diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_128/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..892b149e15c3c7b8e50f2e6dc9ec7c12e8314ac6
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/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/consdl/x16/l0_128/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c0ea9dae07b46b21ebdec867b1c3ef7c94a1c46
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,550 @@
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..54f2e41d5c4eb743b75409d1003721e9fcc3c3f1
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/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/consdl/x16/l0_32/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..f531a35d5c3340bca7d243dca77ef154e403a219
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,550 @@
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+ }
+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed1/config.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..df95dd2d867d6c41bd81d96c38440985f6034738
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed1/config.json
@@ -0,0 +1,24 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "fista",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "fista_t_iters": 50,
+    "fista_step": 0.0,
+    "fista_lam": 1.0,
+    "fista_nonneg": true,
+    "fista_power_iters": 32,
+    "fista_r2_tol": 0.0001,
+    "fista_check_every": 5,
+    "fista_use_bf16": false,
+    "fista_step_cache_every": 0,
+    "fista_compile": false,
+    "fista_topk_k": 0,
+    "refit": true,
+    "refit_iters": 50,
+    "refit_thresh": 1e-08,
+    "class_type": "FistaSAE",
+    "module_name": "consdl.models.fista"
+}
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed1/lock.lock b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed1/lock.lock
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed2/config.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..679f9d4d8d6e48e82d1802b2a56ccd34912f2eee
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed2/config.json
@@ -0,0 +1,24 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "fista",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "fista_t_iters": 50,
+    "fista_step": 0.0,
+    "fista_lam": 1.0,
+    "fista_nonneg": true,
+    "fista_power_iters": 32,
+    "fista_r2_tol": 0.0001,
+    "fista_check_every": 5,
+    "fista_use_bf16": false,
+    "fista_step_cache_every": 0,
+    "fista_compile": false,
+    "fista_topk_k": 0,
+    "refit": true,
+    "refit_iters": 50,
+    "refit_thresh": 1e-08,
+    "class_type": "FistaSAE",
+    "module_name": "consdl.models.fista"
+}
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed2/lock.lock b/vision/clip-vit-b-16_layer10/consdl/x16/l0_32/seed2/lock.lock
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/code_metrics_step_final.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..48968435053c05f700883c9d7dd90e4f8771049e
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/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/clip-vit-b-16_layer10/consdl/x16/l0_64/dict_metrics_step_final.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c288aac2ffe6022a9174d72694766c9e05ee91f
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,550 @@
+{
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+ "step": "final",
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/config.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..62a7c2ec032ba552b138bc489e594d76f5366e5e
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/config.json
@@ -0,0 +1,24 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "fista",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "fista_t_iters": 30,
+    "fista_step": 0.0,
+    "fista_lam": 1.25,
+    "fista_nonneg": true,
+    "fista_power_iters": 32,
+    "fista_r2_tol": 0.0001,
+    "fista_check_every": 5,
+    "fista_use_bf16": false,
+    "fista_step_cache_every": 0,
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+    "fista_topk_k": 0,
+    "refit": true,
+    "refit_iters": 10,
+    "refit_thresh": 1e-08,
+    "class_type": "FistaSAE",
+    "module_name": "consdl.models.fista"
+}
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/lock.lock b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/lock.lock
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f778823ba7e730505a65beedcab108595b8eef5
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,9 @@
+{
+    "l2_loss": 0.0497,
+    "r2_score": 0.9009,
+    "l0_per_token_0": 0.0051,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0,
+    "live_latent_frac": 0.9998,
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+}
\ No newline at end of file
diff --git a/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed1/config.json b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d01c3f37f88b5e23a1f71bdaa46df951a0f0a8d7
--- /dev/null
+++ b/vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed1/config.json
@@ -0,0 +1,24 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "fista",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "fista_t_iters": 30,
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+    "refit_iters": 10,
+    "refit_thresh": 1e-08,
+    "class_type": "FistaSAE",
+    "module_name": "consdl.models.fista"
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..516506944efab53f16fc2a65e5690b31f94f0bc7
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "live_latent_frac": 1.0,
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/batchtopk/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/batchtopk/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0ae2691858687a79c381552199cc0028ad437a9
--- /dev/null
+++ b/vision/dinov2-b_layer10/batchtopk/x8/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/dinov2-b_layer10/matryoshka/x16/l0_128/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad34ac46c43d1c845f0310e94060c0d7af2eb66c
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/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/matryoshka/x16/l0_128/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..f48ebc5939706cca30902f932c632aff7ba2d69c
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/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/matryoshka/x16/l0_128/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3fd1b5739d61d18c1705071127e390e70d7b681
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..55945e3b61518cde4bc2bb08acdd35c4631f8042
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1689a729a9e579f9e7806492669b4a718217b682
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0e495528155f354c09358add438377cf7ee5e47
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1014,
+    "r2_score": 0.9725,
+    "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_0.1": 0.0104,
+    "l0_per_token_0.5": 0.0104,
+    "l0_per_token_1.0": 0.0053,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.011,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 192.102
