Extract Insta pair camera routing
This commit is contained in:
@@ -147,7 +147,6 @@ Keep here:
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- soft/hard row creation;
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- continuity policy;
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- softcore cast policy;
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- pair-level camera routing;
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- pair metadata shape.
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Improve later:
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@@ -155,8 +154,15 @@ Improve later:
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- make a single pair metadata sanitizer that normalizes `softcore_row`,
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`hardcore_row`, pair prompts, negatives, captions, and camera fields;
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- split pair assembly into small functions by phase:
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`build_soft_row`, `build_hard_row`, `resolve_pair_camera`,
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`resolve_pair_clothing`, `assemble_pair_metadata`.
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`build_soft_row`, `build_hard_row`, `resolve_pair_clothing`,
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`assemble_pair_metadata`.
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Already isolated:
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- pair-level camera routing lives in `pair_camera.py`, including soft/hard
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camera config selection, same-as-softcore mode, camera-detail override,
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same-room hard scene continuity, camera-aware composition mutation, POV camera
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suppression, and row/root camera metadata synchronization.
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### Krea2 Formatter Path
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@@ -65,6 +65,7 @@ Core helper ownership:
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| Python module | What it owns |
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| --- | --- |
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| `category_library.py` | JSON category loading, subcategory normalization, named scene/expression/composition pool loading, cast compatibility filtering, exact subcategory lookup, and inheritance-based pool merging. |
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| `pair_camera.py` | Insta/OF soft/hard camera route resolution, same-as-softcore camera mode, camera-detail override, camera-aware composition mutation, POV camera suppression, and synchronized row/root camera metadata. |
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| `hardcore_role_graphs.py` | Source role graph construction for hardcore configured-cast rows, including POV-aware interaction geometry. |
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| `hardcore_role_fallback.py` | Solo, same-sex, mixed group fallback, and support-partner role graph wording for configured casts. |
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| `hardcore_role_interaction.py` | Foreplay, manual stimulation, body worship, clothing transition, dominant guidance, camera performance, aftercare, and group coordination role graph wording. |
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+126
@@ -0,0 +1,126 @@
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from __future__ import annotations
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from typing import Any, Callable
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CameraConfigWithMode = Callable[[str | dict[str, Any] | None, str], dict[str, Any]]
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CameraDirective = Callable[[str | dict[str, Any] | None], tuple[str, dict[str, Any]]]
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ApplyComposition = Callable[[dict[str, Any], str], dict[str, Any]]
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CompositionPrompt = Callable[[Any, Any, str], str]
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CameraSceneDirective = Callable[
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[Any, Any, str | dict[str, Any] | None, list[str] | None, str],
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tuple[str, dict[str, Any]],
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]
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def camera_config_with_detail(
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camera_config: dict[str, Any],
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camera_detail: str,
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camera_detail_choices: list[str] | tuple[str, ...],
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) -> dict[str, Any]:
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if camera_detail in camera_detail_choices:
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camera_config["camera_detail"] = camera_detail
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return camera_config
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def resolve_insta_pair_camera(
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*,
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soft_row: dict[str, Any],
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hard_row: dict[str, Any],
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options: dict[str, Any],
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camera_config: str | dict[str, Any] | None,
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softcore_camera_config: str | dict[str, Any] | None,
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hardcore_camera_config: str | dict[str, Any] | None,
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hard_women_count: int,
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hard_men_count: int,
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pov_character_labels: list[str],
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camera_detail_choices: list[str] | tuple[str, ...],
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camera_config_with_mode: CameraConfigWithMode,
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camera_directive: CameraDirective,
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apply_contextual_composition: ApplyComposition,
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contextual_composition_prompt: CompositionPrompt,
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composition_prompt: Callable[[Any], str],
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camera_scene_directive_for_context: CameraSceneDirective,
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) -> dict[str, Any]:
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hard_camera_mode = str(options["hardcore_camera_mode"])
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soft_camera_source = softcore_camera_config or camera_config
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hard_camera_source = hardcore_camera_config or camera_config
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if hard_camera_mode == "same_as_softcore":
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hard_camera_mode = str(options["softcore_camera_mode"])
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hard_camera_source = soft_camera_source
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soft_camera_config_dict = camera_config_with_mode(soft_camera_source, str(options["softcore_camera_mode"]))
