update scheduler docs and analysis

.gitignore

@@ -11,6 +11,7 @@ envs/*
 *__pycache__
 *.log
 .DS_Store
+*.bak
 *.ckpt
 *.db
 *.tar.gz
@@ -34,7 +35,13 @@ envs/*
 /docs/searchindex.js
 /docs/objects.inv
 /docs/*.rst
-
+/docs/source/*.pickle
+/docs/source/api
+/docs/source/*.doctree
+/docs/source/*.inv
+/docs/source/__intersphinx_cache__
+/docs/source/nbsphinx
+/docs/_downloads/*
 
 # scripts
 on_start_kaggle.sh
@@ -43,3 +50,7 @@ workflow_guide.md
 pytest.ini
 SkiNet/ML/configs/data_configs/isic2017dataset_config/__init__.py
 .bash_history
+
+# coding assistants
+.claude/*
+

README.md

@@ -25,7 +25,7 @@ ISIC-2017 per-image averaging. The threshold is the untuned default τ = 0.5 (se
 ### How it compares to the ISIC 2017 leaderboard
 
 <p align="center">
-  <img src="docs/assets/leaderboard.png" width="700" alt="ISIC 2017 Task 1 leaderboard with SkiNet highlighted">
+  <img src="docs/assets/leaderboard.svg" width="700" alt="ISIC 2017 Task 1 leaderboard with SkiNet highlighted">
 </p>
 
 | Rank | Team | IoU (Jaccard) |
@@ -63,7 +63,7 @@ saturates the GPU (≥ 80 % util) while staying on the throughput plateau and we
 [Notebook ›](source/E0-batch-size-sweep-analysis-unet2d-isic2017.ipynb)
 
 <p align="center">
-  <img src="docs/assets/batchsize_sweep.png" width="560" alt="E0 batch-size throughput and GPU utilisation sweep">
+  <img src="docs/assets/batchsize_sweep.svg" width="560" alt="E0 batch-size throughput and GPU utilisation sweep">
 </p>
 
 ### E2 — Architecture tie-break (10 seeds)

SkiNet/Utils/analysis/reporting.py

@@ -82,7 +82,13 @@ def _ci(lo: float, hi: float) -> str:
     display(pd.DataFrame(data, index=index))
 
 
-def show_comparison_table(results: pd.DataFrame) -> None:
+def show_comparison_table(
+    results: pd.DataFrame,
+    *,
+    label_a: str = "AG",
+    label_b: str = "HE2",
+    delta_label: str | None = None,
+) -> None:
     """Display a compact paired-comparison table from :func:`build_comparison_table` output.
 
     Formats Δ and BCa CI as signed strings; collapses the two CI columns into
@@ -94,7 +100,14 @@ def show_comparison_table(results: pd.DataFrame) -> None:
         DataFrame produced by :func:`build_comparison_table` (generic column
         names: ``a_mean``, ``b_mean``, ``delta_a_minus_b``, ``boot_lo``,
         ``boot_hi``, ``wilcoxon_p``, ``bonferroni_sig``, ``cohen_dz``).
+    label_a, label_b:
+        Column headers for the two arms (arch_a / arch_b). Default to the E2
+        tie-break labels ``"AG"`` / ``"HE2"``.
+    delta_label:
+        Header for the Δ column. Defaults to ``"Δ ({label_a}−{label_b})"``.
     """
+    if delta_label is None:
+        delta_label = f"Δ ({label_a}−{label_b})"
     rows = [
         {
             "a_mean": r["a_mean"],
@@ -110,8 +123,8 @@ def show_comparison_table(results: pd.DataFrame) -> None:
     ]
     _display_paired_table(
         rows, list(results.index),
-        label_a="AG", label_b="HE2",
-        delta_label="Δ (AG−HE2)",
+        label_a=label_a, label_b=label_b,
+        delta_label=delta_label,
     )