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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..62ee809200bdac1558157ff02c4b7f6d6e932ad6
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_naflex.config.json
@@ -0,0 +1,44 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.5_l1_naflex",
+    "arch": "score",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "l1",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": null
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dc234f9dc08b46242c09dcd9c08ba4874fde91d5
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_naflex.csv
@@ -0,0 +1,202 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_sigmoid_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_sigmoid_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7047b66a46b41badff0ca1227fa0de1761a14946
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_sigmoid_naflex.config.json
@@ -0,0 +1,44 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.5_l1_sigmoid_naflex",
+    "arch": "score",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "mse",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": null
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_sigmoid_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_sigmoid_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3b8b4af7da82b8bff8eb9923f995baab906075bf
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_sigmoid_naflex.csv
@@ -0,0 +1,223 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_softmax_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_softmax_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..550b7558554d645ea75d66feb9869efc8eaa4a02
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_softmax_naflex.config.json
@@ -0,0 +1,44 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.5_l1_softmax_naflex",
+    "arch": "score",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "softmax"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "mse",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
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+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": null
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_softmax_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_softmax_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e148488279c71be5cfb2430fa09ab83579bd5ef2
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_softmax_naflex.csv
@@ -0,0 +1,66 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_tanh_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_tanh_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..436bf1fc020f9a6ed884af3f415e82c073752bf8
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_tanh_naflex.config.json
@@ -0,0 +1,44 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.5_l1_tanh_naflex",
+    "arch": "score",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
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+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "tanh_scaled"
+  },
+  "train": {
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+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "mse",
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+      0.999
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+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": null
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_tanh_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_tanh_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5695b0d79268703f15b7f13e058e7ffe6a16c3b0
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_l1_tanh_naflex.csv
@@ -0,0 +1,222 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_sigmoid_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_sigmoid_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..97c25bbdac89903e4c4f1b74dffefe0df13353f6
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_sigmoid_naflex.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.5_sigmoid_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "bce",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_sigmoid_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_sigmoid_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..019b3f08cd33c3bfefd6ddada8f6ded91f6a57a5
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_sigmoid_naflex.csv
@@ -0,0 +1,16 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_softmax_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_softmax_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3bb424d5f52e4c176fc342e10fe67a18b51477d5
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_softmax_naflex.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.5_softmax_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "tanh_scaled"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "bce",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_softmax_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_softmax_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..edbefaba3d0c0e4223d35ce2890fd0ce9f1d9570
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.5_softmax_naflex.csv
@@ -0,0 +1,372 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.6_fl_sigmoid_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.6_fl_sigmoid_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..68b23a9e49b8316ac6082af5e80b5a4c1891127c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.6_fl_sigmoid_naflex.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.6_fl_sigmoid_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.6_fl_sigmoid_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.6_fl_sigmoid_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c58392f741fe7e4fa0c3de69a41067319d73a33e
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.6_fl_sigmoid_naflex.csv
@@ -0,0 +1,126 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_ce_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_ce_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa4d3bfc594e4d1120ebd8e1b0268f5371eb5db3
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_ce_naflex.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.7_fl_ce_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "crossentropy",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_ce_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_ce_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9361e153b0ac360a4a9cd11ea9018b2bfc6faf3e
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_ce_naflex.csv
@@ -0,0 +1,41 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_linear_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_linear_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..48dd54a630b504e06c7938e589ce1b029ca37454
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_linear_naflex.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.7_fl_linear_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0005,
+    "steps": 50000,
+    "batch": 64,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_linear_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_linear_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a63a46bcf215fe26d1a76d06beed7ae7d8f21989
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_linear_naflex.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_sigmoid_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_sigmoid_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9fafc7d91cd379ae590a7c6898160d670927c37e
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_sigmoid_naflex.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.7_fl_sigmoid_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_NaflexResize",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_sigmoid_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_sigmoid_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc25641de9f700b80718edadf3b01bfe882b19fc
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.7_fl_sigmoid_naflex.csv
@@ -0,0 +1,259 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_linear_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_linear_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..38ac57421e6989b3c2c018e5c8658aefebcbbc76
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_linear_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.8_fl_linear_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_linear_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_linear_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e1fe95400ca7caa89e2c60e8a439c71bb728f18
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_linear_FitPad.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8c505ccb73ceb9cab31ab72a1cc87153607c543
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.8_fl_sigmoid_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
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+    "hidden_dim": 1280,
+    "num_classes": 2,
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+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.1,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
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+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
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+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aded4deeade3ba0452e468137c0adc36b12c1f27
