Accelerate Chestnut model loading

This commit is contained in:
firestar5683
2026-10-27 10:55:08 -05:00
parent 81f9630470
commit 6effaaa356
5 changed files with 93 additions and 4 deletions
+2 -1
View File
@@ -35,7 +35,7 @@ from openpilot.common.swaglog import cloudlog
from openpilot.common.params import Params
from openpilot.common.hardware.usb import cable_connected
from openpilot.common.filter_simple import FirstOrderFilter
from openpilot.common.realtime import config_realtime_process, DT_MDL
from openpilot.common.realtime import config_realtime_process, set_core_affinity, DT_MDL
from openpilot.common.transformations.camera import DEVICE_CAMERAS
from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
from openpilot.common.transformations.model import get_warp_matrix
@@ -374,6 +374,7 @@ def main(demo=False):
wait_for_chestnut()
if not demo:
wait_for_chestnut_power(CP, timeout=min(30., BIG_MODEL_TIMEOUT / 2))
set_core_affinity([7])
if selection.big_path is not None:
m, prepared = load_verified_model(vipc_client_main.width, vipc_client_main.height,
big_path, selection.big_version, True, selection.big_id, selection.big_sha256)
@@ -18,7 +18,7 @@ PRODUCER_SOURCE_HASHES = (
('openpilot', 'system/camerad/cameras/spectra.cc', '4fa26c17f0fb792a4ab6815657beccddee1d641faa2fd02e5aa7393f717a2f3a'),
('openpilot', 'system/camerad/cameras/camera_qcom2.cc', 'b34c24c9984a0ac086f7b961cb7ff09d0501231da50aaad0e676bb3dc3f2edd9'),
('openpilot', 'system/camerad/cameras/camera_common.cc', 'bd9a416a6ee21047b4deec6df04276d8717cd92fe14de43f3e9daff86b62bb8f'),
('openpilot', 'selfdrive/modeld/modeld.py', '3cbd9a9843716cf44832d6dd1cf4bef7fbc1facd02b9583b9b7db7e9abeb4c7b'),
('openpilot', 'selfdrive/modeld/modeld.py', '75f050328e073bdc2476da0172645093a8aa74179b7ec24990414fc4ec98fe69'),
('openpilot', 'selfdrive/modeld/fill_model_msg.py', 'b3916c34d1073d0c26a7a8adc51e7b148f63a1ac68b388226170fd0f8b8b56b4'),
('openpilot', 'system/sensord/sensord.py', '7c79ab07d775622a43001e5a9b9ccc9a7bafb065940185849b33eefc2fd26420'),
('openpilot', 'system/sensord/sensors/lsm6ds3_gyro.py', '3e561f3d8572e1477c9b4b810c7570837d51e81c5672fe21ec67a68cae00dd92'),
@@ -8,7 +8,7 @@ from openpilot.starpilot.flm import producer_clock_equivalence as clock
APPROVED = {
'selfdrive/modeld/modeld.py': '3cbd9a9843716cf44832d6dd1cf4bef7fbc1facd02b9583b9b7db7e9abeb4c7b',
'selfdrive/modeld/modeld.py': '75f050328e073bdc2476da0172645093a8aa74179b7ec24990414fc4ec98fe69',
'visionipc/visionipc_server.cc': 'a4325a5171eacb931eb271d06a992d2f27216040df113d92099f62cdfa67d81a',
'visionipc/visionipc_client.cc': 'd142cd60eedabfc581e9770fcd6f0ca81b762ba9dbc608b54dd20a27a317a52d',
}
@@ -0,0 +1,88 @@
"""Exercise the actual nested GPU loader without constructing a GPU context."""
