add non-functional validation
Validate Operations / validate-operations (push) Has been cancelled

refactors
This commit is contained in:
NiccoloN
2026-07-27 10:54:59 +02:00
parent 4964e889da
commit 620e381cfb
30 changed files with 677 additions and 164 deletions
+122 -21
View File
@@ -6,16 +6,26 @@ import subprocess
import sys
from pathlib import Path
from colorama import Style, Fore
from validate_one import (
from raptor_validation.validate_one import (
MODE_COMPILE_ONLY,
MODE_FULL,
MODE_RUN_ONLY,
MODE_STAGE_TITLES,
PIMSIM_DONE,
PIMSIM_FAILED,
PIMSIM_NOT_RUN,
PIMSIM_SKIPPED,
ProgressReporter,
ValidationResult,
clean_workspace_artifacts,
load_pimcomp_hardware,
pimcomp_compatibility_errors,
validate_network,
)
from raptor import PIM_PASS_LABELS
from raptor_validation.raptor import PIM_PASS_LABELS
DEFAULT_PIMCOMP_CONFIG = "arch-a"
PIMCOMP_CONFIG_CHOICES = ("arch-a", "arch-b", "arch-c")
def format_return_status(returncode):
@@ -60,41 +70,70 @@ def print_average_pim_pass_timings(pass_timing_sums, pass_timing_counts, total_t
print(f" {'Total'.ljust(28)} {total_timing_sum / timed_benchmark_count:.4f}s")
def format_pimsim_metric(result, value, unit):
if result.pimsim_status == PIMSIM_DONE:
return f"{value:.6f} {unit}"
return result.pimsim_status
def main():
script_dir = Path(__file__).parent.resolve()
pimcomp_configs_dir = script_dir / "pimsim_configs" / "pimcomp"
default_pimsim_config = pimcomp_configs_dir / DEFAULT_PIMCOMP_CONFIG / "latency_config.json"
default_hardware = load_pimcomp_hardware(default_pimsim_config)
ap = argparse.ArgumentParser(description="Validate all ONNX operations under the operations/ directory.")
ap.add_argument("--raptor-path", help="Path to the Raptor compiler binary.")
ap.add_argument("--onnx-include-dir", help="Path to OnnxMlirRuntime include directory.")
ap.add_argument("--operations-dir", default=None, help="Root of the operations tree (default: operations).")
ap.add_argument("--simulator-dir", default=None,
help="Path to pim-simulator crate root (default: auto-detected relative to script).")
help="Path to the functional pim-simulator crate root "
"(default: auto-detected relative to script).")
ap.add_argument("--non-functional-simulator-build-dir", metavar="PATH", default=None,
help="Path to the non-functional simulator build directory "
"(default: auto-detected relative to script).")
ap.add_argument("--pimcomp-config", choices=PIMCOMP_CONFIG_CHOICES, default=DEFAULT_PIMCOMP_CONFIG,
help="Hardware/timing profile for non-functional simulation "
"(default: arch-a).")
ap.add_argument("--skip-non-functional-simulation", action="store_true",
help="Skip non-functional simulation.")
ap.add_argument("--threshold", type=float, default=1e-3,
help="Absolute tolerance for per-element output comparison.")
ap.add_argument("--relative-threshold", type=float, default=1e-5,
help="Relative tolerance for per-element output comparison.")
ap.add_argument("--seed", type=int, default=0, help="RNG seed for generated validation inputs.")
ap.add_argument("--crossbar-size", type=int, default=128)
ap.add_argument("--crossbar-count", type=int, default=64)
ap.add_argument("--core-count", type=int, default=144)
ap.add_argument("--crossbar-size", type=int, default=default_hardware["crossbar_rows"],
help=f"Crossbar size (default: {default_hardware['crossbar_rows']}).")
ap.add_argument("--crossbar-count", type=int, default=default_hardware["crossbar_count"],
help=f"Crossbars per core (default: {default_hardware['crossbar_count']}).")
ap.add_argument("--core-count", type=int, default=default_hardware["core_count"],
help=f"Core count (default: {default_hardware['core_count']}).")
ap.add_argument("--raptor-extra-arg", action="append", default=[],
help="Additional argument to pass through to the Raptor compiler. Repeat as needed.")
ap.add_argument("--command-timeout-seconds", type=float, default=1000000.0,
help="Per-subprocess timeout in seconds for compiler, runner, and simulator commands.")
help="Per-subprocess timeout in seconds for compiler, runner, and simulation commands.")
ap.add_argument("--clean", action="store_true",
help="Remove generated validation artifacts under each model workspace and exit.")
mode_group = ap.add_mutually_exclusive_group()
mode_group.add_argument("--compile-only", action="store_true",
help="Compile reference and PIM artifacts only; do not run reference, simulator, or compare.")
help="Compile reference and PIM artifacts only; do not run reference execution, "
"simulations, or comparison.")
mode_group.add_argument("--run-only", action="store_true",
help="Reuse existing compiled artifacts and only run inputs/reference/simulator/compare.")
help="Reuse existing compiled artifacts and only run inputs, reference execution, "
"simulations, and comparison.")
ap.add_argument("--verbose", action="store_true",
help="Print per-stage progress and subprocess logs for passing validations too.")