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad_res3_attn16.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad_res3_attn16.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a2f1adb62ca6211142da62ee02a0a7f9e7ccc38
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad_res3_attn16.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
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+    "arch": "class",
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+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad_res3_attn16.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad_res3_attn16.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8b81d2b0e1c0fbc10d654cd1ae5f206f171e2db
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_sigmoid_FitPad_res3_attn16.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_softmax_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_softmax_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fd07b6df46740884778519f16564adfa897bcd57
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_softmax_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.8_fl_softmax_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
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+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_softmax_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_softmax_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7344be73c8da34e35b9788af35d7b6291186b9c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.8_fl_softmax_FitPad.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_linear_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_linear_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb258c915a9d9a937bdc44527843661bada4c3f1
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_linear_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.9_fl_linear_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1,
+    "num_res_blocks": 2,
+    "dropout_rate": 0.1,
+    "output_mode": "softmax"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 16,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_linear_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_linear_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9a1e31af6313ca083d3fff54cc8e369ee18007e7
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_linear_FitPad.csv
@@ -0,0 +1,82 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc413d4b4c76112f89c3d22a9c18f23251cb9f92
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.9_fl_softmax_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
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+    "num_classes": 2,
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+    "dropout_rate": 0.1,
+    "output_mode": "softmax"
+  },
+  "train": {
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+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
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+    "warmup_steps": 0,
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+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b81b4dc61e1c031871c3eef3ffd446eb35330991
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_FitPad.csv
@@ -0,0 +1,170 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..89d05198a3fce3520473b191bb7e4e740b366246
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_softmax_naflex.csv
@@ -0,0 +1,22 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_tanh_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_tanh_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3225081cf99c6250a334625eb674b9307660d307
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_tanh_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v4.9_fl_tanh_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.2,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.2,
+    "output_mode": "tanh_scaled"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_tanh_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_tanh_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..009459f6f1a7109626b8186f863468a02d659b86
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v4.9_fl_tanh_FitPad.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_linear_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_linear_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae713bd4bd7873aed1718fe3153e0f138e45fe9e
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_linear_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.0_adabeleif_fl_linear_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 8,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 1,
+    "dropout_rate": 0.218,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 1e-07,
+    "steps": 500000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_linear_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_linear_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b90095d6ffb63804f4b9c1498074d430fd42ae7f
--- /dev/null
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_softmax_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_softmax_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..198a80937f46ce7b15aeaa59e3b23a789b426181
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_softmax_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.0_adabeleif_fl_softmax_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
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+    "num_attn_heads": 8,
+    "attn_dropout": 0.218,
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+    "dropout_rate": 0.218,
+    "output_mode": "softmax"
+  },
+  "train": {
+    "lr": 1e-07,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_softmax_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_softmax_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c4f48a0e44eccf2d97928db3665fec05fddaec98
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_adabeleif_fl_softmax_FitPad.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_fl_softmax_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_fl_softmax_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..989f0713918ad211ba34b33a33fc010d749f1c93
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_fl_softmax_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.0_fl_softmax_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
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+  },
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+    "steps": 100000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
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+      0.999
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+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_fl_softmax_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_fl_softmax_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8c63f1b85cbcb96a73c34060c98086ad3b07ee2c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.0_fl_softmax_FitPad.csv
@@ -0,0 +1,126 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_bce_sigmoid_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_bce_sigmoid_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..937fe47781e7937bfbab66a2f95823e6b765e23b
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_bce_sigmoid_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.1_adabeleif_bce_sigmoid_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 1,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "bce",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_bce_sigmoid_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_bce_sigmoid_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7963166ee82e16852ad0ba4dd51e80d7df7a5892
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_bce_sigmoid_FitPad.csv
@@ -0,0 +1,541 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_linear_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_linear_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..83e038a33afa29cbc5a82b7c634a50c9ae4fee2c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_linear_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.1_adabeleif_ghm_linear_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_linear_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_linear_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c52f277cc0e552fb37a74318c20f2442c3c81e86
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_linear_FitPad.csv
@@ -0,0 +1,630 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_sigmoid_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_sigmoid_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f828efef244f9a14f97fc752e7cb699ab131239
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_sigmoid_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.1_adabeleif_ghm_sigmoid_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 1e-06,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_sigmoid_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_sigmoid_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60993b97b44e661ecffaadbb76a8df9be016354d
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.1_adabeleif_ghm_sigmoid_FitPad.csv
@@ -0,0 +1,376 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.2_adabeleif_ghm_sigmoid_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.2_adabeleif_ghm_sigmoid_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f54607eb4cc9d5503724f078745102a90c52c8b7
