Configured new z-image training. Minor change in one image

MANIFEST.knf.xlsx

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f54e9e940125240c307baf6b71692686b43fe340c72ac050e16ef09967d95d74
-size 15082498
+oid sha256:e89684a27435a51189b631dad0a9264ad388a9616c63d9e472e14580c466059d
+size 16085764

MANIFEST.yaml

@@ -542,27 +542,10 @@
   style: "realistic "
   background: simple_background
   sfw: sfw
-- Relative_path: 0-FULLBODY/Sideview/260507-02_36_04-PUBES-555095189900462-1.png
-  Subfolders: Sideview
-  Filename: 260507-02_36_04-PUBES-555095189900462-1.png
-  Sync_timestamp: "2026-05-23 17:49:21"
-  Resolution: 2288x2288
-  character: Rook_Kaefer
-  species: felkin
-  subject_count: solo
-  physique: musclegut
-  extra_traits: ladybug_fur_markings
-  view: side_view
-  zoom: full_body
-  pose_body: standing
-  mouth: mouth_closed
-  style: "realistic "
-  penis_erection: fully_sheathed
-  background: simple_background
 - Relative_path: 0-FULLBODY/Three-quarterview/260515-00_42_22-DICK-315473446834465-1.png
   Subfolders: Three-quarterview
   Filename: 260515-00_42_22-DICK-315473446834465-1.png
-  Sync_timestamp: "2026-07-04 15:29:40"
+  Sync_timestamp: "2026-07-06 16:21:28"
   Resolution: 2048x2048
   character: Rook_Kaefer
   species: felkin
@@ -608,6 +591,7 @@
   view: side_view
   zoom: full_body
   pose_body: standing
+  pose_hand: raised_arm
   mouth: mouth_closed
   style: "realistic "
   penis_erection: erection
@@ -626,6 +610,7 @@
   view: side_view
   zoom: full_body
   pose_body: standing
+  pose_hand: raised_arm
   mouth: mouth_closed
   style: "realistic "
   penis_erection: erection
@@ -729,7 +714,7 @@
 - Relative_path: 0-FULLBODY/Sideview/260702-20_17_30-F2K-EDIT-483480526884509-1.png
   Subfolders: Sideview
   Filename: 260702-20_17_30-F2K-EDIT-483480526884509-1.png
-  Sync_timestamp: "2026-07-03 19:08:46"
+  Sync_timestamp: "2026-07-06 16:21:28"
   Resolution: 1584x1312
   character: Rook_Kaefer
   species: felkin
@@ -785,7 +770,7 @@
 - Relative_path: 0-FULLBODY/Three-quarterview/260703-00_59_40-upscale-260702-23-52-48-f2k-edit-350040797753836-1-c2_00001_.png
   Subfolders: Three-quarterview
   Filename: 260703-00_59_40-upscale-260702-23-52-48-f2k-edit-350040797753836-1-c2_00001_.png
-  Sync_timestamp: "2026-07-03 19:08:46"
+  Sync_timestamp: "2026-07-06 16:21:28"
   Resolution: 1536x1536
   character: Rook_Kaefer
   species: felkin
@@ -838,6 +823,23 @@
   style: realistic
   penis_erection: erection
   background: "detailed_background, sauna"
+- Relative_path: 0-FULLBODY/Sideview/260706-14_25_33-TEETH-830676550019617-1.png
+  Subfolders: Sideview
+  Filename: 260706-14_25_33-TEETH-830676550019617-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 2288x2288
+  character: Rook_Kaefer
+  species: felkin
+  subject_count: solo
+  physique: musclegut
+  extra_traits: ladybug_fur_markings
+  view: side_view
+  zoom: full_body
+  pose_body: standing
+  mouth: mouth_closed
+  style: "realistic "
+  penis_erection: fully_sheathed
+  background: simple_background
 - Relative_path: 1-TORSO/260413-22_53_36-1.png
   Filename: 260413-22_53_36-1.png
   Sync_timestamp: "2026-05-23 17:49:21"
@@ -1181,8 +1183,8 @@
 - Relative_path: 2-HEAD/Three-quarterview/260502-15_57_35-TEETH-442910757433289-1.png
   Subfolders: Three-quarterview
   Filename: 260502-15_57_35-TEETH-442910757433289-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 1584x1584
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
   extra_traits: "ladybug_fur_markings, facial_markings, red_eyes"
@@ -1457,6 +1459,7 @@
   gaze: looking_at_viewer
   style: realistic
   background: simple_background
+  sfw: sfw
