Extract Krea normal row formatter route

docs/prompt-architecture-improvement-plan.md

@@ -340,6 +340,10 @@ Already isolated:
   `KreaConfiguredCastDependencies`, and `KreaConfiguredCastPrompt`;
   `krea_formatter.py` keeps configured-cast detection and compatibility
   wrapper helpers.
+- `krea_normal_formatter.py` owns normal metadata single/couple/generic Krea
+  prose assembly behind `KreaNormalRowRequest`, `KreaNormalRowDependencies`,
+  and `KreaNormalRowPrompt`; `krea_formatter.py` keeps common row-field
+  extraction and route selection.
 - `krea_pair_formatter.py` owns Insta/OF pair soft/hard Krea prose assembly
   behind `KreaPairFormatRequest`, `KreaPairFormatDependencies`, and
   `KreaPairPrompts`; `krea_formatter.py` keeps the `_insta_pair_to_krea`

docs/prompt-pool-routing-map.md

@@ -653,7 +653,9 @@ Important POV rule:
 - Normal configured-cast metadata row:
   `krea_configured_cast_formatter.format_configured_cast_result` through the
   `_normal_row_to_krea` compatibility wrapper.
-- Other normal metadata rows: `_normal_row_to_krea`.
+- Other normal metadata rows:
+  `krea_normal_formatter.format_normal_row_result` through the
+  `_normal_row_to_krea` compatibility wrapper.
 - Plain text fallback: `_fallback_text_to_krea`.
 
 Key Krea2 ownership:
@@ -671,6 +673,8 @@ Key Krea2 ownership:
   `krea_pair_formatter.format_insta_pair_result`.
 - Normal configured-cast Krea prose assembly:
   `krea_configured_cast_formatter.format_configured_cast_result`.
+- Normal single/couple/generic Krea prose assembly:
+  `krea_normal_formatter.format_normal_row_result`.
 - Shared POV labels/filtering/composition cleanup: `pov_policy.py`.
 - Krea POV camera support: `krea_pov.py`.
 - Detail clause splitting and density limiting: `krea_detail.py`.
@@ -682,8 +686,8 @@ Krea2 field consumption:
 
 | Branch | Reads most from | Key functions |
 | --- | --- | --- |
-| Normal single row | `subject_type`, `item`, `pose`, `scene_text`, `expression`, `composition`, `camera_*`, style fields | `_normal_row_to_krea` |
+| Normal single/couple/generic row | `subject_type`, `item`, `pose`, `scene_text`, `expression`, `composition`, `camera_*`, style fields | `krea_normal_formatter.format_normal_row_result` |
-| Normal configured cast/hardcore row | `cast_descriptor_text`, `women_count`, `men_count`, `source_role_graph`, `role_graph`, `item`, `item_axis_values`, `source_composition`, `pov_character_labels` | `_normal_row_to_krea`, `krea_actions.hardcore_action_sentence`, `krea_pov_actions.pov_action_phrase` |
+| Normal configured cast/hardcore row | `cast_descriptor_text`, `women_count`, `men_count`, `source_role_graph`, `role_graph`, `item`, `item_axis_values`, `source_composition`, `pov_character_labels` | `krea_configured_cast_formatter.format_configured_cast_result`, `krea_actions.hardcore_action_sentence`, `krea_pov_actions.pov_action_phrase` |
 | Insta/OF pair softcore | `shared_descriptor`, `softcore_row`, `softcore_partner_styling`, options, soft camera fields | `krea_pair_formatter.format_insta_pair_result` |
 | Insta/OF pair hardcore | `hardcore_row`, `shared_cast_descriptors`, `hardcore_clothing_state`, `hardcore_detail_density`, hard camera fields, POV labels | `krea_pair_formatter.format_insta_pair_result`, `krea_actions.hardcore_action_sentence`, `krea_pov_actions.pov_action_phrase`, `krea_clothing.natural_clothing_state` |
 | Plain text fallback | `source_text` only | `_fallback_text_to_krea` |