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.2_adabeleif_ghm_sigmoid_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.2_adabeleif_ghm_sigmoid_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 1e-05,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 0,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.2_adabeleif_ghm_sigmoid_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.2_adabeleif_ghm_sigmoid_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4229985c21c327f4874604bef9fc185b353bef11
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.2_adabeleif_ghm_sigmoid_FitPad.csv
@@ -0,0 +1,359 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_fl_sigmoid_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_fl_sigmoid_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3289fa395d193e1cfa93d8f07e7f39342208d250
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_fl_sigmoid_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.3_adabeleif_fl_sigmoid_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": true,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_fl_sigmoid_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_fl_sigmoid_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eab5349a1c0849df25c9cf22e53daf04cbd83d9f
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_fl_sigmoid_FitPad.csv
@@ -0,0 +1,304 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_linear_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_linear_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..adab7b5a581bfd0ad6ecab6950bef01bbe29a053
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_linear_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.3_adabeleif_ghm_linear_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "ghm",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": true,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_linear_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_linear_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..089c51346394407846ec03512f482853a2567be9
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_linear_FitPad.csv
@@ -0,0 +1,86 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_sigmoid_FitPad.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_sigmoid_FitPad.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebe20e607300bd3f82bb58d74d447ceb223c7501
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_sigmoid_FitPad.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.3_adabeleif_ghm_sigmoid_FitPad",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "linear"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "ghm",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": true,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_sigmoid_FitPad.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_sigmoid_FitPad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bedf6c6f966ee00d84e90c7efb767c0423eb03e9
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.3_adabeleif_ghm_sigmoid_FitPad.csv
@@ -0,0 +1,126 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.4_adabeleif_fl_sigmoid_naflex1024.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.4_adabeleif_fl_sigmoid_naflex1024.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d77faf0a5d2b5814e0006061fc20c2297130c7d3
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.4_adabeleif_fl_sigmoid_naflex1024.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.4_adabeleif_fl_sigmoid_naflex1024",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": true,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.4_adabeleif_fl_sigmoid_naflex1024.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.4_adabeleif_fl_sigmoid_naflex1024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b6e38da46b507d1416cf14e9ef7b614c9ce3e9b0
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.4_adabeleif_fl_sigmoid_naflex1024.csv
@@ -0,0 +1,595 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.5_adabeleif_fl_sigmoid_naflex1024.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.5_adabeleif_fl_sigmoid_naflex1024.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..24fb7d8d0a74d27fcf4c7cb19d0faef01392c76a
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.5_adabeleif_fl_sigmoid_naflex1024.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.5_adabeleif_fl_sigmoid_naflex1024",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.5_adabeleif_fl_sigmoid_naflex1024.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.5_adabeleif_fl_sigmoid_naflex1024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0432e95c0a228ed15a487667ed63d62415ffd7c6
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.5_adabeleif_fl_sigmoid_naflex1024.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.6_adabeleif_fl_sigmoid_naflex1024.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.6_adabeleif_fl_sigmoid_naflex1024.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f6a029738946b92114f44b44e5cc5ff883a5599
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.6_adabeleif_fl_sigmoid_naflex1024.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.6_adabeleif_fl_sigmoid_naflex1024",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
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+    "num_attn_heads": 16,
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+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 1e-07,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.6_adabeleif_fl_sigmoid_naflex1024.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.6_adabeleif_fl_sigmoid_naflex1024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12cbaf28b7810b4feb28fa3bd254145d913e8a9b
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.6_adabeleif_fl_sigmoid_naflex1024.csv
@@ -0,0 +1,376 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.7_adabeleif_fl_sigmoid_naflex1024.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.7_adabeleif_fl_sigmoid_naflex1024.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..374f1464098dfdb6d9f052a15a16e92a1cabad58
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.7_adabeleif_fl_sigmoid_naflex1024.config.json
@@ -0,0 +1,47 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v5.7_adabeleif_fl_sigmoid_naflex1024",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "lr": 1e-05,
+    "steps": 300000,
+    "batch": 32,
+    "optimizer": "AdaBelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-8",
+    "weight_decay": "1e-3",
+    "cosine": false,
+    "warmup_steps": 10000,
+    "gamma": 0.005,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.7_adabeleif_fl_sigmoid_naflex1024.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.7_adabeleif_fl_sigmoid_naflex1024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67f22616356d5683f7735dc3a62a9e2aa425c6bc
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v5.7_adabeleif_fl_sigmoid_naflex1024.csv
@@ -0,0 +1,376 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.0_adabeleif_fl_sigmoid_dinov2_large.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.0_adabeleif_fl_sigmoid_dinov2_large.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ace9f22b4807b17860e772de36606e5b623a67e5
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.0_adabeleif_fl_sigmoid_dinov2_large.csv
@@ -0,0 +1,715 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.1_adabeleif_fl_sigmoid_dinov2_large.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.1_adabeleif_fl_sigmoid_dinov2_large.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebc9a2d99549ac603b9f0fa58d125121e2dd44ca
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.1_adabeleif_fl_sigmoid_dinov2_large.config.json
@@ -0,0 +1,51 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v6.1_adabeleif_fl_sigmoid_dinov2_large",
+    "arch": "class",
+    "embed_ver": "vit_large_patch14_dinov2.lvd142m_FitPad",
+    "base_vision_model": "timm/vit_large_patch14_dinov2.lvd142m"
+  },
+  "predictor_params": {
+    "features": 1024,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 8572,
+    "max_train_steps": 300000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.01,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 100000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 5000
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.1_adabeleif_fl_sigmoid_dinov2_large.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.1_adabeleif_fl_sigmoid_dinov2_large.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15ef4828dbfd9bf29a25ba34200283dcc89dbeea
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.1_adabeleif_fl_sigmoid_dinov2_large.csv
@@ -0,0 +1,584 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_dinov2_large.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_dinov2_large.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb6937666dc9160b3f1ae9bcd4e2ec4244719586
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_dinov2_large.config.json
@@ -0,0 +1,51 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v6.2_adabeleif_fl_sigmoid_dinov2_large",
+    "arch": "class",
+    "embed_ver": "vit_large_patch14_dinov2.lvd142m_FitPad",
+    "base_vision_model": "timm/vit_large_patch14_dinov2.lvd142m"
+  },
+  "predictor_params": {
+    "features": 1024,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 8572,
+    "max_train_steps": 300000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "ADOPTAOSchedulerFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.001,
