add ablation study

normalize names and artifact paths

validation/validate.py

@@ -133,7 +133,7 @@ def print_average_pim_pass_timings(pass_timing_sums, pass_timing_counts, total_t
     if timed_benchmark_count == 0:
         return
 
-    print("\n" + Style.BRIGHT + Fore.CYAN + "Average PIM Pass Timings" + Style.RESET_ALL)
+    print("\n" + Style.BRIGHT + Fore.CYAN + "Average Pim pass timings" + Style.RESET_ALL)
     for _, label in PIM_PASS_LABELS:
         count = pass_timing_counts[label]
         if count == 0:
@@ -210,7 +210,7 @@ def main():
     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 the functional pim-simulator crate root "
+                    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 "
@@ -221,7 +221,7 @@ def main():
     ap.add_argument("--skip-non-functional-simulation", action="store_true",
                     help="Skip non-functional simulation.")
     ap.add_argument("--no-fast", action="store_true",
-                    help="Disable fast pimsim-nn throughput convergence for authoritative experiments.")
+                    help="Disable fast Pimsim throughput convergence for authoritative experiments.")
     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,
@@ -243,7 +243,7 @@ def main():
                     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 execution, "
+                            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 execution, "
@@ -495,7 +495,7 @@ def main():
     pimsim_unsupported = pimsim_statuses.count(PIMSIM_UNSUPPORTED)
     print(
         Style.BRIGHT
-        + f"pimsim-nn: {pimsim_statuses.count(PIMSIM_DONE)} measured, "
+        + f"Pimsim: {pimsim_statuses.count(PIMSIM_DONE)} measured, "
         f"{pimsim_failed} failed, {pimsim_unsupported} unsupported, "
         f"{pimsim_skipped} skipped"
         + Style.RESET_ALL