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hard_camera_config_dict = camera_config_with_mode(hard_camera_source, hard_camera_mode)
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soft_camera_config_dict = camera_config_with_detail(
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soft_camera_config_dict,
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str(options["camera_detail"]),
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camera_detail_choices,
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)
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hard_camera_config_dict = camera_config_with_detail(
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hard_camera_config_dict,
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str(options["camera_detail"]),
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camera_detail_choices,
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)
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soft_camera_directive, soft_camera_config_dict = camera_directive(soft_camera_config_dict)
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hard_camera_directive, hard_camera_config_dict = camera_directive(hard_camera_config_dict)
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soft_subject_kind = "woman" if options["softcore_cast"] == "solo" else "subjects"
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hard_subject_kind = "couple" if hard_women_count + hard_men_count == 2 else "subjects"
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soft_row = apply_contextual_composition(soft_row, soft_subject_kind)
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hard_row = apply_contextual_composition(hard_row, hard_subject_kind)
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hard_scene = soft_row["scene_text"] if options["continuity"] == "same_creator_same_room" else hard_row["scene_text"]
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if hard_scene != hard_row.get("scene_text"):
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hard_row["source_scene_text"] = hard_row.get("source_scene_text") or hard_row.get("scene_text", "")
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hard_row["scene_text"] = hard_scene
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hard_composition = contextual_composition_prompt(hard_scene, hard_row["composition"], hard_subject_kind)
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if hard_composition != hard_row["composition"]:
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hard_row["source_composition"] = hard_row.get("source_composition") or hard_row["composition"]
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hard_row["composition"] = hard_composition
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hard_row["composition_prompt"] = composition_prompt(hard_composition)
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soft_pov_camera_labels = pov_character_labels if options["softcore_cast"] == "same_as_hardcore" else []
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soft_camera_scene_directive, soft_camera_config_dict = camera_scene_directive_for_context(
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soft_row.get("scene_text"),
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soft_row.get("composition"),
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soft_camera_config_dict,
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soft_pov_camera_labels,
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soft_subject_kind,
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)
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hard_camera_scene_directive, hard_camera_config_dict = camera_scene_directive_for_context(
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hard_scene,
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hard_composition,
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hard_camera_config_dict,
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pov_character_labels,
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hard_subject_kind,
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)
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if soft_pov_camera_labels:
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soft_camera_directive = ""
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if pov_character_labels:
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hard_camera_directive = ""
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soft_row["camera_config"] = soft_camera_config_dict
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soft_row["camera_directive"] = soft_camera_directive
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soft_row["camera_scene_directive"] = soft_camera_scene_directive
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hard_row["camera_config"] = hard_camera_config_dict
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hard_row["camera_directive"] = hard_camera_directive
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hard_row["camera_scene_directive"] = hard_camera_scene_directive
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return {
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"soft_row": soft_row,
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"hard_row": hard_row,
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"hard_scene": hard_scene,
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"hard_composition": hard_composition,
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"soft_camera_config": soft_camera_config_dict,
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"hard_camera_config": hard_camera_config_dict,
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"soft_camera_directive": soft_camera_directive,
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"hard_camera_directive": hard_camera_directive,
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"soft_camera_scene_directive": soft_camera_scene_directive,
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"hard_camera_scene_directive": hard_camera_scene_directive,
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"soft_camera_scene_sentence": f"{soft_camera_scene_directive} " if soft_camera_scene_directive else "",
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"hard_camera_scene_sentence": f"{hard_camera_scene_directive} " if hard_camera_scene_directive else "",
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"soft_camera_sentence": f"Camera control: {soft_camera_directive} " if soft_camera_directive else "",
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"hard_camera_sentence": f"Camera control: {hard_camera_directive} " if hard_camera_directive else "",
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}
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+33
-63
@@ -25,6 +25,7 @@ try:
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template_list as _template_list,
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)
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from . import generate_prompt_batches as g
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from . import pair_camera
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from . import scene_camera_adapters
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from .hardcore_text_cleanup import (
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sanitize_hardcore_axis_values as _sanitize_hardcore_axis_values,
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@@ -54,6 +55,7 @@ except ImportError: # Allows local smoke tests with `python -c`.