import ast
from pathlib import Path
from types import SimpleNamespace
import threading
import pytest
SOURCE = Path(__file__).resolve().parents[3] / 'selfdrive/modeld/modeld.py'
def loader(source, *, demo=False, bundled=False, failure=None):
tree = ast.parse(source.read_text())
main = next(n for n in tree.body if isinstance(n, ast.FunctionDef) and n.name == 'main')
function = next(n for n in ast.walk(main) if isinstance(n, ast.FunctionDef) and n.name == 'load_big')
calls = []
def record(name, result=None):
def run(*args, **kwargs):
calls.append((name, args, threading.get_ident()))
if name == failure:
raise OSError(name)
return result
return run
model = SimpleNamespace(warmup=record('warmup'))
namespace = {'demo': demo, 'CP': object(), 'BIG_MODEL_TIMEOUT': 120, 'wait_for_chestnut': record('usb'),
'wait_for_chestnut_power': record('power'), 'set_core_affinity': record('affinity'),
'selection': SimpleNamespace(big_path=None if bundled else Path('/verified.pkl'), big_version='v16',
big_id='mountaindewv3', big_sha256='a' * 64),
'vipc_client_main': SimpleNamespace(width=1928, height=1208), 'big_path': Path('/verified.pkl'),
'load_verified_model': record('verified', (model, 'prepared')), 'ModelState': record('bundled', model),
'receipt_owner': SimpleNamespace(prepare=record('receipt', 'prepared')),
'big_artifact_identity': object(), 'cloudlog': SimpleNamespace(exception=record('error'))}
outer = ast.parse('def outer():\n big_model = None\n big_prepared = None\n return load_big, lambda: (big_model, big_prepared)\n').body[0]
outer.body.insert(2, function)
module = ast.fix_missing_locations(ast.Module(body=[outer], type_ignores=[]))
exec(compile(module, str(source), 'exec'), namespace)
callback, state = namespace['outer']()
return callback, state, calls
@pytest.mark.parametrize('demo,expected', [(False, ['usb', 'power', 'affinity', 'verified']),
(True, ['usb', 'affinity', 'verified'])])
def test_actual_gpu_loader_pins_after_readiness_before_verified_load(demo, expected):
callback, state, calls = loader(SOURCE, demo=demo)
callback()
assert [row[0] for row in calls] == expected
assert next(row[1] for row in calls if row[0] == 'affinity') == ([7],)
assert state()[1] == 'prepared'
@pytest.mark.parametrize('failure,expected', [('power', ['usb', 'power', 'error']),
('affinity', ['usb', 'power', 'affinity', 'error'])])
def test_failed_readiness_or_affinity_never_loads_a_model(failure, expected):
callback, state, calls = loader(SOURCE, failure=failure)
callback()
assert [row[0] for row in calls] == expected
assert state() == (None, None)
def test_bundled_gpu_loader_keeps_warmup_and_receipt():
callback, state, calls = loader(SOURCE, bundled=True)
callback()
assert [row[0] for row in calls] == ['usb', 'power', 'affinity', 'bundled', 'warmup', 'receipt']
assert state()[1] == 'prepared'
def test_affinity_is_applied_to_the_loader_thread_only():
callback, state, calls = loader(SOURCE)
main_thread = threading.get_ident()
worker = threading.Thread(target=callback)
worker.start()
worker.join(timeout=2)
assert not worker.is_alive()
assert state()[1] == 'prepared'
assert all(row[2] == worker.ident and row[2] != main_thread for row in calls)
def test_no_fifo_priority_change_inside_gpu_loader():
tree = ast.parse(SOURCE.read_text())
main = next(n for n in tree.body if isinstance(n, ast.FunctionDef) and n.name == 'main')
callback = next(n for n in ast.walk(main) if isinstance(n, ast.FunctionDef) and n.name == 'load_big')
assert not any(isinstance(n, ast.Call) and isinstance(n.func, ast.Name) and n.func.id == 'config_realtime_process'
for n in ast.walk(callback))
assert sum(isinstance(n, ast.Call) and isinstance(n.func, ast.Name) and n.func.id == 'config_realtime_process'
for n in ast.walk(main)) == 1
+1 -1
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@@ -1 +1 @@
{"protected_inventory_sha256": "0fb8cadb3c402848011c086cbf34c73c3325c804fa3de31309bc2cd0ae7b1b11", "schema_version": 1}
{"protected_inventory_sha256": "2783830363fab32346bf9a66afcf51e6840c7116f139bc41d07230ca52723763", "schema_version": 1}