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55 Commits

Author SHA1 Message Date
James Vecellio-Grant
3375277b3c Merge branch 'watcher' into tools 2025-12-11 06:54:46 -08:00
James Vecellio-Grant
6e06bcb14f Merge branch 'paramwatcher' into watcher 2025-12-11 06:54:40 -08:00
discountchubbs
bc07cecfa0 buffer 2025-12-11 06:54:17 -08:00
discountchubbs
de30e9a3cf shebang 2025-12-11 06:51:34 -08:00
discountchubbs
c599542dfa sunnypilot tools: param profiler 2025-12-11 06:50:27 -08:00
discountchubbs
b737989e64 not needed 2025-12-08 05:54:50 -08:00
James Vecellio-Grant
5fbc358fd5 Merge branch 'paramwatcher' into watcher 2025-12-08 05:54:18 -08:00
discountchubbs
ce30d815f7 except "." 2025-12-08 05:53:52 -08:00
James Vecellio
fdde1aa6a1 this is hindsight 2025-12-07 19:26:36 -08:00
discountchubbs
961b2a2d30 drive back the darkness 2025-12-07 18:20:50 -08:00
discountchubbs
f3d39d481a wat 2025-12-07 17:13:58 -08:00
James Vecellio-Grant
6e037d80ff Merge branch 'paramwatcher' into watcher 2025-12-07 17:13:06 -08:00
discountchubbs
907bc5cf06 pyzmq considered... rejected.
I created a service handler in pyzmq and memory tested and it was in the MegaBytes, comparable to direct Params access, fudge that.
2025-12-07 17:12:39 -08:00
James Vecellio-Grant
b3ff268f89 Merge branch 'paramwatcher' into watcher 2025-12-07 14:05:37 -08:00
discountchubbs
42e08515e6 make the link go to LxCx 2025-12-07 12:22:15 -08:00
discountchubbs
d0ec46dc5d cp 2025-12-07 12:14:54 -08:00
discountchubbs
48a8802298 cp analysis needs high level 2025-12-07 12:12:43 -08:00
discountchubbs
79971b9eb2 move limitations to end 2025-12-07 12:11:49 -08:00
discountchubbs
7ba21f9f1b 2025 2025-12-07 11:57:27 -08:00
discountchubbs
6b4118ab27 dates 2025-12-07 11:55:27 -08:00
discountchubbs
0844424ad1 update 2025-12-07 11:47:14 -08:00
James Vecellio-Grant
5901c9b41f Merge branch 'paramwatcher' into watcher 2025-12-07 11:45:20 -08:00
discountchubbs
d52ce19c15 update readme 2025-12-07 11:44:34 -08:00
discountchubbs
05cc9a14e2 reset thread 2025-12-07 11:33:43 -08:00
discountchubbs
18f8956e0e params 2025-12-07 11:23:49 -08:00
discountchubbs
0aa6f22c26 watch 2025-12-07 11:15:58 -08:00
James Vecellio-Grant
c90f262ce7 Merge branch 'paramwatcher' into watcher 2025-12-07 11:08:48 -08:00
discountchubbs
e8ee5a23f0 my little soda pop 2025-12-07 11:08:16 -08:00
discountchubbs
4a189f828a oopsie 2025-12-07 10:13:36 -08:00
James Vecellio-Grant
072e18faef Merge branch 'paramwatcher' into watcher 2025-12-07 10:12:56 -08:00
James Vecellio
3b1fddfde9 60% comparison for slow computers 2025-12-07 10:12:14 -08:00
discountchubbs
bddec6971e debounce 2025-12-07 10:06:23 -08:00
discountchubbs
34e02b6ae5 Revert "Merge remote-tracking branch 'origin/paramwatcher' into watcher"
This reverts commit c98cc5d40a, reversing
changes made to 4a0d8063e5.
2025-12-07 10:03:04 -08:00
discountchubbs
c98cc5d40a Merge remote-tracking branch 'origin/paramwatcher' into watcher 2025-12-07 10:02:55 -08:00
discountchubbs
4a0d8063e5 Merge remote-tracking branch 'origin/paramwatcher' into watcher 2025-12-07 10:02:41 -08:00
discountchubbs
e2e52bcccb Merge remote-tracking branch 'origin/paramwatcher' into paramwatcher 2025-12-07 09:59:57 -08:00
discountchubbs
ccf86b7b72 cb 2025-12-07 09:59:47 -08:00
James Vecellio-Grant
483894cfc8 Merge branch 'master' into watcher 2025-12-07 09:59:04 -08:00
James Vecellio-Grant
a678554122 Merge branch 'master' into paramwatcher 2025-12-07 09:58:35 -08:00
discountchubbs
bfd3eab260 rm 2025-12-07 09:56:45 -08:00
discountchubbs
f5aedbce6e unit/int tests 2025-12-07 09:45:18 -08:00
discountchubbs
4f860dd397 Merge remote-tracking branch 'origin/watcher' into watcher 2025-12-07 08:10:59 -08:00
discountchubbs
f308d9ab17 markdown 2025-12-07 08:10:50 -08:00
James Vecellio-Grant
9226222ad4 Merge branch 'master' into watcher 2025-12-06 14:44:23 -08:00
discountchubbs
3e317a8b4d give me ALL the params access. limit sys reading by 500x 2025-12-06 14:43:45 -08:00
James Vecellio
0eae4e0b3b layout 2025-12-05 19:44:19 -08:00
James Vecellio
37ffa5ed21 layout 2025-12-05 19:44:14 -08:00
James Vecellio
05e3eaf2fc certified freak 2025-12-05 15:59:13 -08:00
discountchubbs
c8fc344d68 watch this paramwatcher 2025-12-05 13:17:04 -08:00
James Vecellio-Grant
264948e5ff Update param_watcher.py 2025-12-05 08:55:02 -08:00
James Vecellio-Grant
9d87beac8e Merge branch 'master' into watcher 2025-12-05 08:52:18 -08:00
James Vecellio-Grant
2e0bc80f94 Update param_watcher.py 2025-12-05 08:50:31 -08:00
James Vecellio-Grant
4b8781886a Update ui_state.py 2025-12-05 08:43:08 -08:00
James Vecellio-Grant
97edff5e5c Merge branch 'master' into watcher 2025-12-04 06:06:29 -08:00
discountchubbs
a81570a6c2 file system watcher 👀 2025-12-03 22:23:37 -08:00
21 changed files with 795 additions and 18 deletions