+    "focal_loss_gamma": 2.0,
+    "rectify": false,
+    "weight_decouple": true,
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 100000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 5000
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_dinov2_large.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_dinov2_large.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6e92b82200f003c9998b75f4100a24f1f5cfe265
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_dinov2_large.csv
@@ -0,0 +1,442 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_naflex.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_naflex.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d8e45faffef7b61fc794190825d87d255eb98df
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_naflex.config.json
@@ -0,0 +1,51 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v6.2_adabeleif_fl_sigmoid_naflex",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 8572,
+    "max_train_steps": 300000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.01,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 100000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 5000
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_naflex.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5682f00452c2ddce584f3ee7bf2ed2f95ad8dd6
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.2_adabeleif_fl_sigmoid_naflex.csv
@@ -0,0 +1,4 @@
+step,train_loss_avg,eval_loss,learning_rate
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca56e0732fc5655eb81c3f21987ef592283e8239
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large.config.json
@@ -0,0 +1,51 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v6.3_adabeleif_fl_sigmoid_dinov2_large",
+    "arch": "class",
+    "embed_ver": "vit_large_patch14_dinov2.lvd142m_FitPad",
+    "base_vision_model": "timm/vit_large_patch14_dinov2.lvd142m"
+  },
+  "predictor_params": {
+    "features": 1024,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 286,
+    "max_train_steps": 10000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 100,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.001,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02433802f2884b091fc3b12efed19018e1e29f33
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large.csv
@@ -0,0 +1,261 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large_s10K.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.3_adabeleif_fl_sigmoid_dinov2_large_s10K.safetensors
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd260864f063a83565ee98b3aed49fdd7f65bc76
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+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant.config.json
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+    "rev": "v6.4_adabeleif_fl_sigmoid_dinov2_giant",
+    "arch": "class",
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+    "scheduler_min_lr": "1e-7",
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+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant_efinal_s10K_final.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.4_adabeleif_fl_sigmoid_dinov2_giant_efinal_s10K_final.safetensors
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.5_adabeleif_fl_sigmoid_so400m_naflex_s10K_best_val.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.5_adabeleif_fl_sigmoid_so400m_naflex_s10K_best_val.safetensors
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\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.6_adabeleif_fl_sigmoid_so400m_naflex.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.6_adabeleif_fl_sigmoid_so400m_naflex.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.8_adabeleif_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.8_adabeleif_fl_sigmoid_so400m_naflex_1500.config.json
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+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.8_adabeleif_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.8_adabeleif_fl_sigmoid_so400m_naflex_1500.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e8d54f9cfba4450882ce3847f339d75fb7a85a7c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500.config.json
@@ -0,0 +1,54 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 134,
+    "max_train_steps": 10000,
+    "lr": 5e-05,
+    "batch": 16,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 150,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.005,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "scheduler_name": "None",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aefca4253c7ec9182e84f99c5fc5f0caa552df31
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v6.9_adoptaoschedulefree_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,101 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.0_adabelief_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.0_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..24ed08819a7ed3de96e623cbcf6750fd0867a2dc
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.0_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
@@ -0,0 +1,54 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v7.0_adabelief_fl_sigmoid_so400m_naflex_1500",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 271,
+    "max_train_steps": 10000,
+    "lr": 5e-05,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 150,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.001,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.0_adabelief_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.0_adabelief_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8608654982f2e5c311c504b12f5cd2e6457447a
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.0_adabelief_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,808 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.1_adabelief_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.1_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..93f3331fedd4914c7091cba10ae74561651fcfb0
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.1_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
@@ -0,0 +1,54 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v7.1_adabelief_fl_sigmoid_so400m_naflex_1500",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 271,
+    "max_train_steps": 10000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 150,
+    "betas": [
+      0.9,
+      0.95
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.001,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-6",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.1_adabelief_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.1_adabelief_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7345446251303ddc0d36877dec3cf2a4fb4e62f0
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.1_adabelief_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,101 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c95d9e0039ca6ea7001584e6d508d165cc5c519
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500.config.json
@@ -0,0 +1,50 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 271,
+    "max_train_steps": 10000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "ADOPTMARSScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 150,
+    "eps": 1e-08,
+    "weight_decay": 0.001,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-6",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42794b68b10ebf88660a66ce9897ef949bf70880
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_adoptmarssf_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,101 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_anesterovsf_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_anesterovsf_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c87f3aa308de858f2e0c8fb969ee447b6c4228ca
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.2_anesterovsf_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,53 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.3_adabelief_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.3_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b6aea6e10f9ecc2e93677608916d1f28c5584ea
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.3_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
@@ -0,0 +1,50 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v7.3_adabelief_fl_sigmoid_so400m_naflex_1500",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
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+    "num_attn_heads": 16,
+    "attn_dropout": 0.01,
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+    "dropout_rate": 0.01,
+    "output_mode": "sigmoid"
+  },
+  "train": {
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+    "max_train_steps": 10000,
+    "lr": 0.0001,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 150,
+    "eps": 1e-08,
+    "weight_decay": 0.001,
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+    "rectify": true,
+    "weight_decouple": true,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-6",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.3_adabelief_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.3_adabelief_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba699d7ee0f474e028b8e4502c007fd512c3cbd7
