diff --git a/scripts/sortcolor.py b/scripts/sortcolor.py
index 6d48c76..9ebf675 100644
--- a/scripts/sortcolor.py
+++ b/scripts/sortcolor.py
@@ -85,23 +85,36 @@ if KIND in ("lex", "alpha", "abc"):
     preds = np.array(colors)
 
 elif KIND == "umap":
-    # from umap import UMAP
-    from cuml import UMAP
-
-    # Use UMAP to create a 1D representation
-    reducer = UMAP(
-        n_components=1,
-        n_neighbors=250,
-        min_dist=1e-2,
-        metric="euclidean",
-        random_state=SEED,
-        negative_sample_rate=2,
-    )
-    embedding = reducer.fit_transform(np.array(rgb_values))
+    PDIR = f"scripts/{KIND}-prod"
+    Path(PDIR).mkdir(parents=True, exist_ok=True)
+    file_path = f"{PDIR}/{SEED:06d}.npy"
+
+    if Path(file_path).exists():
+        print(f"Loading {file_path}")
+        preds = np.load(file_path)
+
+    else:
+        # from umap import UMAP
+        from cuml import UMAP  # not fully deterministic.
+
+        # Use UMAP to create a 1D representation
+        reducer = UMAP(
+            n_components=1,
+            n_neighbors=250,
+            min_dist=1e-2,
+            metric="euclidean",
+            random_state=SEED,
+            negative_sample_rate=2,
+        )
+        embedding = reducer.fit_transform(np.array(rgb_values))
+
+        # Sort colors by the 1D representation
+        preds = embedding[:, 0]
+        del reducer, embedding
 
-    # Sort colors by the 1D representation
-    preds = embedding[:, 0]
-    del reducer, embedding
+        # Save the sorted indices to disk
+        print(f"Saving {file_path}")
+        np.save(file_path, preds.ravel())
 
 elif KIND in ("cielab", "lab", "ciede2000"):
     from skimage.color import deltaE_ciede2000, rgb2lab
@@ -135,17 +148,9 @@ elif KIND == "hsv":
 else:
     raise ValueError(f"Unknown kind: {KIND}")
 
-sorted_indices = np.argsort(preds)
-
-# Save the sorted indices to disk
-# if (KIND == "umap") or (KIND != "umap"):
-PDIR = f"scripts/{KIND}"
-Path(PDIR).mkdir(parents=True, exist_ok=True)
-file_path = f"{PDIR}/{SEED:06d}.npy"
-np.save(file_path, preds.ravel())
-print(f"Predictions saved to {file_path}")
 
 # Sort colors by the 1D representation
+sorted_indices = np.argsort(preds)
 sorted_colors = [colors[i] for i in sorted_indices]
 
 # # Display the sorted colors around the ring of a circle
@@ -219,8 +224,6 @@ def plot_preds(
     dpi: int = 300,
     figsize=(6, 6),
 ):
-    if isinstance(preds, torch.Tensor):
-        preds = preds.detach().cpu().numpy()
     sorted_inds = np.argsort(preds.ravel())
     colors = rgb_values[sorted_inds, :3]
     if roll: