adapt configs to kneifftools new project separation

configs/ANIMA.knf.yaml

@@ -59,10 +59,10 @@ caption:
   subject_sex: male           # Adds male subject wording to prose renderers.
   add_domains_to_tags: false  # Anima captions are natural prose, not domain-tag tails.
 
-# Anima uses a Qwen-style text stack; use Kneiff's natural-language flux2 profile.
+# Anima uses a Qwen-style text stack; use Kneiff's natural-language profile.
 caption_outputs:
   mode: hybrid_txt        # One .txt sidecar per image containing selected formats.
-  formats: [flux2]        # Natural-language caption profile for Anima training.
+  formats: [nlg]          # Natural-language caption profile for Anima training.
   tag_scope: supplemental # Kept explicit for consistency with shipped overlays.
 
 # Optional per-subset caption output overrides. Keep commented unless a subset
@@ -70,25 +70,25 @@ caption_outputs:
 # caption_outputs_overrides:
 #   felkin_anchor:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   genitals:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   fullbody:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   body_details:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   fur:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   head:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   sfw:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 
 # ==============================================================
 # == Publishing
@@ -114,14 +114,6 @@ training:
   
     # enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache     # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output    # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -184,7 +176,6 @@ training:
     # Generate a SimpleTuner user_prompt_library JSON from fixed Anima prompts.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       positive_prefix: "masterpiece, best quality, score_7, safe, "
       custom:
         anima_portrait: "Rook_Kaefer, a male felkin ladybug character, close-up portrait, detailed expressive face, black and red shell markings, soft studio lighting, clean illustration."
@@ -271,7 +262,7 @@ training:
       checkpoints_total_limit: 4       # Keep latest 5 checkpoints.
       checkpoint_step_interval: 200    # Save checkpoint every 200 steps.
       validation_step_interval: 200    # Run validation every 200 steps.
-      validation_on_startup: true      # Render baseline validation before training.
+      disable_benchmark: false      # Render baseline validation before training.
       validation_prompt_library: false # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Validation image size.
@@ -302,9 +293,8 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      validation_on_startup: false
+      disable_benchmark: true
       tracker_run_name: ladybird-anima-1-testrun # Separate tracker/log name for smoke runs.
-      output_dir: _simpletuner-output-testrun    # Keep smoke checkpoints away from full run.
       max_train_steps: 12                        # Tiny run to verify plumbing.
       checkpoint_step_interval: 12               # Save at the end of the smoke run.
       validation_step_interval: 12               # Validate at the end of the smoke run.

configs/CHROMA.knf.yaml

@@ -113,14 +113,6 @@ training:
   simpletuner:
     # enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache     # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output    # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -184,7 +176,6 @@ training:
     # plus manifest-derived controls.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       custom:
         chroma_portrait: "character:Rook_Kaefer. species:felkin. A close-up portrait of a male felkin ladybug character, detailed expressive face, black and red shell markings, soft studio lighting, clean illustration."
         chroma_fullbody_reference: "character:Rook_Kaefer. species:felkin. identity_reference. full_body_reference. A full-body character reference of a male felkin ladybug character standing in a neutral pose, visible head, torso, arms, legs, tail, shell markings, clean anatomy."
@@ -262,7 +253,7 @@ training:
       checkpoints_total_limit: 5       # Keep latest 5 checkpoints.
       checkpoint_step_interval: 400    # Save checkpoint every 200 steps.
       validation_step_interval: 400    # Run validation every 200 steps.
-      validation_on_startup: true      # Render baseline validation before training.
+      disable_benchmark: false      # Render baseline validation before training.
       validation_prompt_library: false # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Validation image size.
@@ -293,9 +284,8 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      validation_on_startup: false
+      disable_benchmark: true
       tracker_run_name: ladybird-chroma-testrun # Separate tracker/log name for smoke runs.
-      output_dir: _simpletuner-output-testrun     # Keep smoke checkpoints away from full run.
       max_train_steps: 12                         # Tiny run to verify plumbing.
       checkpoint_step_interval: 12                # Save at the end of the smoke run.
       validation_step_interval: 12                # Validate at the end of the smoke run.

configs/CHROMA_BASE.knf.yaml

@@ -114,14 +114,6 @@ training:
   simpletuner:
     # enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache     # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output    # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -185,7 +177,6 @@ training:
     # showcase prompts plus manifest-derived controls.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       from_prompts:
         caption_styles: [nlg]
         uses: [training_validation]
@@ -262,7 +253,7 @@ training:
       checkpoints_total_limit: 5       # Keep latest 5 checkpoints.
       checkpoint_step_interval: 400    # Save checkpoint every 200 steps.
       validation_step_interval: 400    # Run validation every 200 steps.
-      validation_on_startup: true      # Render baseline validation before training.
+      disable_benchmark: false      # Render baseline validation before training.
       validation_prompt_library: false # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 512x512     # Keep Base validation at native Chroma/Flux image size.
@@ -293,9 +284,8 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      validation_on_startup: false
+      disable_benchmark: true
       tracker_run_name: ladybird-chroma-base-testrun # Separate tracker/log name for smoke runs.
-      output_dir: _simpletuner-output-testrun        # Keep smoke checkpoints away from full run.
       max_train_steps: 12                            # Tiny run to verify plumbing.
       checkpoint_step_interval: 12                   # Save at the end of the smoke run.
       validation_step_interval: 12                   # Validate at the end of the smoke run.

configs/F2K_4B.knf.yaml

@@ -60,10 +60,10 @@ caption:
   subject_sex: male           # Adds male subject wording to prose renderers.
   add_domains_to_tags: false  # Flux2 captions are natural prose, not domain-tag tails.
 