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.3_adabelief_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,101 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_ce_linear_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_ce_linear_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2895ad4cf0bae48a80998d2e9602432f2725e88
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_ce_linear_so400m_naflex_1500.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_linear_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_linear_so400m_naflex_1500.csv
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index 0000000000000000000000000000000000000000..f11796f0e1c957f2bf7363deb52c30be9d03bd7f
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_linear_so400m_naflex_1500.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_sigmoid_so400m_naflex_1500.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e959fd83414969a9deaa28542b6812f4d4984f4
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_sigmoid_so400m_naflex_1500.config.json
@@ -0,0 +1,54 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v7.4_adabelief_fl_sigmoid_so400m_naflex_1500",
+    "arch": "class",
+    "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+    "base_vision_model": "google/siglip2-so400m-patch16-naflex"
+  },
+  "predictor_params": {
+    "features": 1152,
+    "hidden_dim": 1280,
+    "num_classes": 2,
+    "use_attention": true,
+    "num_attn_heads": 16,
+    "attn_dropout": 0.218,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid"
+  },
+  "train": {
+    "max_train_epochs": 271,
+    "max_train_steps": 10000,
+    "lr": 5e-05,
+    "batch": 32,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 150,
+    "betas": [
+      0.9,
+      0.95
+    ],
+    "eps": 1e-08,
+    "weight_decay": 0.001,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
+    "scheduler_cycle_multiplier": 1.0,
+    "scheduler_first_cycle_max_steps": 3000,
+    "scheduler_min_lr": "1e-7",
+    "scheduler_warmup_steps": 500
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_sigmoid_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_sigmoid_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..502e2245923f90c156f7d4b1485c65aa71d38e75
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_fl_sigmoid_so400m_naflex_1500.csv
@@ -0,0 +1,573 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_ghm_linear_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_ghm_linear_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a2c13ed8200cc341b6b7a5383561fc104ef2439
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_ghm_linear_so400m_naflex_1500.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_l1_linear_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_l1_linear_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5052db2993ca92d1caa8ad32f5f827167d3099a2
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_l1_linear_so400m_naflex_1500.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_mse_linear_so400m_naflex_1500.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_mse_linear_so400m_naflex_1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e62228d9cefa2126f51251a9b4ed5781d713350a
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.4_adabelief_mse_linear_so400m_naflex_1500.csv
@@ -0,0 +1,79 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.5_adabelief_fl_sigmoid_so400m_naflex_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.5_adabelief_fl_sigmoid_so400m_naflex_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8645b99e3cdff62364e3329d035e87d1c451ccd
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.5_adabelief_fl_sigmoid_so400m_naflex_3000.config.json
@@ -0,0 +1,48 @@
+{
+  "base": "AnatomyFlaws",
+  "rev": "v7.5_adabelief_fl_sigmoid_so400m_naflex_3000",
+  "arch": "class",
+  "embed_ver": "siglip2_so400m_patch16_naflex_Naflex_Proc1024",
+  "base_vision_model": "google/siglip2-so400m-patch16-naflex",
+  "features": 1152,
+  "hidden_dim": 1280,
+  "num_classes": 2,
+  "use_attention": true,
+  "num_attn_heads": 16,
+  "attn_dropout": 0.218,
+  "num_res_blocks": 3,
+  "dropout_rate": 0.218,
+  "output_mode": "sigmoid",
+  "max_train_epochs": 134,
+  "max_train_steps": 10000,
+  "lr": 0.0001,
+  "batch": 32,
+  "optimizer": "adabelief",
+  "loss_function": "focal",
+  "precision": "fp32",
+  "val_split_count": 300,
+  "betas": [
+  0.9,
+  0.95
+  ],
+  "eps": 1e-08,
+  "weight_decay": 0.001,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 3000,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 500,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.5_adabelief_fl_sigmoid_so400m_naflex_3000.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.5_adabelief_fl_sigmoid_so400m_naflex_3000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba65b4ffddd0956bb26edcac7d795b0608208984
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.5_adabelief_fl_sigmoid_so400m_naflex_3000.csv
@@ -0,0 +1,101 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.6_adabelief_fl_sigmoid_dinov2_giant_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.6_adabelief_fl_sigmoid_dinov2_giant_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac4a1149852639c8eb16ca7e9c26d9a39bf76d84
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.6_adabelief_fl_sigmoid_dinov2_giant_3000.config.json
@@ -0,0 +1,54 @@
+{
+  "model": {
+    "base": "AnatomyFlaws",
+    "rev": "v7.6_adabelief_fl_sigmoid_dinov2_giant_3000",
+    "arch": "class",
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+    "1": "Good Anatomy"
+  },
+  "data_root": "data",
+  "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.6_adabelief_fl_sigmoid_dinov2_giant_3000.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.6_adabelief_fl_sigmoid_dinov2_giant_3000.csv
new file mode 100644
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+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000.csv
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s10K.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s10K.safetensors
new file mode 100644
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--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s10K.safetensors
@@ -0,0 +1,3 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s6K.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s6K.safetensors
new file mode 100644
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s9K_best_val.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v7.7_adabelief_fl_sigmoid_dinov2_large_3000_s9K_best_val.safetensors
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ecadbf0bf0c6b6ea562e2665ddd83f9bb4754955
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,56 @@
+{
+    "base": "AnatomyFlaws",
+    "rev": "v8.0_adabelief_fl_AIMv2Native_3000",
+    "arch": "class",
+    "is_end_to_end": true,
+    "base_vision_model": "apple/aimv2-large-patch14-native",
+    "extract_layer": -1,
+    "pooling_strategy": "attn",
+    "freeze_base_model": true,
+    "max_train_epochs": 2,
+    "max_train_steps": 1000,
+    "lr": 0.0001,
+    "batch": 4,
+    "optimizer": "adabelief",
+    "loss_function": "focal",
+    "precision": "bf16",
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+    "head_hidden_dim": 1024,
+    "head_num_res_blocks": 3,
+    "head_dropout_rate": 0.218,
+    "betas": [
+      0.9,
+      0.95
+    ],
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+    "weight_decay": 0.001,
+    "nsave": 500,
+    "seed": 218,
+    "num_workers": 0,
+    "focal_loss_gamma": 2.0,
+    "rectify": true,
+    "weight_decouple": true,
+    "scheduler_name": "RexAnnealingWarmRestarts",
+    "scheduler_gamma": 0.95,
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+    "scheduler_first_cycle_max_steps": 300,
+    "scheduler_min_lr": "1e-7",
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+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
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+    "hidden_dim": 1024,
+    "num_classes": 2,
+    "num_res_blocks": 3,
+    "dropout_rate": 0.218,
+    "output_mode": "sigmoid",
+    "attn_pool_heads": 16,
+    "attn_pool_dropout": 0.218,
+    "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+    },
+    "data_root": "anatomy",
+    "wandb_project": "city-classifiers"
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000.csv b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6ee46dfd679926a745500098915e01518b319d9
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000.csv
@@ -0,0 +1,1884 @@
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.0_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.0_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc67037a406874e006d52238a9db508e268c3797
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.0_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,62 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.0_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.0_adabelief_fl_AIMv2Native_3000",
+  "data_mode": "features",
+  "is_end_to_end": false,
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "preload_data": false,
+  "head_features": 1024,
+  "head_hidden_dim": 1024,
+  "pooling_strategy": "attn",
+  "head_num_res_blocks": 3,
+  "head_dropout_rate": 0.218,
+  "head_output_mode": "sigmoid",
+  "attn_pool_heads": 16,
+  "attn_pool_dropout": 0.218,
+  "lr": "1e-4",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": null,
+  "max_train_steps": 10000,
+  "precision": "bf16",