View File

@@ -1,4 +1,3 @@
from openpilot.common.params import Params
from openpilot.selfdrive.ui.widgets.ssh_key import ssh_key_item
from openpilot.selfdrive.ui.ui_state import ui_state
from openpilot.system.ui.widgets import Widget
@@ -35,7 +34,7 @@ DESCRIPTIONS = {
class DeveloperLayout(Widget):
def __init__(self):
super().__init__()
self._params = Params()
self._params = ui_state.params
self._is_release = self._params.get_bool("IsReleaseBranch")
# Build items and keep references for callbacks/state updates

View File

@@ -3,7 +3,6 @@ import math
from cereal import messaging, log
from openpilot.common.basedir import BASEDIR
from openpilot.common.params import Params
from openpilot.common.swaglog import cloudlog
from openpilot.selfdrive.ui.onroad.driver_camera_dialog import DriverCameraDialog
from openpilot.selfdrive.ui.ui_state import ui_state
@@ -35,7 +34,7 @@ class DeviceLayout(Widget):
def __init__(self):
super().__init__()
self._params = Params()
self._params = ui_state.params
self._select_language_dialog: MultiOptionDialog | None = None
self._driver_camera: DriverCameraDialog | None = None
self._pair_device_dialog: PairingDialog | None = None

View File

@@ -1,5 +1,5 @@
from cereal import log
from openpilot.common.params import Params, UnknownKeyName
from openpilot.common.params import UnknownKeyName
from openpilot.system.ui.widgets import Widget
from openpilot.system.ui.widgets.list_view import multiple_button_item, toggle_item
from openpilot.system.ui.widgets.scroller_tici import Scroller
@@ -41,7 +41,7 @@ DESCRIPTIONS = {
class TogglesLayout(Widget):
def __init__(self):
super().__init__()
self._params = Params()
self._params = ui_state.params
self._is_release = self._params.get_bool("IsReleaseBranch")
# param, title, desc, icon, needs_restart
@@ -198,11 +198,6 @@ class TogglesLayout(Widget):
self._update_experimental_mode_icon()
# TODO: make a param control list item so we don't need to manage internal state as much here
# refresh toggles from params to mirror external changes
for param in self._toggle_defs:
self._toggles[param].action_item.set_state(self._params.get_bool(param))
# these toggles need restart, block while engaged
for toggle_def in self._toggle_defs:
if self._toggle_defs[toggle_def][3] and toggle_def not in self._locked_toggles:

View File

@@ -230,9 +230,7 @@ class ModelsLayout(Widget):
turn_desire: bool = ui_state.params.get_bool("LaneTurnDesire")
live_delay: bool = ui_state.params.get_bool("LagdToggle")
self.lane_turn_desire_toggle.action_item.set_state(turn_desire)
self.lane_turn_value_control.set_visible(turn_desire and advanced_controls)
self.lagd_toggle.action_item.set_state(live_delay)
self.delay_control.set_visible(not live_delay and advanced_controls)
new_step = int(round(100 / CV.MPH_TO_KPH)) if ui_state.is_metric else 100
if self.lane_turn_value_control.action_item.value_change_step != new_step:

View File

@@ -31,6 +31,7 @@ from openpilot.selfdrive.ui.sunnypilot.layouts.settings.steering import Steering
from openpilot.selfdrive.ui.sunnypilot.layouts.settings.cruise import CruiseLayout
from openpilot.selfdrive.ui.sunnypilot.layouts.settings.visuals import VisualsLayout
from openpilot.selfdrive.ui.sunnypilot.layouts.settings.display import DisplayLayout
from openpilot.selfdrive.ui.ui_state import ui_state
# from openpilot.selfdrive.ui.sunnypilot.layouts.settings.navigation import NavigationLayout
@@ -196,6 +197,10 @@ class SettingsLayoutSP(OP.SettingsLayout):
return False
def set_current_panel(self, panel_type: OP.PanelType):
super().set_current_panel(panel_type)
ui_state.set_active_layout(self._panels[self._current_panel].instance)
def show_event(self):
super().show_event()
self._panels[self._current_panel].instance.show_event()

View File

@@ -320,7 +320,6 @@ class SunnylinkLayout(Widget):
self._sunnylink_enabled = ui_state.params.get_bool("SunnylinkEnabled")
self._sunnylink_toggle.set_right_value(tr("Dongle ID") + ": " + self._get_sunnylink_dongle_id())
self._sunnylink_toggle.action_item.set_enabled(not ui_state.is_onroad())
self._sunnylink_toggle.action_item.set_state(self._sunnylink_enabled)
self._sunnylink_uploader_toggle.action_item.set_enabled(self._sunnylink_enabled)
self.handle_backup_restore_progress()

View File

@@ -55,5 +55,4 @@ class HyundaiSettings(BrandSettings):
self.longitudinal_tuning_item.action_item.set_enabled(not longitudinal_tuning_disabled)
self.longitudinal_tuning_item.set_description(long_tuning_desc)
self.longitudinal_tuning_item.show_description(True)
self.longitudinal_tuning_item.action_item.set_selected_button(tuning_param)
self.longitudinal_tuning_item.set_visible(self.alpha_long_available)

View File

@@ -0,0 +1,41 @@
"""
Copyright (c) 2021-, Haibin Wen, sunnypilot, and a number of other contributors.
This file is part of sunnypilot and is licensed under the MIT License.
See the LICENSE.md file in the root directory for more details.
"""
def update_item_from_param(item, key, params):
if not (action := getattr(item, 'action_item', None)):
return
if hasattr(action, 'set_state'):
action.set_state(params.get_bool(key))
elif hasattr(action, 'set_value'):
action.set_value(params.get(key, return_default=True))
else:
try:
val = int(params.get(key, return_default=True))
if hasattr(action, 'selected_button'):
action.selected_button = val
if hasattr(action, 'current_value'):
action.current_value = val
except (ValueError, TypeError):
pass
def sync_layout_params(layout, param_name, params):
targets = []
if toggles := getattr(layout, '_toggles', None):
targets.extend([(item, k) for k, item in toggles.items()])
items = getattr(layout, 'items', []) or getattr(getattr(layout, '_scroller', None), '_items', [])
for item in items:
action = getattr(item, 'action_item', None)
if key := getattr(action, 'param_key', None) or getattr(getattr(action, 'toggle', None), 'param_key', None):
targets.append((item, key))
for item, key in targets:
if param_name is None or key == param_name:
update_item_from_param(item, key, params)

