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- vision/dinov2-b_layer10/consdl/x16/l0_128/code_metrics_step_final.json +136 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/dict_metrics_step_final.json +550 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/seed0/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/seed1/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/seed2/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/code_metrics_step_final.json +136 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/dict_metrics_step_final.json +550 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/seed0/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/seed1/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/seed2/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/code_metrics_step_final.json +136 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/dict_metrics_step_final.json +550 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/seed0/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/seed1/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/seed2/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/code_metrics_step_final.json +136 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/dict_metrics_step_final.json +595 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/seed0/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/seed1/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/seed2/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/code_metrics_step_final.json +136 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/dict_metrics_step_final.json +550 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/seed0/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/seed1/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/seed2/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json +15 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/code_metrics_step_final.json +136 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/dict_metrics_step_final.json +595 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/seed0/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/seed1/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/seed2/config.json +24 -0
- vision/dinov2-b_layer10/consdl/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json +9 -0
- vision/dinov2-b_layer10/consdl/x8/l0_64/code_metrics_step_final.json +136 -0
README.md
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---
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license: mit
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tags:
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- sparse-autoencoder
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- dictionary-learning
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- interpretability
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---
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# ConSDL checkpoints
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Model checkpoints for the vision and language experiments in *ConSDL:
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Consistent Sparse Dictionary Learning*. This collection includes ConSDL
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and six SAE baselines across four backbones, three dictionary sizes, and
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three sparsity levels, with three training seeds per configuration.
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## Layout
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```
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<modality>/<backbone>_layer<L>/<arch>/x<E>/<level>/seed<S>/
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config.json
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model.safetensors
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stats.<dataset>.split_<split>.seed_no/ per-latent firing statistics
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<modality>/<backbone>_layer<L>/<arch>/x<E>/<level>/
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dict_metrics_step_final.json cross-seed dictionary metrics (DCS, #dead, #dup)
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code_metrics_step_final.json cross-seed code metrics (MCC, R²)
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```
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| field | values |
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|---|---|
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| modality / backbone | `vision/clip-vit-b-16_layer10`, `vision/dinov2-b_layer10`, `lm/pythia-160m_layer8`, `lm/gpt2-small_layer8` |
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| arch | `consdl`, `relu`, `topk`, `batchtopk`, `matryoshka`, `mp`, `isae` |
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| x\<E\> | dictionary size = E × 768: `x4`, `x8`, `x16` |
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| level | target L0: `l0_32`, `l0_64`, `l0_128` |
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| seed | `seed0`, `seed1`, `seed2` |
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Vision SAEs are trained on ImageNet patch tokens (one epoch), language SAEs on
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500M FineWeb tokens (residual stream after the given block). The exact
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hyper-parameters of every checkpoint are in its `config.json`; the
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per-cell values are also listed in the paper's appendix.
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## Usage
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```python
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from consdl.io.hub import load_pretrained
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sae = load_pretrained("vision/clip-vit-b-16_layer10/consdl/x16/l0_64/seed0")
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codes = sae.encode(activations) # (..., 768) -> (..., 12288)
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recon = sae.decode(codes)
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```
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To recompute the cross-seed metrics of a cell, download it and run the
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metric CLIs on it:
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```python
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from consdl.io.hub import download
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cell = download("vision/clip-vit-b-16_layer10/consdl/x16/l0_64")
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```
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```bash
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python -m consdl.cli.dict_metrics --tag <cell>
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```
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vision/dinov2-b_layer10/consdl/x16/l0_128/code_metrics_step_final.json
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| 1 |
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{
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"schema": 1,
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"step": "final",
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"n_tokens": 771000,
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"thresholds": [
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0.5,
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0.6,
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0.7,
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0.8,
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0.9
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],