a = ap.parse_args()
script_dir = Path(__file__).parent.resolve()
operations_dir = Path(a.operations_dir).resolve() if a.operations_dir else script_dir / "operations"
simulator_dir = Path(a.simulator_dir).resolve() if a.simulator_dir else (
script_dir / ".." / "backend-simulators" / "pim" / "pim-simulator"
)
pimsim_nn_build_dir = (
Path(a.non_functional_simulator_build_dir).resolve()
if a.non_functional_simulator_build_dir else
script_dir / ".." / "backend-simulators" / "pim" / "pimsim-nn" / "build"
)
pimsim_config_path = pimcomp_configs_dir / a.pimcomp_config / "latency_config.json"
if not operations_dir.is_dir():
print(Fore.RED + f"Operations directory not found: {operations_dir}" + Style.RESET_ALL)
@@ -130,7 +169,26 @@ def main():
elif a.run_only:
mode = MODE_RUN_ONLY
results = {} # relative_path -> passed
selected_pimsim_config = None
if not a.skip_non_functional_simulation:
compatibility_errors = pimcomp_compatibility_errors(
pimsim_config_path,
core_count=a.core_count,
crossbar_count=a.crossbar_count,
crossbar_size=a.crossbar_size,
)
if compatibility_errors:
print(
Fore.RED
+ "Non-functional simulation disabled: "
+ "; ".join(compatibility_errors)
+ Style.RESET_ALL,
file=sys.stderr,
)
else:
selected_pimsim_config = pimsim_config_path
results = {} # relative_path -> ValidationResult
pass_timing_sums = {label: 0.0 for _, label in PIM_PASS_LABELS}
pass_timing_counts = {label: 0 for _, label in PIM_PASS_LABELS}
total_timing_sum = 0.0
@@ -143,6 +201,8 @@ def main():
onnx_path, a.raptor_path, a.onnx_include_dir, simulator_dir,
crossbar_size=a.crossbar_size, crossbar_count=a.crossbar_count, core_count=a.core_count,
raptor_extra_args=a.raptor_extra_arg,
pimsim_nn_build_dir=pimsim_nn_build_dir,
pimsim_config_path=selected_pimsim_config,
command_timeout_seconds=a.command_timeout_seconds,
threshold=a.threshold,
rtol=a.relative_threshold,
@@ -153,7 +213,7 @@ def main():
verbose=a.verbose,
mode=mode,
)
results[str(rel)] = result.passed
results[str(rel)] = result
if result.pim_pass_timings:
benchmark_total = 0.0
for label, duration in result.pim_pass_timings.items():
@@ -163,32 +223,73 @@ def main():
total_timing_sum += benchmark_total
timed_benchmark_count += 1
except subprocess.CalledProcessError as exc:
results[str(rel)] = False
results[str(rel)] = ValidationResult(False, pimsim_status=PIMSIM_NOT_RUN)
print_validation_error(reporter, rel, exc)
except Exception as exc:
results[str(rel)] = False
results[str(rel)] = ValidationResult(False, pimsim_status=PIMSIM_NOT_RUN)
print_validation_error(reporter, rel, exc)
reporter.finish()
# Summary
n_passed = sum(1 for passed in results.values() if passed)
n_passed = sum(1 for result in results.values() if result.passed)
n_total = len(results)
status_width = len("Result")
path_width = max(len("Operation"), *(len(rel) for rel in results))
separator = f"+-{'-' * path_width}-+-{'-' * status_width}-+"
formatted_metrics = {
rel: (
format_pimsim_metric(result, result.pimsim_latency_ms, "ms"),
format_pimsim_metric(result, result.pimsim_power_mw, "mW"),
)
for rel, result in results.items()
}
latency_width = max(len("Latency"), *(len(metrics[0]) for metrics in formatted_metrics.values()))
power_width = max(len("Power"), *(len(metrics[1]) for metrics in formatted_metrics.values()))
separator = (
f"+-{'-' * path_width}-+-{'-' * status_width}-+-{'-' * latency_width}"
f"-+-{'-' * power_width}-+")
print(separator)
print(f"| {'Operation'.ljust(path_width)} | {'Result'.ljust(status_width)} |")
print(
f"| {'Operation'.ljust(path_width)} | {'Result'.ljust(status_width)} | "
f"{'Latency'.ljust(latency_width)} | {'Power'.ljust(power_width)} |"
)
print(separator)
for rel, passed in results.items():
plain_status = "PASS" if passed else "FAIL"
status = Fore.GREEN + plain_status.ljust(status_width) + Style.RESET_ALL if passed else \
for rel, result in results.items():
plain_status = "PASS" if result.passed else "FAIL"
status = Fore.GREEN + plain_status.ljust(status_width) + Style.RESET_ALL if result.passed else \
Fore.RED + plain_status.ljust(status_width) + Style.RESET_ALL
print(f"| {rel.ljust(path_width)} | {status} |")
latency, power = formatted_metrics[rel]
print(
f"| {rel.ljust(path_width)} | {status} | {latency.ljust(latency_width)} | "
f"{power.ljust(power_width)} |")
print(separator)
print("\n" + Style.BRIGHT + Fore.CYAN + "Summary" + Style.RESET_ALL)
print(Style.BRIGHT + f"Passed: {n_passed}" + Style.RESET_ALL)
print(Style.BRIGHT + f"Failed: {n_total - n_passed}" + Style.RESET_ALL)
measured_latencies = [
result.pimsim_latency_ms
for result in results.values()
if result.pimsim_status == PIMSIM_DONE
]
pimsim_failed = sum(
result.pimsim_status == PIMSIM_FAILED for result in results.values()
)
pimsim_skipped = sum(
result.pimsim_status in (PIMSIM_SKIPPED, PIMSIM_NOT_RUN)
for result in results.values()
)
print(
Style.BRIGHT
+ f"pimsim-nn: {len(measured_latencies)} measured, "
f"{pimsim_failed} failed, {pimsim_skipped} skipped"
+ Style.RESET_ALL
)
if measured_latencies:
print(
Style.BRIGHT
+ f"Total latency: {sum(measured_latencies):.6f} ms"
+ Style.RESET_ALL
)
if a.verbose:
print_average_pim_pass_timings(
pass_timing_sums,