Merge remote-tracking branch 'openpilot/master' into sync-04-30

This commit is contained in:
discountchubbs
2025-04-30 17:57:03 -07:00
committed by Jason Wen
18 changed files with 333 additions and 77 deletions
+5 -3
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@@ -1,10 +1,12 @@
Version 0.9.9 (2025-04-30)
Version 0.9.9 (2025-05-15)
========================
* New driving model
* New training architecture supervised by MLSIM
* Steering actuator delay is now learned online
* Tesla Model 3 and Y support thanks to lukasloetkolben!
* Coming soon
* New driving model supervised by MLSIM
* An online learner for steering actuator delay
* New Honda models
* Bigger vision model
Version 0.9.8 (2025-02-28)
========================
+1 -1
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@@ -1 +1 @@
#define DEFAULT_MODEL "Tomb_Raider_5 (Default)"
#define DEFAULT_MODEL "Tomb_Raider_6 (Default)"
+2 -2
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@@ -24,6 +24,6 @@ class TestSimpleKalman:
self.kf.set_x([[1.0], [1.0]])
assert self.kf.x == [[1.0], [1.0]]
def update_returns_state(self):
def test_update_returns_state(self):
x = self.kf.update(100)
assert x == self.kf.x
assert x == [i[0] for i in self.kf.x]
+1 -1
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@@ -80,7 +80,7 @@ A supported vehicle is one that just works when you install a comma device. All
|Honda|Fit 2018-20|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Fit 2018-20">Buy Here</a></sub></details>||
|Honda|Freed 2020|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Freed 2020">Buy Here</a></sub></details>||
|Honda|HR-V 2019-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2019-22">Buy Here</a></sub></details>||
|Honda|HR-V 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2023">Buy Here</a></sub></details>||
|Honda|HR-V 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2023-25">Buy Here</a></sub></details>||
|Honda|Insight 2019-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Insight 2019-22">Buy Here</a></sub></details>||
|Honda|Inspire 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Inspire 2018">Buy Here</a></sub></details>||
|Honda|Odyssey 2018-20|Honda Sensing|openpilot|26 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Odyssey 2018-20">Buy Here</a></sub></details>||
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@@ -20,7 +20,7 @@ source .venv/bin/activate
Then, compile openpilot:
```bash
scons -j8
scons -j$(nproc)
```
## 2. Run replay
@@ -38,61 +38,77 @@ The openpilot UI should launch and show a replay of the demo route.
If you have your own comma device, you can replace `--demo` with one of your own routes from comma connect.
## 3. Make the speed blue
Search for “mph” with git grep in the `ui` folder.
Now lets update the speed display color in the UI.
Search for the function responsible for rendering UI text:
```bash
$ git grep "mph" selfdrive/ui/
paint.cc: ui_draw_text(s, s->fb_w/2, 290, s->scene.is_metric ? "km/h" : "mph", 36 * 2.5, COLOR_WHITE_ALPHA(200), "sans-regular");
git grep "drawText" selfdrive/ui/qt/onroad/hud.cc
```
The line right above contains the actual speed. Unfortunately, COLOR_BLUE isnt defined, but a git grep of COLOR_WHITE shows its nvgRGBA(255, 255, 255, 255). Personally, I like a lighter blue, so I went with #8080FF.
Youll find the relevant code inside `selfdrive/ui/qt/onroad/hud.cc`, in this function:
```cpp
void HudRenderer::drawText(QPainter &p, int x, int y, const QString &text, int alpha) {
QRect real_rect = p.fontMetrics().boundingRect(text);
real_rect.moveCenter({x, y - real_rect.height() / 2});
p.setPen(QColor(0xff, 0xff, 0xff, alpha)); // <- this sets the speed text color
p.drawText(real_rect.x(), real_rect.bottom(), text);
}
```
Change the `QColor(...)` line to make it **blue** instead of white. A nice soft blue is `#8080FF`, which translates to:
```diff
- p.setPen(QColor(0xff, 0xff, 0xff, alpha));
+ p.setPen(QColor(0x80, 0x80, 0xFF, alpha));
```
This change will tint all speed-related UI text to blue with the same transparency (`alpha`).