-# Flux2 Klein uses a Qwen-style text stack; use Kneiff's natural-language flux2 profile.
+# Flux2 Klein uses a Qwen-style text stack; use Kneiff's natural-language profile.
 caption_outputs:
   mode: hybrid_txt        # One .txt sidecar per image containing selected formats.
-  formats: [flux2]        # Natural-language caption profile for Flux2 Klein training.
+  formats: [nlg]          # Natural-language caption profile for Flux2 Klein training.
   tag_scope: supplemental # Kept explicit for consistency with shipped overlays.
 
 # Optional per-subset caption output overrides. Keep commented unless a subset
@@ -71,25 +71,25 @@ caption_outputs:
 # caption_outputs_overrides:
 #   felkin_anchor:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   genitals:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   fullbody:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   body_details:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   fur:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   head:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   sfw:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 
 # ==============================================================
 # == Publishing
@@ -115,14 +115,6 @@ training:
 
     # enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache     # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output    # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -190,7 +182,6 @@ training:
     # plus manifest-derived controls.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       # positive_prefix: "masterpiece, best quality, score_7, safe, "
       custom:
         f2k_portrait: "Rook_Kaefer is shown in a portrait as a male Felkin character with an expressive face, soft studio lighting, red-and-black ladybug fur markings."
@@ -271,7 +262,7 @@ training:
       checkpoints_total_limit: 5       # Keep latest 5 checkpoints.
       checkpoint_step_interval: 200    # Save checkpoint every 200 steps.
       validation_step_interval: 200    # Run validation every 200 steps.
-      validation_on_startup: true      # Render baseline validation before training.
+      disable_benchmark: false      # Render baseline validation before training.
       validation_prompt_library: false # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Keep validation affordable for the first Flux2 run.
@@ -303,9 +294,8 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      validation_on_startup: false
+      disable_benchmark: true
       tracker_run_name: ladybird-f2k-testrun # Separate tracker/log name for smoke runs.
-      output_dir: _simpletuner-output-testrun # Keep smoke checkpoints away from full run.
       max_train_steps: 12                     # Tiny run to verify plumbing.
       checkpoint_step_interval: 12            # Save at the end of the smoke run.
       validation_step_interval: 12            # Validate at the end of the smoke run.

configs/F2K_9B.knf.yaml

@@ -60,10 +60,10 @@ caption:
   subject_sex: male           # Adds male subject wording to prose renderers.
   add_domains_to_tags: false  # Flux2 captions are natural prose, not domain-tag tails.
 
-# Flux2 Klein uses a Qwen-style text stack; use Kneiff's natural-language flux2 profile.
+# Flux2 Klein uses a Qwen-style text stack; use Kneiff's natural-language profile.
 caption_outputs:
   mode: hybrid_txt        # One .txt sidecar per image containing selected formats.
-  formats: [flux2]        # Natural-language caption profile for Flux2 Klein training.
+  formats: [nlg]          # Natural-language caption profile for Flux2 Klein training.
   tag_scope: supplemental # Kept explicit for consistency with shipped overlays.
 
 # Optional per-subset caption output overrides. Keep commented unless a subset
@@ -71,25 +71,25 @@ caption_outputs:
 # caption_outputs_overrides:
 #   felkin_anchor:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   genitals:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   fullbody:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   body_details:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   fur:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   head:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 #   sfw:
 #     mode: hybrid_txt
-#     formats: [flux2]
+#     formats: [nlg]
 
 # ==============================================================
 # == Publishing
@@ -115,14 +115,6 @@ training:
 
     # enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache     # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output    # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -190,7 +182,6 @@ training:
     # plus manifest-derived controls.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       # positive_prefix: "masterpiece, best quality, score_7, safe, "
       custom:
         f2k_portrait: "Rook_Kaefer is shown in a portrait as a male Felkin character with an expressive face, soft studio lighting, red-and-black ladybug fur markings."
@@ -271,7 +262,7 @@ training:
       checkpoints_total_limit: 5       # Keep latest 5 checkpoints.
       checkpoint_step_interval: 200    # Save checkpoint every 200 steps.
       validation_step_interval: 200    # Run validation every 200 steps.
-      validation_on_startup: true      # Render baseline validation before training.
+      disable_benchmark: false      # Render baseline validation before training.
       validation_prompt_library: false # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Keep validation affordable for the Flux2 run.
@@ -303,9 +294,8 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      validation_on_startup: false
+      disable_benchmark: true
       tracker_run_name: ladybird-f2k9b-testrun # Separate tracker/log name for smoke runs.
-      output_dir: _simpletuner-output-testrun # Keep smoke checkpoints away from full run.
       max_train_steps: 12                     # Tiny run to verify plumbing.
       checkpoint_step_interval: 12            # Save at the end of the smoke run.
       validation_step_interval: 12            # Validate at the end of the smoke run.

configs/NOOB_BASE.knf.yaml

@@ -126,14 +126,6 @@ training:
   simpletuner:
     enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache  # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -197,7 +189,6 @@ training:
     # prompts plus a few stable NOOB probes.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       positive_prefix: "masterpiece, best quality, newest, "
       from_manifest:
         profile: tag
@@ -277,7 +268,7 @@ training:
       checkpoints_total_limit: 3   # Keep latest 5 checkpoints.
       checkpoint_step_interval: 400    # Save checkpoint every 200 steps.
       validation_step_interval: 400    # Run validation every 200 steps.
-      # validation_on_startup: true  # Render baseline validation before training.
+      # disable_benchmark: false  # Render baseline validation before training.
       validation_prompt_library: false       # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Validation image size.
@@ -306,7 +297,6 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      output_dir: _simpletuner-output-testrun # Keep smoke checkpoints away from full run.
       max_train_steps: 4                      # Tiny run to verify plumbing.
       checkpoint_step_interval: 100           # Avoid extra smoke checkpoints.
       validation_step_interval: 4             # Validate at the end of the smoke run.

