.py b/node-hub/dora-vggt/dora_vggt/__init__.py new file mode 100644 index 00000000..79cbf370 --- /dev/null +++ b/node-hub/dora-vggt/dora_vggt/__init__.py @@ -0,0 +1,13 @@ +"""TODO: Add docstring.""" + +import os + +# Define the path to the README file relative to the package directory +readme_path = os.path.join(os.path.dirname(os.path.dirname(__file__)), "README.md") + +# Read the content of the README file +try: + with open(readme_path, encoding="utf-8") as f: + __doc__ = f.read() +except FileNotFoundError: + __doc__ = "README file not found." diff --git a/node-hub/dora-vggt/dora_vggt/__main__.py b/node-hub/dora-vggt/dora_vggt/__main__.py new file mode 100644 index 00000000..51a1554d --- /dev/null +++ b/node-hub/dora-vggt/dora_vggt/__main__.py @@ -0,0 +1,6 @@ +"""TODO: Add docstring.""" + +from .main import main + +if __name__ == "__main__": + main() diff --git a/node-hub/dora-vggt/dora_vggt/main.py b/node-hub/dora-vggt/dora_vggt/main.py new file mode 100644 index 00000000..7c0e24c7 --- /dev/null +++ b/node-hub/dora-vggt/dora_vggt/main.py @@ -0,0 +1,149 @@ +"""TODO: Add docstring.""" + +import io +from collections import deque as Deque + +import cv2 +import numpy as np +import pyarrow as pa +import torch +from dora import Node +from PIL import Image +from vggt.models.vggt import VGGT +from vggt.utils.load_fn import load_and_preprocess_images +from vggt.utils.pose_enc import pose_encoding_to_extri_intri + +# bfloat16 is supported on Ampere GPUs (Compute Capability 8.0+) + +dtype = torch.bfloat16 + +# Initialize the model and load the pretrained weights. +# This will automatically download the model weights the first time it's run, which may take a while. +model = VGGT.from_pretrained("facebook/VGGT-1B").to("cuda") +model.eval() + +# Import vecdeque + + +def main(): + """TODO: Add docstring.""" + node = Node() + raw_images = Deque(maxlen=2) + + for event in node: + if event["type"] == "INPUT": + + if "image" in event["id"]: + storage = event["value"] + metadata = event["metadata"] + encoding = metadata["encoding"] + width = metadata["width"] + height = metadata["height"] + + if ( + encoding == "bgr8" + or encoding == "rgb8" + or encoding in ["jpeg", "jpg", "jpe", "bmp", "webp", "png"] + ): + channels = 3 + storage_type = np.uint8 + else: + raise RuntimeError(f"Unsupported image encoding: {encoding}") + + if encoding == "bgr8": + frame = ( + storage.to_numpy() + .astype(storage_type) + .reshape((height, width, channels)) + ) + frame = frame[:, :, ::-1] # OpenCV image (BGR to RGB) + elif encoding == "rgb8": + frame = ( + storage.to_numpy() + .astype(storage_type) + .reshape((height, width, channels)) + ) + elif encoding in ["jpeg", "jpg", "jpe", "bmp", "webp", "png"]: + storage = storage.to_numpy() + frame = cv2.imdecode(storage, cv2.IMREAD_COLOR) + frame = frame[:, :, ::-1] # OpenCV image (BGR to RGB) + else: + raise RuntimeError(f"Unsupported image encoding: {encoding}") + image = Image.fromarray(frame) + + # Save the image to a bytes buffer + buffer = io.BytesIO() + image.save(buffer, format="JPEG") # or JPEG, etc. + + # Rewind the buffer's file pointer to the beginning + buffer.seek(0) + raw_images.append(buffer) + + with torch.no_grad(): + images = load_and_preprocess_images(raw_images).to("cuda") + + images = images[None] # add batch dimension + aggregated_tokens_list, ps_idx = model.aggregator(images) + # Predict Cameras + pose_enc = model.camera_head(aggregated_tokens_list)[-1] + # Extrinsic and intrinsic matrices, following OpenCV convention (camera from world) + extrinsic, intrinsic = pose_encoding_to_extri_intri( + pose_enc, images.shape[-2:] + ) + intrinsic = intrinsic[-1][-1] + f_0 = intrinsic[0, 0] + f_1 = intrinsic[1, 1] + r_0 = intrinsic[0, 2] + r_1 = intrinsic[1, 2] + + # Predict Depth Maps + depth_map, depth_conf = model.depth_head( + aggregated_tokens_list, images, ps_idx + ) + print(depth_conf.max()) + depth_map[depth_conf < 1.0] = 0.0 # Set low confidence pixels to 0 + depth_map = depth_map.to(torch.float64) + + depth_map = depth_map[-1][-1].cpu().numpy() + + # Warning: Make sure to add my_output_id and my_input_id within the dataflow. + node.send_output( + output_id="depth", + data=pa.array(depth_map.ravel()), + metadata={ + "width": depth_map.shape[1], + "height": depth_map.shape[0], + "focal": [ + int(f_0), + int(f_1), + ], + "resolution": [ + int(r_0), + int(r_1), + ], + }, + ) + + image = images[-1][-1].cpu().numpy() * 255 + image = image.astype(np.uint8) + # reorder pixels to be in last dimension + image = image.transpose(1, 2, 0) + + print( + f"Image shape: {image.shape}, dtype: {image.dtype} and depth map shape: {depth_map.shape}, dtype: {depth_map.dtype}" + ) + + # Warning: Make sure to add my_output_id and my_input_id within the dataflow. + node.send_output( + output_id="image", + data=pa.array(image.ravel()), + metadata={ + "encoding": "rgb8", + "width": image.shape[1], + "height": image.shape[0], + }, + ) + + +if __name__ == "__main__": + main() diff --git a/node-hub/dora-vggt/pyproject.toml b/node-hub/dora-vggt/pyproject.toml new file mode 100644 index 00000000..a2cda1b1 --- /dev/null +++ b/node-hub/dora-vggt/pyproject.toml @@ -0,0 +1,30 @@ +[project] +name = "dora-vggt" +version = "0.0.0" +authors = [{ name = "Your Name", email = "email@email.com" }] +description = "dora-vggt" +license = { text = "MIT" } +readme = "README.md" +requires-python = ">=3.10" + +dependencies = [ + "dora-rs >= 0.3.9", + "torch>=2.7.0", + "torchvision>=0.22.0", + "vggt", +] + +[dependency-groups] +dev = ["pytest >=8.1.1", "ruff >=0.9.1"] + +[project.scripts] +dora-vggt = "dora_vggt.main:main" + +[tool.ruff.lint] +extend-select = [ + "D", # pydocstyle + "UP", +] + +[tool.uv.sources] +vggt = { git = "https://github.com/facebookresearch/vggt" } diff --git a/node-hub/dora-vggt/tests/test_dora_vggt.py b/node-hub/dora-vggt/tests/test_dora_vggt.py new file mode 100644 index 00000000..5d76519f --- /dev/null +++ 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Whi - Configurable axis mapping for different controllers - Dead zone handling for precise control - Real-time velocity command output +- Raw gamepad state output for custom processing - Clean shutdown with automatic zero velocity - Customizable speed limits - Default configuration optimized for Logitech F710 @@ -20,6 +21,7 @@ A Dora framework node that provides universal gamepad control functionality. Whi - Python 3.8 or higher - Dora Framework 0.3.6 or higher - Any compatible USB/Wireless gamepad +- Pygame library for joystick handling ### Installation @@ -54,10 +56,18 @@ sudo chmod +x /dev/input/js* ### Controls -- **Left Stick Y-Axis**: Forward/Backward movement (±2.0 m/s) -- **Left Stick X-Axis**: Left/Right turning (±1.5 rad/s) +#### Default Control Mapping (cmd_vel output): +- **D-pad Vertical**: Linear X movement (forward/backward) +- **D-pad Horizontal**: Linear Y movement (left/right) +- **Right Stick Y-Axis**: Linear Z movement (up/down, ±0.1 m/s) +- **Right Stick X-Axis**: Angular Z rotation (turning, ±0.8 rad/s) +- **Left Stick Y-Axis**: Angular X rotation (±0.8 rad/s) +- **Left Stick X-Axis**: Angular Y rotation (±0.8 rad/s) - **Deadzone**: 5% to prevent drift +#### Raw Control Output: +The node also outputs complete gamepad state including all buttons, axes, and D-pad for custom processing. + ### YAML Specification ```yaml @@ -66,20 +76,55 @@ nodes: build: pip install -e . path: gamepad outputs: - - cmd_vel # Velocity commands [vx, vy, vz, wx, wy, wz] + - cmd_vel # Velocity commands [vx, vy, vz, wx, wy, wz] + - raw_control # Complete gamepad state (JSON) inputs: - tick: dora/timer/millis/10 # Update rate + tick: dora/timer/millis/10 # Update rate (100Hz) ``` ### Outputs -The node outputs `cmd_vel` as a 6-element array: -- `[0]`: Linear X velocity (forward/backward) -- `[1]`: Linear Y velocity (always 0) -- `[2]`: Linear Z velocity (always 0) -- `[3]`: Angular X velocity (always 0) -- `[4]`: Angular Y velocity (always 0) -- `[5]`: Angular Z velocity (turning) +#### 1. `cmd_vel` - 6-element