 - Relative_path: 2-HEAD/NearFrontview/260514-18_18_14-QIE-1-co.png
   Subfolders: NearFrontview
   Filename: 260514-18_18_14-QIE-1-co.png
@@ -1471,6 +1474,7 @@
   expression: grin
   style: realistic
   background: simple_background
+  sfw: sfw
 - Relative_path: 2-HEAD/Sideview/260507-02_36_04-PUBES-555095189900462-1.png
   Subfolders: Sideview
   Filename: 260507-02_36_04-PUBES-555095189900462-1.png
@@ -1484,6 +1488,7 @@
   mouth: mouth_closed
   style: realistic
   background: simple_background
+  sfw: sfw
 - Relative_path: 2-HEAD/Three-quarterview/260701-22_22_01-UNFLARED-1039729296769318-1.png
   Subfolders: Three-quarterview
   Filename: 260701-22_22_01-UNFLARED-1039729296769318-1.png
@@ -1498,6 +1503,7 @@
   gaze: looking_aside
   style: realistic
   background: simple_background
+  sfw: sfw
 - Relative_path: 3-HANDS/260520-21_05_06-QIE-1 - Copy.png
   Filename: 260520-21_05_06-QIE-1 - Copy.png
   Sync_timestamp: "2026-05-23 17:49:21"
@@ -1836,8 +1842,8 @@
   sfw: sfw
 - Relative_path: 4-LEGS/260417-21_27_27-1.png
   Filename: 260417-21_27_27-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 1024x1024
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1216x1216
   character: Rook_Kaefer
   species: felkin
   physique: musclegut
@@ -1851,8 +1857,8 @@
   sfw: sfw
 - Relative_path: 4-LEGS/260418-18_26_39-1.png
   Filename: 260418-18_26_39-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1216x1216
   character: Rook_Kaefer
   species: felkin
   physique: musclegut
@@ -2391,11 +2397,10 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260414-00_48_24-1.png
   Filename: 260414-00_48_24-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 512x512
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: side_view
   zoom: close_up
   zoom_subject: "sheath, balls"
@@ -2404,11 +2409,10 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260419-18_28_24-UPSCALE-546662926822284-1.png
   Filename: 260419-18_28_24-UPSCALE-546662926822284-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 1768x1768
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1584x1584
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: near_side_view
   zoom: close_up
   zoom_subject: "sheath, balls"
@@ -2417,11 +2421,10 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260419-19_13_19-DICK-77574803856899-1.png
   Filename: 260419-19_13_19-DICK-77574803856899-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 1584x1584
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: three-quarter_view
   zoom: close_up
   zoom_subject: "sheath, balls"
@@ -2430,11 +2433,10 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260419-20_22_49-TOES-257682051248666-1.png
   Filename: 260419-20_22_49-TOES-257682051248666-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 1584x1584
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: front_view
   zoom: close_up
   zoom_subject: "sheath, balls"
@@ -2443,11 +2445,10 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260419-21_37_48-TOES-341213668228263-1.png
   Filename: 260419-21_37_48-TOES-341213668228263-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 1768x1768
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: three-quarter_view
   zoom: close_up
   zoom_subject: "sheath, balls"
@@ -2456,11 +2457,10 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260427-15_51_10-PUBES-578273001670644-1-co.png
   Filename: 260427-15_51_10-PUBES-578273001670644-1-co.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: side_view
   zoom: close_up
   zoom_subject: sheath
@@ -2474,7 +2474,6 @@
   Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: rear_view
   zoom: close_up
   zoom_subject: balls
@@ -2483,8 +2482,8 @@
