diff --git a/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_0/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_0/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ffdfc20d1f7054b90b48f3fc4563de8e3e503279
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_0/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_123/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_123/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e3f1bcbcf973cc2be2d13b4df27f7087483c2fd
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_123/metrics.json
@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_12345/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..1708dc4752dfad114fd96e4c2e20129ceb746d82
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_12345/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_1986/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_1986/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..55f47be0bf764265e578e4889c4e35ef7aa3eeeb
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_1986/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_42/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_pooled/seed_42/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_0/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_0/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..306d2a484f8827aeeef3960c7efdf563c99de02a
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_0/metrics.json
@@ -0,0 +1,8 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_123/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_123/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcce3e49cddb012876cc81de2223b876ece30b8a
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_123/metrics.json
@@ -0,0 +1,8 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_12345/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c066869da4e2d7d7b741fc6a5aeecfc3474ff872
--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_12345/metrics.json
@@ -0,0 +1,8 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_1986/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_1986/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_42/metrics.json b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/chemberta_smiles_unpooled/seed_42/metrics.json
@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_0/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_0/metrics.json
new file mode 100644
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+++ b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_0/metrics.json
@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_123/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_123/metrics.json
@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_12345/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_12345/metrics.json
new file mode 100644
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@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_1986/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_42/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_pooled/seed_42/metrics.json
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_0/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_0/metrics.json
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_123/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_123/metrics.json
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_12345/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_12345/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_1986/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_1986/metrics.json
@@ -0,0 +1,8 @@
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diff --git a/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_42/metrics.json b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/peptideclm_smiles_unpooled/seed_42/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_pooled/seed_0/metrics.json b/training_classifiers/binding_affinity/wt_wt_pooled/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_pooled/seed_0/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_pooled/seed_123/metrics.json b/training_classifiers/binding_affinity/wt_wt_pooled/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_pooled/seed_123/metrics.json
@@ -0,0 +1,8 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_pooled/seed_12345/metrics.json b/training_classifiers/binding_affinity/wt_wt_pooled/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_pooled/seed_12345/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_pooled/seed_1986/metrics.json b/training_classifiers/binding_affinity/wt_wt_pooled/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_pooled/seed_42/metrics.json b/training_classifiers/binding_affinity/wt_wt_pooled/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_unpooled/seed_0/metrics.json b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_0/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_unpooled/seed_123/metrics.json b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_123/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_unpooled/seed_12345/metrics.json b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_12345/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_unpooled/seed_1986/metrics.json b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_1986/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/binding_affinity/wt_wt_unpooled/seed_42/metrics.json b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/binding_affinity/wt_wt_unpooled/seed_42/metrics.json
@@ -0,0 +1,8 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/cnn_chemberta/seed_0/metrics.json b/training_classifiers/hemolysis/cnn_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/cnn_chemberta/seed_0/metrics.json
@@ -0,0 +1,7 @@
+{
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/cnn_chemberta/seed_123/metrics.json b/training_classifiers/hemolysis/cnn_chemberta/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/cnn_chemberta/seed_123/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/cnn_chemberta/seed_12345/metrics.json b/training_classifiers/hemolysis/cnn_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/cnn_chemberta/seed_12345/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/cnn_chemberta/seed_1986/metrics.json b/training_classifiers/hemolysis/cnn_chemberta/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/cnn_chemberta/seed_1986/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/cnn_chemberta/seed_42/metrics.json b/training_classifiers/hemolysis/cnn_chemberta/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/hemolysis/cnn_smiles/seed_0/metrics.json b/training_classifiers/hemolysis/cnn_smiles/seed_0/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_smiles/seed_123/metrics.json b/training_classifiers/hemolysis/cnn_smiles/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_smiles/seed_12345/metrics.json b/training_classifiers/hemolysis/cnn_smiles/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_smiles/seed_1986/metrics.json b/training_classifiers/hemolysis/cnn_smiles/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_smiles/seed_42/metrics.json b/training_classifiers/hemolysis/cnn_smiles/seed_42/metrics.json
new file mode 100644
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new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/hemolysis/cnn_wt/seed_123/metrics.json b/training_classifiers/hemolysis/cnn_wt/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_wt/seed_12345/metrics.json b/training_classifiers/hemolysis/cnn_wt/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_wt/seed_1986/metrics.json b/training_classifiers/hemolysis/cnn_wt/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/cnn_wt/seed_42/metrics.json b/training_classifiers/hemolysis/cnn_wt/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/mlp_chemberta/seed_0/metrics.json b/training_classifiers/hemolysis/mlp_chemberta/seed_0/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/mlp_chemberta/seed_123/metrics.json b/training_classifiers/hemolysis/mlp_chemberta/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/mlp_chemberta/seed_12345/metrics.json b/training_classifiers/hemolysis/mlp_chemberta/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/mlp_chemberta/seed_1986/metrics.json b/training_classifiers/hemolysis/mlp_chemberta/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/hemolysis/mlp_chemberta/seed_42/metrics.json b/training_classifiers/hemolysis/mlp_chemberta/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/hemolysis/mlp_smiles/seed_0/metrics.json b/training_classifiers/hemolysis/mlp_smiles/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/mlp_smiles/seed_0/metrics.json
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diff --git a/training_classifiers/hemolysis/mlp_smiles/seed_123/metrics.json b/training_classifiers/hemolysis/mlp_smiles/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/hemolysis/mlp_smiles/seed_12345/metrics.json b/training_classifiers/hemolysis/mlp_smiles/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/hemolysis/mlp_smiles/seed_1986/metrics.json b/training_classifiers/hemolysis/mlp_smiles/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/mlp_smiles/seed_42/metrics.json b/training_classifiers/hemolysis/mlp_smiles/seed_42/metrics.json
new file mode 100644
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+++ b/training_classifiers/hemolysis/mlp_smiles/seed_42/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/mlp_wt/seed_0/metrics.json b/training_classifiers/hemolysis/mlp_wt/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/mlp_wt/seed_123/metrics.json b/training_classifiers/hemolysis/mlp_wt/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/mlp_wt/seed_12345/metrics.json b/training_classifiers/hemolysis/mlp_wt/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/mlp_wt/seed_1986/metrics.json b/training_classifiers/hemolysis/mlp_wt/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/mlp_wt/seed_1986/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/mlp_wt/seed_42/metrics.json b/training_classifiers/hemolysis/mlp_wt/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/mlp_wt/seed_42/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_chemberta/seed_0/metrics.json b/training_classifiers/hemolysis/transformer_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_chemberta/seed_0/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_chemberta/seed_123/metrics.json b/training_classifiers/hemolysis/transformer_chemberta/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_chemberta/seed_123/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_chemberta/seed_12345/metrics.json b/training_classifiers/hemolysis/transformer_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_chemberta/seed_1986/metrics.json b/training_classifiers/hemolysis/transformer_chemberta/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_chemberta/seed_1986/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_chemberta/seed_42/metrics.json b/training_classifiers/hemolysis/transformer_chemberta/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_chemberta/seed_42/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_smiles/seed_0/metrics.json b/training_classifiers/hemolysis/transformer_smiles/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_smiles/seed_0/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_smiles/seed_123/metrics.json b/training_classifiers/hemolysis/transformer_smiles/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_smiles/seed_123/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_smiles/seed_12345/metrics.json b/training_classifiers/hemolysis/transformer_smiles/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_smiles/seed_12345/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_smiles/seed_1986/metrics.json b/training_classifiers/hemolysis/transformer_smiles/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_smiles/seed_1986/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_smiles/seed_42/metrics.json b/training_classifiers/hemolysis/transformer_smiles/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_smiles/seed_42/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_wt/seed_0/metrics.json b/training_classifiers/hemolysis/transformer_wt/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_wt/seed_123/metrics.json b/training_classifiers/hemolysis/transformer_wt/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/hemolysis/transformer_wt/seed_123/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_wt/seed_12345/metrics.json b/training_classifiers/hemolysis/transformer_wt/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c23cd1e6c25ee52084d00d4fb151d80f54f08e3
--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/hemolysis/transformer_wt/seed_1986/metrics.json b/training_classifiers/hemolysis/transformer_wt/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/hemolysis/transformer_wt/seed_42/metrics.json b/training_classifiers/hemolysis/transformer_wt/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_chemberta/seed_0/metrics.json b/training_classifiers/nf/cnn_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_chemberta/seed_123/metrics.json b/training_classifiers/nf/cnn_chemberta/seed_123/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0746bcaa5cad56d9a3b2a5f5b9f1db3207279acc
--- /dev/null
+++ b/training_classifiers/nf/cnn_chemberta/seed_123/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_chemberta/seed_12345/metrics.json b/training_classifiers/nf/cnn_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/cnn_chemberta/seed_12345/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_chemberta/seed_1986/metrics.json b/training_classifiers/nf/cnn_chemberta/seed_1986/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..642024528fb58b2cdf0085a451970d974f246f6e
--- /dev/null
+++ b/training_classifiers/nf/cnn_chemberta/seed_1986/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_chemberta/seed_42/metrics.json b/training_classifiers/nf/cnn_chemberta/seed_42/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..94121638c046c49e6aeaad1304530f771431d436
--- /dev/null
+++ b/training_classifiers/nf/cnn_chemberta/seed_42/metrics.json
@@ -0,0 +1,7 @@
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diff --git a/training_classifiers/nf/cnn_smiles/seed_0/metrics.json b/training_classifiers/nf/cnn_smiles/seed_0/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e0c2ef6baa571be9fceddcf76dc6ffdce19c053
--- /dev/null
+++ b/training_classifiers/nf/cnn_smiles/seed_0/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_smiles/seed_123/metrics.json b/training_classifiers/nf/cnn_smiles/seed_123/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..838f15f4a69ddf15ded78c5673197c243b858c67
--- /dev/null
+++ b/training_classifiers/nf/cnn_smiles/seed_123/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_smiles/seed_12345/metrics.json b/training_classifiers/nf/cnn_smiles/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fc4989a8ae8240ef42e2207a88b5d7d9cb61a5e
--- /dev/null
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@@ -0,0 +1,7 @@
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diff --git a/training_classifiers/nf/cnn_smiles/seed_1986/metrics.json b/training_classifiers/nf/cnn_smiles/seed_1986/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b44bbf525375eb1896004bcd646bd4c6269b4479
--- /dev/null
+++ b/training_classifiers/nf/cnn_smiles/seed_1986/metrics.json
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diff --git a/training_classifiers/nf/cnn_smiles/seed_42/metrics.json b/training_classifiers/nf/cnn_smiles/seed_42/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4777cc05b0cbea978248a686ad02b894451c5a1f
--- /dev/null
+++ b/training_classifiers/nf/cnn_smiles/seed_42/metrics.json
@@ -0,0 +1,7 @@
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diff --git a/training_classifiers/nf/cnn_wt/seed_0/metrics.json b/training_classifiers/nf/cnn_wt/seed_0/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a01c3978eae2d75c65b40a26081374f52e65029c
--- /dev/null
+++ b/training_classifiers/nf/cnn_wt/seed_0/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_wt/seed_123/metrics.json b/training_classifiers/nf/cnn_wt/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/cnn_wt/seed_123/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_wt/seed_12345/metrics.json b/training_classifiers/nf/cnn_wt/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/cnn_wt/seed_12345/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_wt/seed_1986/metrics.json b/training_classifiers/nf/cnn_wt/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/cnn_wt/seed_1986/metrics.json
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\ No newline at end of file
diff --git a/training_classifiers/nf/cnn_wt/seed_42/metrics.json b/training_classifiers/nf/cnn_wt/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/cnn_wt/seed_42/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_chemberta/seed_0/metrics.json b/training_classifiers/nf/mlp_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_chemberta/seed_0/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_chemberta/seed_123/metrics.json b/training_classifiers/nf/mlp_chemberta/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_chemberta/seed_123/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_chemberta/seed_12345/metrics.json b/training_classifiers/nf/mlp_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_chemberta/seed_12345/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_chemberta/seed_1986/metrics.json b/training_classifiers/nf/mlp_chemberta/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_chemberta/seed_1986/metrics.json
@@ -0,0 +1,7 @@
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\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_chemberta/seed_42/metrics.json b/training_classifiers/nf/mlp_chemberta/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_chemberta/seed_42/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_smiles/seed_0/metrics.json b/training_classifiers/nf/mlp_smiles/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_smiles/seed_0/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_smiles/seed_123/metrics.json b/training_classifiers/nf/mlp_smiles/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_smiles/seed_123/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_smiles/seed_12345/metrics.json b/training_classifiers/nf/mlp_smiles/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_smiles/seed_12345/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_smiles/seed_1986/metrics.json b/training_classifiers/nf/mlp_smiles/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_smiles/seed_1986/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_smiles/seed_42/metrics.json b/training_classifiers/nf/mlp_smiles/seed_42/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_smiles/seed_42/metrics.json
@@ -0,0 +1,7 @@
+{
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_wt/seed_0/metrics.json b/training_classifiers/nf/mlp_wt/seed_0/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d5a3ad9910035dd82f24e8191df39bd076d56b6
--- /dev/null
+++ b/training_classifiers/nf/mlp_wt/seed_0/metrics.json
@@ -0,0 +1,7 @@
+{
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_wt/seed_123/metrics.json b/training_classifiers/nf/mlp_wt/seed_123/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e81b00b5ff683583299914808494839c60c15f9
--- /dev/null
+++ b/training_classifiers/nf/mlp_wt/seed_123/metrics.json
@@ -0,0 +1,7 @@
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_wt/seed_12345/metrics.json b/training_classifiers/nf/mlp_wt/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8af5b530d6deda18f16136201a242507def99708
--- /dev/null
+++ b/training_classifiers/nf/mlp_wt/seed_12345/metrics.json
@@ -0,0 +1,7 @@
+{
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_wt/seed_1986/metrics.json b/training_classifiers/nf/mlp_wt/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/nf/mlp_wt/seed_1986/metrics.json
@@ -0,0 +1,7 @@
+{
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\ No newline at end of file
diff --git a/training_classifiers/nf/mlp_wt/seed_42/metrics.json b/training_classifiers/nf/mlp_wt/seed_42/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..501c418f5612b17cc94490ae13cf62f8d0464ef6
--- /dev/null
+++ b/training_classifiers/nf/mlp_wt/seed_42/metrics.json
@@ -0,0 +1,7 @@
+{
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/transformer_chemberta/seed_0/metrics.json b/training_classifiers/nf/transformer_chemberta/seed_0/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e7b8361fb8b6c884de8315e2eff62c2a613105d
--- /dev/null
+++ b/training_classifiers/nf/transformer_chemberta/seed_0/metrics.json
@@ -0,0 +1,7 @@
+{
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/transformer_chemberta/seed_123/metrics.json b/training_classifiers/nf/transformer_chemberta/seed_123/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b36e1e24a95f13c07d00d5392f527ff552c94048
--- /dev/null
+++ b/training_classifiers/nf/transformer_chemberta/seed_123/metrics.json
@@ -0,0 +1,7 @@
+{
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+}
\ No newline at end of file
diff --git a/training_classifiers/nf/transformer_chemberta/seed_12345/metrics.json b/training_classifiers/nf/transformer_chemberta/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..370fc6dac772f0b74a3f7d105e835b22dc280ecc
--- /dev/null
+++ b/training_classifiers/nf/transformer_chemberta/seed_12345/metrics.json
@@ -0,0 +1,7 @@
+{
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\ No newline at end of file
diff --git a/training_classifiers/nf/transformer_chemberta/seed_1986/metrics.json b/training_classifiers/nf/transformer_chemberta/seed_1986/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8aa04887ca35dbcb5f965c9e86e8a1dddfe052e
--- /dev/null
+++ b/training_classifiers/nf/transformer_chemberta/seed_1986/metrics.json
@@ -0,0 +1,7 @@
+{
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\ No newline at end of file
diff --git a/training_classifiers/nf/transformer_chemberta/seed_42/metrics.json b/training_classifiers/nf/transformer_chemberta/seed_42/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e6500df4e38ff9ec3647b7eb8e80cdcdf0ee9ea
--- /dev/null
+++ b/training_classifiers/nf/transformer_chemberta/seed_42/metrics.json
@@ -0,0 +1,7 @@
+{
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\ No newline at end of file
diff --git a/training_classifiers/nf/transformer_smiles/seed_0/metrics.json b/training_classifiers/nf/transformer_smiles/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/nf/transformer_smiles/seed_123/metrics.json b/training_classifiers/nf/transformer_smiles/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/nf/transformer_smiles/seed_12345/metrics.json b/training_classifiers/nf/transformer_smiles/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/nf/transformer_smiles/seed_1986/metrics.json b/training_classifiers/nf/transformer_smiles/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/nf/transformer_smiles/seed_42/metrics.json b/training_classifiers/nf/transformer_smiles/seed_42/metrics.json
new file mode 100644
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new file mode 100644
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--- /dev/null
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new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/nf/transformer_wt/seed_1986/metrics.json b/training_classifiers/nf/transformer_wt/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/nf/transformer_wt/seed_42/metrics.json b/training_classifiers/nf/transformer_wt/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/cnn_chemberta/seed_0/metrics.json b/training_classifiers/permeability_caco2/cnn_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/cnn_chemberta/seed_123/metrics.json b/training_classifiers/permeability_caco2/cnn_chemberta/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_caco2/cnn_chemberta/seed_12345/metrics.json b/training_classifiers/permeability_caco2/cnn_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/permeability_caco2/cnn_chemberta/seed_12345/metrics.json
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diff --git a/training_classifiers/permeability_caco2/cnn_chemberta/seed_1986/metrics.json b/training_classifiers/permeability_caco2/cnn_chemberta/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_caco2/cnn_chemberta/seed_42/metrics.json b/training_classifiers/permeability_caco2/cnn_chemberta/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_caco2/cnn_smiles/seed_0/metrics.json b/training_classifiers/permeability_caco2/cnn_smiles/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/cnn_smiles/seed_123/metrics.json b/training_classifiers/permeability_caco2/cnn_smiles/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_caco2/cnn_smiles/seed_12345/metrics.json b/training_classifiers/permeability_caco2/cnn_smiles/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_caco2/cnn_smiles/seed_1986/metrics.json b/training_classifiers/permeability_caco2/cnn_smiles/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/cnn_smiles/seed_42/metrics.json b/training_classifiers/permeability_caco2/cnn_smiles/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/mlp_chemberta/seed_0/metrics.json b/training_classifiers/permeability_caco2/mlp_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/permeability_caco2/mlp_chemberta/seed_0/metrics.json
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diff --git a/training_classifiers/permeability_caco2/mlp_chemberta/seed_123/metrics.json b/training_classifiers/permeability_caco2/mlp_chemberta/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/mlp_chemberta/seed_12345/metrics.json b/training_classifiers/permeability_caco2/mlp_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/mlp_chemberta/seed_1986/metrics.json b/training_classifiers/permeability_caco2/mlp_chemberta/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/mlp_chemberta/seed_42/metrics.json b/training_classifiers/permeability_caco2/mlp_chemberta/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/mlp_smiles/seed_0/metrics.json b/training_classifiers/permeability_caco2/mlp_smiles/seed_0/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/permeability_caco2/mlp_smiles/seed_0/metrics.json
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diff --git a/training_classifiers/permeability_caco2/mlp_smiles/seed_123/metrics.json b/training_classifiers/permeability_caco2/mlp_smiles/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/mlp_smiles/seed_12345/metrics.json b/training_classifiers/permeability_caco2/mlp_smiles/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_caco2/mlp_smiles/seed_1986/metrics.json b/training_classifiers/permeability_caco2/mlp_smiles/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/permeability_caco2/mlp_smiles/seed_1986/metrics.json
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diff --git a/training_classifiers/permeability_caco2/mlp_smiles/seed_42/metrics.json b/training_classifiers/permeability_caco2/mlp_smiles/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/transformer_chemberta/seed_0/metrics.json b/training_classifiers/permeability_caco2/transformer_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/transformer_chemberta/seed_123/metrics.json b/training_classifiers/permeability_caco2/transformer_chemberta/seed_123/metrics.json
new file mode 100644
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--- /dev/null
+++ b/training_classifiers/permeability_caco2/transformer_chemberta/seed_123/metrics.json
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diff --git a/training_classifiers/permeability_caco2/transformer_chemberta/seed_12345/metrics.json b/training_classifiers/permeability_caco2/transformer_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/transformer_chemberta/seed_1986/metrics.json b/training_classifiers/permeability_caco2/transformer_chemberta/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_caco2/transformer_chemberta/seed_42/metrics.json b/training_classifiers/permeability_caco2/transformer_chemberta/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/cnn_chemberta/seed_0/metrics.json b/training_classifiers/permeability_penetrance/cnn_chemberta/seed_0/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/cnn_chemberta/seed_123/metrics.json b/training_classifiers/permeability_penetrance/cnn_chemberta/seed_123/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/cnn_chemberta/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/cnn_chemberta/seed_1986/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/cnn_chemberta/seed_42/metrics.json b/training_classifiers/permeability_penetrance/cnn_chemberta/seed_42/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_0/metrics.json b/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_0/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_123/metrics.json b/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_123/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_42/metrics.json b/training_classifiers/permeability_penetrance/cnn_peptideclm/seed_42/metrics.json
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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--- /dev/null
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new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_chemberta/seed_123/metrics.json b/training_classifiers/permeability_penetrance/mlp_chemberta/seed_123/metrics.json
new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_chemberta/seed_42/metrics.json b/training_classifiers/permeability_penetrance/mlp_chemberta/seed_42/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_0/metrics.json b/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_0/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_123/metrics.json b/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_123/metrics.json
new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_1986/metrics.json
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diff --git a/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_42/metrics.json b/training_classifiers/permeability_penetrance/mlp_peptideclm/seed_42/metrics.json
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new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_wt/seed_123/metrics.json b/training_classifiers/permeability_penetrance/mlp_wt/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_wt/seed_12345/metrics.json b/training_classifiers/permeability_penetrance/mlp_wt/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_wt/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/mlp_wt/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/mlp_wt/seed_42/metrics.json b/training_classifiers/permeability_penetrance/mlp_wt/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_chemberta/seed_0/metrics.json b/training_classifiers/permeability_penetrance/transformer_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_chemberta/seed_123/metrics.json b/training_classifiers/permeability_penetrance/transformer_chemberta/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_chemberta/seed_12345/metrics.json b/training_classifiers/permeability_penetrance/transformer_chemberta/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_chemberta/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/transformer_chemberta/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_chemberta/seed_42/metrics.json b/training_classifiers/permeability_penetrance/transformer_chemberta/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_0/metrics.json b/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_0/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_123/metrics.json b/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_12345/metrics.json b/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_42/metrics.json b/training_classifiers/permeability_penetrance/transformer_peptideclm/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_wt/seed_0/metrics.json b/training_classifiers/permeability_penetrance/transformer_wt/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_wt/seed_123/metrics.json b/training_classifiers/permeability_penetrance/transformer_wt/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_wt/seed_12345/metrics.json b/training_classifiers/permeability_penetrance/transformer_wt/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_wt/seed_1986/metrics.json b/training_classifiers/permeability_penetrance/transformer_wt/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/permeability_penetrance/transformer_wt/seed_42/metrics.json b/training_classifiers/permeability_penetrance/transformer_wt/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/solubility/cnn_wt/seed_0/metrics.json b/training_classifiers/solubility/cnn_wt/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/solubility/cnn_wt/seed_123/metrics.json b/training_classifiers/solubility/cnn_wt/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/solubility/cnn_wt/seed_12345/metrics.json b/training_classifiers/solubility/cnn_wt/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/solubility/cnn_wt/seed_1986/metrics.json b/training_classifiers/solubility/cnn_wt/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/solubility/cnn_wt/seed_42/metrics.json b/training_classifiers/solubility/cnn_wt/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/solubility/mlp_wt/seed_0/metrics.json b/training_classifiers/solubility/mlp_wt/seed_0/metrics.json
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/solubility/transformer_wt/seed_1986/metrics.json b/training_classifiers/solubility/transformer_wt/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/solubility/transformer_wt/seed_42/metrics.json b/training_classifiers/solubility/transformer_wt/seed_42/metrics.json
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/toxicity/cnn_chemberta/seed_12345/metrics.json b/training_classifiers/toxicity/cnn_chemberta/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/cnn_chemberta/seed_1986/metrics.json b/training_classifiers/toxicity/cnn_chemberta/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/cnn_chemberta/seed_42/metrics.json b/training_classifiers/toxicity/cnn_chemberta/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/cnn_peptideclm/seed_0/metrics.json b/training_classifiers/toxicity/cnn_peptideclm/seed_0/metrics.json
new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/toxicity/cnn_peptideclm/seed_1986/metrics.json b/training_classifiers/toxicity/cnn_peptideclm/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/cnn_peptideclm/seed_42/metrics.json b/training_classifiers/toxicity/cnn_peptideclm/seed_42/metrics.json
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/training_classifiers/toxicity/mlp_chemberta/seed_1986/metrics.json b/training_classifiers/toxicity/mlp_chemberta/seed_1986/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/mlp_chemberta/seed_42/metrics.json b/training_classifiers/toxicity/mlp_chemberta/seed_42/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/mlp_peptideclm/seed_0/metrics.json b/training_classifiers/toxicity/mlp_peptideclm/seed_0/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/mlp_peptideclm/seed_123/metrics.json b/training_classifiers/toxicity/mlp_peptideclm/seed_123/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/mlp_peptideclm/seed_12345/metrics.json b/training_classifiers/toxicity/mlp_peptideclm/seed_12345/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/mlp_peptideclm/seed_1986/metrics.json b/training_classifiers/toxicity/mlp_peptideclm/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/mlp_peptideclm/seed_42/metrics.json b/training_classifiers/toxicity/mlp_peptideclm/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/transformer_chemberta/seed_0/metrics.json b/training_classifiers/toxicity/transformer_chemberta/seed_0/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/transformer_chemberta/seed_123/metrics.json b/training_classifiers/toxicity/transformer_chemberta/seed_123/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/transformer_chemberta/seed_12345/metrics.json b/training_classifiers/toxicity/transformer_chemberta/seed_12345/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/transformer_chemberta/seed_1986/metrics.json b/training_classifiers/toxicity/transformer_chemberta/seed_1986/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/transformer_chemberta/seed_42/metrics.json b/training_classifiers/toxicity/transformer_chemberta/seed_42/metrics.json
new file mode 100644
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--- /dev/null
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diff --git a/training_classifiers/toxicity/transformer_peptideclm/seed_0/metrics.json b/training_classifiers/toxicity/transformer_peptideclm/seed_0/metrics.json
new file mode 100644
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diff --git a/training_classifiers/toxicity/transformer_peptideclm/seed_123/metrics.json b/training_classifiers/toxicity/transformer_peptideclm/seed_123/metrics.json
new file mode 100644
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+  "val_f1": 0.848168,
+  "val_auc": 0.909744,
+  "val_thr": 0.488835
+}
\ No newline at end of file
diff --git a/training_classifiers/toxicity/transformer_peptideclm/seed_12345/metrics.json b/training_classifiers/toxicity/transformer_peptideclm/seed_12345/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f10e233ff261968bfaaa1cd315b8c9cefe5b917
--- /dev/null
+++ b/training_classifiers/toxicity/transformer_peptideclm/seed_12345/metrics.json
@@ -0,0 +1,7 @@
+{
+  "model": "transformer",
+  "seed": 12345,
+  "val_f1": 0.841972,
+  "val_auc": 0.911455,
+  "val_thr": 0.291391
+}
\ No newline at end of file
diff --git a/training_classifiers/toxicity/transformer_peptideclm/seed_1986/metrics.json b/training_classifiers/toxicity/transformer_peptideclm/seed_1986/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..da653617c31e58434a252d88b9e7c6216446ba86
--- /dev/null
+++ b/training_classifiers/toxicity/transformer_peptideclm/seed_1986/metrics.json
@@ -0,0 +1,7 @@
+{
+  "model": "transformer",
+  "seed": 1986,
+  "val_f1": 0.844133,
+  "val_auc": 0.898322,
+  "val_thr": 0.370855
+}
\ No newline at end of file
diff --git a/training_classifiers/toxicity/transformer_peptideclm/seed_42/metrics.json b/training_classifiers/toxicity/transformer_peptideclm/seed_42/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..afcdbfe613fdddf3decde3b45723460aed265a4b
--- /dev/null
+++ b/training_classifiers/toxicity/transformer_peptideclm/seed_42/metrics.json
@@ -0,0 +1,7 @@
+{
+  "model": "transformer",
+  "seed": 42,
+  "val_f1": 0.846734,
+  "val_auc": 0.905771,
+  "val_thr": 0.191653
+}
\ No newline at end of file