Reduce pub-sub memory usage by 10x (#36884)

less mem
This commit is contained in:
Adeeb Shihadeh
2025-12-16 13:27:14 -08:00
committed by GitHub
parent 545f7c6f2a
commit bcdeec3133
10 changed files with 144 additions and 29 deletions
+15 -1
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@@ -2,7 +2,7 @@
from msgq.ipc_pyx import Context, Poller, SubSocket, PubSocket, SocketEventHandle, toggle_fake_events, \ from msgq.ipc_pyx import Context, Poller, SubSocket, PubSocket, SocketEventHandle, toggle_fake_events, \
set_fake_prefix, get_fake_prefix, delete_fake_prefix, wait_for_one_event set_fake_prefix, get_fake_prefix, delete_fake_prefix, wait_for_one_event
from msgq.ipc_pyx import MultiplePublishersError, IpcError from msgq.ipc_pyx import MultiplePublishersError, IpcError
from msgq import fake_event_handle, pub_sock, sub_sock, drain_sock_raw from msgq import fake_event_handle, drain_sock_raw
import msgq import msgq
import os import os
@@ -18,6 +18,20 @@ from openpilot.common.util import MovingAverage
NO_TRAVERSAL_LIMIT = 2**64-1 NO_TRAVERSAL_LIMIT = 2**64-1
def pub_sock(endpoint: str) -> PubSocket:
service = SERVICE_LIST.get(endpoint)
segment_size = service.queue_size if service else 0
return msgq.pub_sock(endpoint, segment_size)
def sub_sock(endpoint: str, poller: Optional[Poller] = None, addr: str = "127.0.0.1",
conflate: bool = False, timeout: Optional[int] = None) -> SubSocket:
service = SERVICE_LIST.get(endpoint)
segment_size = service.queue_size if service else 0
return msgq.sub_sock(endpoint, poller=poller, addr=addr, conflate=conflate,
timeout=timeout, segment_size=segment_size)
def reset_context(): def reset_context():
msgq.context = Context() msgq.context = Context()
+3 -2
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@@ -50,7 +50,7 @@ SubMaster::SubMaster(const std::vector<const char *> &service_list, const std::v
assert(services.count(std::string(name)) > 0); assert(services.count(std::string(name)) > 0);
service serv = services.at(std::string(name)); service serv = services.at(std::string(name));
SubSocket *socket = SubSocket::create(message_context.context(), name, address ? address : "127.0.0.1", true); SubSocket *socket = SubSocket::create(message_context.context(), name, address ? address : "127.0.0.1", true, true, serv.queue_size);
assert(socket != 0); assert(socket != 0);
bool is_polled = inList(poll, name) || poll.empty(); bool is_polled = inList(poll, name) || poll.empty();
if (is_polled) poller_->registerSocket(socket); if (is_polled) poller_->registerSocket(socket);
@@ -187,7 +187,8 @@ SubMaster::~SubMaster() {
PubMaster::PubMaster(const std::vector<const char *> &service_list) { PubMaster::PubMaster(const std::vector<const char *> &service_list) {
for (auto name : service_list) { for (auto name : service_list) {
assert(services.count(name) > 0); assert(services.count(name) > 0);
PubSocket *socket = PubSocket::create(message_context.context(), name); service serv = services.at(std::string(name));
PubSocket *socket = PubSocket::create(message_context.context(), name, true, serv.queue_size);
assert(socket); assert(socket);
sockets_[name] = socket; sockets_[name] = socket;
} }
+26 -16
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@@ -1,12 +1,22 @@
#!/usr/bin/env python3 #!/usr/bin/env python3
from enum import IntEnum
from typing import Optional from typing import Optional
# TODO: this should be automatically determined using the capnp schema
class QueueSize(IntEnum):
BIG = 10 * 1024 * 1024 # 10MB - video frames, large AI outputs
MEDIUM = 2 * 1024 * 1024 # 2MB - high freq (CAN), livestream
SMALL = 250 * 1024 # 250KB - most services
