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remote_viewer.py
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remote_viewer.py
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#
# Toyota Motor Europe NV/SA and its affiliated companies retain all intellectual
# property and proprietary rights in and to this software and related documentation.
# Any commercial use, reproduction, disclosure or distribution of this software and
# related documentation without an express license agreement from Toyota Motor Europe NV/SA
# is strictly prohibited.
#
import tyro
from dataclasses import dataclass
from typing import Literal
import socket
import json
import numpy as np
import time
import dearpygui.dearpygui as dpg
import numpy as np
from utils.viewer_utils import Mini3DViewer, Mini3DViewerConfig
@dataclass
class Config(Mini3DViewerConfig):
cam_convention: Literal["opengl", "opencv"] = "opengl"
"""Camera convention"""
host: str = "127.0.0.1"
port: int = 6009
pause_rendering: bool = False
training: bool = True
"""start training at launch time"""
class RemoteViewer(Mini3DViewer):
def __init__(self, cfg: Config):
self.cfg = cfg
# training settings
self.training = cfg.training
self.pause_rendering = cfg.pause_rendering
self.step = 0 # training step
self.timestamp_begin = time.time() if self.training else None
self.elapsed_last = 0 # training time
# network
self.socket = None
super().__init__(cfg, 'GaussianAvatars - Remote Viewer')
def send_message(self, message_bytes, message_length):
self.socket.sendall(message_length)
self.socket.sendall(message_bytes)
def send_json(self):
if self.pause_rendering:
message = {
"resolution_x": 0,
"resolution_y": 0,
"do_training": self.training,
"keep_alive": True,
}
else:
message = {
"resolution_x": self.cam.image_width,
"resolution_y": self.cam.image_height,
"do_training": self.training,
"fov_y": np.radians(self.cam.fovy),
"fov_x": np.radians(self.cam.fovx),
"z_near": self.cam.znear,
"z_far": self.cam.zfar,
"keep_alive": True,
"scaling_modifier": dpg.get_value("_slider_scaling_modifier"),
"show_splatting": dpg.get_value("_checkbox_show_splatting"),
"show_mesh": dpg.get_value("_checkbox_show_mesh"),
"mesh_opacity": dpg.get_value("_slider_mesh_opacity"),
"use_original_mesh": dpg.get_value("_checkbox_use_original_mesh"),
"view_matrix": self.cam.world_view_transform.T.flatten().tolist(), # the transpose is required by gaussian splatting rasterizer
"view_projection_matrix": self.cam.full_proj_transform.T.flatten().tolist(), # the transpose is required by gaussian splatting rasterizer
'timestep': self.timestep,
}
message_str = json.dumps(message)
message_bytes = message_str.encode("utf-8")
message_length = len(message_bytes).to_bytes(4, 'little')
self.send_message(message_bytes, message_length)
def receive_bytes(self, bytes_expected):
bytes_received = 0
chunks = []
while bytes_received < bytes_expected:
chunk = self.socket.recv(min(bytes_expected - bytes_received, 4096))
if not chunk:
break # Connection closed
chunks.append(chunk)
bytes_received += len(chunk)
buffer = b''.join(chunks)
# # Receive the length of the verification string
# verify_length_bytes = self.socket.recv(4)
# verify_length = int.from_bytes(verify_length_bytes, 'little')
# # Receive the verification string
# verify_message = self.socket.recv(verify_length).decode('ascii')
# # print(verify_message)
return buffer
def receive_image(self, height, width, num_channels):
bytes_expected = width * height * num_channels
buffer = self.receive_bytes(bytes_expected)
img = np.frombuffer(buffer, dtype=np.uint8).reshape(height, width, num_channels)
return img
def receive_json(self):
messageLength = self.socket.recv(4)
messageLength = int.from_bytes(messageLength, 'little')
message = self.socket.recv(messageLength)
rec_dict = json.loads(message.decode("utf-8"))
self.num_timesteps = rec_dict["num_timesteps"]
dpg.configure_item("_slider_timestep", max_value=self.num_timesteps - 1)
dpg.set_value("_log_num_points", rec_dict["num_points"])
def reconnect(self):
try:
self.socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
self.socket.settimeout(1)
self.socket.connect((self.cfg.host, self.cfg.port))
print(f"connected to {self.cfg.host}:{self.cfg.port}")
except Exception as e:
if self.socket is not None:
self.socket = None
print("connection failed, retrying...")