View File

@@ -5,23 +5,49 @@ This file is part of sunnypilot and is licensed under the MIT License.
See the LICENSE.md file in the root directory for more details.
"""
from cereal import messaging, custom
from openpilot.common.params import Params
from openpilot.common.swaglog import cloudlog
from openpilot.sunnypilot.common.params import Params
from openpilot.sunnypilot.sunnylink.sunnylink_state import SunnylinkState
from openpilot.selfdrive.ui.sunnypilot.ui_helpers import sync_layout_params
class UIStateSP:
def __init__(self):
self.params = Params()
self.params.add_watcher(self.on_param_change)
self.params.start()
self.sm_services_ext = [
"modelManagerSP", "selfdriveStateSP", "longitudinalPlanSP", "backupManagerSP",
"gpsLocation", "liveTorqueParameters", "carStateSP", "liveMapDataSP", "carParamsSP", "liveDelay"
]
self.sunnylink_state = SunnylinkState()
self.active_layout = None
self.changed_params = set()
def set_active_layout(self, layout):
self.active_layout = layout
if layout:
sync_layout_params(layout, None, self.params)
def on_param_change(self, param_name):
self.changed_params.add(param_name)
def update(self) -> None:
self.sunnylink_state.start()
if not self.params.is_watching():
cloudlog.warning("ParamWatcher thread died, restarting...")
self.params.start()
if self.changed_params:
while self.changed_params:
self.changed_params.pop()
if self.active_layout:
sync_layout_params(self.active_layout, None, self.params)
def update_params(self) -> None:
CP_SP_bytes = self.params.get("CarParamsSPPersistent")
if CP_SP_bytes is not None:

View File

@@ -6,7 +6,6 @@ from collections.abc import Callable
from enum import Enum
from cereal import messaging, car, log
from openpilot.common.filter_simple import FirstOrderFilter
from openpilot.common.params import Params
from openpilot.common.swaglog import cloudlog
from openpilot.selfdrive.ui.lib.prime_state import PrimeState
from openpilot.system.ui.lib.application import gui_app
@@ -34,7 +33,6 @@ class UIState(UIStateSP):
def _initialize(self):
UIStateSP.__init__(self)
self.params = Params()
self.sm = messaging.SubMaster(
[
"modelV2",