krea_formatter.py

@@ -12,6 +12,7 @@ try:
         normalize_hardcore_detail_density as _normalize_hardcore_detail_density,
     )
     from . import krea_configured_cast_formatter
+    from . import krea_normal_formatter
     from . import krea_pair_formatter
     from .hardcore_text_cleanup import (
         sanitize_hardcore_axis_values as _sanitize_hardcore_axis_values,
@@ -45,6 +46,7 @@ except ImportError:  # Allows local smoke tests with `python -c`.
         normalize_hardcore_detail_density as _normalize_hardcore_detail_density,
     )
     import krea_configured_cast_formatter
+    import krea_normal_formatter
     import krea_pair_formatter
     from hardcore_text_cleanup import (
         sanitize_hardcore_axis_values as _sanitize_hardcore_axis_values,
@@ -397,16 +399,51 @@ def _style_phrase(row: dict[str, Any], style_mode: str) -> str:
     return style or suffix
 
 
-def _couple_clothing_phrase(item: str) -> str:
+def _krea_normal_row_dependencies() -> krea_normal_formatter.KreaNormalRowDependencies:
-    item = _clean(item)
+    return krea_normal_formatter.KreaNormalRowDependencies(
-    lower = item.lower()
+        clean=_clean,
-    partner_text = re.sub(r"\bPartner ([AB]) wears\b", r"Partner \1 wearing", item)
+        row_value=_row_value,
-    partner_text = re.sub(r"\bPartner ([AB]) has\b", r"Partner \1 with", partner_text)
+        age_subject=_age_subject,
-    if lower.startswith("partner a "):
+        age_detail_phrase=_age_detail_phrase,
-        return f"The outfits show {partner_text}"
+        appearance_phrase=_appearance_phrase,
-    if lower.startswith(("two ", "paired ", "coordinated ")):
+        with_indefinite_article=_with_indefinite_article,
-        return f"The outfits are {partner_text}"
+        paragraph=_paragraph,
-    return f"The couple wears {item}"
+    )
+
+
+def _krea_normal_row_request_from_row(
+    row: dict[str, Any],
+    detail_level: str,
+    style_mode: str,
+) -> krea_normal_formatter.KreaNormalRowRequest:
+    subject_type = _clean(row.get("subject_type"))
+    primary = _clean(row.get("primary_subject"))
+    item = _row_value(row, "item", ("Sexual pose", "Erotic outfit", "Clothing")) or _clean(row.get("custom_item"))
+    item = re.sub(r",?\s*(fashion editorial|resort) styling$", "", item, flags=re.IGNORECASE)
+    scene = _row_value(row, "scene_text", ("Setting", "Scene")) or _clean(row.get("scene"))
+    pose = _row_value(row, "pose", ("Sexual pose", "Pose"))
+    expression = ""
+    if not _expression_disabled(row):
+        expression = _row_value(row, "character_expression_text") or _row_value(row, "expression", ("Facial expressions", "Facial expression"))
+    composition = re.sub(r"^vertical\s+", "", _row_value(row, "composition", ("Composition",)), flags=re.IGNORECASE)
+    camera = _camera_phrase(row)
+    camera_scene = _camera_scene_phrase(row)
+    style = _style_phrase(row, style_mode)
+    return krea_normal_formatter.KreaNormalRowRequest(
+        row=row,
+        detail_level=detail_level,
+        style_mode=style_mode,
+        subject_type=subject_type,
+        primary=primary,
+        item=item,
+        scene=scene,
+        pose=pose,
+        expression=expression,
+        composition=composition,
+        camera=camera,
+        camera_scene=camera_scene,
+        style=style,
+    )
 