 - Relative_path: 6-SHEATH/Balls/260419-18_28_24-UPSCALE-546662926822284-1.png
   Subfolders: Balls
   Filename: 260419-18_28_24-UPSCALE-546662926822284-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: near_side_view
@@ -2492,23 +2491,11 @@
   zoom_subject: balls
   style: realistic
   background: simple_background
-- Relative_path: 6-SHEATH/Balls/260419-19_13_19-DICK-77574803856899-1 - Copy.png
-  Subfolders: Balls
-  Filename: 260419-19_13_19-DICK-77574803856899-1 - Copy.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
-  character: Rook_Kaefer
-  species: felkin
-  view: near_front_view
-  zoom: ultra_close_up
-  zoom_subject: balls
-  style: realistic
-  background: simple_background
 - Relative_path: 6-SHEATH/Balls/260419-20_22_49-TOES-257682051248666-1.png
   Subfolders: Balls
   Filename: 260419-20_22_49-TOES-257682051248666-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: front_view
@@ -2519,8 +2506,8 @@
 - Relative_path: 6-SHEATH/Balls/260419-21_37_48-TOES-341213668228263-1.png
   Subfolders: Balls
   Filename: 260419-21_37_48-TOES-341213668228263-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: three-quarter_view
@@ -2531,8 +2518,8 @@
 - Relative_path: 6-SHEATH/Sheath/260419-18_28_24-UPSCALE-546662926822284-1.png
   Subfolders: Sheath
   Filename: 260419-18_28_24-UPSCALE-546662926822284-1.png
-  Sync_timestamp: "2026-07-04 16:54:28"
-  Resolution: 768x768
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: near_side_view
@@ -2544,8 +2531,8 @@
 - Relative_path: 6-SHEATH/Sheath/260419-19_13_19-DICK-77574803856899-1.png
   Subfolders: Sheath
   Filename: 260419-19_13_19-DICK-77574803856899-1.png
-  Sync_timestamp: "2026-07-04 16:54:28"
-  Resolution: 768x768
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: near_front_view
@@ -2557,8 +2544,8 @@
 - Relative_path: 6-SHEATH/Sheath/260419-20_22_49-TOES-257682051248666-1.png
   Subfolders: Sheath
   Filename: 260419-20_22_49-TOES-257682051248666-1.png
-  Sync_timestamp: "2026-07-04 16:54:28"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: front_view
@@ -2570,8 +2557,8 @@
 - Relative_path: 6-SHEATH/Sheath/260419-21_37_48-TOES-341213668228263-1.png
   Subfolders: Sheath
   Filename: 260419-21_37_48-TOES-341213668228263-1.png
-  Sync_timestamp: "2026-05-03 13:45:20"
-  Resolution: 600x600
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
   view: three-quarter_view
@@ -2582,8 +2569,8 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260514-13_12_33-QIE-1 - Copy.png
   Filename: 260514-13_12_33-QIE-1 - Copy.png
-  Sync_timestamp: "2026-05-23 17:49:21"
-  Resolution: 768x768
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
   view: side_view
@@ -2594,8 +2581,8 @@
   background: simple_background
 - Relative_path: 6-SHEATH/260514-13_12_33-QIE-1.png
   Filename: 260514-13_12_33-QIE-1.png
-  Sync_timestamp: "2026-05-23 17:49:21"
-  Resolution: 1288x1288
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1536x1536
   character: Rook_Kaefer
   species: felkin
   view: side_view
@@ -2611,7 +2598,6 @@
   Resolution: 1024x1024
   character: Rook_Kaefer
   species: felkin
-  extra_traits: ladybug_fur_markings
   view: rear_view
   zoom: close_up
   zoom_subject: balls
@@ -2620,7 +2606,7 @@
 - Relative_path: 6-SHEATH/Balls/260514-13_12_33-QIE-1.png
   Subfolders: Balls
   Filename: 260514-13_12_33-QIE-1.png
-  Sync_timestamp: "2026-05-23 17:49:21"
+  Sync_timestamp: "2026-07-06 16:21:28"
   Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
@@ -2629,10 +2615,109 @@
   zoom_subject: balls
   style: realistic
   background: simple_background
-- Relative_path: 6-SHEATH/Sheath/260514-13_12_33-QIE-1.png