configs/NOOB_WILLY.knf.yaml

@@ -126,14 +126,6 @@ training:
   simpletuner:
     enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache  # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -197,7 +189,6 @@ training:
     # prompts plus a few stable NOOB probes.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       positive_prefix: "masterpiece, best quality, newest, "
       from_manifest:
         profile: tag
@@ -276,7 +267,7 @@ training:
       # checkpoints_total_limit: 5   # Keep latest 5 checkpoints.
       checkpoint_step_interval: 200    # Save checkpoint every 200 steps.
       validation_step_interval: 200    # Run validation every 200 steps.
-      # validation_on_startup: true  # Render baseline validation before training.
+      # disable_benchmark: false  # Render baseline validation before training.
       validation_prompt_library: false       # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Validation image size.
@@ -305,7 +296,6 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      output_dir: _simpletuner-output-testrun # Keep smoke checkpoints away from full run.
       max_train_steps: 4                      # Tiny run to verify plumbing.
       checkpoint_step_interval: 100           # Avoid extra smoke checkpoints.
       validation_step_interval: 4             # Validate at the end of the smoke run.

configs/PONY.knf.yaml

@@ -126,14 +126,6 @@ training:
   simpletuner:
     enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache  # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -197,7 +189,6 @@ training:
     # prompts plus a few stable Pony probes.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       positive_prefix: "score_9, score_8_up, score_7_up, source_furry, "
       from_manifest:
         profile: tag
@@ -277,7 +268,7 @@ training:
       # checkpoints_total_limit: 5   # Keep latest 5 checkpoints.
       checkpoint_step_interval: 200    # Save checkpoint every 200 steps.
       validation_step_interval: 200    # Run validation every 200 steps.
-      # validation_on_startup: true  # Render baseline validation before training.
+      # disable_benchmark: false  # Render baseline validation before training.
       validation_prompt_library: false       # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Validation image size.
@@ -306,7 +297,6 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      output_dir: _simpletuner-output-testrun # Keep smoke checkpoints away from full run.
       max_train_steps: 4                      # Tiny run to verify plumbing.
       checkpoint_step_interval: 100           # Avoid extra smoke checkpoints.
       validation_step_interval: 4             # Validate at the end of the smoke run.

configs/Z_IMAGE.knf.yaml

@@ -67,30 +67,30 @@ caption:
 # Default caption sidecar layout for every exported subset.
 caption_outputs:
   mode: hybrid_txt  # One .txt sidecar per image containing selected formats.
-  formats: [z-image]  # Z-Image-profile single-line captions for FLUX.2 Klein training.
-  # tag_scope: supplemental  # Ignored by Z-Image; default is supplemental.
+  formats: [nlg]    # Natural-language captions for Z-Image training.
+  # tag_scope: supplemental  # Ignored by NLG; default is supplemental.
 
 # Optional per-subset caption output overrides. Keep commented unless a subset
 # needs different caption files or formats.
 # caption_outputs_overrides:
 #   felkin_anchor:
 #     mode: hybrid_txt
-#     formats: [Z-Image]
+#     formats: [nlg]
 #   genitals:
 #     mode: hybrid_txt
-#     formats: [Z-Image]
+#     formats: [nlg]
 #   fullbody:
 #     mode: hybrid_txt
-#     formats: [Z-Image]
+#     formats: [nlg]
 #   body_details:
 #     mode: hybrid_txt
-#     formats: [Z-Image]
+#     formats: [nlg]
 #   fur:
 #     mode: hybrid_txt
-#     formats: [Z-Image]
+#     formats: [nlg]
 #   sfw:
 #     mode: hybrid_txt
-#     formats: [Z-Image]
+#     formats: [nlg]
 
 # ==============================================================
 # == Publishing
@@ -115,14 +115,6 @@ training:
   simpletuner:
     # enabled: true # Optional backend-specific switch; defaults to enabled.
 
-    # -- Generated artifact filenames written into TRAINING/<config-id>_<run>.
-    config_filename: simpletuner-config.json                  # Top-level SimpleTuner config.
-    data_backend_filename: simpletuner-multidatabackend.json  # Multi-databackend config.
-
-    # Generated cache/output directories. Relative paths resolve below TRAINING/<config-id>_<run>.
-    cache_root: .simpletuner-cache     # Shared model, text, and VAE cache root.
-    output_dir: _simpletuner-output    # Normal full-run checkpoint output dir.
-
     # Subset-specific SimpleTuner dataloader overrides. Any key here is merged
     # into the subset backend entry after the dataset defaults below.
     subsets:
@@ -186,7 +178,6 @@ training:
     # Generate a SimpleTuner user_prompt_library JSON from MANIFEST.knf.xlsx.
     validation_prompts:
       enabled: true
-      filename: simpletuner-validation-prompts.json
       from_prompts:
         caption_styles: [nlg]
         uses: [training_validation]
@@ -266,7 +257,7 @@ training:
       checkpoints_total_limit: 3       # Keep latest 5 checkpoints.
       checkpoint_step_interval: 400    # Save checkpoint every 200 steps.
       validation_step_interval: 400    # Run validation every 200 steps.
-      validation_on_startup: false      # Render baseline validation before training.
+      disable_benchmark: true      # Render baseline validation before training.
       validation_prompt_library: false # Disable SimpleTuner built-in prompt library.
       validation_disable_unconditional: true # Skip unconditional validation branch.
       validation_resolution: 1024x1024       # Keep validation affordable for the first Z-Image run.
@@ -296,9 +287,8 @@ training:
 
     # Short smoke-run overrides. These merge last only with --testrun.
     trainer_testrun:
-      validation_on_startup: false
+      disable_benchmark: true
       tracker_run_name: ladybird-f2k-1-testrun # Separate tracker/log name for smoke runs.
-      output_dir: _simpletuner-output-testrun  # Keep smoke checkpoints away from full run.
       max_train_steps: 12                      # Tiny run to verify plumbing.
       checkpoint_step_interval: 12             # Save at the end of the smoke run.
       validation_step_interval: 12             # Validate at the end of the smoke run.