 
 def _krea_configured_cast_dependencies() -> krea_configured_cast_formatter.KreaConfiguredCastDependencies:
@@ -508,70 +545,10 @@ def _normal_row_to_krea(row: dict[str, Any], detail_level: str, style_mode: str)
             _krea_configured_cast_request_from_row(row, detail_level, style_mode),
             _krea_configured_cast_dependencies(),
         )
-
+    return krea_normal_formatter.format_normal_row(
-    primary = _clean(row.get("primary_subject"))
+        _krea_normal_row_request_from_row(row, detail_level, style_mode),
-    item = _row_value(row, "item", ("Sexual pose", "Erotic outfit", "Clothing")) or _clean(row.get("custom_item"))
+        _krea_normal_row_dependencies(),
-    item = re.sub(r",?\s*(fashion editorial|resort) styling$", "", item, flags=re.IGNORECASE)
+    )
-    scene = _row_value(row, "scene_text", ("Setting", "Scene")) or _clean(row.get("scene"))
-    pose = _row_value(row, "pose", ("Sexual pose", "Pose"))
-    expression = ""
-    if not _expression_disabled(row):
-        expression = _row_value(row, "character_expression_text") or _row_value(row, "expression", ("Facial expressions", "Facial expression"))
-    composition = re.sub(r"^vertical\s+", "", _row_value(row, "composition", ("Composition",)), flags=re.IGNORECASE)
-    camera = _camera_phrase(row)
-    camera_scene = _camera_scene_phrase(row)
-    style = _style_phrase(row, style_mode)
-
-    if primary in ("woman", "man") or subject_type in ("woman", "man", "single_any"):
-        subject = _age_subject(row, "adult woman")
-        appearance = _appearance_phrase(row)
-        parts = [
-            _with_indefinite_article(subject),
-            f"with {appearance}" if appearance else "",
-            f"wearing {item}" if item else "",
-            f"{pose}" if pose else "",
-            f"with {expression}" if expression else "",
-            f"in {scene}" if scene else "",
-            camera_scene,
-            f"framed as {composition}" if composition else "",
-            camera,
-            style if detail_level != "concise" else "",
-        ]
-        return _paragraph([", ".join(part for part in parts[:6] if part), *parts[6:]]), "metadata(single)"
-
-    if subject_type == "couple" or primary in ("two women", "two men", "a woman and a man"):
-        subject = _clean(row.get("subject_phrase") or primary or "adult couple")
-        if subject == "woman and man":
-            subject = "a woman and a man"
-        ages = _age_detail_phrase(_row_value(row, "age", ("Ages",)) or row.get("age_band"))
-        body = _row_value(row, "body", ("Body types",)) or _clean(row.get("body_type"))
-        parts = [
-            f"An adult couple: {subject}, all visibly adult",
-            f"Age detail: {ages}" if ages else "",
-            f"Body types: {body}" if body else "",
-            _couple_clothing_phrase(item) if item else "",
-            f"The pose is {pose}" if pose else "",
-            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 "",
-            camera,
-            style if detail_level != "concise" else "",
-        ]
-        return _paragraph(parts), "metadata(couple)"
-
-    subject = _age_subject(row, primary or "adult scene")
-    parts = [
-        f"{subject}",
-        f"featuring {item}" if item else "",
-        f"in {scene}" if scene else "",
-        camera_scene,
-        f"with {expression}" if expression else "",
-        f"framed as {composition}" if composition else "",
-        camera,
-        style if detail_level != "concise" else "",
-    ]
-    return _paragraph(parts), "metadata(generic)"
 
 
 def _krea_pair_format_dependencies() -> krea_pair_formatter.KreaPairFormatDependencies:

krea_normal_formatter.py

@@ -0,0 +1,133 @@
+from __future__ import annotations
+
+import re
+from dataclasses import dataclass
+from typing import Any, Callable
+
+
+@dataclass(frozen=True)
+class KreaNormalRowRequest:
+    row: dict[str, Any]
+    detail_level: str
+    style_mode: str
+    subject_type: str
+    primary: str
+    item: str
+    scene: str
+    pose: str
+    expression: str
+    composition: str
+    camera: str
+    camera_scene: str
+    style: str
+
+
+@dataclass(frozen=True)
+class KreaNormalRowPrompt:
+    prompt: str
+    method: str
+
+    def as_tuple(self) -> tuple[str, str]:
+        return self.prompt, self.method
+
+
+@dataclass(frozen=True)
+class KreaNormalRowDependencies:
+    clean: Callable[[Any], str]
+    row_value: Callable[[dict[str, Any], str, tuple[str, ...]], str]
+    age_subject: Callable[[dict[str, Any], str], str]
+    age_detail_phrase: Callable[[Any], str]
+    appearance_phrase: Callable[[dict[str, Any]], str]
+    with_indefinite_article: Callable[[str], str]
+    paragraph: Callable[[list[str]], str]
+
+
+def _couple_clothing_phrase(item: str, clean: Callable[[Any], str]) -> str:
+    item = clean(item)
+    lower = item.lower()
+    partner_text = re.sub(r"\bPartner ([AB]) wears\b", r"Partner \1 wearing", item)
+    partner_text = re.sub(r"\bPartner ([AB]) has\b", r"Partner \1 with", partner_text)
+    if lower.startswith("partner a "):
+        return f"The outfits show {partner_text}"
+    if lower.startswith(("two ", "paired ", "coordinated ")):
+        return f"The outfits are {partner_text}"
+    return f"The couple wears {item}"
+
+
+def format_normal_row_result(
+    request: KreaNormalRowRequest,
+    deps: KreaNormalRowDependencies,
+) -> KreaNormalRowPrompt:
+    row = request.row
+    subject_type = request.subject_type
+    primary = request.primary
+    item = request.item
+    scene = request.scene
+    pose = request.pose
+    expression = request.expression
+    composition = request.composition
+    camera = request.camera
+    camera_scene = request.camera_scene
+    style = request.style
+    detail_level = request.detail_level
+
+    if primary in ("woman", "man") or subject_type in ("woman", "man", "single_any"):
+        subject = deps.age_subject(row, "adult woman")
+        appearance = deps.appearance_phrase(row)
+        parts = [
+            deps.with_indefinite_article(subject),
+            f"with {appearance}" if appearance else "",
+            f"wearing {item}" if item else "",
+            f"{pose}" if pose else "",
+            f"with {expression}" if expression else "",
+            f"in {scene}" if scene else "",
+            camera_scene,
+            f"framed as {composition}" if composition else "",
+            camera,
+            style if detail_level != "concise" else "",
+        ]
+        return KreaNormalRowPrompt(
+            deps.paragraph([", ".join(part for part in parts[:6] if part), *parts[6:]]),
+            "metadata(single)",
+        )
+
+    if subject_type == "couple" or primary in ("two women", "two men", "a woman and a man"):
+        subject = deps.clean(row.get("subject_phrase") or primary or "adult couple")
+        if subject == "woman and man":
+            subject = "a woman and a man"
+        ages = deps.age_detail_phrase(deps.row_value(row, "age", ("Ages",)) or row.get("age_band"))
+        body = deps.row_value(row, "body", ("Body types",)) or deps.clean(row.get("body_type"))
+        parts = [
+            f"An adult couple: {subject}, all visibly adult",
+            f"Age detail: {ages}" if ages else "",
+            f"Body types: {body}" if body else "",
+            _couple_clothing_phrase(item, deps.clean) if item else "",
+            f"The pose is {pose}" if pose else "",
+            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 "",
+            camera,
+            style if detail_level != "concise" else "",
+        ]
+        return KreaNormalRowPrompt(deps.paragraph(parts), "metadata(couple)")
+
+    subject = deps.age_subject(row, primary or "adult scene")
+    parts = [
+        f"{subject}",
+        f"featuring {item}" if item else "",
+        f"in {scene}" if scene else "",
+        camera_scene,
+        f"with {expression}" if expression else "",
+        f"framed as {composition}" if composition else "",
+        camera,
+        style if detail_level != "concise" else "",
+    ]
+    return KreaNormalRowPrompt(deps.paragraph(parts), "metadata(generic)")
+
+
+def format_normal_row(
+    request: KreaNormalRowRequest,
+    deps: KreaNormalRowDependencies,
+) -> tuple[str, str]:
+    return format_normal_row_result(request, deps).as_tuple()

tools/prompt_smoke.py

@@ -44,6 +44,7 @@ import index_switch_policy  # noqa: E402
 import krea_cast  # noqa: E402
 import krea_configured_cast_formatter  # noqa: E402
 import krea_formatter  # noqa: E402
+import krea_normal_formatter  # noqa: E402
 import krea_pair_formatter  # noqa: E402
 import location_config  # noqa: E402
 import loop_nodes  # noqa: E402
@@ -184,6 +185,20 @@ def _expect_formatter_outputs(row: dict[str, Any], name: str, *, target: str = "
     _expect_trigger_once(f"{name}.caption", caption, Trigger)
 