def communicate(self):
if self.socket is None:
self.reconnect()
time.sleep(1)
else:
try:
self.send_json()
if dpg.get_value('_checkbox_show_splatting') or dpg.get_value('_checkbox_show_mesh'):
img = self.receive_image(self.cam.image_height, self.cam.image_width, 3)
self.render_buffer = img.astype(np.float32) / 255.0
dpg.set_value("_texture", self.render_buffer)
self.receive_json()
self.refresh_stat()
except Exception as e:
print("communication interrupted:", e)
self.socket.close()
if self.socket is not None:
self.socket = None
time.sleep(1)
def refresh_stat(self):
if self.last_time_fresh is not None:
elapsed = time.time() - self.last_time_fresh
fps = 1 / elapsed
dpg.set_value("_log_fps", f'{fps:.1f}')
self.last_time_fresh = time.time()
dpg.set_value("_log_pose", str(self.cam.pose.astype(np.float16)))
def define_gui(self):
super().define_gui()
# control window ==================================================================================================
with dpg.window(label="Control", tag="_control_window", autosize=True):
with dpg.group(horizontal=True):
dpg.add_text("FPS: ")
dpg.add_text("", tag="_log_fps")
with dpg.group(horizontal=True):
dpg.add_text("number of points: ")
dpg.add_text("", tag="_log_num_points")
# train button
with dpg.collapsing_header(label="Train", default_open=True):
# train / stop
with dpg.group(horizontal=True):
dpg.add_text("Train: ")
def callback_train(sender, app_data):
if self.training:
self.training = False
dpg.configure_item("_button_train", label="start")
self.elapsed_last += time.time() - self.timestamp_begin
else:
self.training = True
dpg.configure_item("_button_train", label="stop")
self.timestamp_begin = time.time()
label = 'stop' if self.training else 'start'
dpg.add_button(label=label, tag="_button_train", callback=callback_train)
# rendering options
with dpg.collapsing_header(label="Render", default_open=True):
with dpg.group(horizontal=True):
# pause rendering
def callback_pause_rendering(sender, app_data):
self.pause_rendering = app_data
self.need_update = not self.pause_rendering
dpg.add_checkbox(label="pause rendering", default_value=self.pause_rendering, callback=callback_pause_rendering)
# use original mesh
def callback_use_original_mesh(sender, app_data):
self.need_update = True
dpg.add_checkbox(label="original mesh", default_value=False, callback=callback_use_original_mesh, tag="_checkbox_use_original_mesh")
# # render_mode combo
# def callback_change_mode(sender, app_data):
# self.render_mode = app_data
# self.need_update = True
# dpg.add_combo(('rgb', 'depth', 'opacity'), label='render mode', default_value=self.render_mode, callback=callback_change_mode)
with dpg.group(horizontal=True):
# show splatting
def callback_show_splatting(sender, app_data):
self.need_update = True
dpg.add_checkbox(label="show splatting ", default_value=True, callback=callback_show_splatting, tag="_checkbox_show_splatting")
def callback_show_mesh(sender, app_data):
self.need_update = True
dpg.add_checkbox(label="show mesh", default_value=False, callback=callback_show_mesh, tag="_checkbox_show_mesh")
def callback_set_current_frame(sender, app_data):
if sender == "_slider_timestep":
self.timestep = app_data
elif sender in ["_button_timestep_plus", "_mvKey_Right"]:
self.timestep = min(self.timestep + 1, self.num_timesteps - 1)
elif sender in ["_button_timestep_minus", "_mvKey_Left"]:
self.timestep = max(self.timestep - 1, 0)
elif sender == "_mvKey_Home":
self.timestep = 0
elif sender == "_mvKey_End":
self.timestep = self.num_timesteps - 1
else:
print(sender)
dpg.set_value("_slider_timestep", self.timestep)
self.need_update = True
with dpg.group(horizontal=True):
dpg.add_slider_int(label="timestep", tag='_slider_timestep', width=155, min_value=0, max_value=self.num_timesteps - 1, format="%d", default_value=0, callback=callback_set_current_frame)