prompts.knf.yaml

@@ -100,6 +100,7 @@ prompts:
           tail, natural lighting, outdoors, photorealistic, detailed
           fur
   - id: lava_heroic_full_body_heroic_lava
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -154,6 +155,7 @@ prompts:
           misty meadow, sunrise, golden backlighting, fog, short grass, nature, depth of
           field, photorealistic, detailed fur
   - id: monochrome_cyberpunk_front_portrait_male_felkin
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -178,6 +180,7 @@ prompts:
           background, high contrast, chiaroscuro, dramatic shadows, textured brushwork,
           dystopian, cinematic lighting, detailed
   - id: adult_male_felkin_in_a_whimsical
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -207,6 +210,7 @@ prompts:
           glowing spores, lantern flowers, vines, sunset, fairytale, painterly, fantasy,
           detailed fur
   - id: adult_male_felkin_painted_as_a
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -240,6 +244,7 @@ prompts:
           covered crotch, velvet, stool, candlelight, moonlight, chiaroscuro, impasto,
           brush strokes, antique interior, museum painting, painterly realism
   - id: grand_full_body_adult_male_felkin
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -274,6 +279,7 @@ prompts:
           draped cloth, halo, rose window, tail spiral, lead cames, jewel tones, ruby
           glass, cobalt blue, emerald, medieval art, luminous, backlit
   - id: adult_male_felkin_rendered_as_a
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -308,6 +314,7 @@ prompts:
           handwritten notes, ink drawing, crosshatching, sepia, red chalk, archive scan, naturalist
           illustration
   - id: adult_male_felkin_in_explosive_vintage
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -337,6 +344,7 @@ prompts:
           red eyes, gray fur, musclegut, dramatic tail, speed lines, explosion, sound
           effect, BAM, halftone, thick outlines, cel shading, pulp art, action scene
   - id: side_view_of_an_adult_male
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -359,6 +367,7 @@ prompts:
           red eyes, gray fur, musclegut, tail reflection, wet pavement, neon signs,
           cinematic rain, photorealistic
   - id: full_body_male_felkin_in_monochrome
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -402,6 +411,7 @@ prompts:
           forest, bokeh, warm light, natural lighting, photorealistic, detailed
           fur
   - id: close_intimate_cinematic_shot_of_an
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -428,6 +438,7 @@ prompts:
           red eyes, gray fur, musclegut, blurred tail, forest, bokeh, golden hour, shallow
           depth of field, peaceful, photorealistic, detailed fur
   - id: adult_male_felkin_lying_back_on
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -451,6 +462,7 @@ prompts:
           controller, led lights, pizza box, rainy window, tired smile, cozy, modern
           interior, neon lighting, slice of life
   - id: naked_adult_male_felkin_standing_in
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -531,6 +543,7 @@ prompts:
           tail, wet floor, reflections, steam, cinematic lighting, tasteful, realistic
           fur
   - id: a_raw_intimate_pov_shot_from
+    uses: [showcase]
     captions:
       nlg:
         - >-
@@ -612,6 +625,7 @@ prompts:
           red eyes, gray fur, musclegut, fully sheathed, tail draped, dappled sunlight,
           calm smile, wildlife, photorealistic, detailed fur, forest texture
   - id: adult_male_felkin_sitting_in_the
+    uses: [showcase]
     captions:
       nlg:
         - >-

vocabulary.knf.yaml

@@ -1,825 +1,41 @@
-version: 0.2
-name: felkin_jtp3_vocab
-description: >
-  Tag vocabulary optimized for manual tagging + caption generation for FLUX.2 [klein].
-  JTP tag reference is RedRocket/JTP-3 (e621 tag set). Custom tokens cover Felkin concepts.
-
-references:
-  jtp3:
-    repo: RedRocket/JTP-3
-    tag_csv: data/jtp-3-hydra-tags.csv
-    notes:
-      - "JTP-3 predicts 7,504 popular e621 tags."
-      - "Default inference rewrites tags for diffusion captions (underscores -> spaces, vulva -> pussy, escape parentheses)."
-  wd14:
-    note: "Optional secondary reference only. JTP-3 is the primary standard."
-
-conventions:
-  jtp_tag_source: jtp3
-  jtp_format: e621
-  jtp_case: lower
-  jtp_separators:
-    - underscore
-    - hyphen
-  allowed_special:
-    - "("
-    - ")"
-    - "'"
-    - "/"
-  rendering:
-    # Used when you auto-generate .txt captions (JTP-3-style).
-    caption_txt:
-      replace_underscores_with_spaces: true
-      replace_vulva_with_pussy: true
-      escape_parentheses: true
-    # Used when you generate natural-language prompts for FLUX.2.
-    prompt:
-      replace_underscores_with_spaces: true
-      replace_vulva_with_pussy: false
-      escape_parentheses: false
+version: 1
+name: rook
+description: Rook identity and traits layered over Kneiff's packaged JTP vocabulary.
 
 custom_tokens:
   character:
     Rook_Kaefer:
-      text: "Rook_Kaefer"
+      text: Rook_Kaefer
       domain: character
       nlg:
-        name: "Rook_Kaefer"  # Keep underscore
-      note: "Custom character token for Rook."
+        name: Rook_Kaefer
+      note: Custom character token for Rook.
   species:
     felkin:
       text: felkin
       domain: species
       nlg:
-        subject_class: "Felkin character"
-      note: "Custom species token. Not part of JTP-3."
+        subject_class: Felkin character
+      note: Custom species token. Not part of JTP-3.
 