133
sunnypilot/common/README.md Normal file
View File

@@ -0,0 +1,133 @@
# Comparative Analysis of Parameter Access Methods: `Params::get` vs. `ParamWatcher`
## Inefficiencies in Standard Parameter Access
The standard `Params::get()` method executes a full file I/O lifecycle—opening, allocating, reading, and closing—for every function call. This approach results in significant CPU overhead and memory churn due to the frequency of these operations in the user interface loop.
### System Overhead Analysis
* **System Call Overhead**: Every read operation requires context switches into kernel mode. The `Params::get` function calls `util::read_file` (sunnypilot, 2025), which subsequently invokes `std::ifstream` (sunnypilot, 2025).
* **Impact**: Frequent context switching degrades performance (Linux man-pages, 2025 -a; Linux man-pages, 2025 -b).
* **C++ Stream Overhead**: The use of `std::ifstream` introduces additional overhead for maintaining stream state and buffering compared to raw file descriptors (cppreference.com, n.d.-a; Codezup, 2025).
* **Memory Churn**: The instantiation of `std::string result(size, '\0');` forces heap allocation and deallocation during every call (sunnypilot, 2025). This stresses the memory allocator and can lead to fragmentation (cppreference.com, n.d.).
## The ParamWatcher Optimization
The `ParamWatcher` implementation utilizes OS-level file system events, such as `inotify` on Linux or `FSEvents` on macOS, to maintain a Random Access Memory (RAM) cache. This architecture eliminates the need for continuous polling.
### Performance Comparison
| Feature | Standard `Params::get` | Optimized `ParamWatcher` |
| :--- | :--- | :--- |
| **Workflow** | `open``malloc``read``close` | `dict.get()` (RAM lookup) |
| **Complexity** | **O(N * F)** (Linear to toggles & FPS) | **O(1)** (Constant time) |
| **Disk I/O** | ~1,000 reads/sec (50 toggles @ 20FPS) | **0 reads/sec** (Steady state) |
| **Memory** | New string object per call (High GC pressure) | Returns reference (Zero GC pressure) |
## Architectural Mismatch of Standard Modules
Standard C++ modules like `std::ifstream` are optimized for **throughput**—reading large files sequentially—rather than **latency** required for polling small files frequently.
* **The I/O Trap**: Even when a file resides in the OS page cache (RAM), invoking `open()` and `read()` forces a CPU mode switch (User → Kernel → User). Executing this sequence 1,000 times per second consumes CPU cycles merely to verify state constancy.
* **The Memory Trap**: The `std::string` class allocates memory on the heap. Repeated allocation creates short-lived objects, which in C++ fragments memory. In Python (which wraps this), it triggers the Garbage Collector, pausing the UI.
* **The Query Mismatch**: `Params::get` queries the current value every frame, whereas `ParamWatcher` waits for a notification of change, serving cached values in the interim.
## Implementation Analysis
The `ParamWatcher` class provides a cross-platform solution for monitoring file system changes, specifically targeting the parameter files used in Openpilot. The implementation leverages the `ctypes` library to interface directly with operating system kernels, bypassing higher-level abstractions for maximum performance.
### Linux Implementation (`_run_linux`)
The Linux implementation interacts directly with the kernel's `inotify` subsystem (Linux man-pages, 2025 -c).
* **Library Loading**: `libc = ctypes.CDLL('libc.so.6')` loads the standard C library to access system calls.
* **Initialization**: `inotify_init()` is called to create a new inotify instance, returning a file descriptor.
* **Watch Setup**: `inotify_add_watch(fd, path, mask)` registers the parameters directory. The mask includes `IN_MODIFY | IN_CREATE | IN_DELETE | IN_MOVED_TO | IN_CLOSE_WRITE` (Linux Kernel Organization, 2005) to capture all relevant file changes.
* **Event Loop**:
* **Polling**: `select.epoll()` is used to efficiently wait for activity on the file descriptor without busy-waiting.
* **Reading**: When events occur, `os.read(fd, 1024)` retrieves the raw binary event data.
* **Parsing**: The code uses Python's `struct` module (`struct.unpack_from("iIII", ...)`) to parse the C-style `inotify_event` structures directly from the buffer, avoiding the overhead of defining `ctypes` structures.
* **Handling**: Extracted filenames are passed to `_trigger_callbacks`, which invalidates the specific cache entry (`self._cache.pop(path, None)`), forcing a fresh read on the next access.
### macOS Implementation (`_run_darwin`)
The macOS implementation uses the `FSEvents` API from the `CoreServices` framework (Apple Inc., n.d.-a), which is more efficient than `kqueue` for directory monitoring.
* **Framework Loading**: `ctypes.cdll.LoadLibrary` loads `CoreServices` and `CoreFoundation`.
* **Callback Definition**: `CFUNCTYPE` is used to define a C-compatible callback function. This function is invoked by the OS whenever a change occurs in the watched directory.
* **Stream Creation**: `FSEventStreamCreate` creates a stream for the target directory. The `kFSEventStreamCreateFlagFileEvents` flag is used to request file-level granularity where available.
* **Event Filtering**: The callback filters events using flags such as `kFSEventStreamEventFlagItemCreated` and `kFSEventStreamEventFlagItemModified` to ensure only relevant file changes trigger updates (Apple Inc., n.d.-c).
* **Scheduling**: `FSEventStreamScheduleWithRunLoop` attaches the stream to the current thread's run loop (Apple Inc., n.d.-b).
* **Execution**: `CFRunLoopRun()` starts the event loop. This passes control to the OS, which wakes the thread only when necessary.
* **Handling**: Inside the callback, the code iterates through the changed paths provided by the OS. It extracts the filename and calls `_trigger_callbacks` to invalidate the cache for that specific parameter.
### Python ctypes Integration
The use of `ctypes` (Python Software Foundation, 2025) is a strategic choice. It allows the Python interpreter to load shared libraries (`libc.so.6` on Linux, `CoreServices` on macOS) and call C functions directly. This approach avoids the overhead of spawning subprocesses or compiling external C extensions, keeping the codebase pure Python while achieving C-level system integration.
### Memory Impact Analysis
With 232 defined parameters in `param_keys.h`, the maximum static RAM footprint of `ParamWatcher` is estimated to be **less than 250 KB**. Even if every single parameter were cached simultaneously, this static usage is negligible. Importantly, this stable footprint is likely more probable to maintain no trend of memory increase, whenc compared to the standard `Params::get` approach, which generates **megabytes** of short-lived "garbage" allocations per second, forcing the Python Garbage Collector to pause execution repeatedly.
## Architectural Integration: The Process-Local Singleton Pattern
To ensure resource efficiency within openpilot's multi-process architecture (e.g., `ui`, `controlsd`, `modeld`), `ParamWatcher` implements the Singleton design pattern (Gamma et al., 1994) using the Python `__new__` allocator.
### Process Isolation and Concurrency
In the context of Python's memory model, a Singleton ensures a single instance exists *per process*. This behavior aligns with openpilot's multiprocess design:
* **Intra-Process Efficiency**: Within a single heavy process like `ui`, multiple sub-components (e.g., `UIState`, `SunnylinkState`) import and use `Params`. The Singleton pattern ensures they share a single `inotify` thread and a unified RAM cache. This prevents the proliferation of redundant watcher threads, which would otherwise compete for the Global Interpreter Lock (GIL).
* **Inter-Process Safety**: Distinct processes (e.g., `modeld` vs. `ui`) maintain completely isolated `ParamWatcher` instances. This isolation eliminates the need for complex Inter-Process Communication (IPC) locking mechanisms for the cache, as each process synchronizes its independent state via the OS file system events.
### Empirical Verification
Runtime analysis demonstrates that multiple instantiation attempts result in a shared object reference, minimizing memory footprint.
* **Test Case**: Instantiating `ParamWatcher` in `UIStateSP` and subsequently in a standalone script within the same process.
* **Result**: Both instances report the exact same memory address (`4814358960`) and share the same background thread ID (`6114635776`).
* **Impact**: The system incurs the overhead of the watcher thread (measured at < 0.1% CPU idle usage) only once per active process, regardless of import frequency. The average CPU usage across one minute was 0.002%.
## Limitations and Trade-offs
While `ParamWatcher` offers superior performance for UI rendering, it presents specific trade-offs:
* **Static RAM Usage**: `ParamWatcher` maintains a persistent dictionary cache of all accessed parameters (~50KB), whereas `Params::get` uses zero static RAM but incurs high dynamic memory access.
* **Event Latency**: In high-load scenarios, `inotify` events may experience slight delays or coalescing compared to direct reads. However, for user interface applications, this latency (<10ms) is imperceptible.
* **Complexity**: The solution (the process singleton approach) requires managing a background thread and OS-specific event loops, increasing code complexity compared to the synchronous `Params::get` function.
## Alternative Architecture Considered: ZeroMQ Service (ZMQ)
During the development of `ParamWatcher`, a Client-Server architecture using ZMQ was evaluated. In this architecture, a single background service process would monitor file system events and publish changes over a ZMQ PUB socket to multiple client processes (SUB).
### Trade-off Analysis
| Metric | In-Process (Current) | ZMQ Service (Rejected) |
| :--- | :--- |:------------------------------------------------------|
| **Memory Usage** | Low (1 thread/process) | High (1 full Python process + ZMQ buffers per client) |
| **CPU Usage** | Low (Direct callback) | High (Serialization + TCP Stack + Deserialization) |
| **Latency** | Instant (<0.1ms) | Variable (TCP Loopback overhead) |
| **Scalability** | Limited by OS file handles | Limited by TCP ports/buffers |
| **Robustness** | Process-isolated failure | Single point of failure (Service crash affects all) |
### Decision Rationale
While the ZMQ approach offers better isolation and reduces the total number of OS file watchers (1 vs N), the overhead of inter-process communication (IPC) proved excessive for this use case.
* **Efficiency**: Even with 50+ processes, the memory footprint of 50 simple threads is significantly lower than the overhead of a dedicated Python service process plus the ZMQ context in every client.
* **Complexity**: The ZMQ architecture introduced synchronization challenges (e.g., service startup race conditions, "Address already in use" errors) that outweighed its benefits.
* **Performance**: The latency of serializing messages and passing them through the TCP stack is orders of magnitude higher than a direct function call within the same process memory space.
## Conclusion
Replacing polling mechanisms with event-driven caching shifts the computational load from kernel space (syscalls) to user space (RAM). This transition eliminates I/O overhead and UI stutters caused by garbage collection, resulting in a more responsive user experience. The In-Process Singleton approach was selected as the optimal balance between performance, complexity, and resource efficiency.
## References
Apple Inc. (n.d.-a). *File System Events*. Retrieved from https://developer.apple.com/documentation/coreservices/file_system_events
Apple Inc. (n.d.-b). *CFRunLoop*. Retrieved from https://developer.apple.com/documentation/corefoundation/cfrunloop
Apple Inc. (n.d.-c). *FSEventStreamEventFlags*. Retrieved from https://developer.apple.com/documentation/coreservices/1455361-fseventstreameventflags
Codezup. (2025). *Efficient File I/O in C++*. Retrieved from https://codezup.com/efficient-file-io-cpp-best-practices/
cppreference.com. (n.d.-a). *std::basic_ifstream*. Retrieved from https://en.cppreference.com/w/cpp/io/basic_ifstream
cppreference.com. (n.d.-b). *std::basic_string*. Retrieved from https://en.cppreference.com/w/cpp/string/basic_string/basic_string
Linux man-pages. (2025 -a). *open(2)*. Retrieved from https://man7.org/linux/man-pages/man2/open.2.html
Linux man-pages. (2025-b). *read(2)*. Retrieved from https://man7.org/linux/man-pages/man2/read.2.html
Linux man-pages. (2025 -c). *inotify(7)*. Retrieved from https://man7.org/linux/man-pages/man7/inotify.7.html
Linux Kernel Organization. (2005). *include/uapi/linux/inotify.h*. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/include/uapi/linux/inotify.h
Python Software Foundation. (2025). *ctypes — A foreign function library for Python*. Retrieved from https://docs.python.org/3/library/ctypes.html
Gamma, E., Helm, R., Johnson, R., & Vlissides, J. (1994). *Design Patterns: Elements of Reusable Object-Oriented Software*. Addison-Wesley.
sunnypilot. (2025). *common/params.cc* [Source code]. GitHub. https://github.com/sunnypilot/sunnypilot/blob/master/common/params.cc#L180C1-L206C2
sunnypilot. (2025). *common/util.cc* [Source code]. GitHub. https://github.com/sunnypilot/sunnypilot/blob/master/common/util.cc#L79C1-L117C2