class Service: class Service:
def __init__(self, should_log: bool, frequency: float, decimation: Optional[int] = None): def __init__(self, should_log: bool, frequency: float, decimation: Optional[int] = None,
queue_size: QueueSize = QueueSize.SMALL):
self.should_log = should_log self.should_log = should_log
self.frequency = frequency self.frequency = frequency
self.decimation = decimation self.decimation = decimation
self.queue_size = queue_size
_services: dict[str, tuple] = { _services: dict[str, tuple] = {
@@ -20,15 +30,15 @@ _services: dict[str, tuple] = {
"gpsNMEA": (True, 9.), "gpsNMEA": (True, 9.),
"deviceState": (True, 2., 1), "deviceState": (True, 2., 1),
"touch": (True, 20., 1), "touch": (True, 20., 1),
"can": (True, 100., 2053), # decimation gives ~3 msgs in a full segment "can": (True, 100., 2053, QueueSize.BIG), # decimation gives ~3 msgs in a full segment
"controlsState": (True, 100., 10), "controlsState": (True, 100., 10, QueueSize.MEDIUM),
"selfdriveState": (True, 100., 10), "selfdriveState": (True, 100., 10),
"pandaStates": (True, 10., 1), "pandaStates": (True, 10., 1),
"peripheralState": (True, 2., 1), "peripheralState": (True, 2., 1),
"radarState": (True, 20., 5), "radarState": (True, 20., 5),
"roadEncodeIdx": (False, 20., 1), "roadEncodeIdx": (False, 20., 1),
"liveTracks": (True, 20.), "liveTracks": (True, 20.),
"sendcan": (True, 100., 139), "sendcan": (True, 100., 139, QueueSize.MEDIUM),
"logMessage": (True, 0.), "logMessage": (True, 0.),
"errorLogMessage": (True, 0., 1), "errorLogMessage": (True, 0., 1),
"liveCalibration": (True, 4., 4), "liveCalibration": (True, 4., 4),
@@ -40,7 +50,7 @@ _services: dict[str, tuple] = {
"carOutput": (True, 100., 10), "carOutput": (True, 100., 10),
"longitudinalPlan": (True, 20., 10), "longitudinalPlan": (True, 20., 10),
"driverAssistance": (True, 20., 20), "driverAssistance": (True, 20., 20),
"procLog": (True, 0.5, 15), "procLog": (True, 0.5, 15, QueueSize.BIG),
"gpsLocationExternal": (True, 10., 10), "gpsLocationExternal": (True, 10., 10),
"gpsLocation": (True, 1., 1), "gpsLocation": (True, 1., 1),
"ubloxGnss": (True, 10.), "ubloxGnss": (True, 10.),
@@ -62,7 +72,7 @@ _services: dict[str, tuple] = {
"wideRoadEncodeIdx": (False, 20., 1), "wideRoadEncodeIdx": (False, 20., 1),
"wideRoadCameraState": (True, 20., 20), "wideRoadCameraState": (True, 20., 20),
"drivingModelData": (True, 20., 10), "drivingModelData": (True, 20., 10),
"modelV2": (True, 20.), "modelV2": (True, 20., None, QueueSize.BIG),
"managerState": (True, 2., 1), "managerState": (True, 2., 1),
"uploaderState": (True, 0., 1), "uploaderState": (True, 0., 1),
"navInstruction": (True, 1., 10), "navInstruction": (True, 1., 10),
@@ -74,21 +84,21 @@ _services: dict[str, tuple] = {
"rawAudioData": (False, 20.), "rawAudioData": (False, 20.),
"bookmarkButton": (True, 0., 1), "bookmarkButton": (True, 0., 1),
"audioFeedback": (True, 0., 1), "audioFeedback": (True, 0., 1),
"roadEncodeData": (False, 20., None, QueueSize.BIG),
"driverEncodeData": (False, 20., None, QueueSize.BIG),
"wideRoadEncodeData": (False, 20., None, QueueSize.BIG),
"qRoadEncodeData": (False, 20., None, QueueSize.BIG),
# debug # debug
"uiDebug": (True, 0., 1), "uiDebug": (True, 0., 1),
"testJoystick": (True, 0.), "testJoystick": (True, 0.),
"alertDebug": (True, 20., 5), "alertDebug": (True, 20., 5),
"roadEncodeData": (False, 20.),
"driverEncodeData": (False, 20.),
"wideRoadEncodeData": (False, 20.),
"qRoadEncodeData": (False, 20.),
"livestreamWideRoadEncodeIdx": (False, 20.), "livestreamWideRoadEncodeIdx": (False, 20.),
"livestreamRoadEncodeIdx": (False, 20.), "livestreamRoadEncodeIdx": (False, 20.),