---
## 4. Rebuild the UI
After making changes, rebuild Openpilot so your new UI is compiled:
```bash
$ git diff
diff --git a/selfdrive/ui/paint.cc b/selfdrive/ui/paint.cc
index 821d95115..cc996eaa1 100644
--- a/selfdrive/ui/paint.cc
+++ b/selfdrive/ui/paint.cc
@@ -175,8 +175,8 @@ static void ui_draw_vision_speed(UIState *s) {
const float speed = std::max(0.0, (*s->sm)["carState"].getCarState().getVEgo() * (s->scene.is_metric ? 3.6 : 2.2369363));
const std::string speed_str = std::to_string((int)std::nearbyint(speed));
nvgTextAlign(s->vg, NVG_ALIGN_CENTER | NVG_ALIGN_BASELINE);
- ui_draw_text(s, s->fb_w/2, 210, speed_str.c_str(), 96 * 2.5, COLOR_WHITE, "sans-bold");
- ui_draw_text(s, s->fb_w/2, 290, s->scene.is_metric ? "km/h" : "mph", 36 * 2.5, COLOR_WHITE_ALPHA(200), "sans-regular");
+ ui_draw_text(s, s->fb_w/2, 210, speed_str.c_str(), 96 * 2.5, nvgRGBA(128, 128, 255, 255), "sans-bold");
+ ui_draw_text(s, s->fb_w/2, 290, s->scene.is_metric ? "km/h" : "mph", 36 * 2.5, nvgRGBA(128, 128, 255, 200), "sans-regular");
}
static void ui_draw_vision_event(UIState *s) {
scons -j$(nproc) && selfdrive/ui/ui
```
## 4. Rebuild UI, and admire your work
```
scons -j8 && selfdrive/ui/ui
```
![](https://blog.comma.ai/img/blue_speed_ui.png)
You should now see the speed displayed in a nice blue shade during the demo replay.
---
## 5. Push your fork to GitHub
Click fork on GitHub. Then, push with:
Click **"Fork"** on the [Openpilot GitHub repo](https://github.com/commaai/openpilot). Then push with:
```bash
git remote rm origin
git remote add origin git@github.com:<your-github-username>/openpilot.git
git add .
git commit -m "Make the speed blue."
git commit -m "Make the speed display blue"
git push --set-upstream origin master
```
## 6. Run your fork on device in your car!
---
Uninstall openpilot from your device through the settings. Then, enter the URL for your very own installer:
## 6. Run your fork on your comma device
Uninstall Openpilot through the settings on your device.
Then reinstall using your own GitHub-hosted fork:
```
installer.comma.ai/<your-github-username>/master
```
## 7. Admire your work IRL
---
## 7. Admire your work IRL 🚗💨
Youve now successfully modified Openpilots UI and deployed it to your own car!
![](https://blog.comma.ai/img/c3_blue_ui.jpg)
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@@ -62,3 +62,13 @@ def get_accel_from_plan(speeds, accels, t_idxs, action_t=DT_MDL, vEgoStopping=0.
should_stop = (v_target < vEgoStopping and
v_target_1sec < vEgoStopping)
return a_target, should_stop
def curv_from_psis(psi_target, psi_rate, vego, action_t):
vego = np.clip(vego, MIN_SPEED, np.inf)
curv_from_psi = psi_target / (vego * action_t)
return 2*curv_from_psi - psi_rate / vego
def get_curvature_from_plan(yaws, yaw_rates, t_idxs, vego, action_t):
psi_target = np.interp(action_t, t_idxs, yaws)
psi_rate = yaw_rates[0]
return curv_from_psis(psi_target, psi_rate, vego, action_t)
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@@ -26,7 +26,7 @@ from openpilot.common.transformations.camera import DEVICE_CAMERAS
from openpilot.common.transformations.model import get_warp_matrix
from openpilot.system import sentry
from openpilot.selfdrive.controls.lib.desire_helper import DesireHelper
from openpilot.selfdrive.controls.lib.drive_helpers import get_accel_from_plan, smooth_value
from openpilot.selfdrive.controls.lib.drive_helpers import get_accel_from_plan, smooth_value, get_curvature_from_plan
from openpilot.selfdrive.modeld.parse_model_outputs import Parser
from openpilot.selfdrive.modeld.fill_model_msg import fill_model_msg, fill_pose_msg, PublishState
from openpilot.selfdrive.modeld.constants import ModelConstants, Plan
@@ -54,8 +54,9 @@ def get_action_from_model(model_output: dict[str, np.ndarray], prev_action: log.
