diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_128/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ce090f4f137df610f8f4b2ff2b381f93f44811c
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/code_metrics_step_final.json
@@ -0,0 +1,136 @@
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_128/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..9af05c9823ca7e63d57f7381dc62ce13a7348098
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed0/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f68b1fb974944b61099202c8efde7b2e80afeb45
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed0/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed1/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bbdb76129185355c9135442b24bb62c1df7a497
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed1/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed2/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..65ad07e6db1c726a7a35612ab887cd3f3b403c4c
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed2/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8436d9398e72da25942c7bb651ce965c5fc13a30
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0769,
+    "r2_score": 0.9792,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.0104,
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+    "l0_per_token_0.5": 0.0092,
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+    "dense_rate_0.2": 0.0086,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 162.2623
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..56a6d95678aa9154a5d7ce7eae996abf62f39243
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
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+ "thresholds": [
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+ "summary": {
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..f677c95ca4289e65a3f3cd26760c63611f4e38d6
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
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+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed0/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1471f6d35c7bc8f1a7d2c3f7010e993d4c4e69ce
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed0/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c38ef11e701a7beb03f1fa9bbf6b3e0b2ba591e
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1493,
+    "r2_score": 0.9596,
+    "l0_per_token_0": 0.0026,
+    "l0_per_token_0.001": 0.0026,
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+    "l0_per_token_0.5": 0.0026,
+    "l0_per_token_1.0": 0.0026,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 88.74
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed1/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..113dc9e5733aeadd53c79f20243ec2c98e11f200
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed1/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..623346665584cbd16dec01c9d49e1c79a5298b30
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1495,
+    "r2_score": 0.9595,
+    "l0_per_token_0": 0.0026,
+    "l0_per_token_0.001": 0.0026,
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+    "l0_per_token_0.5": 0.0026,
+    "l0_per_token_1.0": 0.0026,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 88.1271
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed2/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f96b94c5cdf87a80891a0447037ec702c16750c5
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed2/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f9367df12098910d19c31982dbfcf989269de6a
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1495,
+    "r2_score": 0.9595,
+    "l0_per_token_0": 0.0026,
+    "l0_per_token_0.001": 0.0026,
+    "l0_per_token_0.01": 0.0026,
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+    "l0_per_token_0.5": 0.0026,
+    "l0_per_token_1.0": 0.0026,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 88.7149
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..c98d474fea99c2770b11385ce2f5afc4de447b65
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 771000,
+ "thresholds": [
+  0.5,
+  0.6,
+  0.7,
+  0.8,
+  0.9
+ ],
+ "seeds": [
+  "seed0",
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+ "per_seed": {
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+   "l1_per_token": 117.93598294451628
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+ },
+ "per_pair": {
+  "seed0\u2194seed1": {
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+   "act_iou_n_pairs": 12288,
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+   "matched_mcc_signed": {
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd02c21616aac59eb21bb2581020d7d587c2262e
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed0/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10dca0d51af6f32bd6a0e03266fe81f53950f413
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed0/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f8bee79596dd7c638fe4471657a32b9335ec9fd
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1065,
+    "r2_score": 0.9712,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 118.3737
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed1/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..854438ca02d0ba74a3c53bd7168fcd09f7a150fb
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed1/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..89b6ac280ef0c9f50de95a4d43b2ae39ae9731a0
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 119.0517
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed2/config.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f09a7c503cce76d640a14afb82902f286199463c
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed2/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..90ef1e9c4d07d5e522cddbb7a1cb3f538bb09059
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dense_rate_0.2": 0.0005,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 117.9227
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..e982cdd653840d926200ef2364d37587ca8c91f7
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a1de8ad802ac73ee921a2ad3e5d0dc898ce65e8
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
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+  "matched_frac_abs_band_std": 0.0037088310107766466,
+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed0/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c35a8861a4210a98ca2e367ff6d4aa8deaefeb55
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed0/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..065b544ce3c8ea392a6aefcea73f6cc1625e5c5d
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0978,
+    "r2_score": 0.9735,
+    "l0_per_token_0": 0.0416,
+    "l0_per_token_0.001": 0.0416,
+    "l0_per_token_0.01": 0.0416,
+    "l0_per_token_0.05": 0.0416,
+    "l0_per_token_0.1": 0.0416,
+    "l0_per_token_0.5": 0.0407,
+    "l0_per_token_1.0": 0.0195,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0544,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 187.3075
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed1/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..69eb8061c95e13eabf11b5605ce9e0273fa5b6ee
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed1/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3d6339f571f3b2ea3cb9c6670c9e9357ea9b7ba
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0974,
+    "r2_score": 0.9736,
+    "l0_per_token_0": 0.0416,
+    "l0_per_token_0.001": 0.0416,
+    "l0_per_token_0.01": 0.0416,
+    "l0_per_token_0.05": 0.0416,
+    "l0_per_token_0.1": 0.0416,
+    "l0_per_token_0.5": 0.0408,
+    "l0_per_token_1.0": 0.0195,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0521,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 182.5727
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed2/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea55bca5defbb5c0d14766fcc72e07889904e940
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed2/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..52463edc3ae9e2170008de63ad7d8c8eb8553eaf
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0981,
+    "r2_score": 0.9734,
+    "l0_per_token_0": 0.0417,
+    "l0_per_token_0.001": 0.0417,
+    "l0_per_token_0.01": 0.0417,
+    "l0_per_token_0.05": 0.0417,
+    "l0_per_token_0.1": 0.0417,
+    "l0_per_token_0.5": 0.041,
+    "l0_per_token_1.0": 0.0197,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0544,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 189.3606
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0ebe6339b5eba9e22a28187bdb981231be8e394
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 771000,
+ "thresholds": [
+  0.5,
+  0.6,
+  0.7,
+  0.8,
+  0.9
+ ],
+ "seeds": [
+  "seed0",
+  "seed1",
+  "seed2"
+ ],
+ "per_seed": {
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+   "recon_r2": 0.9551329095079198,
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+  "seed1": {
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+   "recon_r2": 0.9551697858025693,
+   "l1_per_token": 91.46734735581909
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+   "recon_r2": 0.9549875118596333,
+   "l1_per_token": 92.66057466775217
+  }
+ },
+ "per_pair": {
+  "seed0\u2194seed1": {
+   "alive_source": "stats",
+   "mcc_signed": 0.8092696332763701,
+   "mcc_abs": 0.809320736819735,
+   "act_iou": 0.6617149797421935,
+   "act_iou_n_pairs": 3072,
+   "input_r2": 0.9897753725043655,
+   "matched_mcc_signed": {
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..307e724154bcd6271ca85bbd55c0ad202190128c
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed0/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b8b0bf9a79be3eaf8cb64f0d93fcb3200327e0f
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed0/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c09d6d738dc73b1256e811e3229447e0a7a7197a
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1658,
+    "r2_score": 0.9551,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
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+    "l0_per_token_0.1": 0.0104,
+    "l0_per_token_0.5": 0.0104,
+    "l0_per_token_1.0": 0.0104,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 92.1742
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed1/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..78eb67885d6081b1eee04627d0a79573862692b1
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed1/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b5315aca9885417c9a36b643baad112abe9ebcd
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1656,
+    "r2_score": 0.9551,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
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+    "l0_per_token_0.1": 0.0104,
+    "l0_per_token_0.5": 0.0104,
+    "l0_per_token_1.0": 0.0104,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 91.4717
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed2/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..33db7efae94f3b46add2453de64aeae70e044c21
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed2/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b628b521932658fa827f1d0d670cd81caced30d
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1662,
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+    "l0_per_token_0.001": 0.0104,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 92.6854
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..c09373f86fbaaebe4c132db14ba60bc50d744038
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb0afabb8a233eeb93b693a080e08471b35f4ef0
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
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+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed0/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8661b7883db63a1f6d2922a16b302ff8a496f0ce
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed0/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb66943c4c86a267c4e0a9763f2f61befd11596f
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1266,
+    "r2_score": 0.9657,
+    "l0_per_token_0": 0.0209,
+    "l0_per_token_0.001": 0.0209,
+    "l0_per_token_0.01": 0.0209,
+    "l0_per_token_0.05": 0.0209,
+    "l0_per_token_0.1": 0.0209,
+    "l0_per_token_0.5": 0.0209,
+    "l0_per_token_1.0": 0.014,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0091,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 125.8463
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed1/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ce45a08b6913db69f2d2155ef8d8951ada06ad6
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed1/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..9412218e70c536a7b1c03b8572a7850e825e9065
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1267,
+    "r2_score": 0.9657,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
+    "l0_per_token_0.01": 0.0208,
+    "l0_per_token_0.05": 0.0208,
+    "l0_per_token_0.1": 0.0208,
+    "l0_per_token_0.5": 0.0208,
+    "l0_per_token_1.0": 0.014,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0088,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 125.9709
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed2/config.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..975d6bca46c0174ff9e6312f6bc2a9da92822fa8
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed2/config.json
@@ -0,0 +1,12 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "batchtopk",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "class_type": "BatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..806eb4405d38aec0f776d3c65fc9afc15de688b8
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1269,
+    "r2_score": 0.9656,
+    "l0_per_token_0": 0.0209,
+    "l0_per_token_0.001": 0.0209,
+    "l0_per_token_0.01": 0.0209,
+    "l0_per_token_0.05": 0.0209,
+    "l0_per_token_0.1": 0.0209,
+    "l0_per_token_0.5": 0.0209,
+    "l0_per_token_1.0": 0.014,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0081,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 126.6698
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_128/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4315921131b8437d147c9e93ef7507037386dbd
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_128/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 771000,
+ "thresholds": [
+  0.5,
+  0.6,
+  0.7,
+  0.8,
+  0.9
+ ],
+ "seeds": [
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+  "seed1",
+  "seed2"
+ ],
+ "per_seed": {
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+   "recon_r2": 0.9781049622527158,
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+   "l1_per_token": 171.03828205499408
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+   "recon_r2": 0.97796500138674,
+   "l1_per_token": 175.10224707070805
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+ },
+ "per_pair": {
+  "seed0\u2194seed1": {
+   "alive_source": "stats",
+   "mcc_signed": 0.6493513968951606,
+   "mcc_abs": 0.6494521136794168,
+   "act_iou": 0.4864558583688097,
+   "act_iou_n_pairs": 6144,
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+   "matched_mcc_signed": {
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_128/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfbba562d24bd13bff1de6e14954c0963b1a2bbf
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..4dea385c641e7013f17f9e7f10f23c35304efa4d
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
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\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..327a35f8b154005974ba42acee4423a2d95bccb5
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..e406979548a8824aa66b5703c1fcc4a486ec0222
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
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\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..e55e4815f3bcdb87cc9dec92bd2c740157ea99e0
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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+}
\ No newline at end of file
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_128/seed0/config.json b/vision/dinov2-b_layer10/mp/x8/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ece5ac0565509e1fcdedae2612200b9436b1a999
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_128/seed0/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 32,
+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..768049b72c5650e3408b55cdb413acc9d84ef455
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
+    "l2_loss": 0.1415,
+    "r2_score": 0.9617,
+    "l0_per_token_0": 0.0047,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 101.397
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_128/seed1/config.json b/vision/dinov2-b_layer10/mp/x8/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..107eef28549d5504248e6f3b08a41e11df11e5e8
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_128/seed1/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 32,
+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3711ab4eefa33b7dabf19f93ac9b4137522f361
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
+    "l2_loss": 0.1424,
+    "r2_score": 0.9614,
+    "l0_per_token_0": 0.0046,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 102.0256
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_128/seed2/config.json b/vision/dinov2-b_layer10/mp/x8/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..041eeaf476b63e4eb1d3954ed302ace623584173
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_128/seed2/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 32,
+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f7c4340bb03872687f29fb8e01a5a75d624019d
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
+    "l2_loss": 0.1398,
+    "r2_score": 0.9621,
+    "l0_per_token_0": 0.0048,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 104.3557
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/mp/x8/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a10d2a91a023646c4b2fbbbbc8ab0c431a81a952
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
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+ "thresholds": [
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+  0.6,
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+  0.9
+ ],
+ "seeds": [
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+  "act_iou_n_pairs": 6144.0,
+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/mp/x8/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a36a2fc1b78d39f388932936d184e43cc30a7403
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,595 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/seed0/config.json b/vision/dinov2-b_layer10/mp/x8/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ece5ac0565509e1fcdedae2612200b9436b1a999
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/seed0/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 32,
+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..768049b72c5650e3408b55cdb413acc9d84ef455
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
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+    "r2_score": 0.9617,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 101.397
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/seed1/config.json b/vision/dinov2-b_layer10/mp/x8/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..107eef28549d5504248e6f3b08a41e11df11e5e8
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/seed1/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
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+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3711ab4eefa33b7dabf19f93ac9b4137522f361
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
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+    "r2_score": 0.9614,
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+    "dead_rate": 0.0,
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+    "live_latent_frac": 1.0,
+    "l1_per_token": 102.0256
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/seed2/config.json b/vision/dinov2-b_layer10/mp/x8/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..041eeaf476b63e4eb1d3954ed302ace623584173
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/seed2/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
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+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f7c4340bb03872687f29fb8e01a5a75d624019d
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
+    "l2_loss": 0.1398,
+    "r2_score": 0.9621,
+    "l0_per_token_0": 0.0048,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 104.3557
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/mp/x8/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a10d2a91a023646c4b2fbbbbc8ab0c431a81a952
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
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+ "thresholds": [
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+ "seeds": [
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+ "per_seed": {
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+ "per_pair": {
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+ "summary": {
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/mp/x8/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a36a2fc1b78d39f388932936d184e43cc30a7403
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,595 @@
+{
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+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_64/seed0/config.json b/vision/dinov2-b_layer10/mp/x8/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ece5ac0565509e1fcdedae2612200b9436b1a999
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_64/seed0/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "k_iters": 32,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 32,
+    "residual_thr": 0.05,
+    "max_iters": 614,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/dinov2-b_layer10/mp/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/mp/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..768049b72c5650e3408b55cdb413acc9d84ef455
--- /dev/null
+++ b/vision/dinov2-b_layer10/mp/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
+    "l2_loss": 0.1415,
+    "r2_score": 0.9617,
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