+  "nsave": 1000,
+  "val_split_count": 300,
+  "seed": 218,
+  "num_workers": 0,
+  "save_full_model": false,
+  "log_every_n": 10,
+  "validate_every_n": 100,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
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+  "scheduler_first_cycle_max_steps": 3000,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 90,
+  "num_train_epochs": 112,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.1_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.1_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfc4fcdad8205f85a6fddf36c7d2c69ae8990ecc
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.1_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,68 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "name": "AnatomyFlaws-v9.1_adabelief_fl_AIMv2Native_3000",
+  "base": "AnatomyFlaws",
+  "rev": "v9.1_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
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+  "head_output_mode": "sigmoid",
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+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": null,
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+  "precision": "bf16",
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+  "focal_loss_gamma": 2.0,
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+  "state_precision": "parameter",
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+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 3000,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 500,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 134,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.2_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.2_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7369fc241445ad415c76d0afc7b0adec40e0da4
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.2_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,70 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "name": "AnatomyFlaws-v9.2_adabelief_fl_AIMv2Native_3000",
+  "base": "AnatomyFlaws",
+  "rev": "v9.2_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
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+  "lr": "1e-4",
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+  "loss_function": "focal",
+  "optimizer": "adabelief",
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+  "scheduler_name": "RexAnnealingWarmRestarts",
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+  "scheduler_first_cycle_max_steps": 3000,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 500,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
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+    1.0
+  ],
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+  "steps_per_epoch": 75,
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+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.2_adabelief_fl_AIMv2Native_3000_s3K_best_val.safetensors b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.2_adabelief_fl_AIMv2Native_3000_s3K_best_val.safetensors
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diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.3_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.3_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
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--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.3_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.3_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.3_adabelief_fl_AIMv2Native_3000",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
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+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.4_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.4_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5875a6b89fb50256fab82bf98519e1cae1f054a
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.4_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
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+  "rev": "v9.4_adabelief_fl_AIMv2Native_3000",
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+  "name": "AnatomyFlaws-v9.4_adabelief_fl_AIMv2Native_3000",
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+  "head_dropout_rate": 0.218,
+  "head_output_mode": "linear",
+  "attn_pool_heads": 32,
+  "attn_pool_dropout": 0.218,
+  "lr": "1e-4",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": 30,
+  "max_train_steps": 2250,
+  "precision": "bf16",
+  "nsave": 500,
+  "val_split_count": 300,
+  "seed": -1,
+  "num_workers": 8,
+  "save_full_model": false,
+  "log_every_n": 1,
+  "validate_every_n": 75,
+  "gradient_accumulation_steps": 1,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "gamma": 0.005,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "adaptive_clip": 1.0,
+  "adaptive_clip_eps": "1e-3",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 500,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 30,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.5_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.5_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..aab5d62dd23fcd92639cb02f517a16beb2ee001d
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.5_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.5_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.5_adabelief_fl_AIMv2Native_3000",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
+  "embed_ver": null,
+  "data_mode": "features",
+  "is_end_to_end": false,
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "preload_data": false,
+  "head_features": 1024,
+  "head_hidden_dim": 1536,
+  "pooling_strategy": "attn",
+  "head_num_res_blocks": 3,
+  "head_dropout_rate": 0.218,
+  "head_output_mode": "sigmoid",
+  "attn_pool_heads": 16,
+  "attn_pool_dropout": 0.218,
+  "lr": "1e-4",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "ADOPTMARSScheduleFree",
+  "betas": [
+    0.9,
+    0.999
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": 30,
+  "max_train_steps": 2250,
+  "precision": "bf16",
+  "nsave": 500,
+  "val_split_count": 300,
+  "seed": -1,
+  "num_workers": 8,
+  "save_full_model": false,
+  "log_every_n": 1,
+  "validate_every_n": 75,
+  "gradient_accumulation_steps": 1,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "gamma": 0.005,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "adaptive_clip": 1.0,
+  "adaptive_clip_eps": "1e-3",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 500,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 30,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.6_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.6_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..157681926817247673c3a418b03b6afe32a9f2a2
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.6_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.6_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.6_adabelief_fl_AIMv2Native_3000",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
+  "embed_ver": null,
+  "data_mode": "features",
+  "is_end_to_end": false,
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "preload_data": false,
+  "head_features": 1024,
+  "head_hidden_dim": 1024,
+  "pooling_strategy": "attn",
+  "head_num_res_blocks": 3,
+  "head_dropout_rate": 0.218,
+  "head_output_mode": "sigmoid",
+  "attn_pool_heads": 16,
+  "attn_pool_dropout": 0.2,
+  "lr": "1e-4",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": 40,
+  "max_train_steps": 3000,
+  "precision": "bf16",
+  "nsave": 500,
+  "val_split_count": 300,
+  "seed": -1,
+  "num_workers": 8,
+  "save_full_model": false,
+  "log_every_n": 1,
+  "validate_every_n": 75,
+  "gradient_accumulation_steps": 1,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "gamma": 0.005,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "adaptive_clip": 1.0,
+  "adaptive_clip_eps": "1e-3",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 500,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 40,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.7_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.7_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7228d40811c3e5501959f857291c760608549d5d
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.7_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.7_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.7_adabelief_fl_AIMv2Native_3000",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
+  "embed_ver": null,
+  "data_mode": "features",
+  "is_end_to_end": false,
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "preload_data": false,
+  "head_features": 1024,
+  "head_hidden_dim": 1024,
+  "pooling_strategy": "attn",
+  "head_num_res_blocks": 3,
+  "head_dropout_rate": 0.218,
+  "head_output_mode": "sigmoid",
+  "attn_pool_heads": 16,
+  "attn_pool_dropout": 0.2,
+  "lr": "1e-4",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": 40,
+  "max_train_steps": 3000,
+  "precision": "bf16",
+  "nsave": 500,
+  "val_split_count": 300,
+  "seed": -1,
+  "num_workers": 8,
+  "save_full_model": false,
+  "log_every_n": 10,
+  "validate_every_n": 75,
+  "gradient_accumulation_steps": 1,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "gamma": 0.005,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "adaptive_clip": 1.0,