"livestreamDriverEncodeIdx": (False, 20.), "livestreamDriverEncodeIdx": (False, 20.),
"livestreamWideRoadEncodeData": (False, 20.), "livestreamWideRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
"livestreamRoadEncodeData": (False, 20.), "livestreamRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
"livestreamDriverEncodeData": (False, 20.), "livestreamDriverEncodeData": (False, 20., None, QueueSize.MEDIUM),
"customReservedRawData0": (True, 0.), "customReservedRawData0": (True, 0.),
"customReservedRawData1": (True, 0.), "customReservedRawData1": (True, 0.),
"customReservedRawData2": (True, 0.), "customReservedRawData2": (True, 0.),
@@ -106,13 +116,13 @@ def build_header():
h += "#include <map>\n" h += "#include <map>\n"
h += "#include <string>\n" h += "#include <string>\n"
h += "struct service { std::string name; bool should_log; float frequency; int decimation; };\n" h += "struct service { std::string name; bool should_log; float frequency; int decimation; size_t queue_size; };\n"
h += "static std::map<std::string, service> services = {\n" h += "static std::map<std::string, service> services = {\n"
for k, v in SERVICE_LIST.items(): for k, v in SERVICE_LIST.items():
should_log = "true" if v.should_log else "false" should_log = "true" if v.should_log else "false"
decimation = -1 if v.decimation is None else v.decimation decimation = -1 if v.decimation is None else v.decimation
h += ' { "%s", {"%s", %s, %f, %d}},\n' % \ h += ' { "%s", {"%s", %s, %f, %d, %d}},\n' % \
(k, k, should_log, v.frequency, decimation) (k, k, should_log, v.frequency, decimation, v.queue_size)
h += "};\n" h += "};\n"
h += "#endif\n" h += "#endif\n"
+82
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@@ -0,0 +1,82 @@
#!/usr/bin/env python3
import argparse
from tqdm import tqdm
from cereal.services import SERVICE_LIST, QueueSize
from openpilot.tools.lib.logreader import LogReader
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Analyze message sizes from a log route")
parser.add_argument("route", nargs="?", default="98395b7c5b27882e/000000a8--f87e7cd255",
help="Log route to analyze (default: 98395b7c5b27882e/000000a8--f87e7cd255)")
args = parser.parse_args()
lr = LogReader(args.route)
szs = {}
for msg in tqdm(lr):
sz = len(msg.as_builder().to_bytes())
msg_type = msg.which()
if msg_type not in szs:
szs[msg_type] = {'min': sz, 'max': sz, 'sum': sz, 'count': 1}
else:
szs[msg_type]['min'] = min(szs[msg_type]['min'], sz)
szs[msg_type]['max'] = max(szs[msg_type]['max'], sz)
szs[msg_type]['sum'] += sz
szs[msg_type]['count'] += 1
print()
print(f"{'Service':<36} {'Min (KB)':>12} {'Max (KB)':>12} {'Avg (KB)':>12} {'KB/min':>12} {'KB/sec':>12} {'Minutes in 10MB':>18} {'Seconds in Queue':>18}")
print("-" * 132)
def sort_key(x):
k, v = x
avg = v['sum'] / v['count']
freq = SERVICE_LIST.get(k, None)
freq_val = freq.frequency if freq else 0.0
kb_per_min = (avg * freq_val * 60) / 1024 if freq_val > 0 else 0.0
return kb_per_min
total_kb_per_min = 0.0
RINGBUFFER_SIZE_KB = 10 * 1024 # 10MB old default
for k, v in sorted(szs.items(), key=sort_key, reverse=True):
avg = v['sum'] / v['count']
service = SERVICE_LIST.get(k, None)
freq_val = service.frequency if service else 0.0
queue_size_kb = (service.queue_size / 1024) if service else 250 # default to SMALL
kb_per_min = (avg * freq_val * 60) / 1024 if freq_val > 0 else 0.0
kb_per_sec = kb_per_min / 60
minutes_in_buffer = RINGBUFFER_SIZE_KB / kb_per_min if kb_per_min > 0 else float('inf')
seconds_in_queue = (queue_size_kb / kb_per_sec) if kb_per_sec > 0 else float('inf')
total_kb_per_min += kb_per_min
