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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d1a4836058c29cfdbfdadd94e9d4c640e079a7be
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed0/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
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+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0942954f494748a8ef008b41944320356e58e87d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0182,
+    "r2_score": 0.9598,
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+    "l0_per_token_0.1": 0.0004,
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+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0028,
+    "live_latent_frac": 0.7846,
+    "l1_per_token": 5.4478
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..28bd0a9a09fabf165083e2ee78027182c7ba5be3
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
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+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..963a0af98b5ed32cc9570eb6285656b6867ccd08
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dense_rate_0.2": 0.0028,
+    "live_latent_frac": 0.7804,
+    "l1_per_token": 5.4295
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc9d411495e2547d51bacace5eb57c467f1a668e
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
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+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb76fb8b562350cb3bd947dea7c457173a649b03
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0182,
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+    "l0_per_token_0.001": 0.0104,
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+    "dense_rate_0.2": 0.0028,
+    "live_latent_frac": 0.7847,
+    "l1_per_token": 5.4319
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..0703d57c4026f8b3a2b3b9b16dc4a80e590b38bb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
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+ "thresholds": [
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\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..78a082113ee00aea7d85cc11dd5be7868c3fee09
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,772 @@
+{
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+ }
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x16/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x16/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..453661d3a2732a1758a572f2b2d5b55d9d69be6e
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x16/l0_32/seed0/config.json
@@ -0,0 +1,20 @@
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..58683470b63be99124282c520391d3e3a47e767a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed0/config.json
@@ -0,0 +1,20 @@
+{
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+    "top_k_inference": 0,
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+    "num_encode_steps": 1,
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+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a5dcb29c2a8ed1bdcac3dbadb8428aa7527f663
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0222,
+    "r2_score": 0.9511,
+    "l0_per_token_0": 0.0417,
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+    "l0_per_token_0.01": 0.0398,
+    "l0_per_token_0.05": 0.0096,
+    "l0_per_token_0.1": 0.0025,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0316,
+    "live_latent_frac": 0.9622,
+    "l1_per_token": 6.0191
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa6d57cd26b5f2599a20f38d50b6f722e672d2fa
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4699de08f12ef2f322127c8b1fc2a2bd31d0db72
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "r2_score": 0.9513,
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+    "l0_per_token_0.001": 0.0417,
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+    "l0_per_token_0.1": 0.0025,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0296,
+    "live_latent_frac": 0.9658,
+    "l1_per_token": 6.0
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2bd41291b9360c7eb800a0914203b4894f6d83f4
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..71239595366d25e14ed4d7078e70342fc2b59270
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0221,
+    "r2_score": 0.9512,
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+    "l0_per_token_0.001": 0.0417,
+    "l0_per_token_0.01": 0.0398,
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+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0303,
+    "live_latent_frac": 0.9717,
+    "l1_per_token": 6.023
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7932790f847ce215d0fd728866612ed26a2bb94
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/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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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..fd8eea8ecb998908366f56a7ab38c00bbc52795f
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,772 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7698993f019b0b847dd5844e172c86abe89b8c5d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed0/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6cecf6b84db84290923b4d43f4d35300c7a93692
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "r2_score": 0.9213,
+    "l0_per_token_0": 0.0104,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0013,
+    "live_latent_frac": 0.9912,
+    "l1_per_token": 3.0439
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8dd350b779af726863c7ffbafe9691b8d48a8977
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a3e6392aaf8d7a75faa3fec50ab2b196ced5c0f8
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0357,
+    "r2_score": 0.9214,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.0101,
+    "l0_per_token_0.05": 0.0097,
+    "l0_per_token_0.1": 0.003,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0013,
+    "live_latent_frac": 0.9915,
+    "l1_per_token": 3.0495
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c365ecc852813ac60a03d7d03f4fd43a7ef83f74
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9bc410130ba2b9ea98c528ec203e0f4c1a03b17
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0357,
+    "r2_score": 0.9215,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.0101,
+    "l0_per_token_0.05": 0.0096,
+    "l0_per_token_0.1": 0.0029,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0013,
+    "live_latent_frac": 0.9915,
+    "l1_per_token": 3.0448
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca6785c2b1b2ee52679ad7bc56ded333a60113fb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/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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+ "summary": {
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..09e909776ad1b4b55d4e8951575f5ee5ad5efe4d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,772 @@
+{
+ "schema": 1,
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..584f6af16d8082cd6a6b59a6ab852e3e73b8bac5