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"""
Copyright (c) 2021-, Haibin Wen, sunnypilot, and a number of other contributors.
This file is part of sunnypilot and is licensed under the MIT License.
See the LICENSE.md file in the root directory for more details.
"""
import os
import platform
import struct
import select
import threading
import time
import ctypes
import ctypes.util
import traceback
from ctypes import c_void_p, c_size_t, POINTER, c_uint32, c_uint64
from openpilot.common.params import Params
from openpilot.common.swaglog import cloudlog
from openpilot.system.hardware.hw import Paths
IN_MODIFY = 0x00000002
IN_CREATE = 0x00000100
IN_DELETE = 0x00000200
IN_MOVED_TO = 0x00000080
IN_CLOSE_WRITE = 0x00000008
class ParamWatcher(Params):
_instance = None
def __new__(cls):
if cls._instance is None:
cls._instance = super().__new__(cls)
cls._instance._initialized = False
return cls._instance
def __init__(self):
if self._initialized:
return
super().__init__()
cloudlog.warning("ParamWatcher initialized")
self._cache = {}
self._last_trigger = {}
self._version = {}
self._lock = threading.Lock()
self._callbacks = []
self.last_accessed_param = None
self._initialized = True
self.start()
def start(self):
if getattr(self, '_thread', None) and self._thread.is_alive():
return
self._thread = threading.Thread(target=self._run_watcher, daemon=True)
self._thread.start()
def is_watching(self):
return getattr(self, '_thread', None) and self._thread.is_alive()
def add_watcher(self, callback):
if callback not in self._callbacks:
self._callbacks.append(callback)
def _trigger_callbacks(self, path):
with self._lock:
if (now := time.monotonic()) - self._last_trigger.get(path, 0) < 0.1:
return
self._last_trigger[path] = now
self._version[path] = self._version.get(path, 0) + 1
self._cache.pop(path, None)
for callback in self._callbacks:
try:
callback(path)
except Exception:
cloudlog.exception("Param watcher callback failed")
def _get_cached(self, key, getter, sig):
k = str(key)
with self._lock:
bucket = self._cache.get(k)
if bucket and sig in bucket:
if bucket[sig][0] == self._version.get(k, 0):
return bucket[sig][1]
start_ver = self._version.get(k, 0)
val = getter()
with self._lock:
if self._version.get(k, 0) != start_ver:
val = getter()
self._cache.setdefault(k, {})[sig] = (self._version.get(k, 0), val)
return val
def get(self, key, block=False, return_default=False):
self.last_accessed_param = key
if block:
return super().get(key, block, return_default)
fetcher = super().get
return self._get_cached(key, lambda: fetcher(key, block, return_default), (block, return_default))
def get_bool(self, key, block=False):
self.last_accessed_param = key
if block:
return super().get_bool(key, block)
fetcher = super().get_bool
return self._get_cached(key, lambda: fetcher(key, block), ("bool", block))
def _run_watcher(self):
system = platform.system()
while True:
try:
if system == "Linux":
self._run_linux()
elif system == "Darwin":
self._run_darwin()
except Exception:
cloudlog.exception("Param watcher crashed")
time.sleep(2)
def _run_linux(self):
path = Paths.params_root()
libc = ctypes.CDLL('libc.so.6')
fd = libc.inotify_init()
libc.inotify_add_watch(fd, path.encode(), IN_MODIFY | IN_CREATE | IN_DELETE | IN_MOVED_TO | IN_CLOSE_WRITE)
try:
poll = select.epoll()
poll.register(fd, select.EPOLLIN)
while True:
for fileno, _ in poll.poll():
if fileno == fd:
buffer = os.read(fd, 2048)
i = 0
while i + 16 <= len(buffer):
_, mask, _, name_len = struct.unpack_from("iIII", buffer, i)
if mask & (IN_MODIFY | IN_CREATE | IN_DELETE | IN_MOVED_TO | IN_CLOSE_WRITE):
name = buffer[i+16:i+16+name_len].rstrip(b"\0").decode()
if not name.startswith("."):
self._trigger_callbacks(name)
i += 16 + name_len
finally:
if 'poll' in locals():
poll.unregister(fd)
poll.close()
os.close(fd)
def _run_darwin(self):
CS = ctypes.cdll.LoadLibrary(ctypes.util.find_library("CoreServices"))
CF = ctypes.cdll.LoadLibrary(ctypes.util.find_library("CoreFoundation"))
kCFAllocatorDefault = c_void_p(0)
kCFStringEncodingUTF8 = 0x08000100
kFSEventStreamCreateFlagFileEvents = 0x00000010
kFSEventStreamEventFlagItemCreated = 0x00000100
kFSEventStreamEventFlagItemRemoved = 0x00000200
kFSEventStreamEventFlagItemRenamed = 0x00000800
kFSEventStreamEventFlagItemModified = 0x00001000
CF.CFStringCreateWithCString.restype = c_void_p
CF.CFStringCreateWithCString.argtypes = [c_void_p, ctypes.c_char_p, c_uint32]
CF.CFArrayCreate.restype = c_void_p
CF.CFArrayCreate.argtypes = [c_void_p, POINTER(c_void_p), c_size_t, c_void_p]
CS.FSEventStreamCreate.restype = c_void_p
CS.FSEventStreamCreate.argtypes = [c_void_p, c_void_p, c_void_p, c_void_p, c_uint64, ctypes.c_double, c_uint32]
CS.FSEventStreamScheduleWithRunLoop.argtypes = [c_void_p, c_void_p, c_void_p]
CS.FSEventStreamStart.argtypes = [c_void_p]
CF.CFRunLoopGetCurrent.restype = c_void_p
def _cb(stream, ctx, num, paths, flags, ids):
try:
paths_arr = ctypes.cast(paths, POINTER(c_void_p))
flags_arr = ctypes.cast(flags, POINTER(c_uint32))
for i in range(num):
path = ctypes.cast(paths_arr[i], ctypes.c_char_p).value
if path and (flags_arr[i] & (kFSEventStreamEventFlagItemCreated | kFSEventStreamEventFlagItemRemoved |
kFSEventStreamEventFlagItemRenamed | kFSEventStreamEventFlagItemModified)):
self._trigger_callbacks(os.path.basename(path.decode('utf-8').rstrip('/')))
except Exception:
traceback.print_exc()
self._darwin_cb = ctypes.CFUNCTYPE(None, c_void_p, c_void_p, c_size_t, c_void_p, POINTER(c_uint32), POINTER(c_uint64))(_cb)
path_str = Paths.params_root().encode('utf-8')
cf_path = CF.CFStringCreateWithCString(kCFAllocatorDefault, path_str, kCFStringEncodingUTF8)
cf_paths = CF.CFArrayCreate(kCFAllocatorDefault, (c_void_p * 1)(cf_path), 1, None)
stream = CS.FSEventStreamCreate(kCFAllocatorDefault, self._darwin_cb, None, cf_paths, -1, 0.05, kFSEventStreamCreateFlagFileEvents)
run_loop = CF.CFRunLoopGetCurrent()
kDefaultMode = CF.CFStringCreateWithCString(kCFAllocatorDefault, b"kCFRunLoopDefaultMode", kCFStringEncodingUTF8)
CS.FSEventStreamScheduleWithRunLoop(stream, run_loop, kDefaultMode)
CS.FSEventStreamStart(stream)
CF.CFRunLoopRun()