 axes:
-  - name: subject_count
-    kind: one_of_optional
-    values:
-      - tag: solo
-        jtp_tag: solo
-        note: "No need to use for zoomed in"
-      - tag: duo
-        jtp_tag: duo
-      - tag: group
-        jtp_tag: group
-
-  - name: clothes
-    kind: multi_optional
-    values: 
-      - tag: loincloth
-        jtp_tag: loincloth
-        nlg:
-          role: clothing.predicate
-          phrase: "wearing a loincloth"
-      - tag: loincloth_only
-        jtp_tag: loincloth_only
-        natural_language: "loincloth only"
-        nlg:
-          role: clothing.predicate
-          phrase: "wearing only a loincloth"
-      - tag: underwear
-        jtp_tag: underwear
-        nlg:
-          role: clothing.predicate
-          phrase: "wearing underwear"
-      - tag: white_tank_top
-        natural_language: "white tank top"
-        nlg:
-          role: clothing.predicate
-          phrase: "wearing a white tank top"
-      - tag: black_shorts
-        natural_language: "black shorts"
-        nlg:
-          role: clothing.predicate
-          phrase: "wearing black shorts"
-
-  - name: physique
-    kind: one_of_optional
-    values:
-      - tag: musclegut
-        jtp_tag: musclegut
-        nlg:
-          role: body.physique
-          phrase: "musclegut physique"
-      - tag: lean
-        nlg:
-          role: body.physique
-          phrase: "lean physique"
-
   - name: extra_traits
     kind: multi_optional
     values:
       - tag: ladybug_fur_markings
         output_tags: [fur, red_fur, black_spots, spotted_fur, fur_markings]
-        natural_language: "ladybug fur markings"
+        natural_language: ladybug fur markings
         nlg:
           role: trait.fur_markings
-          phrase: "ladybug markings with black spots on red fur"
-        note: "Custom subtype trait for images that visibly show Rook's ladybug-style fur pattern."
+          phrase: ladybug markings with black spots on red fur
+        note: Custom subtype trait for Rook's visible ladybug-style fur pattern.
       - tag: facial_markings
-        natural_language: "facial markings"
+        natural_language: facial markings
         nlg:
           role: trait.facial_markings
-          phrase: "distinctive facial markings"
-        note: "Use for face/head views where Rook's face-specific markings are visible."
+          phrase: distinctive facial markings
+        note: Use when Rook's face-specific markings are visible.
       - tag: red_eyes
         nlg:
           role: trait.eye_color
-          phrase: "red eyes"
-
-  - name: view
-    kind: one_of
-    values:
-      - tag: near_front_view
-        jtp_tag: near_front_view
-        natural_language: "near front view"
-        nlg:
-          role: composition.view_adjective
-          phrase: "near-front-view"
-        note: "Custom. Not present in JTP-3 tag list."
-      - tag: front_view
-        jtp_tag: front_view
-        natural_language: "front view"
-        nlg:
-          role: composition.view_adjective
-          phrase: "front-view"
-      - tag: three_quarter_view
-        jtp_tag: three-quarter_view
-        natural_language: "three-quarter view"
-        nlg:
-          role: composition.view_adjective
-          phrase: "three-quarter-view"
-      - tag: near_side_view
-        jtp_tag: near_side_view
-        natural_language: "near side view"
-        nlg:
-          role: composition.view_adjective
-          phrase: "near-side-view"
-        note: "Custom. Not present in JTP-3 tag list."
-      - tag: side_view
-        jtp_tag: side_view
-        natural_language: "side view"
-        nlg:
-          role: composition.view_adjective
-          phrase: "side-view"
-      - tag: rear_view
-        jtp_tag: rear_view
-        natural_language: "rear view"
-        nlg:
-          role: composition.view_adjective
-          phrase: "rear-view"
-
-  - name: zoom
-    kind: one_of
-    note: "JTP-3 does not use 'full_body'. Use e621 portrait/framing tags."
-    values:
-      - tag: full_body
-        jtp_tag: full-length_portrait
-        natural_language: "full-body"
-        nlg:
-          role: composition.framing
-          phrase: "full-body view"
-      - tag: portrait
-        jtp_tag: portrait
-        natural_language: "portrait"
-        nlg:
-          role: composition.framing
-          phrase: "portrait view"
-      - tag: close_up
-        jtp_tag: close-up
-        natural_language: "close-up"
-        nlg:
-          role: composition.framing
-          phrase: "close-up"
-      - tag: ultra_close_up
-        custom_tag: ultra_close-up
-        natural_language: "ultra close-up"
-        nlg:
-          role: composition.framing
-          phrase: "ultra close-up"
-        note: "Custom. Not present in JTP-3 tag list."
-
-  - name: zoom_subject
-    kind: multi_optional
-    note: "JTP-3 does not include generic focus tags like 'eye_focus'. Keep these custom if you need them."
-    values:
-      - tag: torso
-        jtp_tag: torso
-        nlg:
-          role: detail.visible
-          phrase: "torso"
-      - tag: eye
-        natural_language: "eye close-up"
-        nlg:
-          role: composition.focus
-          phrase: "one eye"
-      - tag: eyes
-        natural_language: "eyes close-up"
-        nlg:
-          role: composition.focus
-          phrase: "eyes"
-      - tag: hand
-        natural_language: "hand close-up"
-        nlg:
-          role: composition.focus
-          phrase: "one hand"
-      - tag: face
-        natural_language: "face close-up"
-        nlg:
-          role: composition.focus
-          phrase: "the face"
-      - tag: teeth
-        jtp_tag: teeth
-        nlg:
-          role: composition.focus
-          phrase: "teeth"
-      # Penis
