Make POV prompt restore affect Krea output

This commit is contained in:
2026-06-30 23:25:28 +02:00
parent 85c577024b
commit caeafa0714
7 changed files with 203 additions and 5 deletions
+10 -2
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@@ -72,10 +72,18 @@ def sanitize_hardcore_environment_anchors(value: Any) -> str:
return text.strip() return text.strip()
def sanitize_hardcore_axis_values(values: Any) -> dict[str, str]: def sanitize_hardcore_axis_value(value: Any) -> Any:
if isinstance(value, list):
return [sanitize_hardcore_axis_value(item) for item in value]
if isinstance(value, dict):
return {str(key): sanitize_hardcore_axis_value(item) for key, item in value.items()}
return sanitize_hardcore_environment_anchors(value)
def sanitize_hardcore_axis_values(values: Any) -> dict[str, Any]:
if not isinstance(values, dict): if not isinstance(values, dict):
return {} return {}
return { return {
str(key): sanitize_hardcore_environment_anchors(value) str(key): sanitize_hardcore_axis_value(value)
for key, value in values.items() for key, value in values.items()
} }
+9 -1
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@@ -6,7 +6,14 @@ from typing import Any
PLACEHOLDER_VALUES = {"", "any", "auto", "random", "none", "null"} PLACEHOLDER_VALUES = {"", "any", "auto", "random", "none", "null"}
PREFERRED_VALUE_KEYS = ("text", "prompt", "template", "value", "name") PREFERRED_VALUE_KEYS = ("text", "prompt", "template", "value", "name")
METADATA_AXIS_KEYS = {"action_family", "position_family", "position_key", "position_keys", "krea2_variant_keys"} METADATA_AXIS_KEYS = {
"action_family",
"position_family",
"position_key",
"position_keys",
"krea2_variant_keys",
"restored_prompt_axes",
}
ACTION_CONTEXT_PRIORITY = ( ACTION_CONTEXT_PRIORITY = (
"position", "position",
"body_position", "body_position",
@@ -14,6 +21,7 @@ ACTION_CONTEXT_PRIORITY = (
"arrangement", "arrangement",
"angle", "angle",
"surface", "surface",
"restored_prompt_details",
"body_contact", "body_contact",
"leg_detail", "leg_detail",
"outer_act", "outer_act",
+6 -1
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@@ -110,7 +110,12 @@ def _krea2_atlas_variant_sentence(axis_values: Any) -> str:
if not variant: if not variant:
return "" return ""
cues = _unique_texts(list(variant.get("prompt_cues") or []) or [variant.get("canonical_geometry")]) cues = _unique_texts(list(variant.get("prompt_cues") or []) or [variant.get("canonical_geometry")])
return _clean(". ".join(cues)).rstrip(".") sentence = _clean(". ".join(cues)).rstrip(".")
if isinstance(axis_values, dict):
restored_details = _unique_texts(_list_values(axis_values.get("restored_prompt_details")))
if restored_details:
sentence = f"{sentence}. Additional visible detail: {'; '.join(restored_details)}"
return sentence
def pov_ejaculation_target(context: str) -> str: def pov_ejaculation_target(context: str) -> str:
+1 -1
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@@ -345,7 +345,7 @@ class SxCPKrea2POVPromptRestore:
CLOTHING_AXES = ["clothing_detail"] CLOTHING_AXES = ["clothing_detail"]
FACE_EXPRESSION_AXES = ["face_detail", "expression_detail", "mouth_detail", "reaction_detail"] FACE_EXPRESSION_AXES = ["face_detail", "expression_detail", "mouth_detail", "reaction_detail"]
BODY_TOUCH_AXES = ["body_contact", "hand_detail", "touch_detail", "foreplay_detail"] BODY_TOUCH_AXES = ["body_contact", "hand_detail", "touch_detail", "foreplay_detail"]
CAMERA_PRESENTATION_AXES = ["performance_act", "visibility", "angle"] CAMERA_PRESENTATION_AXES = ["performance_act", "visibility"]
@classmethod @classmethod
def INPUT_TYPES(cls): def INPUT_TYPES(cls):
+8
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@@ -327,6 +327,14 @@ NODE_INPUT_TOOLTIPS = {
"combine_mode": "replace discards incoming position choices; add merges this variant with the incoming position config.", "combine_mode": "replace discards incoming position choices; add merges this variant with the incoming position config.",
"hardcore_position_config": "Optional incoming hardcore position config. Connect this when layering a variant on an existing pool.", "hardcore_position_config": "Optional incoming hardcore position config. Connect this when layering a variant on an existing pool.",