 
+def _expect_krea_normal_route_parity(row: dict[str, Any], name: str, method: str) -> None:
+    typed_route = krea_normal_formatter.format_normal_row_result(
+        krea_formatter._krea_normal_row_request_from_row(row, "balanced", "preserve"),
+        krea_formatter._krea_normal_row_dependencies(),
+    )
+    legacy_route = krea_formatter._normal_row_to_krea(row, "balanced", "preserve")
+    _expect(
+        typed_route.as_tuple() == legacy_route,
+        f"{name} typed Krea normal formatter route should match legacy wrapper output",
+    )
+    _expect(typed_route.method == method, f"{name} typed Krea normal formatter method changed")
+    _expect_text(f"{name}.typed_krea_prompt", typed_route.prompt, 20)
+
+
 def _character_cast(*, pov_man: bool = False) -> str:
     cast = pb.build_character_slot_json(
         subject_type="woman",
@@ -583,6 +598,54 @@ def smoke_config_route_location_theme() -> None:
     _expect_formatter_outputs(row, "config_route_location_theme", target="single")
 
 
+def smoke_krea_normal_row_routes() -> None:
+    single = {
+        "subject_type": "woman",
+        "primary_subject": "woman",
+        "age_band": "25-year-old adult",
+        "body_phrase": "slim figure",
+        "skin": "fair skin",
+        "hair": "long blonde hair",
+        "eyes": "blue eyes",
+        "item": "silk dress",
+        "pose": "standing beside a window",
+        "scene_text": "quiet studio with warm daylight",
+        "expression": "soft smile",
+        "composition": "vertical centered portrait",
+        "camera_directive": "Camera: eye-level medium shot",
+        "style": "realistic creator-shot photography",
+    }
+    _expect_krea_normal_route_parity(single, "krea_normal_single", "metadata(single)")
+
+    couple = {
+        "subject_type": "couple",
+        "primary_subject": "a woman and a man",
+        "subject_phrase": "woman and man",
+        "age": "25-year-old adult and 40-year-old adult",
+        "body": "slim and average builds",
+        "item": "Partner A wears black dress; Partner B wears dark shirt",
+        "pose": "standing close together",
+        "scene_text": "private lounge with soft lamps",
+        "expression": "shared confident gaze",
+        "composition": "two-person editorial frame",
+        "camera_directive": "Camera: front view, medium shot",
+        "style": "realistic social photo",
+    }
+    _expect_krea_normal_route_parity(couple, "krea_normal_couple", "metadata(couple)")
+
+    generic = {
+        "subject_type": "location",
+        "primary_subject": "adult editorial scene",
+        "item": "polished lounge styling",
+        "scene_text": "hotel hallway with warm wall sconces",
+        "expression": "quiet atmosphere",
+        "composition": "wide establishing frame",
+        "camera_directive": "Camera: wide shot",
+        "style": "clean photographic realism",
+    }
+    _expect_krea_normal_route_parity(generic, "krea_normal_generic", "metadata(generic)")
+
+
 def smoke_location_config_policy() -> None:
     _expect(pb.LOCATION_POOL_PRESETS is location_config.LOCATION_POOL_PRESETS, "Prompt builder location presets are not delegated")
     _expect(pb.COMPOSITION_POOL_PRESETS is location_config.COMPOSITION_POOL_PRESETS, "Prompt builder composition presets are not delegated")
@@ -5004,6 +5067,7 @@ SMOKE_CASES: list[tuple[str, Callable[[], None]]] = [
     ("camera_scene_single", smoke_camera_scene_single),
     ("row_camera_policy", smoke_row_camera_policy),
     ("config_route_location_theme", smoke_config_route_location_theme),
+    ("krea_normal_row_routes", smoke_krea_normal_row_routes),
     ("location_config_policy", smoke_location_config_policy),
     ("row_location_policy", smoke_row_location_policy),
     ("row_expression_policy", smoke_row_expression_policy),