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"seeds": [
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"seed0",
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"seed1",
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"seed2"
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],
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"per_seed": {
|
| 18 |
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"seed0": {
|
| 19 |
+
"l0": 136.76897016861219,
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| 20 |
+
"recon_r2": 0.9546725109176148,
|
| 21 |
+
"l1_per_token": 57.312201673617835
|
| 22 |
+
},
|
| 23 |
+
"seed1": {
|
| 24 |
+
"l0": 137.58134370946823,
|
| 25 |
+
"recon_r2": 0.9546184225558791,
|
| 26 |
+
"l1_per_token": 57.410340810621804
|
| 27 |
+
},
|
| 28 |
+
"seed2": {
|
| 29 |
+
"l0": 137.07644747081713,
|
| 30 |
+
"recon_r2": 0.9546766448861698,
|
| 31 |
+
"l1_per_token": 57.39469719095013
|
| 32 |
+
}
|
| 33 |
+
},
|
| 34 |
+
"per_pair": {
|
| 35 |
+
"seed0\u2194seed1": {
|
| 36 |
+
"alive_source": "stats",
|
| 37 |
+
"mcc_signed": 0.7694935938034413,
|
| 38 |
+
"mcc_abs": 0.7694936038875752,
|
| 39 |
+
"act_iou": 0.43669568523156105,
|
| 40 |
+
"act_iou_n_pairs": 12288,
|
| 41 |
+
"input_r2": 0.9985003921725566,
|
| 42 |
+
"matched_mcc_signed": {
|
| 43 |
+
"0.6": 0.793687663114197,
|
| 44 |
+
"0.7": 0.8283128829822111,
|
| 45 |
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"0.8": 0.8818315588492487,
|
| 46 |
+
"0.9": 0.9439464145227352
|
| 47 |
+
},
|
| 48 |
+
"matched_mcc_abs": {
|
| 49 |
+
"0.6": 0.7935032503978801,
|
| 50 |
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"0.7": 0.8281970408944044,
|
| 51 |
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"0.8": 0.8818518484377734,
|
| 52 |
+
"0.9": 0.943949992495095
|
| 53 |
+
}
|
| 54 |
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},
|
| 55 |
+
"seed0\u2194seed2": {
|
| 56 |
+
"alive_source": "stats",
|
| 57 |
+
"mcc_signed": 0.769911134415597,
|
| 58 |
+
"mcc_abs": 0.7699119086685071,
|
| 59 |
+
"act_iou": 0.43513276290015757,
|
| 60 |
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"act_iou_n_pairs": 12288,
|
| 61 |
+
"input_r2": 0.9984944520726232,
|
| 62 |
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"matched_mcc_signed": {
|
| 63 |
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"0.6": 0.7914320355669494,
|
| 64 |
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"0.7": 0.8259946188656512,
|
| 65 |
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"0.8": 0.880308997462409,
|
| 66 |
+
"0.9": 0.943378116167842
|
| 67 |
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},
|
| 68 |
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"matched_mcc_abs": {
|
| 69 |
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"0.6": 0.7916717795931214,
|
| 70 |
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"0.7": 0.8259684697474656,
|
| 71 |
+
"0.8": 0.8803866054816267,
|
| 72 |
+
"0.9": 0.9433840904939271
|
| 73 |
+
}
|
| 74 |
+
},
|
| 75 |
+
"seed1\u2194seed2": {
|
| 76 |
+
"alive_source": "stats",
|
| 77 |
+
"mcc_signed": 0.7714201854727096,
|
| 78 |
+
"mcc_abs": 0.7714201854727096,
|
| 79 |
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"act_iou": 0.4383595450919215,
|
| 80 |
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"act_iou_n_pairs": 12288,
|
| 81 |
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"input_r2": 0.9985040568541657,
|
| 82 |
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"matched_mcc_signed": {
|
| 83 |
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"0.6": 0.795177450907253,
|
| 84 |
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"0.7": 0.8287873831626962,
|
| 85 |
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"0.8": 0.8826430105415409,
|
| 86 |
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"0.9": 0.9427993392858862
|
| 87 |
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},
|
| 88 |
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"matched_mcc_abs": {
|
| 89 |
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"0.6": 0.7944126443425757,
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| 90 |
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"0.7": 0.8285128617197115,
|
| 91 |
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"0.8": 0.8828368909763905,
|
| 92 |
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"0.9": 0.9427947111105671
|
| 93 |
+
}
|
| 94 |
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}
|
| 95 |
+
},
|
| 96 |
+
"summary": {
|
| 97 |
+
"n_seeds": 3,
|
| 98 |
+
"n_pairs": 3,
|
| 99 |
+
"report_band": [
|
| 100 |
+
0.6,
|
| 101 |
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0.7,
|
| 102 |
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0.8,
|
| 103 |
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0.9
|
| 104 |
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],
|
| 105 |
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"l0_mean": 137.14225378296587,
|
| 106 |
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"l0_std": 0.4101652660936898,
|
| 107 |
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"recon_r2_mean": 0.9546558594532213,
|
| 108 |
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"recon_r2_std": 3.248712646504796e-05,
|
| 109 |
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"l1_per_token_mean": 57.37241322506326,
|
| 110 |
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"l1_per_token_std": 0.052728113039502124,
|
| 111 |
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"input_r2_mean": 0.9984996336997819,
|
| 112 |
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"input_r2_std": 4.8471040665580235e-06,
|
| 113 |
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"mcc_signed_mean": 0.7702749712305826,
|
| 114 |
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"mcc_signed_std": 0.0010135195044880558,
|
| 115 |
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"mcc_abs_mean": 0.770275232676264,
|
| 116 |
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"mcc_abs_std": 0.0010133767325156992,
|
| 117 |
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"matched_mcc_signed_per_threshold": {
|
| 118 |
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"0.6": 0.7934323831961332,
|
| 119 |
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"0.7": 0.8276982950035195,
|
| 120 |
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"0.8": 0.8815945222843995,
|
| 121 |
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"0.9": 0.9433746233254879
|
| 122 |
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},
|
| 123 |
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"matched_mcc_signed_band": 0.8615249559523851,
|
| 124 |
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"matched_mcc_abs_per_threshold": {
|
| 125 |
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"0.6": 0.7931958914445257,
|
| 126 |
+
"0.7": 0.8275594574538605,
|
| 127 |
+
"0.8": 0.8816917816319303,
|
| 128 |
+
"0.9": 0.9433762646998631
|
| 129 |
+
},
|
| 130 |
+
"matched_mcc_abs_band": 0.8614558488075449,
|
| 131 |
+
"act_iou_mean": 0.43672933107454676,
|
| 132 |
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"act_iou_std": 0.0016136541947808572,
|
| 133 |
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"act_iou_n_pairs": 12288.0,
|
| 134 |
+
"alive_source": "stats"
|
| 135 |
+
}
|
| 136 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/dict_metrics_step_final.json
ADDED
|
@@ -0,0 +1,550 @@
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|
| 1 |
+
{
|
| 2 |
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"schema": 2,
|
| 3 |
+
"step": "final",
|
| 4 |
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"linkage": "complete",