}, },
"SxCPKrea2POVPromptRestore": {
"restore_clothing_detail": "Let compatible clothing/body-exposure detail survive a strict Krea2 POV atlas pose lock when the source category has that axis.",
"restore_face_expression_detail": "Restore compatible face, expression, mouth, and reaction detail as visible prompt detail without changing the atlas pose.",
"restore_body_touch_detail": "Restore compatible body-contact, hand, touch, and foreplay detail as visible prompt detail while keeping the pose locked.",
"restore_camera_presentation_detail": "Restore compatible presentation and visibility wording. Camera angle axes stay locked to the atlas pose.",
"relax_non_pose_axis_conflicts": "Allow restored non-pose axes to pass position-conflict pruning. Position axes remain locked to the selected atlas pose.",
"hardcore_position_config": "Optional incoming Krea2 POV position config. Use before or after a POV filter to add restored prompt-detail axes.",
},
"SxCPKrea2VariantEvidence": { "SxCPKrea2VariantEvidence": {
"variant_key": "Catalog variant whose fixed-seed eval evidence should be shown.", "variant_key": "Catalog variant whose fixed-seed eval evidence should be shown.",
"result": "Filter eval entries by result. accepted is the evidence used for proven variants.", "result": "Filter eval entries by result. accepted is the evidence used for proven variants.",
+112
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@@ -100,6 +100,101 @@ class CategoryItemRoute:
} }
def _unique_texts(values: list[Any]) -> list[str]:
selected: list[str] = []
seen: set[str] = set()
for value in values:
text = row_item_policy.entry_text(value).strip(" .;")
lower = text.lower()
if not text or lower in seen:
continue
selected.append(text)
seen.add(lower)
return selected
def _restore_axis_values_for_context(
values: list[Any],
*,
subcategory_slug: str,
axis_name: str,
item_axis_values: dict[str, Any],
women_count: int,
men_count: int,
) -> list[Any]:
values = category_policy.compatible_entries(values, women_count, men_count)
if subcategory_slug == "oral_sex":
return row_item_policy.oral_axis_values_for_context(
values,
str(item_axis_values.get("position") or ""),
str(item_axis_values.get("oral_act") or ""),
axis_name,
)
if subcategory_slug == "outercourse_sex":
return row_item_policy.outercourse_axis_values_for_position(
values,
str(item_axis_values.get("position") or ""),
axis_name,
)
if subcategory_slug == "anal_double_penetration":
return row_item_policy.anal_axis_values_for_position(
values,
str(item_axis_values.get("position") or ""),
axis_name,
)
return values
def _restored_prompt_axis_values(
rng: Any,
subcategory: dict[str, Any],
item_axis_values: dict[str, Any],
hardcore_position_config: dict[str, Any],
women_count: int,
men_count: int,
) -> dict[str, str]:
restore_axes = hardcore_position_policy.normalize_restore_prompt_axes(
hardcore_position_config.get("restore_prompt_axes") if isinstance(hardcore_position_config, dict) else []
)
raw_axes = subcategory.get("item_axes")
if not restore_axes or not isinstance(raw_axes, dict):
return {}
restored: dict[str, str] = {}
subcategory_slug = str(subcategory.get("slug") or "").lower()
for axis_name in restore_axes:
existing = ""
if axis_name in item_axis_values and item_axis_values.get(axis_name) is not None:
existing = row_item_policy.entry_text(item_axis_values.get(axis_name)).strip(" .;")
if existing:
restored[axis_name] = existing
continue
values = _list_from(raw_axes.get(axis_name))
if not values:
continue
values = _restore_axis_values_for_context(
values,
subcategory_slug=subcategory_slug,
axis_name=axis_name,
item_axis_values=item_axis_values,
women_count=women_count,
men_count=men_count,
)
if not values:
continue
restored[axis_name] = row_item_policy.entry_text(row_item_policy.weighted_choice(rng, values)).strip(" .;")
return {axis: value for axis, value in restored.items() if value}
def _append_restored_prompt_details(item_text: str, details: list[str]) -> str:
details = [detail for detail in _unique_texts(details) if detail.lower() not in str(item_text or "").lower()]
if not details:
return item_text
if not item_text:
return "; ".join(details)
return f"{str(item_text).rstrip(' .')}, with {'; '.join(details)}"
def select_category_item_route_result( def select_category_item_route_result(
*, *,
category_choice: str, category_choice: str,
@@ -159,6 +254,23 @@ def select_category_item_route_result(
women_count, women_count,
men_count, men_count,
) )
restored_axis_values = _restored_prompt_axis_values(
content_rng,
subcategory,
item_axis_values,
parsed_hardcore_position_config,
women_count,
men_count,
)
if restored_axis_values:
restored_details = _unique_texts(list(restored_axis_values.values()))
item_axis_values = {
**item_axis_values,
**restored_axis_values,
"restored_prompt_axes": list(restored_axis_values.keys()),
"restored_prompt_details": restored_details,
}
item_text = _append_restored_prompt_details(item_text, restored_details)
if is_pose_category: if is_pose_category:
item_text = sanitize_hardcore_environment_anchors(item_text) item_text = sanitize_hardcore_environment_anchors(item_text)
item_axis_values = sanitize_hardcore_axis_values(item_axis_values) item_axis_values = sanitize_hardcore_axis_values(item_axis_values)
+57
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@@ -8442,6 +8442,63 @@ def smoke_pov_oral_position_routes() -> None:
_expect("eye-level shot" not in top_prompt, f"Top-view variant prompt kept contradictory eye-level camera text: {top_prompt}") _expect("eye-level shot" not in top_prompt, f"Top-view variant prompt kept contradictory eye-level camera text: {top_prompt}")
_expect("tongue extended toward genitals" not in top_prompt, f"Top-view variant prompt kept contradictory tongue-extension expression: {top_prompt}") _expect("tongue extended toward genitals" not in top_prompt, f"Top-view variant prompt kept contradictory tongue-extension expression: {top_prompt}")
restored_top_config = sxcp_nodes.NODE_CLASS_MAPPINGS["SxCPKrea2POVPromptRestore"]().build(
True,
True,
True,
True,
True,
top_variant_config,
)[0]
restored_top_pair = pb.build_insta_of_pair(
row_number=1,
start_index=1,
seed=3828,
ethnicity="any",
figure="random",
no_plus_women=False,
no_black=False,
trigger=Trigger,
prepend_trigger_to_prompt=True,
options_json=_insta_options(
softcore_camera_mode="from_camera_config",
hardcore_camera_mode="from_camera_config",
camera_detail="compact",
),
character_cast=_character_cast(pov_man=True),
hardcore_position_config=restored_top_config,
location_config=_coworking_location_config(),
hardcore_camera_config=_orbit_camera(
horizontal_angle=45,
vertical_angle=0,
zoom=7.5,
subject_focus="action",
),
)
restored_top_row = restored_top_pair.get("hardcore_row") or {}
restored_top_axis = restored_top_row.get("item_axis_values") or {}
restored_details = restored_top_axis.get("restored_prompt_details") or []
_expect(isinstance(restored_details, list), "Krea2 POV Prompt Restore should keep restored prompt details as a list")
_expect(restored_details, "Krea2 POV Prompt Restore should add sampled restored axis details to row metadata")
restored_top_krea = krea_formatter.format_krea2_prompt("", metadata_json=_json(restored_top_pair), target="hardcore")
restored_top_prompt = _expect_text("pov_oral_top_view_restore.krea_prompt", restored_top_krea.get("krea_prompt"), 60).lower()
_expect(
restored_top_prompt != top_prompt,
"Krea2 POV Prompt Restore should visibly change the final Krea prompt, not only metadata",
)
_expect(
"nadir-angle standing male pov top-view oral position" in restored_top_prompt,
"Krea2 POV Prompt Restore should preserve the exact atlas pose while adding detail",
)
_expect(
"eye-level" not in restored_top_prompt,
f"Krea2 POV Prompt Restore should not reintroduce contradictory eye-level camera wording: {restored_top_prompt}",
)
_expect(
any(str(detail).lower() in restored_top_prompt for detail in restored_details),
f"Krea2 POV Prompt Restore final prompt did not include sampled restored details: {restored_top_prompt}",
)
sitting_variant_config = sxcp_nodes.NODE_CLASS_MAPPINGS["SxCPKrea2POVOralFilter"]().build( sitting_variant_config = sxcp_nodes.NODE_CLASS_MAPPINGS["SxCPKrea2POVOralFilter"]().build(
"replace", "replace",
"", "",