velocity array: +- `[0]`: Linear X velocity (D-pad vertical) +- `[1]`: Linear Y velocity (D-pad horizontal) +- `[2]`: Linear Z velocity (right stick Y) +- `[3]`: Angular X velocity (left stick Y) +- `[4]`: Angular Y velocity (left stick X) +- `[5]`: Angular Z velocity (right stick X) + +#### 2. `raw_control` - Complete gamepad state (JSON): +```json +{ + "axes": [left_x, left_y, right_x, right_y, ...], + "buttons": [X, A, B, Y, LB, RB, LT, RT, BACK, START, LEFT_STICK, RIGHT_STICK], + "hats": [[dpad_x, dpad_y]], + "mapping": { + "axes": {"LEFT-X": 0, "LEFT-Y": 1, "RIGHT-X": 2, "RIGHT-Y": 3}, + "buttons": {"X": 0, "A": 1, "B": 2, "Y": 3, "LB": 4, "RB": 5, ...} + } +} +``` + +## Controller Configuration + +To use a different controller, modify the `Controller` class mapping: + +```python +class Controller: + def __init__(self): + # Customize for your controller + self.axisNames = { + 'LEFT-X': 0, + 'LEFT-Y': 1, + 'RIGHT-X': 2, + 'RIGHT-Y': 3, + } + self.buttonNames = { + 'X': 0, + 'A': 1, + # ... add your button mapping + } +``` ## Development @@ -97,6 +142,28 @@ Run tests with pytest: pytest . ``` +## Integration Examples + +### Simple Velocity Control: +```python +for event in node: + if event["id"] == "cmd_vel": + velocity = event["value"].to_numpy() + # Apply velocity to your robot/system + print(f"Velocity: {velocity}") +``` + +### Custom Button Processing: +```python +import json + +for event in node: + if event["id"] == "raw_control": + control_state = json.loads(event["value"].to_pylist()[0]) + buttons = control_state["buttons"] + axis = control_state[axis] +``` + ## Troubleshooting **No gamepad detected**: @@ -104,6 +171,16 @@ pytest . - Ensure controller is powered on - Verify mode switch position + +**Raw control output empty**: + - Verify gamepad is responding with `jstest /dev/input/js0` + - Check pygame initialization + +**Incorrect button mapping**: + - Different controllers have different mappings + - Use `jstest` to identify your controller's button/axis numbers + - Update the `Controller` class accordingly + **If port is not executable then run:** ```bash sudo chmod +x /dev/input/js* @@ -117,4 +194,5 @@ Released under the MIT License. See LICENSE file for details. - Uses Pygame for joystick handling - Built with the Dora framework -- Designed for Logitech F710 gamepad \ No newline at end of file +- Designed for Logitech F710 gamepad +- Supports any standard USB/Bluetooth gamepad \ No newline at end of file diff --git a/node-hub/gamepad/gamepad/main.py b/node-hub/gamepad/gamepad/main.py index 91b26ae6..ad6385ea 100644 --- a/node-hub/gamepad/gamepad/main.py +++ b/node-hub/gamepad/gamepad/main.py @@ -1,41 +1,36 @@ -"""Gamepad controller node for Dora. - -This module provides a Dora node that reads input from a controller and publishes velocity commands for robot control. -It handles controller mapping, deadzone filtering, and velocity scaling. -""" +"""Gamepad controller node for Dora.""" from dora import Node import pygame import pyarrow as pa +import json class Controller: - """controller mapping.""" + """Controller mapping.""" def __init__(self): """Change this according to your controller mapping. Currently Logitech F710.""" self.axisNames = { 'LEFT-X': 0, - 'LEFT-Y': 1, - 'LT': 2, - 'RIGHT-X': 3, - 'RIGHT-Y': 4, - 'RT': 5, - 'DPAD-X': 6, - 'DPAD-Y': 7 + 'LEFT-Y': 1, + 'RIGHT-X': 2, + 'RIGHT-Y': 3, } self.buttonNames = { - 'A': 0, - 'B': 1, - 'X': 2, + 'X': 0, + 'A': 1, + 'B': 2, 'Y': 3, 'LB': 4, 'RB': 5, - 'BACK': 6, - 'START': 7, - 'LOGITECH': 8, - 'LEFT-STICK': 9, - 'RIGHT-STICK': 10 + 'LT': 6, + 'RT': 7, + 'BACK': 8, + 'START': 9, + 'LEFT-STICK': 10, + 'RIGHT-STICK': 11, } + self.hatIndex = 0 # Index of the D-pad hat def main(): node = Node("gamepad") @@ -52,50 +47,97 @@ def main(): controller = Controller() - max_linear_speed = 1.0 # Maximum speed in m/s - max_angular_speed = 1.5 # Maximum angular speed in rad/s + move_speed = 0.05 # Fixed increment for D-pad + max_linear_z_speed = 0.1 # Maximum linear Z speed + max_angular_speed = 0.8 # Maximum angular speed - print("Gamepad Controls:") - print("Left Stick Y-Axis: Forward/Backward") - print("Left Stick X-Axis: Left/Right Turn") - print("Mode switch should be in 'D' position") + print(f"Detected controller: {joystick.get_name()}") + print(f"Number of axes: {joystick.get_numaxes()}") + print(f"Number of buttons: {joystick.get_numbuttons()}") print("Press Ctrl+C to exit") try: for event in node: pygame.event.pump() - forward = -joystick.get_axis(controller.axisNames['LEFT-Y']) - turn = -joystick.get_axis(controller.axisNames['LEFT-X']) + # Get all controller states + axes = [joystick.get_axis(i) for i in range(joystick.get_numaxes())] + buttons = [joystick.get_button(i) for i in range(joystick.get_numbuttons())] + # Get hat state (D-pad) + dpad_x, dpad_y = 0, 0 + if joystick.get_numhats() > 0: + dpad_x, dpad_y = joystick.get_hat(controller.hatIndex) + + # Create raw control state + raw_control = { + "axes": axes, + "buttons": buttons, + "hats": [[dpad_x, dpad_y]], + "mapping": { + "axes": controller.axisNames, + "buttons": controller.buttonNames + } + } + + # cmd_vel processing: + # 1. D-pad vertical for X axis + # 2. D-pad horizontal for Y axis + # 3. Right stick vertical for Z axis + # 4. Right stick horizontal for rotation around Z + # 5. Left stick vertical for rotation around X + # 6. Left stick horizontal for rotation around Y + deadzone = 0.05 - forward = 0.0 if abs(forward) < deadzone else forward - turn = 0.0 if abs(turn) < deadzone else turn + + # Linear X velocity from D-pad vertical + linear_x = 0.0 + if dpad_y != 0: + linear_x = dpad_y * move_speed + + # Linear Y velocity from D-pad horizontal + linear_y = 0.0 + if dpad_x != 0: + linear_y = dpad_x * move_speed - forward_speed = forward * max_linear_speed - turn_speed = turn * max_angular_speed - - cmd_vel = [ - forward_speed, - 0.0, - 0.0, - 0.0, - 0.0, - turn_speed - ] + # Linear Z velocity from right stick vertical + right_y = -joystick.get_axis(controller.axisNames['RIGHT-Y']) + right_y = 0.0 if abs(right_y) < deadzone else right_y + linear_z = right_y * max_linear_z_speed + + # Angular Z velocity (rotation) from right stick horizontal + right_x = -joystick.get_axis(controller.axisNames['RIGHT-X']) + right_x = 0.0 if abs(right_x) < deadzone else right_x + angular_z = 0 * max_angular_speed # TODO: Make z non zero, but on my gamepad the value is never zero + + # Angular X velocity from left stick vertical + left_y = -joystick.get_axis(controller.axisNames['LEFT-Y']) + left_y = 0.0 if abs(left_y) < deadzone else left_y + angular_x = left_y * max_angular_speed - node.send_output( - output_id="cmd_vel", - data=pa.array(cmd_vel, type=pa.float64()), - metadata={"type": "cmd_vel"} - ) + # Angular Y velocity from left stick horizontal + left_x = -joystick.get_axis(controller.axisNames['LEFT-X']) + left_x = 0.0 if abs(left_x) < deadzone else left_x + angular_y = left_x * max_angular_speed + + cmd_vel = [linear_x, linear_y, linear_z, angular_x, angular_y, angular_z] + if any(cmd_vel): + node.send_output( + output_id="cmd_vel", + data=pa.array(cmd_vel, type=pa.float64()), + metadata={"type": "cmd_vel"} + ) + + node.send_output( + output_id="raw_control", + data=pa.array([json.dumps(raw_control)], type=pa.string()), + metadata={"type": "raw_control"} + ) - except KeyboardInterrupt: print("\nExiting...") finally: pygame.quit() - # Send zero velocity at cleanup zero_cmd = [0.0] * 6 node.send_output( output_id="cmd_vel", @@ -103,6 +145,5 @@ def main(): metadata={"type": "cmd_vel"} ) - if __name__ == "__main__": - main() + main() \ No newline at end of file diff --git a/node-hub/openai-proxy-server/src/main.rs b/node-hub/openai-proxy-server/src/main.rs index c0714886..e35c0c3d 100644 --- a/node-hub/openai-proxy-server/src/main.rs +++ b/node-hub/openai-proxy-server/src/main.rs @@ -165,7 +165,7 @@ async fn main() -> eyre::Result<()> { _ => eyre::bail!("unexpected input id: {}", id), }; } - Event::Stop => { + Event::Stop(_) => { break; } event => {