-      - tag: sheath
-        jtp_tag: sheath
-        nlg:
-          role: anatomy.detail
-          phrase: "sheath"
-      - tag: glans
-        jtp_tag: glans
-        nlg:
-          role: anatomy.detail
-          phrase: "glans"
-        note: "Usually used for humans, but `penis_tip` is reserved for sheath peeking"
-      - tag: penis
-        jtp_tag: penis
-        nlg:
-          role: anatomy.detail
-          phrase: "penis"
-      - tag: penis_base
-        jtp_tag: penis_base
-        natural_language: "penis base"
-        nlg:
-          role: anatomy.detail
-          phrase: "penis base"
-      - tag: balls
-        jtp_tag: balls
-        nlg:
-          role: anatomy.detail
-          phrase: "balls"
-      - tag: penis_tip
-        jtp_tag: penis_tip
-        nlg:
-          role: anatomy.detail
-          phrase: "penis tip"
-        note: "Only for penises PEEKING from e.g. a sheath!!!"
-      - tag: urethra
-        jtp_tag: urethra
-        nlg:
-          role: anatomy.detail
-          phrase: "urethra"
-      - tag: knot # !! use feature
-        jtp_tag: knot
-        nlg:
-          role: anatomy.detail
-          phrase: "knot"
-      - tag: tail
-        jtp_tag: tail
-        nlg:
-          role: detail.visible
-          phrase: "tail"
-      - tag: legs
-        jtp_tag: legs
-        nlg:
-          role: detail.visible
-          phrase: "legs"
-      - tag: foot
-        jtp_tag: feet
-        natural_language: "foot"
-        nlg:
-          role: detail.visible
-          phrase: "foot"
-      - tag: fur
-        jtp_tag: fur
-        custom_tag: fur_texture
-        natural_language: "fur texture"
-        nlg:
-          role: composition.focus
-          phrase: "fur texture"
-      # - tag: genitalia
-      #   jtp_tag: feet
-      #   note: "General term for sheath, so that penis "
-
-  - name: pose_body
-    kind: multi_optional
-    values:
-      - tag: standing
-        jtp_tag: standing
-        nlg:
-          role: body.predicate
-          phrase: "standing"
-      - tag: sitting
-        jtp_tag: sitting
-        nlg:
-          role: body.predicate
-          phrase: "sitting"
-      - tag: crouching
-        jtp_tag: crouching
-        nlg:
-          role: body.predicate
-          phrase: "crouching"
-      - tag: squatting
-        nlg:
-          role: body.predicate
-          phrase: "squatting"
-        note: "Custom. Not present in JTP-3 tag list."
-      - tag: kneeling
-        jtp_tag: kneeling
-        nlg:
-          role: body.predicate
-          phrase: "kneeling"
-      - tag: lying
-        jtp_tag: lying
-        nlg:
-          role: body.predicate
-          phrase: "lying down"
-      - tag: on_front
-        nlg:
-          role: body.predicate
-          phrase: "on their front"
-      - tag: on_back
-        nlg:
-          role: body.predicate
-          phrase: "on their back"
-      - tag: leaning
-        jtp_tag: leaning
-        nlg:
-          role: body.predicate
-          phrase: "leaning"
-      - tag: leaning_forward
-        jtp_tag: leaning_forward
-        natural_language: "leaning forward"
-        nlg:
-          role: body.predicate
-          phrase: "leaning forward"
-      - tag: all_fours
-        nlg:
-          role: body.predicate
-          phrase: "on all fours"
-      - tag: leaning_over
-        nlg:
-          role: body.predicate
-          phrase: "leaning over"
-
-  - name: pose_hand
-    kind: multi_optional
-    values:
-      - tag: hand_gesture
-        jtp_tag: hand_gesture
-        natural_language: "hand gesture"
-        nlg:
-          role: hands.predicate
-          phrase: "gesturing with their hands"
-        note: "Can be gesticulation while talking"
-      - tag: hand_on_wall
-        jtp_tag: hand_on_wall
-        natural_language: "hand on wall"
-        nlg:
-          role: hands.predicate
-          phrase: "resting one hand on a wall"
-      - tag: masturbation
-        jtp_tag: masturbation
-        nlg:
-          role: hands.predicate
-          phrase: "masturbating"
-      - tag: reaching_out
-        jtp_tag: reaching_out
-        natural_language: "reaching out"
-        nlg:
-          role: hands.predicate
-          phrase: "reaching out"
-      - tag: hand_on_knees
-        jtp_tag: hand_on_knees
-        natural_language: "hand on knees"
-        nlg:
-          role: hands.predicate
-          phrase: "resting their hands on their knees"
-      - tag: hand_on_thigh
-        jtp_tag: hand_on_thigh
-        natural_language: "hand on thigh"
-        nlg:
-          role: hands.predicate
-          phrase: "resting one hand on their thigh"
-      - tag: hand_on_leg
-        natural_language: "hand on leg"
-        nlg:
-          role: hands.predicate
-          phrase: "resting one hand on their leg"
-      - tag: hand_on_crotch
-        jtp_tag: hand_on_crotch
-        natural_language: "hand on crotch"
-        nlg:
-          role: hands.predicate
-          phrase: "holding one hand on their crotch"
-      - tag: hand_on_own_penis
-        natural_language: "hand on own penis"
-        nlg:
-          role: hands.predicate
-          phrase: "touching their own penis"
-      - tag: grabbing
-        jtp_tag: grabbing
-        nlg:
-          role: hands.predicate
-          phrase: "grabbing"
-      - tag: waving
-        jtp_tag: waving
-        nlg:
-          role: hands.predicate
-          phrase: "waving"
-      - tag: raised_arm
-        jtp_tag: raised_arm
-        natural_language: "raised arm"
-        nlg:
-          role: hands.predicate
-          phrase: "raising one arm"
-      - tag: raised_arms
-        jtp_tag: raised_arms
-        natural_language: "raised arms"
-        nlg:
-          role: hands.predicate