|
| 5 |
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"thresholds": [
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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],
|
| 12 |
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"seeds": [
|
| 13 |
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"seed0",
|
| 14 |
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"seed1",
|
| 15 |
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|
| 16 |
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],
|
| 17 |
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"per_seed": {
|
| 18 |
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"seed0": {
|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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"n_dup_signed": {
|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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| 43 |
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| 44 |
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| 45 |
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|
| 46 |
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|
| 47 |
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| 48 |
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|
| 49 |
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|
| 50 |
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| 51 |
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| 52 |
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|
| 53 |
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|
| 54 |
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| 55 |
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| 56 |
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| 57 |
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|
| 58 |
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|
| 59 |
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| 60 |
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|
| 61 |
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|
| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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| 67 |
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|
| 68 |
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|
| 69 |
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| 70 |
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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|
| 75 |
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|
| 76 |
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| 77 |
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| 78 |
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| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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| 83 |
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| 84 |
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| 85 |
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| 87 |
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| 90 |
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| 91 |
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| 93 |
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| 94 |
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| 95 |
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| 97 |
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| 98 |
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| 99 |
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| 100 |
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| 101 |
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| 102 |
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| 104 |
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| 105 |
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| 106 |
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| 108 |
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| 111 |
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| 112 |
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| 113 |
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| 115 |
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| 116 |
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| 117 |
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| 120 |
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| 121 |
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|
| 122 |
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|
| 124 |
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| 125 |
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|
| 126 |
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|
| 127 |
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| 128 |
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| 129 |
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| 130 |
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| 131 |
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|
| 133 |
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|
| 134 |
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"babel_mu1_abs": 0.5226430296897888
|
| 135 |
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| 136 |
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"seed2": {
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| 137 |
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| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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"stats_source": "stats",
|
| 144 |
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|
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|
| 490 |
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| 491 |
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|
| 492 |
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| 493 |
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| 494 |
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| 495 |
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|
| 496 |
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| 497 |
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|
| 498 |
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|
| 499 |
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|
| 500 |
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|
| 501 |
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|
| 502 |
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|
| 503 |
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| 504 |
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|
| 505 |
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|
| 506 |
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|
| 507 |
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|
| 508 |
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|
| 509 |
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| 510 |
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| 511 |
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| 512 |
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| 513 |
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|
| 514 |
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| 515 |
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|
| 516 |
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| 517 |
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|
| 518 |
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|
| 519 |
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|
| 520 |
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|
| 521 |
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| 522 |
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|
| 523 |
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|
| 524 |
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|
| 525 |
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},
|
| 526 |
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|
| 527 |
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|
| 528 |
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|
| 529 |
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|
| 530 |
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|
| 531 |
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|
| 532 |
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|
| 533 |
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|
| 534 |
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|
| 535 |
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|
| 536 |
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|
| 537 |
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|
| 538 |
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|
| 539 |
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|
| 540 |
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|
| 541 |
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|
| 542 |
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| 543 |
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| 546 |
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|
| 547 |
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|
| 548 |
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|
| 549 |
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}
|
| 550 |
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}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/seed0/config.json
ADDED
|
@@ -0,0 +1,24 @@
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+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 16,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 0,
|
| 8 |
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|
| 9 |
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|
| 10 |
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"fista_lam": 1.6,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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|
| 13 |
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"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
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"fista_use_bf16": false,
|
| 16 |
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"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
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"refit_iters": 5,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
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|
| 1 |
+
{
|
| 2 |
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"l2_loss": 0.1675,
|
| 3 |
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"r2_score": 0.9547,
|
| 4 |
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| 5 |
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| 6 |
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|
| 7 |
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"l0_per_token_0.05": 0.0099,
|
| 8 |
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"l0_per_token_0.1": 0.0082,
|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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"live_latent_frac": 1.0,
|
| 14 |
+
"l1_per_token": 57.3651
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/seed1/config.json
ADDED
|
@@ -0,0 +1,24 @@
|
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|
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 16,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 1,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
+
"fista_step": 0.0,
|
| 10 |
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"fista_lam": 1.6,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
+
"fista_power_iters": 32,
|
| 13 |
+
"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
+
"fista_use_bf16": false,
|
| 16 |
+
"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 5,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"l2_loss": 0.1676,
|
| 3 |
+
"r2_score": 0.9546,
|
| 4 |
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"l0_per_token_0": 0.0112,
|
| 5 |
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"l0_per_token_0.001": 0.0112,
|
| 6 |
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"l0_per_token_0.01": 0.0112,
|
| 7 |
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"l0_per_token_0.05": 0.01,
|
| 8 |
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"l0_per_token_0.1": 0.0082,
|
| 9 |
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|
| 10 |
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"l0_per_token_1.0": 0.001,
|
| 11 |
+
"dead_rate": 0.0,
|
| 12 |
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"dense_rate_0.2": 0.0,
|
| 13 |
+
"live_latent_frac": 1.0,
|
| 14 |
+
"l1_per_token": 57.4629
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/seed2/config.json
ADDED
|
@@ -0,0 +1,24 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 16,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 2,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
+
"fista_step": 0.0,
|
| 10 |
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"fista_lam": 1.6,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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"fista_power_iters": 32,
|
| 13 |
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"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
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"fista_use_bf16": false,
|
| 16 |
+
"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 5,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
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|
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|
|
| 1 |
+
{
|
| 2 |
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"l2_loss": 0.1674,
|
| 3 |
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|
| 4 |
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|
| 5 |
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"dead_rate": 0.0,
|
| 6 |
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"dense_rate_0.2": 0.0,
|
| 7 |
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"live_latent_frac": 1.0,
|
| 8 |
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"l1_per_token": 57.4464
|
| 9 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_32/code_metrics_step_final.json
ADDED
|
@@ -0,0 +1,136 @@
|
|
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|
| 1 |
+
{
|
| 2 |
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"schema": 1,
|
| 3 |
+
"step": "final",
|
| 4 |
+
"n_tokens": 771000,
|
| 5 |
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"thresholds": [
|
| 6 |
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0.5,
|
| 7 |
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0.6,
|
| 8 |
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0.7,
|
| 9 |
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0.8,
|
| 10 |
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0.9
|
| 11 |
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],
|
| 12 |
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"seeds": [
|
| 13 |
+
"seed0",
|
| 14 |
+
"seed1",
|
| 15 |
+
"seed2"
|
| 16 |
+
],
|
| 17 |
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"per_seed": {
|
| 18 |
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"seed0": {
|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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},
|
| 23 |
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"seed1": {
|
| 24 |
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"l0": 35.39899610894942,
|
| 25 |
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|
| 26 |
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"l1_per_token": 50.470284029820775