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template_list as _template_list,
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)
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import generate_prompt_batches as g
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import pair_camera
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import scene_camera_adapters
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from hardcore_text_cleanup import (
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sanitize_hardcore_axis_values as _sanitize_hardcore_axis_values,
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@@ -6804,12 +6806,6 @@ def _parse_insta_of_options(options_json: str | dict[str, Any] | None) -> dict[s
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return parsed
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def _insta_camera_config_with_detail(camera_config: dict[str, Any], camera_detail: str) -> dict[str, Any]:
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if camera_detail in CAMERA_DETAIL_CHOICES:
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camera_config["camera_detail"] = camera_detail
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return camera_config
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def _insta_of_hardcore_counts(options: dict[str, Any]) -> tuple[int, int]:
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policy = str(options.get("hardcore_cast", "use_counts"))
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if policy == "couple":
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@@ -7448,64 +7444,38 @@ def build_insta_of_pair(
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platform_style = INSTA_OF_PLATFORM_STYLES[options["platform_style"]]
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soft_level = INSTA_OF_SOFT_LEVELS[options["softcore_level"]]
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hard_level = INSTA_OF_HARDCORE_LEVELS[options["hardcore_level"]]
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hard_camera_mode = options["hardcore_camera_mode"]
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soft_camera_source = softcore_camera_config or camera_config
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hard_camera_source = hardcore_camera_config or camera_config
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if hard_camera_mode == "same_as_softcore":
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hard_camera_mode = options["softcore_camera_mode"]
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hard_camera_source = soft_camera_source
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soft_camera_config = _camera_config_with_mode(soft_camera_source, options["softcore_camera_mode"])
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hard_camera_config = _camera_config_with_mode(hard_camera_source, hard_camera_mode)
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soft_camera_config = _insta_camera_config_with_detail(soft_camera_config, options["camera_detail"])
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hard_camera_config = _insta_camera_config_with_detail(hard_camera_config, options["camera_detail"])
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soft_camera_directive, soft_camera_config = _camera_directive(soft_camera_config)
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hard_camera_directive, hard_camera_config = _camera_directive(hard_camera_config)
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soft_subject_kind = "woman" if options["softcore_cast"] == "solo" else "subjects"
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hard_subject_kind = "couple" if hard_women_count + hard_men_count == 2 else "subjects"
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soft_row = _apply_coworking_composition(soft_row, soft_subject_kind)
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hard_row = _apply_coworking_composition(hard_row, hard_subject_kind)
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hard_scene = soft_row["scene_text"] if options["continuity"] == "same_creator_same_room" else hard_row["scene_text"]
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if hard_scene != hard_row.get("scene_text"):
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hard_row["source_scene_text"] = hard_row.get("source_scene_text") or hard_row.get("scene_text", "")
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hard_row["scene_text"] = hard_scene
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hard_composition = _coworking_composition_prompt(hard_scene, hard_row["composition"], hard_subject_kind)
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if hard_composition != hard_row["composition"]:
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hard_row["source_composition"] = hard_row.get("source_composition") or hard_row["composition"]
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hard_row["composition"] = hard_composition
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hard_row["composition_prompt"] = _composition_prompt(hard_composition)
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soft_pov_camera_labels = (
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pov_character_labels
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if options["softcore_cast"] == "same_as_hardcore"
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else []
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camera_route = pair_camera.resolve_insta_pair_camera(
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soft_row=soft_row,
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hard_row=hard_row,
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options=options,
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camera_config=camera_config,
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softcore_camera_config=softcore_camera_config,
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hardcore_camera_config=hardcore_camera_config,
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hard_women_count=hard_women_count,
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hard_men_count=hard_men_count,
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pov_character_labels=pov_character_labels,
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camera_detail_choices=CAMERA_DETAIL_CHOICES,
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camera_config_with_mode=_camera_config_with_mode,
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camera_directive=_camera_directive,
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apply_contextual_composition=_apply_coworking_composition,
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contextual_composition_prompt=_coworking_composition_prompt,
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composition_prompt=_composition_prompt,
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camera_scene_directive_for_context=_camera_scene_directive_for_context,