+- Relative_path: 6-SHEATH/260510-21_49_53-QIE-1007965503674621-1.png
+  Filename: 260510-21_49_53-QIE-1007965503674621-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1536x1536
+  character: Rook_Kaefer
+  species: felkin
+  view: front_view
+  zoom: close_up
+  zoom_subject: "sheath, balls"
+  style: realistic
+  penis_erection: fully_sheathed
+  background: simple_background
+- Relative_path: 6-SHEATH/260706-14_59_57-F2K-EDIT-776740343217472-1.png
+  Filename: 260706-14_59_57-F2K-EDIT-776740343217472-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 1024x1024
+  character: Rook_Kaefer
+  species: felkin
+  view: three-quarter_view
+  zoom: close_up
+  zoom_subject: "sheath, balls"
+  style: realistic
+  penis_erection: fully_sheathed
+  background: simple_background
+- Relative_path: 6-SHEATH/Balls/260414-00_48_24-1.png
+  Subfolders: Balls
+  Filename: 260414-00_48_24-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: side_view
+  zoom: ultra_close_up
+  zoom_subject: balls
+  style: realistic
+  background: simple_background
+- Relative_path: 6-SHEATH/Balls/260419-19_13_19-DICK-77574803856899-1.png
+  Subfolders: Balls
+  Filename: 260419-19_13_19-DICK-77574803856899-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: three-quarter_view
+  zoom: ultra_close_up
+  zoom_subject: balls
+  style: realistic
+  background: simple_background
+- Relative_path: 6-SHEATH/Balls/260510-21_49_53-QIE-1007965503674621-1.png
+  Subfolders: Balls
+  Filename: 260510-21_49_53-QIE-1007965503674621-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: front_view
+  zoom: ultra_close_up
+  zoom_subject: balls
+  style: realistic
+  background: simple_background
+- Relative_path: 6-SHEATH/Sheath/260414-00_48_24-1.png
   Subfolders: Sheath
-  Filename: 260514-13_12_33-QIE-1.png
-  Sync_timestamp: "2026-05-23 17:49:21"
+  Filename: 260414-00_48_24-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: near_side_view
+  zoom: ultra_close_up
+  zoom_subject: sheath
+  style: realistic
+  penis_erection: fully_sheathed
+  background: simple_background
+- Relative_path: 6-SHEATH/Sheath/260427-15_51_10-PUBES-578273001670644-1-co.png
+  Subfolders: Sheath
+  Filename: 260427-15_51_10-PUBES-578273001670644-1-co.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: side_view
+  zoom: ultra_close_up
+  zoom_subject: sheath
+  style: realistic
+  penis_erection: fully_sheathed
+  background: simple_background
+- Relative_path: 6-SHEATH/Sheath/260510-21_49_53-QIE-1007965503674621-1.png
+  Subfolders: Sheath
+  Filename: 260510-21_49_53-QIE-1007965503674621-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: front_view
+  zoom: ultra_close_up
+  zoom_subject: sheath
+  style: realistic
+  penis_erection: fully_sheathed
+  background: simple_background
+- Relative_path: 6-SHEATH/Sheath/260514-13_12_33-QIE-1 - Copy.png
+  Subfolders: Sheath
+  Filename: 260514-13_12_33-QIE-1 - Copy.png
+  Sync_timestamp: "2026-07-06 16:21:28"
   Resolution: 512x512
   character: Rook_Kaefer
   species: felkin
@@ -2642,6 +2727,19 @@
   style: realistic
   penis_erection: fully_sheathed
   background: simple_background
+- Relative_path: 6-SHEATH/Sheath/260706-14_59_57-F2K-EDIT-776740343217472-1.png
+  Subfolders: Sheath
+  Filename: 260706-14_59_57-F2K-EDIT-776740343217472-1.png
+  Sync_timestamp: "2026-07-06 16:21:28"
+  Resolution: 512x512
+  character: Rook_Kaefer
+  species: felkin
+  view: three-quarter_view
+  zoom: ultra_close_up
+  zoom_subject: sheath
+  style: realistic
+  penis_erection: fully_sheathed
+  background: simple_background
 - Relative_path: 7-FUR/260503-02_20_16-1.png
   Filename: 260503-02_20_16-1.png
   Sync_timestamp: "2026-07-04 15:29:40"

