From f798b2069f7fdf0e288a6195fa193ecf50986c3f Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Mon, 29 Jun 2026 18:55:22 -0500
Subject: Render full fixed RRoG delta matrix

---
 README.md                            |   9 ++++++
 analysis/fixed_rrog_delta_matrix.png | Bin 0 -> 253924 bytes
 scripts/render_delta_table.py        |  52 ++++++++++++++++++++++++++++++-----
 3 files changed, 54 insertions(+), 7 deletions(-)
 create mode 100644 analysis/fixed_rrog_delta_matrix.png

diff --git a/README.md b/README.md
index 8aa9357..511e4a7 100644
--- a/README.md
+++ b/README.md
@@ -128,9 +128,18 @@ This writes `analysis/result_audit.md`, `analysis/result_cells.csv`,
 
 Render a delta table PNG:
 
+```bash
+python3 scripts/render_delta_table.py \
+  --title "Fixed RRoG Test Delta vs Classic" \
+  --out analysis/fixed_rrog_delta_matrix.png
+```
+
+Render the ZINC-only row:
+
 ```bash
 python3 scripts/render_delta_table.py \
   --compute-label fixed-rrog-T1-ns3+trace \
+  --label-overrides "" \
   --datasets zinc-cycle56 \
   --out analysis/zinc_delta_table.png
 ```
diff --git a/analysis/fixed_rrog_delta_matrix.png b/analysis/fixed_rrog_delta_matrix.png
new file mode 100644
index 0000000..19d8075
Binary files /dev/null and b/analysis/fixed_rrog_delta_matrix.png differ
diff --git a/scripts/render_delta_table.py b/scripts/render_delta_table.py
index f1177a6..7b0dda5 100755
--- a/scripts/render_delta_table.py
+++ b/scripts/render_delta_table.py
@@ -30,6 +30,19 @@ DEFAULT_BACKBONES = [
     "appnp",
 ]
 
+DEFAULT_DATASETS = [
+    "zinc-cycle56",
+    "ogbg-molhiv",
+    "ogbg-molbbbp",
+    "ogbg-molbace",
+    "ogbg-moltox21",
+    "ogbg-molclintox",
+    "ogbg-molsider",
+    "ogbg-molesol",
+    "ogbg-molfreesolv",
+    "ogbg-mollipo",
+]
+
 
 def mean(xs: list[float]) -> float:
     return sum(xs) / len(xs) if xs else math.nan
@@ -39,7 +52,25 @@ def parse_list(value: str) -> list[str]:
     return [x.strip() for x in value.replace(",", " ").split() if x.strip()]
 
 
-def load_cells(path: Path, compute_label: str, datasets: list[str]) -> dict[tuple[str, str], float]:
+def parse_label_overrides(value: str) -> dict[str, str]:
+    overrides = {}
+    for item in value.split(","):
+        item = item.strip()
+        if not item:
+            continue
+        if "=" not in item:
+            raise ValueError(f"label override must be DATASET=LABEL, got {item!r}")
+        dataset, label = item.split("=", 1)
+        overrides[dataset.strip().lower()] = label.strip()
+    return overrides
+
+
+def load_cells(
+    path: Path,
+    compute_label: str,
+    datasets: list[str],
+    label_overrides: dict[str, str],
+) -> dict[tuple[str, str], float]:
     requested = {x.lower() for x in datasets}
     values: dict[tuple[str, str], list[float]] = defaultdict(list)
     with path.open() as f:
@@ -47,7 +78,8 @@ def load_cells(path: Path, compute_label: str, datasets: list[str]) -> dict[tupl
             dataset = row["dataset"].lower()
             if requested and dataset not in requested:
                 continue
-            if row["compute_label"] != compute_label:
+            expected_label = label_overrides.get(dataset, compute_label)
+            if row["compute_label"] != expected_label:
                 continue
             values[(dataset, row["view"])].append(float(row["test_delta"]))
     return {key: mean(xs) for key, xs in values.items()}
@@ -126,18 +158,24 @@ def render_table(
 def main() -> None:
     ap = argparse.ArgumentParser()
     ap.add_argument("--deltas", default="analysis/paired_deltas.csv")
-    ap.add_argument("--compute-label", default="fixed-rrog-T1-ns3+trace")
-    ap.add_argument("--datasets", default="zinc-cycle56")
+    ap.add_argument("--compute-label", default="fixed-rrog-T1-ns3")
+    ap.add_argument(
+        "--label-overrides",
+        default="zinc-cycle56=fixed-rrog-T1-ns3+trace",
+        help="comma-separated DATASET=COMPUTE_LABEL overrides",
+    )
+    ap.add_argument("--datasets", default=" ".join(DEFAULT_DATASETS))
     ap.add_argument("--backbones", default=" ".join(DEFAULT_BACKBONES))
-    ap.add_argument("--out", default="analysis/zinc_delta_table.png")
+    ap.add_argument("--out", default="analysis/fixed_rrog_delta_matrix.png")
     ap.add_argument("--title", default="")
     ap.add_argument("--digits", type=int, default=3)
     args = ap.parse_args()
 
     datasets = parse_list(args.datasets)
     backbones = parse_list(args.backbones)
-    cells = load_cells(Path(args.deltas), args.compute_label, datasets)
-    title = args.title or f"Test Delta vs Classic: {args.compute_label}"
+    label_overrides = parse_label_overrides(args.label_overrides)
+    cells = load_cells(Path(args.deltas), args.compute_label, datasets, label_overrides)
+    title = args.title or "Test Delta vs Classic: fixed RRoG"
     render_table(cells, datasets, backbones, title, Path(args.out), args.digits)
     print(f"wrote {args.out}")
 
-- 
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