min_str = f"{minutes_in_buffer:.2f}" if minutes_in_buffer != float('inf') else "inf"
sec_queue_str = f"{seconds_in_queue:.2f}" if seconds_in_queue != float('inf') else "inf"
print(f"{k:<36} {v['min']/1024:>12.2f} {v['max']/1024:>12.2f} {avg/1024:>12.2f} {kb_per_min:>12.2f} {kb_per_sec:>12.2f} {min_str:>18} {sec_queue_str:>18}")
# Summary section
print()
print(f"Total usage: {total_kb_per_min / 1024:.2f} MB/min")
# Calculate memory usage: old (10MB for all) vs new (from services.py)
OLD_SIZE = 10 * 1024 * 1024 # 10MB was the old default
old_total = len(SERVICE_LIST) * OLD_SIZE
new_total = sum(s.queue_size for s in SERVICE_LIST.values())
# Count by queue size
size_counts = {QueueSize.BIG: 0, QueueSize.MEDIUM: 0, QueueSize.SMALL: 0}
for s in SERVICE_LIST.values():
size_counts[s.queue_size] += 1
savings_pct = (1 - new_total / old_total) * 100
print()
print(f"{'Queue Size Comparison':<40}")
print("-" * 60)
print(f"{'Old (10MB default):':<30} {old_total / 1024 / 1024:>10.2f} MB")
print(f"{'New (from services.py):':<30} {new_total / 1024 / 1024:>10.2f} MB")
print(f"{'Savings:':<30} {savings_pct:>10.1f}%")
print()
print(f"{'Breakdown:':<30}")
print(f" BIG (10MB): {size_counts[QueueSize.BIG]:>3} services")
print(f" MEDIUM (2MB): {size_counts[QueueSize.MEDIUM]:>3} services")
print(f" SMALL (250KB): {size_counts[QueueSize.SMALL]:>3} services")
+2 -1
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@@ -11,6 +11,7 @@
#include "cereal/gen/cpp/car.capnp.h" #include "cereal/gen/cpp/car.capnp.h"
#include "cereal/messaging/messaging.h" #include "cereal/messaging/messaging.h"
#include "cereal/services.h"
#include "common/ratekeeper.h" #include "common/ratekeeper.h"
#include "common/swaglog.h" #include "common/swaglog.h"
#include "common/timing.h" #include "common/timing.h"
@@ -82,7 +83,7 @@ void can_send_thread(std::vector<Panda *> pandas, bool fake_send) {
AlignedBuffer aligned_buf; AlignedBuffer aligned_buf;
std::unique_ptr<Context> context(Context::create()); std::unique_ptr<Context> context(Context::create());
std::unique_ptr<SubSocket> subscriber(SubSocket::create(context.get(), "sendcan")); std::unique_ptr<SubSocket> subscriber(SubSocket::create(context.get(), "sendcan", "127.0.0.1", false, true, services.at("sendcan").queue_size));
assert(subscriber != NULL); assert(subscriber != NULL);
subscriber->setTimeout(100); subscriber->setTimeout(100);
+1 -1
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@@ -289,7 +289,7 @@ class TestOnroad:
# check for big leaks. note that memory usage is # check for big leaks. note that memory usage is
# expected to go up while the MSGQ buffers fill up # expected to go up while the MSGQ buffers fill up
assert np.average(mems) <= 82, "Average memory usage above 85%" assert np.average(mems) <= 65, "Average memory usage too high"
assert np.max(np.diff(mems)) <= 4, "Max memory increase too high" assert np.max(np.diff(mems)) <= 4, "Max memory increase too high"
assert np.average(np.diff(mems)) <= 1, "Average memory increase too high" assert np.average(np.diff(mems)) <= 1, "Average memory increase too high"
+1 -1
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@@ -238,7 +238,7 @@ void loggerd_thread() {
if (it.should_log || (encoder && !livestream_encoder) || record_audio) { if (it.should_log || (encoder && !livestream_encoder) || record_audio) {
LOGD("logging %s", it.name.c_str()); LOGD("logging %s", it.name.c_str());
SubSocket * sock = SubSocket::create(ctx.get(), it.name); SubSocket * sock = SubSocket::create(ctx.get(), it.name, "127.0.0.1", false, true, it.queue_size);
assert(sock != NULL); assert(sock != NULL);
poller->registerSocket(sock); poller->registerSocket(sock);