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed0/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..907d65747af7a1a69ae3d0525edc147c0615b937
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0292,
+    "r2_score": 0.9357,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
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+    "l0_per_token_0.1": 0.0027,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0026,
+    "live_latent_frac": 0.9893,
+    "l1_per_token": 4.2286
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa6ea96215736297f15273926f2155d9e50197ab
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 64,
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+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ed1cb06fdbb332995becab7e470b98ca282794c
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0291,
+    "r2_score": 0.9358,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
+    "l0_per_token_0.01": 0.02,
+    "l0_per_token_0.05": 0.0109,
+    "l0_per_token_0.1": 0.0026,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0033,
+    "live_latent_frac": 0.9876,
+    "l1_per_token": 4.2155
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d896eb6ecc74aff8c480e9b1efebbc1e969adec3
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..97c0b626475d8355f421f0e33199e8a4800a8d9d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0292,
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+    "l0_per_token_0.001": 0.0208,
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+    "dense_rate_0.2": 0.0033,
+    "live_latent_frac": 0.987,
+    "l1_per_token": 4.2246
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec18056135bf7cc56ea904831a60376ef90930b8
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/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/clip-vit-b-16_layer10/isae/x8/l0_128/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..28b7745d32779b4fc9d7d5d30304413863128552
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,772 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..40df04c960386578c223597af1001d2e978efd94
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed0/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c271b80390cf1f9cbc15b6da2d78b2f933cff548
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0198,
+    "r2_score": 0.9565,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
+    "l0_per_token_0.01": 0.0199,
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+    "l0_per_token_0.1": 0.001,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.008,
+    "live_latent_frac": 0.9419,
+    "l1_per_token": 5.6368
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2577533fca09be994e11f088889f54105f929fcf
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
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+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7fd1d89879b16cd5f594bdff1400628a1ae3c45
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0198,
+    "r2_score": 0.9565,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
+    "l0_per_token_0.01": 0.0199,
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+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0081,
+    "live_latent_frac": 0.9442,
+    "l1_per_token": 5.6346
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1db69203b94d5ad580031e9ccd7364464b046c4
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..70cb1dfecd6e64fb133aa70dfffad987170aaefb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0198,
+    "r2_score": 0.9565,
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+    "dense_rate_0.2": 0.008,
+    "live_latent_frac": 0.9419,
+    "l1_per_token": 5.6383
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..dedeac719388288f80c7b08308f316243790de60
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/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/clip-vit-b-16_layer10/isae/x8/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..141d6266cb94dae8a10aec93443a76d74f42175d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,772 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f6f74c4605a9dd3c941492c25517f92ab351c74
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed0/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..66a90af9469f9496c1d30b01fa494700200eb923
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0324,
+    "r2_score": 0.9287,
+    "l0_per_token_0": 0.0052,
+    "l0_per_token_0.001": 0.0052,
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+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 0.936,
+    "l1_per_token": 2.9923
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca107f7c169ca904540ec33a7211206af747fd8e
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
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+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf1cfc8a1c1f13a35bbf57c6c7db914b64fa2459
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0324,
+    "r2_score": 0.9287,
+    "l0_per_token_0": 0.0052,
+    "l0_per_token_0.001": 0.0052,
+    "l0_per_token_0.01": 0.005,
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+    "l0_per_token_0.1": 0.0014,
+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 0.9344,
+    "l1_per_token": 2.9892
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c247844b1ed1ce682ed350650507bce658425e5e
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..19d7932a9c0448591a6eeb22a378a2b6cdb63385
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0323,
+    "r2_score": 0.9288,
+    "l0_per_token_0": 0.0052,
+    "l0_per_token_0.001": 0.0052,
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+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 0.9373,
+    "l1_per_token": 2.9977
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..5520e91d5ddce8c0ae0df750415b8cf54c19ace2
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/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/clip-vit-b-16_layer10/isae/x8/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..c0ead4717565161500cfc3f199843284a195f43d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,772 @@
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+ }
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..912b65aaadacd5e52a6b294a895f07ff548f9a07
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed0/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff74e7c8169ab20738e00044f590cbaec1ddb02c
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0256,
+    "r2_score": 0.9437,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
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+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 0.9798,
+    "l1_per_token": 4.1221
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..884c307e2edf20d0b9bc4dfe9176dc9311b8e1eb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed1/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 64,
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+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