-          phrase: "raising both arms"
-        note: "Both arms raised, can be waving or just raised."
-      - tag: crossed_arms
-        jtp_tag: crossed_arms
-        natural_language: "crossed arms"
-        nlg:
-          role: hands.predicate
-          phrase: "crossing their arms"
-      - tag: open_hand
-        note: "not a JTP-3 tag"
-        natural_language: "open hand"
-        nlg:
-          role: hands.predicate
-          phrase: "holding an open hand"
-      - tag: fist
-        jtp_tag: fist
-        nlg:
-          role: hands.predicate
-          phrase: "making a fist"
-      - tag: relaxed
-        nlg:
-          role: hands.predicate
-          phrase: "relaxing their hands"
-        note: "not a JTP-3 tag"
-      - tag: spread_fingers
-        jtp_tag: spread_fingers
-        natural_language: "spread fingers"
-        nlg:
-          role: hands.predicate
-          phrase: "spreading their fingers"
-      - tag: flexing_biceps
-        jtp_tag: flexing_biceps
-        natural_language: "flexing biceps"
-        nlg:
-          role: body.predicate
-          phrase: "flexing their biceps"
-      
-
-  - name: interaction
-    kind: multi_optional
-    note: "No plain 'talking' tag in JTP-3. Use specific variants or speech_bubble."
-    values:
-      - tag: talking_to_viewer
-        jtp_tag: talking_to_viewer
-        nlg:
-          role: interaction.detail
-          phrase: "talking to the viewer"
-      - tag: talking_to_another
-        jtp_tag: talking_to_another
-        nlg:
-          role: interaction.detail
-          phrase: "talking to another character"
-      - tag: speech_bubble
-        jtp_tag: speech_bubble
-        nlg:
-          role: interaction.detail
-          phrase: "a speech bubble"
-      - tag: imminent_sex
-        jtp_tag: imminent_sex
-        nlg:
-          role: interaction.detail
-          phrase: "an imminent sexual encounter"
-
-  - name: mouth
-    kind: multi_optional
-    values:
-      - tag: mouth_closed
-        jtp_tag: mouth_closed
-        natural_language: "closed mouth"
-        nlg:
-          role: mouth.state
-          phrase: "closed"
-      - tag: open_mouth
-        jtp_tag: open_mouth
-        natural_language: "open mouth"
-        nlg:
-          role: mouth.state
-          phrase: "open"
-      - tag: teeth_showing
-        jtp_tag: teeth_showing
-        natural_language: "teeth showing"
-        nlg:
-          role: mouth.detail
-          phrase: "teeth"
-        note: "Front Teeth is visible but they are not actively grinning, clenching their teeth or pulling back their lips to show them. Fangs peeking over lower lip do NOT count"
-      - tag: fangs
-        jtp_tag: fangs
-        nlg:
-          role: mouth.detail
-          phrase: "fangs"
-      - tag: tongue
-        jtp_tag: tongue
-        nlg:
-          role: mouth.detail
-          phrase: "tongue"
-      - tag: tongue_out
-        jtp_tag: tongue_out
-        nlg:
-          role: mouth.detail
-          phrase: "tongue out"
-
-  - name: gaze
-    kind: one_of_optional
-    values:
-      - tag: looking_at_viewer
-        jtp_tag: looking_at_viewer
-        nlg:
-          role: face.gaze
-          phrase: "looking at the viewer"
-      - tag: looking_away
-        jtp_tag: looking_away
-        nlg:
-          role: face.gaze
-          phrase: "looking away"
-      - tag: looking_aside
-        jtp_tag: looking_aside
-        nlg:
-          role: face.gaze
-          phrase: "looking to the side"
-      - tag: looking_up
-        jtp_tag: looking_up
-        nlg:
-          role: face.gaze
-          phrase: "looking up"
-      - tag: looking_down
-        jtp_tag: looking_down
-        nlg:
-          role: face.gaze
-          phrase: "looking down"
-      - tag: looking_back
-        jtp_tag: looking_back
-        nlg:
-          role: face.gaze
-          phrase: "looking back"
-
-  - name: expression
-    kind: multi_optional
-    note: "No clean 'neutral' tag in JTP-3 list. Omit expression tags for neutral."
-    values:
-      - tag: smile
-        jtp_tag: smile
-        natural_language: "smiling"
-        nlg:
-          role: face.expression
-          phrase: "smiling"
-      - tag: smirk
-        jtp_tag: smirk
-        natural_language: "smirking"
-        nlg:
-          role: face.expression
-          phrase: "smirking"
-      - tag: grin
-        jtp_tag: grin
-        natural_language: "grinning"
-        nlg:
-          role: face.expression
-          phrase: "grinning"
-      - tag: seductive
-        jtp_tag: seductive
-        natural_language: "flirty"
-        nlg:
-          role: face.expression
-          phrase: "looking flirty"
-      - tag: flirty
-        natural_language: "flirty"
-        nlg:
-          role: face.expression
-          phrase: "looking flirty"
-      - tag: angry
-        jtp_tag: angry
-        natural_language: "angry"
-        nlg:
-          role: face.expression
-          phrase: "looking angry"
-      - tag: roaring
-        jtp_tag: roaring
-        nlg:
-          role: face.expression
-          phrase: "roaring"
-      - tag: blush
-        jtp_tag: blush
-        natural_language: "blushing"
-        nlg:
-          role: face.expression
-          phrase: "blushing"
-      - tag: smug
-        jtp_tag: smug
-        nlg:
-          role: face.expression
-          phrase: "looking smug"
-      - tag: embarrassed
-        jtp_tag: embarrassed
-        nlg:
-          role: face.expression
-          phrase: "looking embarrassed"
-      - tag: drooling
-        jtp_tag: drooling
-        nlg:
-          role: face.expression
-          phrase: "drooling"
-
-  - name: style
-    kind: one_of_optional
-    values:
-      - tag: photorealistic
-        jtp_tag: photorealism