+  "adaptive_clip_eps": "1e-3",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 500,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 40,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.8_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.8_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc09fa4371422c73bc443e1957851813de04600c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.8_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.8_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.8_adabelief_fl_AIMv2Native_3000",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
+  "embed_ver": null,
+  "data_mode": "features",
+  "is_end_to_end": false,
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "preload_data": false,
+  "head_features": 1024,
+  "head_hidden_dim": 1024,
+  "pooling_strategy": "attn",
+  "head_num_res_blocks": 3,
+  "head_dropout_rate": 0.218,
+  "head_output_mode": "linear",
+  "attn_pool_heads": 16,
+  "attn_pool_dropout": 0.2,
+  "lr": "1e-4",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": 40,
+  "max_train_steps": 3000,
+  "precision": "bf16",
+  "nsave": 500,
+  "val_split_count": 300,
+  "seed": -1,
+  "num_workers": 8,
+  "save_full_model": false,
+  "log_every_n": 10,
+  "validate_every_n": 75,
+  "gradient_accumulation_steps": 1,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "gamma": 0.005,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "adaptive_clip": 1.0,
+  "adaptive_clip_eps": "1e-3",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 500,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 40,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.9_adabelief_fl_AIMv2Native_3000.config.json b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.9_adabelief_fl_AIMv2Native_3000.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a88c8738d84aca4515bb197dc4c79ff723960350
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/AnatomyFlaws-v9.9_adabelief_fl_AIMv2Native_3000.config.json
@@ -0,0 +1,71 @@
+{
+  "data_root": "data",
+  "wandb_project": "city-classifiers",
+  "resume": null,
+  "base": "AnatomyFlaws",
+  "rev": "v9.9_adabelief_fl_AIMv2Native_3000",
+  "arch": "class",
+  "name": "AnatomyFlaws-v9.9_adabelief_fl_AIMv2Native_3000",
+  "base_vision_model": "apple/aimv2-large-patch14-native",
+  "embed_ver": null,
+  "data_mode": "features",
+  "is_end_to_end": false,
+  "feature_dir_name": "aimv2_large_patch14_native_SeqFeatures_fp16",
+  "preload_data": false,
+  "head_features": 1024,
+  "head_hidden_dim": 1024,
+  "pooling_strategy": "attn",
+  "head_num_res_blocks": 3,
+  "head_dropout_rate": 0.218,
+  "head_output_mode": "linear",
+  "attn_pool_heads": 16,
+  "attn_pool_dropout": 0.218,
+  "lr": "5e-5",
+  "batch": 32,
+  "loss_function": "focal",
+  "optimizer": "adabelief",
+  "betas": [
+    0.9,
+    0.95
+  ],
+  "eps": "1e-8",
+  "weight_decay": "1e-3",
+  "max_train_epochs": 40,
+  "max_train_steps": 3000,
+  "precision": "bf16",
+  "nsave": 500,
+  "val_split_count": 300,
+  "seed": -1,
+  "num_workers": 8,
+  "save_full_model": false,
+  "log_every_n": 10,
+  "validate_every_n": 75,
+  "gradient_accumulation_steps": 1,
+  "focal_loss_gamma": 2.0,
+  "rectify": true,
+  "weight_decouple": true,
+  "gamma": 0.005,
+  "r_sf": 0.0,
+  "wlpow_sf": 2.0,
+  "state_precision": "parameter",
+  "adaptive_clip": 1.0,
+  "adaptive_clip_eps": "1e-3",
+  "scheduler_name": "RexAnnealingWarmRestarts",
+  "scheduler_gamma": 0.95,
+  "scheduler_cycle_multiplier": 1.0,
+  "scheduler_first_cycle_max_steps": 1000,
+  "scheduler_min_lr": "1e-7",
+  "scheduler_warmup_steps": 100,
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "weights": [
+    1.0,
+    1.0
+  ],
+  "num_labels": 2,
+  "steps_per_epoch": 75,
+  "num_train_epochs": 40,
+  "num_classes": 2
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.7_balanced_fmarscrop_nols.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.7_balanced_fmarscrop_nols.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..59e774b831c46c004d6c8790147eb0fdd724e691
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.7_balanced_fmarscrop_nols.config.json
@@ -0,0 +1,34 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v1.7_balanced_fmarscrop_nols",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "train_args": {
+    "lr": 0.0005,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "FMARSCropV3ExMachina",
+    "precision": "bf16",
+    "val_split_count": 68,
+    "betas": [
+      0.99,
+      0.95
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": 0.005,
+    "r_sf": null,
+    "wlpow_sf": null,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 768,
+    "hidden": 1024,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.config - Copy.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.config - Copy.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfdcb70c71c78dd6055b52bddc46a07de5bc478f
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.config - Copy.json	
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v1.8_adoptao_siglip",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "bf16",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..61062eaf4b5ed135d862420cc3cf93ce3473b992
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v1.8_adoptao_siglip",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "bf16",
+    "val_split_count": 0,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5344a27a2670ddb282a51cfb05aa9e9efa5fac1
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip.csv
@@ -0,0 +1,301 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip_efinal.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip_efinal.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfdcb70c71c78dd6055b52bddc46a07de5bc478f
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.8_adoptao_siglip_efinal.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v1.8_adoptao_siglip",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "bf16",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.9_adoptao_siglip_score_s24K_best_val.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.9_adoptao_siglip_score_s24K_best_val.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..622fec4ced32abc19924de46a4ab75829a5c1768
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v1.9_adoptao_siglip_score_s24K_best_val.config.json
@@ -0,0 +1,33 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v1.9_adoptao_siglip_score",
+  "arch": "score",
+  "labels": null,
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "bf16",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 1
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.0_adoptao_siglip_score.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.0_adoptao_siglip_score.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5898ac6c0c2fdbaed589020dacabd6ba5338e36
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.0_adoptao_siglip_score.config.json
@@ -0,0 +1,33 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.0_adoptao_siglip_score",
+  "arch": "score",
+  "labels": null,
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "bf16",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "5e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 1
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.0_adoptao_siglip_score.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.0_adoptao_siglip_score.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d633001cd259c0df445b53a1e114b2134feaa812
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.0_adoptao_siglip_score.csv
@@ -0,0 +1,837 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.1_adoptao_siglip_class.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.1_adoptao_siglip_class.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a0c5d5bfaaa787e48d84d44e9e65c035ec7081c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.1_adoptao_siglip_class.csv
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.1_adoptao_siglip_class_efinal.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.1_adoptao_siglip_class_efinal.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b413446d1184d4aa24ac3ff21334d9baad8a074c
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.1_adoptao_siglip_class_efinal.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.1_adoptao_siglip_class",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 4,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "bf16",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "5e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.2_adoptao_siglip_class.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.2_adoptao_siglip_class.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3b2bf83885b84610be043be371ded7217bf05a27
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.2_adoptao_siglip_class.csv
@@ -0,0 +1,38 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.2_adoptao_siglip_class_efinal.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.2_adoptao_siglip_class_efinal.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d083d74351994768ac93067ffd3ce6366bcb2e71
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.2_adoptao_siglip_class_efinal.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.2_adoptao_siglip_class",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 32,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "fp32",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adamw_siglip_focal.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adamw_siglip_focal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2b386208e4097183c7a91ea8cc53d78c98f498f