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..34eab98c5e9df95b8b36e928fae46df2aa067b61
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 771000,
+ "thresholds": [
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+  0.6,
+  0.7,
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+  0.9
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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/matryoshka/x16/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd78ad38c5d400ceddee5a539b6649f047fcc265
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
+ "schema": 2,
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+  "matched_frac_abs_band_std": 0.001097781060786847,
+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..67cc265799484f523eb2550325684a58cd814b2e
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..6401489c213de916b96a0773437dd1eb3f54c52c
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1721,
+    "r2_score": 0.9534,
+    "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": 0.0001,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 94.5506
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec4bf09a23cb93d54f4886a0d5a1358212b2dd3b
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..af377d0da62ae950043d4246985a7066b6f5c57f
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.172,
+    "r2_score": 0.9534,
+    "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": 0.0003,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 94.6455
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1789120be181f0a18e633a58926446a9bc1d5a1
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca29ef1f9e9087ef7c49debda95693a777091842
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
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+    "live_latent_frac": 1.0,
+    "l1_per_token": 94.8776
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f76a1df86b62db381f7b41dd27b3a4e0729321f
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/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/dinov2-b_layer10/matryoshka/x16/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..2210240ff937a52f6a17eecde03b86dfab16d2b6
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/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/matryoshka/x16/l0_64/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e187a07c65dcae7ddde84a817fa7d9110867df5
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..49c338992a109874a422998d8fd946980de9113d
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1549,
+    "r2_score": 0.958,
+    "l0_per_token_0": 0.0051,
+    "l0_per_token_0.001": 0.0051,
+    "l0_per_token_0.01": 0.0051,
+    "l0_per_token_0.05": 0.0051,
+    "l0_per_token_0.1": 0.0051,
+    "l0_per_token_0.5": 0.0051,
+    "l0_per_token_1.0": 0.0051,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 578.746
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..abd948c4d6731bf89a82b1bc8e5174ba3cf4f99a
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..239be6388e83454de44647955eda0ec0b13d1be8
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1361,
+    "r2_score": 0.9631,
+    "l0_per_token_0": 0.0054,
+    "l0_per_token_0.001": 0.0054,
+    "l0_per_token_0.01": 0.0054,
+    "l0_per_token_0.05": 0.0054,
+    "l0_per_token_0.1": 0.0054,
+    "l0_per_token_0.5": 0.0054,
+    "l0_per_token_1.0": 0.0042,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0011,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 160.1362
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7856662ca76e8aa6b7e6e38f8b93b4b57f646de
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 16,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "group_sizes_csv": "768,768,1536,3072,6144",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0410b2eccf9bb141cf2e8f2608fc7d9aefd828d
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1552,
+    "r2_score": 0.958,
+    "l0_per_token_0": 0.0051,
+    "l0_per_token_0.001": 0.0051,
+    "l0_per_token_0.01": 0.0051,
+    "l0_per_token_0.05": 0.0051,
+    "l0_per_token_0.1": 0.0051,
+    "l0_per_token_0.5": 0.0051,
+    "l0_per_token_1.0": 0.0051,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0003,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 587.5213
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..f62cb77095bda9784fdd7bf1cc1658720757fc05
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 771000,
+ "thresholds": [
+  0.5,
+  0.6,
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+  0.9
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+ "seeds": [
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+ "per_pair": {
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+ "summary": {
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+  "act_iou_n_pairs": 3072.0,
+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..25b19d3428dfc318ab91ae581e2c5fe1ebb45b84
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
+ "schema": 2,
+ "step": "final",
+ "linkage": "complete",
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+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..302eee48c766f1dcdb2d85c3c4cecf838b66a3d7
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8d69bc4394163fed96ffcc575337d13b2b65f7f
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1364,
+    "r2_score": 0.9631,
+    "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": 0.0416,
+    "l0_per_token_1.0": 0.0276,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0739,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 217.3422
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..aadd6db1df53ffb0cbe4db859cda6475f2dea8fe
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebbb9eb6a6e605896b4b591aa53e8465182f766f
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1365,
+    "r2_score": 0.963,
+    "l0_per_token_0": 0.0416,
+    "l0_per_token_0.001": 0.0416,
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+    "l0_per_token_1.0": 0.0276,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0781,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 216.85
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f453baeacffb08d7c2804e003c32605c9dd3ba1b
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb2e7559b4f976756f462756fb79aa92704db145
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1367,
+    "r2_score": 0.963,
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+    "l0_per_token_0.001": 0.0415,
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+    "l0_per_token_0.5": 0.0415,
+    "l0_per_token_1.0": 0.0276,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0755,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 216.5421
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbfd29675d1c2c2d0eee15c1ff10d77d4248ac06