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+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c8bf3f4fccea0ac8a13b05401d49af43a0b7df4
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0256,
+    "r2_score": 0.9436,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.01,
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+    "l0_per_token_0.5": 0.0,
+    "l0_per_token_1.0": 0.0,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 0.9764,
+    "l1_per_token": 4.1185
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed2/config.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0f0b8b967544c630769a9f6b12e5881dec0c6f2
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed2/config.json
@@ -0,0 +1,20 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "isae",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "use_abstopk": true,
+    "num_encode_steps": 1,
+    "initial_step_size": 0.9,
+    "rip_weight": 0.1,
+    "rip_multiplier": 2,
+    "rip_weighted": false,
+    "l1_weight": 0.01,
+    "input_norm": true,
+    "class_type": "IsaeSAE",
+    "module_name": "consdl.models.isae"
+}
diff --git a/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..89494d8cf882a6a3ba2cdf56e2ff4c45386b944c
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/isae/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0256,
+    "r2_score": 0.9437,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_128/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..5cfb6e64c10c9c3e857797f4768435ee3c540fd3
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/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/clip-vit-b-16_layer10/mp/x16/l0_128/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bc22cc6accc075232e78f948068bcca5f9a5f97
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/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/clip-vit-b-16_layer10/mp/x16/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..5cfb6e64c10c9c3e857797f4768435ee3c540fd3
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/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/clip-vit-b-16_layer10/mp/x16/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bc22cc6accc075232e78f948068bcca5f9a5f97
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/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/clip-vit-b-16_layer10/mp/x16/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..582c8dce741510337aae6bc33e8db9b021f25bc1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed0/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "k_iters": 10,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 10,
+    "residual_thr": 0.05,
+    "max_iters": 1228,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8465153a9e9a1f2031f87935b38abdc81b8f3232
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed1/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "k_iters": 10,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 10,
+    "residual_thr": 0.05,
+    "max_iters": 1228,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2eeeff8cfa9462b5b0077a7a5afaf9ae4a2a265
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0335,
+    "r2_score": 0.9262,
+    "l0_per_token_0": 0.0016,
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+    "l0_per_token_0.1": 0.0016,
+    "l0_per_token_0.5": 0.0015,
+    "l0_per_token_1.0": 0.0008,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 34.3709
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..859d3bae315c9ef5dc1a4ece37711d5e66c114f1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_32/seed2/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "k_iters": 10,
+    "mp_nonneg": true,
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+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..5cfb6e64c10c9c3e857797f4768435ee3c540fd3
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 591000,
+ "thresholds": [
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+  0.6,
+  0.7,
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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/clip-vit-b-16_layer10/mp/x16/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bc22cc6accc075232e78f948068bcca5f9a5f97
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
+ "schema": 2,
+ "step": "final",
+ "linkage": "complete",
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..582c8dce741510337aae6bc33e8db9b021f25bc1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed0/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "k_iters": 10,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 10,
+    "residual_thr": 0.05,
+    "max_iters": 1228,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..69e155fc170c12db5b522f61101eeb5db38c09bb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0329,
+    "r2_score": 0.9275,
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8465153a9e9a1f2031f87935b38abdc81b8f3232
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed1/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "k_iters": 10,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 10,
+    "residual_thr": 0.05,
+    "max_iters": 1228,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2eeeff8cfa9462b5b0077a7a5afaf9ae4a2a265
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "l0_per_token_0.001": 0.0016,
+    "l0_per_token_0.01": 0.0016,
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+    "l0_per_token_0.5": 0.0015,
+    "l0_per_token_1.0": 0.0008,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 34.3709
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed2/config.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..859d3bae315c9ef5dc1a4ece37711d5e66c114f1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed2/config.json
@@ -0,0 +1,18 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "mp",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "k_iters": 10,
+    "mp_nonneg": true,
+    "mp_dropout": 0.0,
+    "inference_mode": "adaptive",
+    "inference_iters": 10,
+    "residual_thr": 0.05,
+    "max_iters": 1228,
+    "patience": 2,
+    "class_type": "MPSAE",
+    "module_name": "consdl.models.mp"
+}
diff --git a/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..53057fde0474c7137c3dffc5b46361da52d19805
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/mp/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0334,
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+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 35.469
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_128/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..435126c7bec5b0cc33a7935e9ac60306c2205f61
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x16/l0_128/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5a817fe6f6a99982ef407173176bdb424524002
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x16/l0_128/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5949eb30b783de244a80f491fa25f7af3f2edec1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed0/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8ef10b6753c5a4923990a770e14f19c5e91fdf9
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "l0_per_token_0.5": 0.0008,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 0.9968,
+    "l1_per_token": 24.442
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c15515c994745470445ff31f3f2293062c96289
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..80cd14ddf8c102299265dcb40ccd0e120e8820cb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "r2_score": 0.9252,
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+    "l0_per_token_0.001": 0.0093,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 0.9954,
+    "l1_per_token": 24.4167
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..43913a5027e3e99b474c9dfef9490cb3c811038a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..300225ae7a3461dcab554ab4acd53f2ae465cfd4
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0341,
+    "r2_score": 0.9248,
+    "l0_per_token_0": 0.0094,
+    "l0_per_token_0.001": 0.0093,
+    "l0_per_token_0.01": 0.0084,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 0.9933,
+    "l1_per_token": 24.3932
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..06b096e2aff1e87c0ec51eeffc111cb6ede5b238
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 591000,
+ "thresholds": [
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+  0.6,
+  0.7,
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+ "per_pair": {
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7f10fdeccc0849ce7705e4983a1af4aeaa67c39
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/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/clip-vit-b-16_layer10/relu/x16/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5949eb30b783de244a80f491fa25f7af3f2edec1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed0/config.json
@@ -0,0 +1,10 @@
+{
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+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0112d30983ccb4a64a902ac52f1c6e1c3f5cba76
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "l0_per_token_0.1": 0.0016,
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+    "l0_per_token_1.0": 0.0003,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 0.7659,
+    "l1_per_token": 15.71
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c15515c994745470445ff31f3f2293062c96289
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8415c7df7e20c77aab9e0774d1a433b6c587756
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/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": 0.0002,
+    "live_latent_frac": 0.7474,
+    "l1_per_token": 15.7281
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..43913a5027e3e99b474c9dfef9490cb3c811038a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..775e78da71047fe004ba1d4519fe66868e7066d8
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fe455d94bd98235bc16926f957c5f2d84ff0269
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/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/clip-vit-b-16_layer10/relu/x16/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..aaa900afe85a8d4126f6c58c774bea212d6bf124
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x16/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5949eb30b783de244a80f491fa25f7af3f2edec1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed0/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a01752811a8ff13df7f65e2d1b0d861fe836a6b
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0404,
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+    "l0_per_token_0.001": 0.0053,
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+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 0.9495,
+    "l1_per_token": 19.9799
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c15515c994745470445ff31f3f2293062c96289
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7d4c6e4f6216f6be98dd25bb5c15210a9168cafb
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "l0_per_token_0.001": 0.0053,
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+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 0.9412,
+    "l1_per_token": 19.9544
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..43913a5027e3e99b474c9dfef9490cb3c811038a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4397df373ac8b800a8ecd27cde294e7899d26188
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0411,
+    "r2_score": 0.9094,
+    "l0_per_token_0": 0.0051,
+    "l0_per_token_0.001": 0.0051,
+    "l0_per_token_0.01": 0.0047,
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+    "l0_per_token_0.5": 0.0008,
+    "l0_per_token_1.0": 0.0003,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0002,
+    "live_latent_frac": 0.9242,
+    "l1_per_token": 19.6219
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..6257b6010d3defca597ac09d4af7edfe457c0e9f
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 591000,
+ "thresholds": [
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9f225cc7700118a9c60bb06f81d1ee884c7e4ed
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/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/clip-vit-b-16_layer10/relu/x4/l0_128/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..920481756aae71a20da4a01e54beb062205c045a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed0/config.json
@@ -0,0 +1,10 @@
+{
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+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..33c92d8f9b132b0ea4ebc9d5f05d813b8fd772d8
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0013,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 28.5991
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b729114fa7a39fd6d4550e7ebd1e771051ed38a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1756c57cd67ab8807b904e8713b5fe63dc9a03b
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 28.6078
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2ac614f301c676dc8383e32f921621c96254746
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b67464d701d5d37cb1816228c179bf55c4a1c08
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..616f5ddfd3fa01f87dc34b79974a2b0468383e3a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/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/clip-vit-b-16_layer10/relu/x4/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca6fb977c54c1a7636fcff63e18913f4f18bd832
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x4/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..920481756aae71a20da4a01e54beb062205c045a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed0/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..79da4f1348caa24b6571ec76cb33dd85e5ff2fd2
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0481,
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+    "l0_per_token_0.001": 0.0111,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 17.2751
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b729114fa7a39fd6d4550e7ebd1e771051ed38a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7398673211cd4153e846ceb570168c63f7c68080
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0481,
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+    "l0_per_token_0.001": 0.0111,
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+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 17.3154
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2ac614f301c676dc8383e32f921621c96254746
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..734083b2e40f59e3963dc05ef284b5ecd8d704e8
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0479,
+    "r2_score": 0.8944,
+    "l0_per_token_0": 0.0113,
+    "l0_per_token_0.001": 0.0113,
+    "l0_per_token_0.01": 0.0108,
+    "l0_per_token_0.05": 0.0092,
+    "l0_per_token_0.1": 0.0076,
+    "l0_per_token_0.5": 0.0027,
+    "l0_per_token_1.0": 0.0012,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 17.3955
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..721502a62f0cb25dfde43428a0624fe9fee305ad
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 591000,
+ "thresholds": [
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a57226447446536cfdbf52178d75acdb610d5266
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/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/clip-vit-b-16_layer10/relu/x4/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..920481756aae71a20da4a01e54beb062205c045a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed0/config.json
@@ -0,0 +1,10 @@
+{
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+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba46c211932d2584044ea2b28ceb5e885e74d7cf
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.001,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 22.4364
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b729114fa7a39fd6d4550e7ebd1e771051ed38a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..909a9f6a1d5e88db6c18934a6548c65a22294926
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dense_rate_0.2": 0.0013,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 22.5254
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2ac614f301c676dc8383e32f921621c96254746
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..582f596adb576c7f0da53e404b0797a658e91ab7
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_128/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e19de397883b39db34aa7ff33cb5542a7de9c8a
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/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/clip-vit-b-16_layer10/relu/x8/l0_128/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..efaba1da7d05befbcd5befad3cf732764cd04398
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x8/l0_128/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..03af2764551fb0c668e41544170a64c51da927c1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed0/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d8d8001d6a2d0df6c47987c884b54d519557c1e3
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0326,
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+    "dense_rate_0.2": 0.0008,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 27.2615
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2df92766c911a9cf15a36365f5f0d91bde86a2e6
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5d5a79a4d4e57dfafda055dd24987ecb908440ed
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 27.2937
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ff526fe86b1fee16310adf1b05c81222284af8c
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..279214ee79895d17e019b591b4563b164a6066a8
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.0325,
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+    "l0_per_token_0": 0.0197,
+    "l0_per_token_0.001": 0.0196,
+    "l0_per_token_0.01": 0.0181,
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+    "l0_per_token_1.0": 0.0007,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0007,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 27.3247
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..058c55fe9da43046bf9635c8e2c0df8bb8aba3a4
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 591000,
+ "thresholds": [
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..f59aef1a735c1d43eec1147a354ace575e743d61
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x8/l0_32/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..03af2764551fb0c668e41544170a64c51da927c1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed0/config.json
@@ -0,0 +1,10 @@
+{
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+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..927b7d3d08a18c9c17d9a437c8991d021ae1c154
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 0.9979,
+    "l1_per_token": 16.5005
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2df92766c911a9cf15a36365f5f0d91bde86a2e6
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed1/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..40262094c6695feb18f819524703cb27158eca34
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 0.9972,
+    "l1_per_token": 16.4833
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ff526fe86b1fee16310adf1b05c81222284af8c
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed2/config.json
@@ -0,0 +1,10 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "relu",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "class_type": "VanillaSAE",
+    "module_name": "fastsae.models.sae"
+}
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..916914271954dbb1c8f9e2df458e4c5828a15767
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b9663968afe35f81b5dc7038a57d49a8e530d52
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/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/clip-vit-b-16_layer10/relu/x8/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..519a64b17e802931cb7993ac391cd7e5ae83a86d
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
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diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed0/config.json
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diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
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diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed1/config.json
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diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
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diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed2/config.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed2/config.json
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+    "class_type": "VanillaSAE",
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diff --git a/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/relu/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
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