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adamw_siglip_focal.csv
@@ -0,0 +1,38 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adamw_siglip_focal_s19K_best_val.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adamw_siglip_focal_s19K_best_val.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1ec850f3be487c5485c8065be6407c0329b779a
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adamw_siglip_focal_s19K_best_val.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.3_adamw_siglip_focal",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 32,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "AdamW",
+    "precision": "fp32",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adoptao_siglip_focal.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adoptao_siglip_focal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3adef34f52550b02a21a44857093a325510bd960
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adoptao_siglip_focal.csv
@@ -0,0 +1,37 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adoptao_siglip_focal_s19K_best_val.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adoptao_siglip_focal_s19K_best_val.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..26aaa2a4df8b2e6ea2b8a91bc1dc2352fc163c80
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.3_adoptao_siglip_focal_s19K_best_val.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.3_adoptao_siglip_focal",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 32,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "fp32",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.4_adamw_siglip_focal.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.4_adamw_siglip_focal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0d7cce3daab16811168cc79b238bd33bb4b19b2f
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.4_adamw_siglip_focal.csv
@@ -0,0 +1,38 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.4_adoptao_siglip_focal.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.4_adoptao_siglip_focal.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..206c548b37bfb8dfa9e3aafa27e3309b06b49436
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.4_adoptao_siglip_focal.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.4_adamw_siglip_focal",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 30000,
+    "batch": 32,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "fp32",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.5_adoptao_siglip_focal.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.5_adoptao_siglip_focal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a4338f66a1deb93df2844832e3c348150250846a
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.5_adoptao_siglip_focal.csv
@@ -0,0 +1,63 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.5_adoptao_siglip_focal_s32K_best_val.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.5_adoptao_siglip_focal_s32K_best_val.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb46e35abe36d7ba1e3f967e6d8b1603fe7044dd
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.5_adoptao_siglip_focal_s32K_best_val.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.5_adoptao_siglip_focal",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 50000,
+    "batch": 32,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "fp32",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.6_adoptao_siglip_focal_pad.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.6_adoptao_siglip_focal_pad.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d37e8bf79daba003bd1234deca1cacf7a3a56e34
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.6_adoptao_siglip_focal_pad.csv
@@ -0,0 +1,125 @@
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diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.6_adoptao_siglip_focal_pad_s34K_best_val.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.6_adoptao_siglip_focal_pad_s34K_best_val.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b487e2229529593d7b7811e8bb690cb9c86ca176
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.6_adoptao_siglip_focal_pad_s34K_best_val.config.json
@@ -0,0 +1,36 @@
+{
+  "name": "CCAnatomy-AnatomyFlaws",
+  "rev": "v2.6_adoptao_siglip_focal_pad",
+  "arch": "class",
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "embed_ver": "SIGLIP2-SO400M-512",
+  "base_vision_model": "google/siglip2-so400m-patch16-512",
+  "train_args": {
+    "lr": 5e-05,
+    "steps": 50000,
+    "batch": 32,
+    "cosine": true,
+    "warmup_steps": 5000,
+    "optimizer": "ADOPTAOScheduleFree",
+    "precision": "fp32",
+    "val_split_count": 68,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "gamma": null,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.7_fitpad_attn_fl_adoptao.config.json b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.7_fitpad_attn_fl_adoptao.config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b323d09165e871d7a79ad803892053f838e6264
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.7_fitpad_attn_fl_adoptao.config.json
@@ -0,0 +1,42 @@
+{
+  "model": {
+    "base": "CCAnatomy-AnatomyFlaws",
+    "rev": "v2.7_fitpad_attn_fl_adoptao",
+    "arch": "class",
+    "embed_ver": "SIGLIP2-SO400M-512_FitPad",
+    "base_vision_model": "google/siglip2-so400m-patch16-512",
+    "num_attn_heads": 8,
+    "attn_dropout": 0.1
+  },
+  "train": {
+    "lr": 0.0001,
+    "steps": 50000,
+    "batch": 32,
+    "optimizer": "ADOPTAOScheduleFree",
+    "loss_function": "focal",
+    "precision": "fp32",
+    "val_split_count": 60,
+    "betas": [
+      0.9,
+      0.999
+    ],
+    "eps": "1e-6",
+    "weight_decay": "1e-3",
+    "cosine": true,
+    "warmup_steps": 0,
+    "r_sf": 0.0,
+    "wlpow_sf": 2.0,
+    "state_precision": "parameter",
+    "adaptive_clip": 1.0,
+    "adaptive_clip_eps": "1e-3"
+  },
+  "labels": {
+    "0": "Bad Anatomy",
+    "1": "Good Anatomy"
+  },
+  "model_params": {
+    "features": 1152,
+    "hidden": 1280,
+    "outputs": 2
+  }
+}
\ No newline at end of file
diff --git a/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.7_fitpad_attn_fl_adoptao.csv b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.7_fitpad_attn_fl_adoptao.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ac25ad7cdcd30ef4d5b3a8a31aa562714ffbbec
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/CCAnatomy-AnatomyFlaws-v2.7_fitpad_attn_fl_adoptao.csv
@@ -0,0 +1,63 @@
+step,train_loss_avg,eval_loss,learning_rate
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diff --git a/kurome/classifiers/anatomy-flaws/read_model.py b/kurome/classifiers/anatomy-flaws/read_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..811349d99e14a763fab34b28f4c22e1dc28f92ef
--- /dev/null
+++ b/kurome/classifiers/anatomy-flaws/read_model.py
@@ -0,0 +1,62 @@
+import os
+import torch
+from safetensors.torch import load_file
+
+# --- Configuration ---
+MODEL_FOLDER = "models"
+# Replace with the actual filename you want to inspect
+# For example, the final one saved after step 6:
+FILENAME = "AnatomyFlaws-v8.0_adabelief_fl_AIMv2Native_3000_s1K.safetensors"
+
+filepath = os.path.join(FILENAME)
+
+print(f"Attempting to inspect file: {filepath}")
+
+
+# --- Load and Inspect ---
+try:
+    if not os.path.exists(filepath):
+        print(f"Error: File not found at {filepath}")
+    else:
+        print("Loading state dictionary...")
+        # Load the entire state dict into memory
+        state_dict = load_file(filepath)
+        print("State dictionary loaded successfully!")
+
+        # Get all the keys (tensor names)
+        keys = list(state_dict.keys())
+        num_keys = len(keys)
+        print(f"\nTotal number of keys (tensors) found: {num_keys}")
+
+        # Print the first ~20 keys to get an idea
+        print("\nFirst ~20 keys:")
+        for i, key in enumerate(keys[:20]):
+            print(f"  {i}: {key}")
+
+        # --- !!! IMPORTANT CHECK !!! ---
+        # Check specifically for keys that belong to the base vision model
+        # AIMv2 structure uses 'vision_model.' based on EarlyExtractAnatomyModel
+        # Or potentially 'trunk.' based on the aim.v2 source code? Let's check both.
+        print("\nChecking for potential base model keys...")
+        base_model_keys = [k for k in keys if k.startswith('vision_model.') or k.startswith('trunk.')]
+
+        if base_model_keys:
+            print(f"\n!!! FOUND {len(base_model_keys)} keys potentially belonging to the base model !!!")
+            print("First few base model keys found:")
+            for i, key in enumerate(base_model_keys[:10]):
+                print(f"  {i}: {key}")
+        else:
+            print("\nNo keys starting with 'vision_model.' or 'trunk.' found. Keys seem to belong only to head/pooler.")
+
+        # Optional: Check details of a specific key if needed
+        # specific_key = 'head.1.weight' # Example
+        # if specific_key in state_dict:
+        #     tensor = state_dict[specific_key]
+        #     print(f"\nDetails for key '{specific_key}':")
+        #     print(f"  Shape: {tensor.shape}")
+        #     print(f"  Dtype: {tensor.dtype}")
+
+except Exception as e:
+    print(f"\nAn error occurred: {e}")
+    import traceback
+    traceback.print_exc()
\ No newline at end of file