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@@ -0,0 +1,4 @@
from openpilot.common.params_pyx import ParamKeyFlag, ParamKeyType, UnknownKeyName
from openpilot.sunnypilot.common.param_watcher import ParamWatcher as Params
__all__ = ["Params", "ParamKeyFlag", "ParamKeyType", "UnknownKeyName"]

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@@ -0,0 +1,94 @@
import time
import pytest
import threading
import tracemalloc
from openpilot.common.params import Params
from openpilot.common.params_pyx import UnknownKeyName
from openpilot.sunnypilot.common.param_watcher import ParamWatcher
class TestParamWatcher:
BYTES_KEYS = ["LocationFilterInitialState", "UpdaterCurrentReleaseNotes", "UpdaterNewReleaseNotes"]
BOOL_KEYS = [
"IsMetric", "AdbEnabled", "AlwaysOnDM", "ExperimentalMode",
"ExperimentalModeConfirmed", "DisengageOnAccelerator",
"OpenpilotEnabledToggle", "RecordAudio", "RecordFront"
]
_key_counter = 0
@pytest.fixture(autouse=True)
def setup_method(self):
self.params = Params()
self.key_index = TestParamWatcher._key_counter
TestParamWatcher._key_counter += 1
self.bytes_key = self.BYTES_KEYS[self.key_index % len(self.BYTES_KEYS)]
self.bool_key = self.BOOL_KEYS[self.key_index % len(self.BOOL_KEYS)]
@pytest.fixture
def param_watcher(self):
ParamWatcher._instance = None
param_watch = ParamWatcher()
param_watch.start()
assert param_watch.is_watching(), "ParamWatcher thread died"
return param_watch
def teardown_method(self):
for key in (self.bytes_key, self.bool_key):
try:
self.params.remove(key)
except UnknownKeyName:
pass
def test_watcher_detects_change(self, param_watcher):
val = b"123"
self.params.put(self.bytes_key, val)
assert param_watcher.get(self.bytes_key) == val
def test_watcher_get_bool(self, param_watcher):
self.params.put_bool(self.bool_key, True)
assert param_watcher.get_bool(self.bool_key) is True # First read should populate internal cache
def test_performance_comparison(self, param_watcher):
plain_params = self.params
for key in self.BYTES_KEYS:
plain_params.put(key, b"x" * 10000)
param_watcher.get(key)
for key in self.BOOL_KEYS:
plain_params.put_bool(key, True)
param_watcher.get_bool(key)
def bench(get_bytes, get_bool):
tracemalloc.start()
start_time = time.process_time()
for _ in range(1000):
for key in self.BYTES_KEYS:
get_bytes(key)
for key in self.BOOL_KEYS:
get_bool(key)
duration = time.process_time() - start_time
_, memory = tracemalloc.get_traced_memory()
tracemalloc.stop()
return duration, memory
plain_cpu, plain_memory = bench(plain_params.get, plain_params.get_bool)
watcher_cpu, watcher_memory = bench(param_watcher.get, param_watcher.get_bool)
# ParamWatcher *should* be significantly faster and use less memory than Params()
assert watcher_cpu < plain_cpu * 0.6, f"PW CPU ({watcher_cpu:.4f}s) should be < 60% of Param call ({plain_cpu:.4f}s)"
assert watcher_memory < plain_memory * 0.5, f"PW Memory ({watcher_memory}B) should be < 50% of Param call ({plain_memory}B)"
def test_cache_invalidation_simulation(self, param_watcher):
self.params.put(self.bytes_key, b"old")
assert param_watcher.get(self.bytes_key) == b"old"
time.sleep(0.2)
event = threading.Event()
param_watcher.add_watcher(lambda key: event.set())
param_watcher._trigger_callbacks(self.bytes_key)
assert event.wait(timeout=2), "Callback not triggered"
self.params.put(self.bytes_key, b"new")
assert param_watcher.get(self.bytes_key) == b"new"