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)
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soft_camera_scene_directive, soft_camera_config = _camera_scene_directive_for_context(
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soft_row.get("scene_text"),
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soft_row.get("composition"),
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soft_camera_config,
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soft_pov_camera_labels,
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soft_subject_kind,
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)
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hard_camera_scene_directive, hard_camera_config = _camera_scene_directive_for_context(
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hard_scene,
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hard_composition,
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hard_camera_config,
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pov_character_labels,
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hard_subject_kind,
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)
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if soft_pov_camera_labels:
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soft_camera_directive = ""
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if pov_character_labels:
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hard_camera_directive = ""
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soft_row["camera_config"] = soft_camera_config
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soft_row["camera_directive"] = soft_camera_directive
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soft_row["camera_scene_directive"] = soft_camera_scene_directive
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hard_row["camera_config"] = hard_camera_config
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hard_row["camera_directive"] = hard_camera_directive
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hard_row["camera_scene_directive"] = hard_camera_scene_directive
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soft_camera_scene_sentence = f"{soft_camera_scene_directive} " if soft_camera_scene_directive else ""
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hard_camera_scene_sentence = f"{hard_camera_scene_directive} " if hard_camera_scene_directive else ""
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soft_camera_sentence = f"Camera control: {soft_camera_directive} " if soft_camera_directive else ""
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hard_camera_sentence = f"Camera control: {hard_camera_directive} " if hard_camera_directive else ""
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soft_row = camera_route["soft_row"]
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hard_row = camera_route["hard_row"]
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hard_scene = camera_route["hard_scene"]
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hard_composition = camera_route["hard_composition"]
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soft_camera_config = camera_route["soft_camera_config"]
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hard_camera_config = camera_route["hard_camera_config"]
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soft_camera_directive = camera_route["soft_camera_directive"]
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hard_camera_directive = camera_route["hard_camera_directive"]
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soft_camera_scene_directive = camera_route["soft_camera_scene_directive"]
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hard_camera_scene_directive = camera_route["hard_camera_scene_directive"]
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soft_camera_scene_sentence = camera_route["soft_camera_scene_sentence"]
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hard_camera_scene_sentence = camera_route["hard_camera_scene_sentence"]
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soft_camera_sentence = camera_route["soft_camera_sentence"]
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hard_camera_sentence = camera_route["hard_camera_sentence"]
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soft_cast = (
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"solo creator setup with Woman A alone"
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if options["softcore_cast"] == "solo"
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@@ -755,6 +755,14 @@ def smoke_insta_pair_camera_split() -> None:
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_expect("elevated shot" in hard_scene, "hard camera scene missed hard elevation")
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_expect("front-right quarter view" in str(pair.get("softcore_camera_directive")), "soft pair camera directive was not preserved")
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_expect("back-right quarter view" in str(pair.get("hardcore_camera_directive")), "hard pair camera directive was not preserved")
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soft_row = pair.get("softcore_row") or {}
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hard_row = pair.get("hardcore_row") or {}
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_expect(pair.get("softcore_camera_config") == soft_row.get("camera_config"), "soft pair camera config drifted from soft row")
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_expect(pair.get("hardcore_camera_config") == hard_row.get("camera_config"), "hard pair camera config drifted from hard row")
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_expect(pair.get("softcore_camera_directive") == soft_row.get("camera_directive"), "soft pair camera directive drifted from soft row")
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_expect(pair.get("hardcore_camera_directive") == hard_row.get("camera_directive"), "hard pair camera directive drifted from hard row")
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_expect(pair.get("softcore_camera_scene_directive") == soft_row.get("camera_scene_directive"), "soft pair camera scene drifted from soft row")
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_expect(pair.get("hardcore_camera_scene_directive") == hard_row.get("camera_scene_directive"), "hard pair camera scene drifted from hard row")
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krea = krea_formatter.format_krea2_prompt("", metadata_json=_json(pair), target="auto")
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_expect("front-right quarter view" in (krea.get("krea_softcore_prompt") or ""), "Krea soft pair lost soft camera geometry")
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_expect("back-right quarter view" in (krea.get("krea_hardcore_prompt") or ""), "Krea hard pair lost hard camera geometry")
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