service_state[sock] = { service_state[sock] = {
+10 -5
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@@ -24,7 +24,6 @@ from openpilot.system.version import get_version
from openpilot.tools.lib.helpers import RE from openpilot.tools.lib.helpers import RE
from openpilot.tools.lib.logreader import LogReader from openpilot.tools.lib.logreader import LogReader
from msgq.visionipc import VisionIpcServer, VisionStreamType from msgq.visionipc import VisionIpcServer, VisionStreamType
from openpilot.common.transformations.camera import DEVICE_CAMERAS
SentinelType = log.Sentinel.SentinelType SentinelType = log.Sentinel.SentinelType
@@ -99,13 +98,17 @@ class TestLoggerd:
return sent_msgs return sent_msgs
def _publish_camera_and_audio_messages(self, num_segs=1, segment_length=5): def _publish_camera_and_audio_messages(self, num_segs=1, segment_length=5):
d = DEVICE_CAMERAS[("tici", "ar0231")] # Use small frame sizes for testing (width, height, size, stride, uv_offset)
# NV12 format: size = stride * height * 1.5, uv_offset = stride * height
w, h = 320, 240
frame_spec = (w, h, w * h * 3 // 2, w, w * h)
streams = [ streams = [
(VisionStreamType.VISION_STREAM_ROAD, (d.fcam.width, d.fcam.height, 2048 * 2346, 2048, 2048 * 1216), "roadCameraState"), (VisionStreamType.VISION_STREAM_ROAD, frame_spec, "roadCameraState"),
(VisionStreamType.VISION_STREAM_DRIVER, (d.dcam.width, d.dcam.height, 2048 * 2346, 2048, 2048 * 1216), "driverCameraState"), (VisionStreamType.VISION_STREAM_DRIVER, frame_spec, "driverCameraState"),
(VisionStreamType.VISION_STREAM_WIDE_ROAD, (d.ecam.width, d.ecam.height, 2048 * 2346, 2048, 2048 * 1216), "wideRoadCameraState"), (VisionStreamType.VISION_STREAM_WIDE_ROAD, frame_spec, "wideRoadCameraState"),
] ]
sm = messaging.SubMaster(["roadEncodeData"])
pm = messaging.PubMaster([s for _, _, s in streams] + ["rawAudioData"]) pm = messaging.PubMaster([s for _, _, s in streams] + ["rawAudioData"])
vipc_server = VisionIpcServer("camerad") vipc_server = VisionIpcServer("camerad")
for stream_type, frame_spec, _ in streams: for stream_type, frame_spec, _ in streams:
@@ -139,6 +142,8 @@ class TestLoggerd:
for _, _, state in streams: for _, _, state in streams:
assert pm.wait_for_readers_to_update(state, timeout=5, dt=0.001) assert pm.wait_for_readers_to_update(state, timeout=5, dt=0.001)
sm.update(100) # wait for encode data publish
managed_processes["loggerd"].stop() managed_processes["loggerd"].stop()
managed_processes["encoderd"].stop() managed_processes["encoderd"].stop()
+3 -1
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@@ -3,6 +3,8 @@
#include <memory> #include <memory>
#include <string> #include <string>
#include "cereal/services.h"
#include <QButtonGroup> #include <QButtonGroup>
#include <QFormLayout> #include <QFormLayout>
#include <QRadioButton> #include <QRadioButton>
@@ -20,7 +22,7 @@ void DeviceStream::streamThread() {
std::unique_ptr<Context> context(Context::create()); std::unique_ptr<Context> context(Context::create());
std::string address = zmq_address.isEmpty() ? "127.0.0.1" : zmq_address.toStdString(); std::string address = zmq_address.isEmpty() ? "127.0.0.1" : zmq_address.toStdString();
std::unique_ptr<SubSocket> sock(SubSocket::create(context.get(), "can", address)); std::unique_ptr<SubSocket> sock(SubSocket::create(context.get(), "can", address, false, true, services.at("can").queue_size));
assert(sock != NULL); assert(sock != NULL);
// run as fast as messages come in // run as fast as messages come in
while (!QThread::currentThread()->isInterruptionRequested()) { while (!QThread::currentThread()->isInterruptionRequested()) {