Naturalize composition frame wording

krea_normal_formatter.py

@@ -67,6 +67,19 @@ def _couple_subject_phrase(subject: str, ages: str) -> str:
     return subject
 
 
+def _framed_composition_phrase(composition: str, prefix: str = "framed as") -> str:
+    composition = re.sub(r"\s+composition$", "", str(composition or "").strip(), flags=re.IGNORECASE)
+    composition = re.sub(
+        r"\bcomposition\b",
+        "frame",
+        composition,
+        flags=re.IGNORECASE,
+    ).strip(" ,")
+    if not composition:
+        return ""
+    return f"{prefix} {composition}"
+
+
 def format_normal_row_result(
     request: KreaNormalRowRequest,
     deps: KreaNormalRowDependencies,
@@ -95,7 +108,7 @@ def format_normal_row_result(
             f"with {expression}" if expression else "",
             f"in {scene}" if scene else "",
             camera_scene,
-            f"framed as {composition}" if composition else "",
+            _framed_composition_phrase(composition),
             camera,
             style if detail_level != "concise" else "",
         ]
@@ -118,7 +131,7 @@ def format_normal_row_result(
             f"The setting is {scene}" if scene else "",
             camera_scene,
             f"Facial expressions are {expression}" if expression else "",
-            f"The image is framed as {composition}" if composition else "",
+            _framed_composition_phrase(composition, "The image is framed as"),
             camera,
             style if detail_level != "concise" else "",
         ]
@@ -131,7 +144,7 @@ def format_normal_row_result(
         f"in {scene}" if scene else "",
         camera_scene,
         f"with {expression}" if expression else "",
-        f"framed as {composition}" if composition else "",
+        _framed_composition_phrase(composition),
         camera,
         style if detail_level != "concise" else "",
     ]