ModelConstants.T_IDXS,
action_t=long_action_t)
desired_accel = smooth_value(desired_accel, prev_action.desiredAcceleration, LONG_SMOOTH_SECONDS)
desired_curvature = model_output['desired_curvature'][0, 0]
desired_curvature = get_curvature_from_plan(plan[:, Plan.T_FROM_CURRENT_EULER][:, 2],
plan[:, Plan.ORIENTATION_RATE][:, 2],
ModelConstants.T_IDXS, v_ego, lat_action_t)
if v_ego > MIN_LAT_CONTROL_SPEED:
desired_curvature = smooth_value(desired_curvature, prev_action.desiredCurvature, LAT_SMOOTH_SECONDS)
else:
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@@ -1,3 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b86d130c5db2d772da1b139c136ed86976f37137129a19a6b881fdf641bca198
size 15578328
oid sha256:8a478376723ba79e2393ca95e2d3e497571ba6fed113e5f13a36f0e4b4d4a7c5
size 15588463
+1 -1
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@@ -1,3 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f222d2c528f1763828de01bb55e8979b1e4056e1dbb41350f521d2d2bb09d177
oid sha256:dad289ae367cefcb862ef1d707fb4919d008f0eeaa1ebaf18df58d8de5a7d96e
size 46265585
View File
+1 -1
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@@ -1 +1 @@
ee1b65ca7e29c7c98813af633474d190a4c86ac55d5d0d82f33672159744fb40
82ead1a4ecffbde961382329a6cf71bc97a6b112fbfb1f175a51c28ee2472bec
+215
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@@ -0,0 +1,215 @@
#!/usr/bin/env python3
import atexit
import logging
import os
import platform
import shutil
import time
from argparse import ArgumentParser, ArgumentTypeError
from collections.abc import Sequence
from pathlib import Path
from random import randint
from subprocess import Popen, PIPE
from typing import Literal
from cereal.messaging import SubMaster
from openpilot.common.basedir import BASEDIR
from openpilot.common.prefix import OpenpilotPrefix
from openpilot.tools.lib.route import SegmentRange, get_max_seg_number_cached
DEFAULT_OUTPUT = 'output.mp4'
DEMO_START = 90
DEMO_END = 105
DEMO_ROUTE = 'a2a0ccea32023010/2023-07-27--13-01-19'
FRAMERATE = 20
PIXEL_DEPTH = '24'
RESOLUTION = '2160x1080'
SECONDS_TO_WARM = 2
PROC_WAIT_SECONDS = 5
REPLAY = str(Path(BASEDIR, 'tools/replay/replay').resolve())
UI = str(Path(BASEDIR, 'selfdrive/ui/ui').resolve())
logger = logging.getLogger('clip.py')
def check_for_failure(proc: Popen):
exit_code = proc.poll()
if exit_code is not None and exit_code != 0:
cmd = str(proc.args)
if isinstance(proc.args, str):
cmd = proc.args
elif isinstance(proc.args, Sequence):
cmd = str(proc.args[0])
msg = f'{cmd} failed, exit code {exit_code}'
logger.error(msg)
stdout, stderr = proc.communicate()
if stdout:
logger.error(stdout.decode())
if stderr:
logger.error(stderr.decode())
raise ChildProcessError(msg)
def parse_args(parser: ArgumentParser):
args = parser.parse_args()
if args.demo:
args.route = DEMO_ROUTE
if args.start is None or args.end is None:
args.start = DEMO_START
args.end = DEMO_END
elif args.route.count('/') == 1:
if args.start is None or args.end is None:
parser.error('must provide both start and end if timing is not in the route ID')
elif args.route.count('/') == 3:
if args.start is not None or args.end is not None:
parser.error('don\'t provide timing when including it in the route ID')
parts = args.route.split('/')
args.route = '/'.join(parts[:2])
args.start = int(parts[2])
args.end = int(parts[3])
if args.end <= args.start:
parser.error(f'end ({args.end}) must be greater than start ({args.start})')
if args.start < SECONDS_TO_WARM:
parser.error(f'start must be greater than {SECONDS_TO_WARM}s to allow the UI time to warm up')
# if using local files, don't worry about length check right now so we skip the network call
# TODO: derive segment count from local FS
if not args.data_dir:
try:
num_segs = get_max_seg_number_cached(SegmentRange(args.route))
except Exception as e:
parser.error(f'failed to get route length: {e}')
# FIXME: length isn't exactly max segment seconds, simplify to replay exiting at end of data
length = round(num_segs * 60)
if args.start >= length:
parser.error(f'start ({args.start}s) cannot be after end of route ({length}s)')
if args.end > length:
parser.error(f'end ({args.end}s) cannot be after end of route ({length}s)')
return args
def start_proc(args: list[str], env: dict[str, str]):
return Popen(args, env=env, stdout=PIPE, stderr=PIPE)
def validate_env(parser: ArgumentParser):
if platform.system() not in ['Linux']:
parser.exit(1, f'clip.py: error: {platform.system()} is not a supported operating system\n')
for proc in ['Xvfb', 'ffmpeg']:
if shutil.which(proc) is None:
parser.exit(1, f'clip.py: error: missing {proc} command, is it installed?\n')
for proc in [REPLAY, UI]:
if shutil.which(proc) is None:
parser.exit(1, f'clip.py: error: missing {proc} command, did you build openpilot yet?\n')
def validate_output_file(output_file: str):
if not output_file.endswith('.mp4'):
raise ArgumentTypeError('output must be an mp4')
return output_file
def validate_route(route: str):
if route.count('/') not in (1, 3):
raise ArgumentTypeError(f'route must include or exclude timing, example: {DEMO_ROUTE}')
return route
def wait_for_frames(procs: list[Popen]):
sm = SubMaster(['uiDebug'])
no_frames_drawn = True
while no_frames_drawn:
sm.update()
no_frames_drawn = sm['uiDebug'].drawTimeMillis == 0.
for proc in procs:
check_for_failure(proc)
def clip(data_dir: str | None, quality: Literal['low', 'high'], prefix: str, route: str, output_filepath: str, start: int, end: int, target_size_mb: int):
logger.info(f'clipping route {route}, start={start} end={end} quality={quality} target_filesize={target_size_mb}MB')
begin_at = max(start - SECONDS_TO_WARM, 0)
duration = end - start
bit_rate_kbps = int(round(target_size_mb * 8 * 1024 * 1024 / duration / 1000))
# TODO: evaluate creating fn that inspects /tmp/.X11-unix and creates unused display to avoid possibility of collision
display = f':{randint(99, 999)}'
ffmpeg_cmd = [
'ffmpeg', '-y', '-video_size', RESOLUTION, '-framerate', str(FRAMERATE), '-f', 'x11grab', '-draw_mouse', '0',
'-i', display, '-c:v', 'libx264', '-maxrate', f'{bit_rate_kbps}k', '-bufsize', f'{bit_rate_kbps*2}k', '-crf', '23',
'-preset', 'ultrafast', '-pix_fmt', 'yuv420p', '-movflags', '+faststart', '-f', 'mp4', '-t', str(duration), output_filepath,
]
replay_cmd = [REPLAY, '-c', '1', '-s', str(begin_at), '--prefix', prefix]
if data_dir:
replay_cmd.extend(['--data_dir', data_dir])
if quality == 'low':
replay_cmd.append('--qcam')
replay_cmd.append(route)
ui_cmd = [UI, '-platform', 'xcb']
xvfb_cmd = ['Xvfb', display, '-terminate', '-screen', '0', f'{RESOLUTION}x{PIXEL_DEPTH}']
with OpenpilotPrefix(prefix, shared_download_cache=True):
env = os.environ.copy()
env['DISPLAY'] = display
xvfb_proc = start_proc(xvfb_cmd, env)
atexit.register(lambda: xvfb_proc.terminate())
ui_proc = start_proc(ui_cmd, env)
atexit.register(lambda: ui_proc.terminate())
replay_proc = start_proc(replay_cmd, env)
atexit.register(lambda: replay_proc.terminate())
procs = [replay_proc, ui_proc, xvfb_proc]
logger.info('waiting for replay to begin (loading segments, may take a while)...')
wait_for_frames(procs)
logger.debug(f'letting UI warm up ({SECONDS_TO_WARM}s)...')
time.sleep(SECONDS_TO_WARM)
for proc in procs:
check_for_failure(proc)
ffmpeg_proc = start_proc(ffmpeg_cmd, env)
procs.append(ffmpeg_proc)
atexit.register(lambda: ffmpeg_proc.terminate())
logger.info(f'recording in progress ({duration}s)...')