-        natural_language: "photorealistic"
-        nlg:
-          role: composition.style
-          phrase: "photorealistic"
-      - tag: realistic
-        jtp_tag: realistic
-        nlg:
-          role: composition.style
-          phrase: "realistic"
-        note: "Realistic approach to its anatomy, proportion, lighting."
-      - tag: shaded
-        jtp_tag: shaded
-        domain: meta
-        nlg:
-          role: composition.style
-          phrase: "shaded"
-        note: "Shaded with a mix of hard shading and soft shading, but not fully rendered with painting techniques. Can cover any kind of digital image with a 'shaded look'."
-      - tag: soft_shaded
-        jtp_tag: soft_shading
-        nlg:
-          role: composition.style
-          phrase: "soft-shaded"
-        note: "Shadings are (complex) gradients"
-      - tag: simple_shading
-        jtp_tag: simple_shading
-        natural_language: "simple shading"
-        nlg:
-          role: composition.style
-          phrase: "simple-shaded"
-        note: "Shaded with only hard shading, no soft shading. Can cover any kind of digital image with a 'simple shaded look'."
-      - tag: flat_colors
-        jtp_tag: flat_colors
-        natural_language: "flat colors"
-        nlg:
-          role: composition.style
-          phrase: "flat-colored"
-        note: "Flat colors with no shading. Can cover any kind of digital image with a 'flat colored look'."
-      - tag: comic
-        jtp_tag: comic
-        nlg:
-          role: composition.style
-          phrase: "comic-style"
-      - tag: sketch
-        jtp_tag: sketch
-        nlg:
-          role: composition.style
-          phrase: "sketched"
-      # - tag: digital_painting
-      #   jtp_tag: digital_painting_(artwork)
-      #   note: "General term for 'painted' look, regardless of style/realism"
-      - tag: render_3d
-        jtp_tag: 3d_(artwork)
-        nlg:
-          role: composition.style
-          phrase: "3D-rendered"
-      - tag: pixelart
-        jtp_tag: pixel_(artwork)
-        natural_language: "pixel art"
-        nlg:
-          role: composition.style
-          phrase: "pixel-art"
-  - name: penis_erection
-    kind: multi_optional
-    values:
-      - tag: fully_sheathed
-        jtp_tag: fully_sheathed
-        natural_language: "fully sheathed"
-        nlg:
-          role: penis.state
-          phrase: "fully sheathed"
-      # - tag: fully_extended
-      #   note: "not a jtp tag, but describes fully unsheathed, yet not erect, but also not flaccid"
-      # !! use `erection, hanging` for fully extended but not pointing up
-      - tag: flaccid
-        jtp_tag: flaccid
-        nlg:
-          role: penis.state
-          phrase: "flaccid"
-        note: "For humans: no arousal. For sheathed penis: unsheathed, but often is pointing down, hanging loosely, or just sitting on top of the balls not doing anything in particular."
-      - tag: becoming_erect
-        jtp_tag: becoming_erect
-        natural_language: "becoming erect"
-        nlg:
-          role: penis.state
-          phrase: "becoming erect"
-        note: "Graduates from flaccid or fully sheathed to erection, or from half-erect to fully erect."
-      - tag: hanging
-        jtp_tag: hanging_penis
-        natural_language: "hanging penis"
-        nlg:
-          role: penis.state
-          phrase: "hanging down"
-        note: "Fully 'erect', but hanging down by its own weight. Turns to 'erection' if stiffening upwards"
-      - tag: curved
-        jtp_tag: curved_penis
-        natural_language: "curved penis"
-        nlg:
-          role: penis.state
-          phrase: "curved"
-        note: "Smoothly bent, e.g. by external force (gravity, pushed)."
-      - tag: half-erect
-        jtp_tag: half-erect
-        nlg:
-          role: penis.state
-          phrase: "half-erect"
-        note: "Somewhere between `flaccid`/`fully_sheathed` and `erection`"
-      - tag: erection
-        jtp_tag: erection
-        nlg:
-          role: penis.state
-          phrase: "erect"
-        note: "visibly hard, pointing (straight) up"
-  - name: penis_feature
-    kind: multi_optional
-    values:
-      - tag: flared
-        jtp_tag: flared_penis
-        natural_language: "flared penis"
-        nlg:
-          role: penis.feature
-          phrase: "a flared tip"
-      - tag: big_flare
-        jtp_tag: big_flare
-        natural_language: "big flare"
-        nlg:
-          role: penis.feature
-          phrase: "a large flare"
-      - tag: knotted
-        jtp_tag: knotted_penis
-        natural_language: "knotted penis"
-        nlg:
-          role: penis.feature
-          phrase: "a knot"
-
-  - name: background
-    kind: multi_optional
-    values:
-      - tag: simple_background
-        jtp_tag: simple_background
-        include_in_prose: false
-      - tag: detailed_background
-        jtp_tag: detailed_background
-        include_in_prose: false
-      - tag: tent
-        jtp_tag: tent
-        nlg:
-          role: background.setting
-          phrase: "inside a tent"
-      - tag: forest
-        jtp_tag: forest
-        nlg:
-          role: background.setting
-          phrase: "in a forest"
-      - tag: bathroom
-        jtp_tag: bathroom
-        nlg:
-          role: background.setting
-          phrase: "in a bathroom"
-      - tag: cockpit
-        jtp_tag: cockpit
-        nlg:
-          role: background.setting
-          phrase: "inside a cockpit"
-      - tag: living_room
-        jtp_tag: living_room
-        nlg:
-          role: background.setting
-          phrase: "in a living room"
-      - tag: sauna
-        jtp_tag: sauna
-        nlg:
-          role: background.setting
-          phrase: "in a sauna"
+          phrase: red eyes