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/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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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..81ee0cdafcfe5160541f5052f9c94922c779430e
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
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+ "step": "final",
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+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3373894456a1d6c6b080169c1b85162d45a7592b
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..0718bfe312554583685816e2353b5c62786104d1
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1975,
+    "r2_score": 0.9465,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.0104,
+    "l0_per_token_0.05": 0.0104,
+    "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": 0.0016,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 97.7007
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bcc064d33eaf88f78bf489590c54dc9524bc6143
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b0304b2c63cc19a0e28881de2b86c5c496f353dc
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1976,
+    "r2_score": 0.9465,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.0104,
+    "l0_per_token_0.05": 0.0104,
+    "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": 0.0016,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 98.5476
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..82e88bb0886f7281a92deafc94ccfbf0c2d948b3
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..8d71e93308fa40033e692003e53f4457816f9531
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1978,
+    "r2_score": 0.9464,
+    "l0_per_token_0": 0.0104,
+    "l0_per_token_0.001": 0.0104,
+    "l0_per_token_0.01": 0.0104,
+    "l0_per_token_0.05": 0.0104,
+    "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": 0.0013,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 100.5746
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..457e24f0e2c9c773ce9cdb9eb8e11aad4596d099
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
+ "n_tokens": 771000,
+ "thresholds": [
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+  0.9
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+ "seeds": [
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+   "l1_per_token": 139.67676729129647
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+ },
+ "per_pair": {
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+ "summary": {
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+  "matched_mcc_signed_per_threshold": {
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+  "matched_mcc_abs_per_threshold": {
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+  "act_iou_n_pairs": 3072.0,
+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..1ddaba94cbcf4027837159a382ae2a82b98910cb
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
+ "schema": 2,
+ "step": "final",
+ "linkage": "complete",
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+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7802b1620e053d9a724ed6ee8b685a6f429fd36c
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..de353686b0f005534129d924ddba2bfad362a85f
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1634,
+    "r2_score": 0.9557,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
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+    "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": 0.0189,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0098,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 139.4263
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5667ba42ee29ab3985e17f4dc8dacd59a854842
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..555f2108b2db4f48bb8f2f87356c27d56de13fc2
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1636,
+    "r2_score": 0.9557,
+    "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": 0.0188,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0085,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 140.2335
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4eedd7c928a1af9fa774274161a7fc3fff23423
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 4,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 64,
+    "top_k_inference": 0,
+    "group_sizes_csv": "192,192,384,768,1536",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c261abd55fff5a97a0c32739755bcf53a2a4e7a
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1641,
+    "r2_score": 0.9556,
+    "l0_per_token_0": 0.0208,
+    "l0_per_token_0.001": 0.0208,
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+    "l0_per_token_0.5": 0.0208,
+    "l0_per_token_1.0": 0.0188,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0081,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 139.8463
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..b47d30177af7d31a160da3e653ec0f20c170f1dd
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..dff3810d417d3fbdfc7b1c65b68ff90632a65a4c
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
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+ "step": "final",
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+ },
+ "summary": {
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+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..82407dded34aeb2c95a0024234ae0475abda7f80
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..d06a4456b32a698caa7aba04fc1575271697b089
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1166,
+    "r2_score": 0.9684,
+    "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": 0.0123,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0295,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 207.4121
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7a4a9fdcf08106174cb74ff78d2526490d56eb4
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd95b02adff19d29f955bd8f27258f4f7b013735
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1166,
+    "r2_score": 0.9684,
+    "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": 0.0123,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0277,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 207.0062
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..299f0e255d08395b093c773a1cf7e7d84cb69433
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 128,
+    "top_k_inference": 0,
+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..1dcdddf41338e1c345473a3715ed6d314b1a2754
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1171,
+    "r2_score": 0.9683,
+    "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": 0.0123,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0308,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 205.7856
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..6a5cf464148a721c8bf73484861965f3cd9f0c62
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/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"