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@@ -0,0 +1,171 @@
#!/usr/bin/env python3
import argparse
import ctypes
import csv
import os
import platform
import random
import select
import struct
import sys
import time
import matplotlib.pyplot as plt
import matplotlib.ticker as ticker
from collections import defaultdict
from openpilot.system.hardware.hw import Paths
from openpilot.sunnypilot.common.param_watcher import ParamWatcher, IN_CLOSE_WRITE, IN_MOVED_TO
IN_ACCESS = 0x00000001
def get_linux_monitor(params_path, reads, writes):
libc = ctypes.CDLL('libc.so.6')
fd = libc.inotify_init()
if fd < 0:
return None
mask = IN_ACCESS | IN_MOVED_TO | IN_CLOSE_WRITE
if libc.inotify_add_watch(fd, params_path.encode(), mask) < 0:
return None
poll_obj = select.epoll()
poll_obj.register(fd, select.EPOLLIN)
def monitor():
for fileno, _ in poll_obj.poll(0.1):
if fileno == fd:
buffer = os.read(fd, 2048)
i = 0
while i + 16 <= len(buffer):
wd, mask, cookie, name_len = struct.unpack_from("iIII", buffer, i)
name = buffer[i+16:i+16+name_len].rstrip(b"\0").decode('utf-8', 'ignore')
if name and not name.startswith("."):
if mask & IN_ACCESS:
reads[name] += 1
elif mask & (IN_MOVED_TO | IN_CLOSE_WRITE):
writes[name] += 1
i += 16 + name_len
def cleanup():
os.close(fd)
return monitor, cleanup
def get_darwin_monitor(params_path, reads, writes):
print("WARNING: macOS only reports WRITES.")
def callback(name):
writes[name] += 1
watcher = ParamWatcher()
watcher.add_watcher(callback)
def monitor():
time.sleep(0.1)
def cleanup():
if callback in watcher._callbacks:
watcher._callbacks.remove(callback)
return monitor, cleanup
def profile_params():
parser = argparse.ArgumentParser(description="Profile Params I/O")
parser.add_argument("--timeout", type=int, default=30, help="Timeout in minutes (default: 30 mins)")
default_out = os.path.join(os.path.dirname(os.path.abspath(__file__)), f"params_profile_{random.randrange(99999)}.csv")
parser.add_argument("--out", type=str, default=default_out, help="Output CSV file")
args = parser.parse_args()
path = Paths.params_root()
if not os.path.exists(path):
return print(f"Error: {path} not found")
print(f"Profiling Params I/O at: {path}\nPress CTRL+C to stop.")
reads, writes = defaultdict(int), defaultdict(int)
setup = get_linux_monitor if platform.system() == "Linux" else \
get_darwin_monitor if platform.system() == "Darwin" else None
if not setup:
return print("Unsupported platform")
monitor, cleanup = setup(path, reads, writes) or (None, None)
if not monitor:
return print("Failed to initialize monitor")
start_time = time.monotonic()
timeout_seconds = args.timeout * 60
last_print = start_time
try:
while True:
monitor()
if time.monotonic() - last_print > 1.0:
sys.stdout.write(".")
sys.stdout.flush()
last_print = time.monotonic()
if args.timeout > 0 and (time.monotonic() - start_time) > timeout_seconds:
print("\nTimeout reached.")
break
except KeyboardInterrupt:
print("\n\nStopping...")
finally:
cleanup()
duration = time.monotonic() - start_time
with open(args.out, 'w', newline='') as csvfile:
writer = csv.writer(csvfile)
writer.writerow(['Param Name', 'Reads/sec', 'Writes/sec', 'Total Reads', 'Total Writes'])
for k in sorted(set(reads) | set(writes), key=lambda k: reads[k] + writes[k], reverse=True):
writer.writerow([k, f"{reads[k]/duration:.1f}", f"{writes[k]/duration:.1f}", reads[k], writes[k]])
print(f"CSV report saved to {args.out}")
data = []
for k in sorted(set(reads) | set(writes), key=lambda k: reads[k] + writes[k], reverse=True):
data.append((k, reads[k]/duration, writes[k]/duration))
if data:
data = data[:10]
names = [x[0] for x in data]
read_rates = [x[1] for x in data]
write_rates = [x[2] for x in data]
bar_height = 0.35
plt.figure(figsize=(12, len(names) * 0.5 + 2), dpi=150)
y_pos = range(len(names))
y_pos_reads = [y - bar_height/2 for y in y_pos]
y_pos_writes = [y + bar_height/2 for y in y_pos]
plt.barh(y_pos_reads, read_rates, height=bar_height, align='center', color='dodgerblue', alpha=0.8, label='Reads/sec')
plt.barh(y_pos_writes, write_rates, height=bar_height, align='center', color='red', alpha=0.8, label='Writes/sec')
for i, (r_rate, w_rate) in enumerate(zip(read_rates, write_rates, strict=False)):
if r_rate > 0:
plt.text(r_rate, y_pos_reads[i], f"{r_rate:.2f}", va='center', fontsize=8, color='#005a9e', fontweight='bold')
if w_rate > 0:
plt.text(w_rate, y_pos_writes[i], f"{w_rate:.2f}", va='center', fontsize=8, color='#a30000', fontweight='bold')
max_val = max(max(read_rates), max(write_rates)) if read_rates else 0
plt.xlim(0, max_val * 1.15)
plt.yticks(y_pos, names)
plt.xlabel('Rate (Hz)')
plt.title('Top 10 Params I/O Profile')
plt.legend()
plt.grid(axis='x', linestyle='--', alpha=0.5)
plt.gca().xaxis.set_major_locator(ticker.MaxNLocator(integer=True, nbins='auto'))
plt.tight_layout()
plt.gca().invert_yaxis()
plot_filename = os.path.splitext(args.out)[0] + ".png"
plt.savefig(plot_filename)
print(f"Plot saved to {plot_filename}")
if __name__ == "__main__":
profile_params()

