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sunnypilot/selfdrive/modeld/SConscript

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import os
import glob
Import('env', 'arch')
lenv = env.Clone()
tinygrad_files = ["#"+x for x in glob.glob(env.Dir("#tinygrad_repo").relpath + "/**", recursive=True, root_dir=env.Dir("#").abspath) if 'pycache' not in x]
# Get model metadata
for model_name in ['driving_vision', 'driving_policy', 'dmonitoring_model']:
fn = File(f"models/{model_name}").abspath
script_files = [File(Dir("#selfdrive/modeld").File("get_model_metadata.py").abspath)]
cmd = f'python3 {Dir("#selfdrive/modeld").abspath}/get_model_metadata.py {fn}.onnx'
lenv.Command(fn + "_metadata.pkl", [fn + ".onnx"] + tinygrad_files + script_files, cmd)
# compile warp
tg_flags = {
'larch64': 'DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0',
'Darwin': f'DEV=CPU HOME={os.path.expanduser("~")}', # tinygrad calls brew which needs a $HOME in the env
}.get(arch, 'DEV=CPU CPU_LLVM=1')
image_flag = {
'larch64': 'IMAGE=2',
}.get(arch, 'IMAGE=0')
script_files = [File(Dir("#selfdrive/modeld").File("compile_warp.py").abspath)]
cmd = f'{tg_flags} python3 {Dir("#selfdrive/modeld").abspath}/compile_warp.py '
lenv.Command(fn + "warp_tinygrad.pkl", tinygrad_files + script_files, cmd)
def tg_compile(flags, model_name):
pythonpath_string = 'PYTHONPATH="${PYTHONPATH}:' + env.Dir("#tinygrad_repo").abspath + '"'
fn = File(f"models/{model_name}").abspath
return lenv.Command(
fn + "_tinygrad.pkl",
[fn + ".onnx"] + tinygrad_files,
f'{pythonpath_string} {flags} {image_flag} python3 {Dir("#tinygrad_repo").abspath}/examples/openpilot/compile3.py {fn}.onnx {fn}_tinygrad.pkl'
)
# Compile small models
for model_name in ['driving_vision', 'driving_policy', 'dmonitoring_model']:
tg_compile(tg_flags, model_name)
# Compile BIG model if USB GPU is available
if "USBGPU" in os.environ:
import subprocess
# because tg doesn't support multi-process
devs = subprocess.check_output('python3 -c "from tinygrad import Device; print(list(Device.get_available_devices()))"', shell=True, cwd=env.Dir('#').abspath)
if b"AMD" in devs:
print("USB GPU detected... building")
flags = "DEV=AMD AMD_IFACE=USB AMD_LLVM=1 NOLOCALS=0 IMAGE=0"
bp = tg_compile(flags, "big_driving_policy")
bv = tg_compile(flags, "big_driving_vision")
lenv.SideEffect('lock', [bp, bv]) # tg doesn't support multi-process so build serially
else:
print("USB GPU not detected... skipping")