configs/Z_IMAGE.knf.yaml

@@ -137,24 +137,20 @@ training:
         probability: 8        # Sample full-body subset at high probability.
         resolution: 1024        # Full-body images are the strongest high-res subset.
         crop: false             # Preserve full-body composition.
-
       body_details:
         probability: 3 # Sample general detail subset at normal probability.
         crop: false     # Preserve detail framing; many samples are already close crops.
-
       fur:
         probability: 1  # Give focused fur crops extra exposure without changing other subsets.
         crop: false     # Preserve texture crop intent; do not random-crop fur samples.
-
       head:
-        probability: 2        # Sample head/face details at extra exposure.
+        probability: 3        # Sample head/face details at extra exposure.
         resolution: 1024        # Preserve detail in high-res head crops.
         crop: false             # Preserve detail framing; many samples are close crops.
 
       sheath:
         probability: 6   # Sample sheathed anatomy subset at normal probability.
         crop: false      # Preserve anatomy crop framing.
-
       dick:
         probability: 6   # Sample anatomy subset at normal probability.
         crop: false      # Preserve anatomy crop framing.
@@ -232,14 +228,17 @@ training:
     curriculum:
       enabled: true
       phases:
-        - name: genitals
+        - name: c_sheath
           start_step: 0
-          subsets: [genitals, fullbody]
-        - name: genitals+head
-          start_step: 800
-          subsets: [genitals, fullbody, head]
-        - name: full_mix
-          start_step: 1600 # !! From this step onward, all subsets are active.
+          subsets: [fullbody, sheath]
+        - name: c_dick
+          start_step: 600
+          subsets: [fullbody, dick]
+        - name: c_head
+          start_step: 1200
+          subsets: [fullbody, head]
+        - name: c_full_mix
+          start_step: 1600 
           subsets: all
 
     
@@ -251,7 +250,7 @@ training:
       hub_model_id: ladybird-z_image-1-lora               # Optional Hub model id if push_to_hub is enabled.
 
       optimizer: adamw_bf16        # BF16 AdamW optimizer.
-      learning_rate: 0.00015        # 1.2e-4; BFL recommends 8e-5 to 1e-4 for LoRA.
+      learning_rate: 0.0002        # 1.2e-4; BFL recommends 8e-5 to 1e-4 for LoRA.
       lr_scheduler: constant_with_warmup # Ramp up LR to avoid weird color biases.
       lr_warmup_steps: 200
       seed: 42                     # Training seed.
@@ -269,7 +268,7 @@ training:
 
       # push_to_hub: false             # Upload final artifacts to Hugging Face Hub.
       # push_checkpoints_to_hub: false # Upload intermediate checkpoints.
-      checkpoints_total_limit: 5       # Keep latest 5 checkpoints.
+      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.