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@@ -95,3 +95,10 @@ class Paths:
return str(Path(Paths.comma_home()) / "media" / "0" / "osm")
else:
return "/data/media/0/osm"
@staticmethod
def params_root() -> str:
if PC:
return str(Path(Paths.comma_home()) / "params" / "d")
else:
return "/data/params/d"

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@@ -16,6 +16,7 @@ from openpilot.system.ui.widgets.list_view import ListItem, ToggleAction, ItemAc
_resolve_value, BUTTON_WIDTH, BUTTON_HEIGHT, TEXT_PADDING
from openpilot.system.ui.sunnypilot.lib.styles import style
from openpilot.system.ui.sunnypilot.widgets.option_control import OptionControlSP, LABEL_WIDTH
from openpilot.selfdrive.ui.ui_state import ui_state
class ToggleActionSP(ToggleAction):
@@ -247,6 +248,9 @@ class ListItemSP(ListItem):
def toggle_item_sp(title: str | Callable[[], str], description: str | Callable[[], str] | None = None, initial_state: bool = False,
callback: Callable | None = None, icon: str = "", enabled: bool | Callable[[], bool] = True, param: str | None = None) -> ListItemSP:
if param is None and hasattr(ui_state.params, 'last_accessed_param') and ui_state.params.last_accessed_param:
param = ui_state.params.last_accessed_param
ui_state.params.last_accessed_param = None
action = ToggleActionSP(initial_state=initial_state, enabled=enabled, callback=callback, param=param)
return ListItemSP(title=title, description=description, action_item=action, icon=icon, callback=callback)
@@ -254,6 +258,9 @@ def toggle_item_sp(title: str | Callable[[], str], description: str | Callable[[
def multiple_button_item_sp(title: str | Callable[[], str], description: str | Callable[[], str], buttons: list[str | Callable[[], str]],
selected_index: int = 0, button_width: int = style.BUTTON_WIDTH, callback: Callable = None,
icon: str = "", param: str | None = None, inline: bool = False) -> ListItemSP:
if param is None and hasattr(ui_state.params, 'last_accessed_param') and ui_state.params.last_accessed_param:
param = ui_state.params.last_accessed_param
ui_state.params.last_accessed_param = None
action = MultipleButtonActionSP(buttons, button_width, selected_index, callback=callback, param=param)
return ListItemSP(title=title, description=description, icon=icon, action_item=action, inline=inline)

109
tools/profile_params.py Executable file
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@@ -0,0 +1,109 @@
#!/usr/bin/env python3
import os
import sys
import platform
import struct
import select
import time
import ctypes
from collections import defaultdict
from openpilot.system.hardware.hw import Paths
from sunnypilot.common.param_watcher import ParamWatcher, IN_CLOSE_WRITE, IN_MOVED_TO
IN_ACCESS = 0x00000001
def get_linux_monitor(params_path, reads, writes):
libc = ctypes.CDLL('libc.so.6')
fd = libc.inotify_init()
if fd < 0:
return None
mask = IN_ACCESS | IN_MOVED_TO | IN_CLOSE_WRITE
if libc.inotify_add_watch(fd, params_path.encode(), mask) < 0:
return None
poll_obj = select.epoll()
poll_obj.register(fd, select.EPOLLIN)
def monitor():
for fileno, _ in poll_obj.poll(0.1):
if fileno == fd:
buffer = os.read(fd, 4096)
i = 0
while i + 16 <= len(buffer):
wd, mask, cookie, name_len = struct.unpack_from("iIII", buffer, i)
name = buffer[i+16:i+16+name_len].rstrip(b"\0").decode('utf-8', 'ignore')
if name and not name.startswith("."):
if mask & IN_ACCESS:
reads[name] += 1
elif mask & (IN_MOVED_TO | IN_CLOSE_WRITE):
writes[name] += 1
i += 16 + name_len
def cleanup():
os.close(fd)
return monitor, cleanup
def get_darwin_monitor(params_path, reads, writes):
print("WARNING: macOS only reports WRITES.")
def callback(name):
writes[name] += 1
watcher = ParamWatcher()
watcher.add_watcher(callback)
def monitor():
time.sleep(0.1)
def cleanup():
if callback in watcher._callbacks:
watcher._callbacks.remove(callback)
return monitor, cleanup
def profile_params():
path = Paths.params_root()
if not os.path.exists(path):
return print(f"Error: {path} not found")
print(f"Profiling Params I/O at: {path}\nPress CTRL+C to stop.")
reads, writes = defaultdict(int), defaultdict(int)
setup = get_linux_monitor if platform.system() == "Linux" else \
get_darwin_monitor if platform.system() == "Darwin" else None
if not setup:
return print("Unsupported platform")
monitor, cleanup = setup(path, reads, writes) or (None, None)
if not monitor:
return print("Failed to initialize monitor")
start_time = time.monotonic()
last_print = start_time
try:
while True:
monitor()
if time.monotonic() - last_print > 1.0:
sys.stdout.write(".")
sys.stdout.flush()
last_print = time.monotonic()
except KeyboardInterrupt:
print("\n\nStopping...")
finally:
cleanup()
duration = time.monotonic() - start_time
print(f"\n\n=== Params I/O Profile Report ({duration:.1f}s) ===")
print(f"{'Param Name':<40} | {'Reads/sec':<10} | {'Writes/sec':<10} | {'Total Reads':<12} | {'Total Writes':<12}")
print("-" * 95)
for k in sorted(set(reads) | set(writes), key=lambda k: reads[k] + writes[k], reverse=True):
print(f"{k:<40} | {reads[k]/duration:<10.1f} | {writes[k]/duration:<10.1f} | {reads[k]:<12} | {writes[k]:<12}")
if __name__ == "__main__":
profile_params()