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+ "per_seed": {
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+   "recon_r2": 0.9515188694249958,
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+   "recon_r2": 0.9515191925490731,
+   "l1_per_token": 98.75285678629236
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+ },
+ "per_pair": {
+  "seed0\u2194seed1": {
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+   "matched_mcc_signed": {
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+   "matched_mcc_abs": {
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+  "seed0\u2194seed2": {
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+   "matched_mcc_signed": {
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+   "matched_mcc_signed": {
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+ },
+ "summary": {
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+  "matched_mcc_signed_per_threshold": {
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+   "0.7": 0.8968337087578367,
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+  "matched_mcc_abs_per_threshold": {
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+  "act_iou_std": 0.0018883753335213452,
+  "act_iou_n_pairs": 6144.0,
+  "alive_source": "stats"
+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..a92931e3c62faf589b70938e01e866bb8c72c384
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
+ "schema": 2,
+ "step": "final",
+ "linkage": "complete",
+ "thresholds": [
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+ "seeds": [
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+ }
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed0/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4799215e562b7b652f2a6388902ec651236cf521
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed0/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 0,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7372009f26b9582b626df57f05ec8c12d8a18b4b
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed0/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,
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+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed1/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..77133a8368ff520168fe29f6cc0b96c43ebb64da
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed1/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 1,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..3704620b947a43bcda63acf8b796d89111f3048a
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1792,
+    "r2_score": 0.9515,
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+    "l0_per_token_0.001": 0.0052,
+    "l0_per_token_0.01": 0.0052,
+    "l0_per_token_0.05": 0.0052,
+    "l0_per_token_0.1": 0.0052,
+    "l0_per_token_0.5": 0.0052,
+    "l0_per_token_1.0": 0.0052,
+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0005,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 97.9753
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed2/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..52e803cf6d9f59ccf0bec19d110903bdbe209e58
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed2/config.json
@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
+    "seed": 2,
+    "top_k": 32,
+    "top_k_inference": 0,
+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..73fc5fe97e7a5d211aae9689209a91889a4555f5
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
@@ -0,0 +1,15 @@
+{
+    "l2_loss": 0.1792,
+    "r2_score": 0.9515,
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+    "l0_per_token_0.001": 0.0052,
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+    "dead_rate": 0.0,
+    "dense_rate_0.2": 0.0008,
+    "live_latent_frac": 1.0,
+    "l1_per_token": 98.795
+}
\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/code_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/code_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..79516a99301745f3fb462140e3702a4f69afd985
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/code_metrics_step_final.json
@@ -0,0 +1,136 @@
+{
+ "schema": 1,
+ "step": "final",
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+ "summary": {
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\ No newline at end of file
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/dict_metrics_step_final.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/dict_metrics_step_final.json
new file mode 100644
index 0000000000000000000000000000000000000000..406736c18b68f06abdceeb9219bb9595afe9b368
--- /dev/null
+++ b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/dict_metrics_step_final.json
@@ -0,0 +1,545 @@
+{
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+}
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diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed0/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed0/config.json
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--- /dev/null
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@@ -0,0 +1,13 @@
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+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
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+    "top_k": 64,
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+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
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diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed1/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed1/config.json
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@@ -0,0 +1,13 @@
+{
+    "d_in": 768,
+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
+    "activation_name": "relu",
+    "device": "cpu",
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+    "top_k": 64,
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+    "group_sizes_csv": "384,384,768,1536,3072",
+    "class_type": "MatryoshkaBatchTopKSAE",
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+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
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diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed2/config.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed2/config.json
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--- /dev/null
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@@ -0,0 +1,13 @@
+{
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+    "d_sae_factor": 8,
+    "architecture": "matryoshka",
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+    "class_type": "MatryoshkaBatchTopKSAE",
+    "module_name": "consdl.models.batchtopk"
+}
diff --git a/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json b/vision/dinov2-b_layer10/matryoshka/x8/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
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+}
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