File size: 6,143 Bytes
5c17b14 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 | #!/usr/bin/env python3
import argparse
import json
import os
import shutil
import subprocess
import sys
import textwrap
from pathlib import Path
import tensorrt as trt
C_SOURCE = r"""
#include <stdio.h>
#include <stdlib.h>
#include <time.h>
#include <unistd.h>
__attribute__((constructor))
static void marker_constructor(void) {
const char *path = getenv("TRT_PLUGIN_MARKER");
if (!path || !path[0]) {
return;
}
FILE *f = fopen(path, "a");
if (!f) {
return;
}
time_t now = time(NULL);
fprintf(f, "marker_constructor pid=%ld time=%ld\n", (long)getpid(), (long)now);
fclose(f);
}
extern "C" int trt_marker_export(void) {
return 1337;
}
"""
def run(cmd, **kwargs):
proc = subprocess.run(cmd, text=True, capture_output=True, **kwargs)
return {
"cmd": cmd,
"returncode": proc.returncode,
"stdout_tail": proc.stdout[-4000:],
"stderr_tail": proc.stderr[-4000:],
}
def compile_marker_lib(work: Path):
src = work / "marker_payload.cpp"
lib = work / "libmarker_payload.so"
src.write_text(C_SOURCE)
result = run(["g++", "-shared", "-fPIC", "-O2", str(src), "-o", str(lib)])
if result["returncode"] != 0:
raise RuntimeError(json.dumps(result, indent=2))
return src, lib, result
def build_engine(path: Path, plugin_lib: Path):
logger = trt.Logger(trt.Logger.WARNING)
builder = trt.Builder(logger)
network = builder.create_network(
1 << int(trt.NetworkDefinitionCreationFlag.EXPLICIT_BATCH)
)
inp = network.add_input("x", trt.float32, (1, 1))
identity = network.add_identity(inp)
identity.get_output(0).name = "y"
network.mark_output(identity.get_output(0))
config = builder.create_builder_config()
config.set_memory_pool_limit(trt.MemoryPoolType.WORKSPACE, 1 << 20)
config.set_flag(trt.BuilderFlag.VERSION_COMPATIBLE)
config.plugins_to_serialize = [str(plugin_lib)]
serialized = builder.build_serialized_network(network, config)
if serialized is None:
raise RuntimeError("failed to build serialized plugin engine")
path.write_bytes(bytes(serialized))
return {
"path": str(path),
"size": path.stat().st_size,
"plugins_to_serialize": [str(plugin_lib)],
}
def try_deserialize(path: Path, marker: Path, allow_host_code: bool):
logger = trt.Logger(trt.Logger.WARNING)
runtime = trt.Runtime(logger)
if hasattr(runtime, "engine_host_code_allowed"):
runtime.engine_host_code_allowed = allow_host_code
before = marker.read_text() if marker.exists() else ""
try:
engine = runtime.deserialize_cuda_engine(path.read_bytes())
ok = engine is not None
if engine is not None:
_ = engine.num_io_tensors
exc = None
except Exception as err:
ok = False
exc = f"{type(err).__name__}: {err}"
after = marker.read_text() if marker.exists() else ""
return {
"allow_host_code": allow_host_code,
"ok": ok,
"exception": exc,
"marker_changed": after != before,
"marker_after": after,
}
def polygraphy_inspect(path: Path, marker: Path):
env = os.environ.copy()
env["TRT_PLUGIN_MARKER"] = str(marker)
before = marker.read_text() if marker.exists() else ""
proc = subprocess.run(
[
"polygraphy",
"inspect",
"model",
str(path),
"--model-type=engine",
"--show",
"attrs",
],
text=True,
capture_output=True,
timeout=90,
env=env,
)
after = marker.read_text() if marker.exists() else ""
return {
"cmd": [
"polygraphy",
"inspect",
"model",
str(path),
"--model-type=engine",
"--show",
"attrs",
],
"returncode": proc.returncode,
"stdout_tail": proc.stdout[-4000:],
"stderr_tail": proc.stderr[-4000:],
"marker_changed": after != before,
"marker_after": after,
}
def main():
parser = argparse.ArgumentParser(
description="Test whether TensorRT serialized plugin libraries execute from an engine file."
)
parser.add_argument("--out", default="results/trt_serialized_plugin_marker_probe.json")
args = parser.parse_args()
out = Path(args.out)
base = out.parent.parent
work = base / "plugin-work"
cases = base / "cases"
out.parent.mkdir(parents=True, exist_ok=True)
work.mkdir(parents=True, exist_ok=True)
cases.mkdir(parents=True, exist_ok=True)
src, lib, compile_result = compile_marker_lib(work)
marker = out.parent / "serialized_plugin_marker.txt"
if marker.exists():
marker.unlink()
engine = cases / "vc_serialized_marker_plugin.engine"
result = {
"python": sys.version,
"tensorrt_version": trt.__version__,
"compile": compile_result,
"source": str(src),
"plugin_lib": str(lib),
}
try:
result["build"] = build_engine(engine, lib)
except Exception as err:
result["build_error"] = f"{type(err).__name__}: {err}"
out.write_text(json.dumps(result, indent=2, sort_keys=True))
print(json.dumps(result, indent=2, sort_keys=True))
return 2
removed_lib = work / "libmarker_payload.removed"
shutil.move(lib, removed_lib)
result["plugin_removed_before_load"] = {
"original_exists": lib.exists(),
"moved_to": str(removed_lib),
"moved_exists": removed_lib.exists(),
}
os.environ["TRT_PLUGIN_MARKER"] = str(marker)
result["deserialize_false"] = try_deserialize(
engine, marker, allow_host_code=False
)
result["deserialize_true"] = try_deserialize(
engine, marker, allow_host_code=True
)
result["polygraphy_inspect"] = polygraphy_inspect(engine, marker)
out.write_text(json.dumps(result, indent=2, sort_keys=True))
print(json.dumps(result, indent=2, sort_keys=True))
return 0
if __name__ == "__main__":
raise SystemExit(main())
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