dpg.add_button(label='-', tag="_button_timestep_minus", callback=callback_set_current_frame)
dpg.add_button(label='+', tag="_button_timestep_plus", callback=callback_set_current_frame)
# mesh_opacity slider
def callback_set_opacity(sender, app_data):
if dpg.get_value("_checkbox_show_mesh"):
self.need_update = True
dpg.add_slider_float(label="mesh opacity", width=155, min_value=0, max_value=1.0, format="%.2f", default_value=0.5, callback=callback_set_opacity, tag="_slider_mesh_opacity")
# # mesh_color picker
# def callback_change_mesh_color(sender, app_data):
# self.mesh_color = torch.tensor(app_data[:3], dtype=torch.float32) # only need RGB in [0, 1]
# self.need_update = True
# dpg.add_color_edit((self.mesh_color*255).tolist(), label="Mesh Color", width=200, no_alpha=True, callback=callback_change_mesh_color)
# # bg_color picker
# def callback_change_bg(sender, app_data):
# self.bg_color = torch.tensor(app_data[:3], dtype=torch.float32) # only need RGB in [0, 1]
# self.need_update = True
# dpg.add_color_edit((self.bg_color*255).tolist(), label="Background Color", width=200, no_alpha=True, callback=callback_change_bg)
# # near slider
# def callback_set_znear(sender, app_data):
# self.cam.znear = app_data
# self.need_update = True
# dpg.add_slider_float(label="near", width=155, min_value=0, max_value=2, format="%.5f", default_value=self.cam.znear, callback=callback_set_znear, tag="_slider_near")
# # far slider
# def callback_set_far(sender, app_data):
# self.cam.zfar = app_data
# self.need_update = True
# dpg.add_slider_float(label="far", width=155, min_value=1e-3, max_value=2, format="%.5f", default_value=self.cam.zfar, callback=callback_set_far, tag="_slider_far")
# fov slider
def callback_set_fovy(sender, app_data):
self.cam.fovy = app_data
self.need_update = True
dpg.add_slider_int(label="FoV (vertical)", width=155, min_value=1, max_value=120, format="%d deg", default_value=self.cam.fovy, callback=callback_set_fovy, tag="_slider_fovy")
# scaling_modifier slider
def callback_set_scaling_modifier(sender, app_data):
self.need_update = True
dpg.add_slider_float(label="Scale modifier", width=155, min_value=0, max_value=1, format="%.2f", default_value=1, callback=callback_set_scaling_modifier, tag="_slider_scaling_modifier")
dpg.add_separator()
# camera
with dpg.group(horizontal=True):
def callback_reset_camera(sender, app_data):
self.cam.reset()
self.need_update = True
dpg.set_value("_log_pose", str(self.cam.pose.astype(np.float16)))
dpg.set_value("_slider_fovy", self.cam.fovy)
dpg.add_button(label="reset", tag="_button_reset_pose", callback=callback_reset_camera)
with dpg.collapsing_header(label="Camera Pose", default_open=False):
dpg.add_text(str(self.cam.pose.astype(np.float16)), tag="_log_pose")
# widget-dependent handlers ========================================================================================
with dpg.handler_registry():
dpg.add_key_press_handler(dpg.mvKey_Left, callback=callback_set_current_frame, tag='_mvKey_Left')
dpg.add_key_press_handler(dpg.mvKey_Right, callback=callback_set_current_frame, tag='_mvKey_Right')
dpg.add_key_press_handler(dpg.mvKey_Home, callback=callback_set_current_frame, tag='_mvKey_Home')
dpg.add_key_press_handler(dpg.mvKey_End, callback=callback_set_current_frame, tag='_mvKey_End')
def callbackmouse_wheel(sender, app_data):
delta = app_data
if dpg.is_item_hovered("_slider_timestep"):
self.timestep = min(max(self.timestep - delta, 0), self.num_timesteps - 1)
dpg.set_value("_slider_timestep", self.timestep)
self.need_update = True
dpg.add_mouse_wheel_handler(callback=callbackmouse_wheel)
def run(self):
while dpg.is_dearpygui_running():
if self.pause_rendering:
if self.socket is not None:
self.socket.close()
self.socket = None
else:
self.communicate()
dpg.render_dearpygui_frame()
if __name__ == "__main__":
cfg = tyro.cli(Config)
gui = RemoteViewer(cfg)
gui.run()