ffmpeg_proc.wait(duration + PROC_WAIT_SECONDS)
for proc in procs:
check_for_failure(proc)
logger.info(f'recording complete: {Path(output_filepath).resolve()}')
def main():
p = ArgumentParser(prog='clip.py', description='clip your openpilot route.', epilog='comma.ai')
validate_env(p)
route_group = p.add_mutually_exclusive_group(required=True)
route_group.add_argument('route', nargs='?', type=validate_route, help=f'The route (e.g. {DEMO_ROUTE} or {DEMO_ROUTE}/{DEMO_START}/{DEMO_END})')
route_group.add_argument('--demo', help='use the demo route', action='store_true')
p.add_argument('-d', '--data-dir', help='local directory where route data is stored')
p.add_argument('-e', '--end', help='stop clipping at <end> seconds', type=int)
p.add_argument('-f', '--file-size', help='target file size (Discord/GitHub support max 10MB, default is 9MB)', type=float, default=9.)
p.add_argument('-o', '--output', help='output clip to (.mp4)', type=validate_output_file, default=DEFAULT_OUTPUT)
p.add_argument('-p', '--prefix', help='openpilot prefix', default=f'clip_{randint(100, 99999)}')
p.add_argument('-q', '--quality', help='quality of camera (low = qcam, high = hevc)', choices=['low', 'high'], default='high')
p.add_argument('-s', '--start', help='start clipping at <start> seconds', type=int)
args = parse_args(p)
try:
clip(args.data_dir, args.quality, args.prefix, args.route, args.output, args.start, args.end, args.file_size)
except KeyboardInterrupt as e:
logger.exception('interrupted by user', exc_info=e)
except Exception as e:
logger.exception('encountered error', exc_info=e)
finally:
atexit._run_exitfuncs()
if __name__ == '__main__':
logging.basicConfig(level=logging.INFO, format='%(asctime)s %(name)s %(levelname)s\t%(message)s')
main()
+2 -1
View File
@@ -63,7 +63,8 @@ function install_ubuntu_common_requirements() {
libqt5svg5-dev \
libqt5serialbus5-dev \
libqt5x11extras5-dev \
libqt5opengl5-dev
libqt5opengl5-dev \
xvfb
}
# Install Ubuntu 24.04 LTS packages
+7
View File
@@ -328,6 +328,11 @@ function op_sim() {
op_run_command exec tools/sim/launch_openpilot.sh
}
function op_clip() {
op_before_cmd
op_run_command tools/clip/run.py $@
}
function op_switch() {
REMOTE="origin"
if [ "$#" -gt 1 ]; then
@@ -395,6 +400,7 @@ function op_default() {
echo -e " ${BOLD}juggle${NC} Run PlotJuggler"
echo -e " ${BOLD}replay${NC} Run Replay"
echo -e " ${BOLD}cabana${NC} Run Cabana"
echo -e " ${BOLD}clip${NC} Run clip (linux only)"
echo -e " ${BOLD}adb${NC} Run adb shell"
echo ""
echo -e "${BOLD}${UNDERLINE}Commands [Testing]:${NC}"
@@ -445,6 +451,7 @@ function _op() {
lint ) shift 1; op_lint "$@" ;;
test ) shift 1; op_test "$@" ;;
replay ) shift 1; op_replay "$@" ;;
clip ) shift 1; op_clip "$@" ;;
sim ) shift 1; op_sim "$@" ;;
install ) shift 1; op_install "$@" ;;
switch ) shift 1; op_switch "$@" ;;
+1 -1
View File
@@ -81,7 +81,7 @@ Arguments:
connect.comma.ai
```
## Visualize the Replay in the Openpilot UI
## Visualize the Replay in the openpilot UI
To visualize the replay within the openpilot UI, run the following commands:
```bash
+1 -1
View File
@@ -12,7 +12,7 @@ public:
ConsoleUI(Replay *replay);
~ConsoleUI();
int exec();
inline static const std::array speed_array = {0.2f, 0.5f, 1.0f, 2.0f, 3.0f};
inline static const std::array speed_array = {0.2f, 0.5f, 1.0f, 2.0f, 4.0f, 8.0f};
private:
void initWindows();
Generated
+29 -25
View File
@@ -217,11 +217,11 @@ wheels = [
[[package]]
name = "certifi"
version = "2025.1.31"
version = "2025.4.26"
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