|
| 27 |
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},
|
| 28 |
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"seed2": {
|
| 29 |
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|
| 30 |
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"recon_r2": 0.9498539621813498,
|
| 31 |
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"l1_per_token": 50.46092977149795
|
| 32 |
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}
|
| 33 |
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},
|
| 34 |
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"per_pair": {
|
| 35 |
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"seed0\u2194seed1": {
|
| 36 |
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"alive_source": "stats",
|
| 37 |
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"mcc_signed": 0.6637414743484052,
|
| 38 |
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"mcc_abs": 0.6637435681283992,
|
| 39 |
+
"act_iou": 0.43222036387868945,
|
| 40 |
+
"act_iou_n_pairs": 11968,
|
| 41 |
+
"input_r2": 0.9958219333506813,
|
| 42 |
+
"matched_mcc_signed": {
|
| 43 |
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"0.6": 0.7773666875675672,
|
| 44 |
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"0.7": 0.808761411130152,
|
| 45 |
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"0.8": 0.8605450812593685,
|
| 46 |
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"0.9": 0.9230605158056886
|
| 47 |
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},
|
| 48 |
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"matched_mcc_abs": {
|
| 49 |
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"0.6": 0.7774558863196908,
|
| 50 |
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"0.7": 0.8087822044593573,
|
| 51 |
+
"0.8": 0.8605628646358525,
|
| 52 |
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"0.9": 0.9230470936609608
|
| 53 |
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}
|
| 54 |
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},
|
| 55 |
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"seed0\u2194seed2": {
|
| 56 |
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"alive_source": "stats",
|
| 57 |
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"mcc_signed": 0.6617072958728386,
|
| 58 |
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"mcc_abs": 0.661709934566581,
|
| 59 |
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"act_iou": 0.43193356294551827,
|
| 60 |
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"act_iou_n_pairs": 11950,
|
| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 67 |
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| 69 |
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| 70 |
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| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 83 |
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| 86 |
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| 87 |
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| 88 |
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| 89 |
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| 90 |
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| 93 |
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| 94 |
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| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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| 101 |
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| 102 |
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| 103 |
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| 104 |
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| 105 |
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|
| 106 |
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| 107 |
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| 108 |
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| 112 |
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| 113 |
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| 114 |
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| 115 |
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| 116 |
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| 117 |
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| 118 |
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|
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|
| 135 |
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|
| 136 |
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}
|
vision/dinov2-b_layer10/consdl/x16/l0_32/dict_metrics_step_final.json
ADDED
|
@@ -0,0 +1,550 @@
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|
| 1 |
+
{
|
| 2 |
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"schema": 2,
|
| 3 |
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"step": "final",
|
| 4 |
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"linkage": "complete",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
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| 549 |
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|
| 550 |
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|
vision/dinov2-b_layer10/consdl/x16/l0_32/seed0/config.json
ADDED
|
@@ -0,0 +1,24 @@
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{
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| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
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|
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|
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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"refit": true,
|
| 20 |
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|
| 21 |
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"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
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"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
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| 4 |
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| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
vision/dinov2-b_layer10/consdl/x16/l0_32/seed1/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
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"d_in": 768,
|
| 3 |
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"d_sae_factor": 16,
|
| 4 |
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"architecture": "fista",
|
| 5 |
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"activation_name": "relu",
|
| 6 |
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"device": "cpu",
|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"fista_compile": false,
|
| 18 |
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"fista_topk_k": 0,
|
| 19 |
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"refit": true,
|
| 20 |
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|
| 21 |
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"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
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"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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{
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| 4 |
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| 6 |
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|
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|
| 8 |
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"l1_per_token": 50.5098
|
| 9 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_32/seed2/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
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{
|
| 2 |
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"d_in": 768,
|
| 3 |
+
"d_sae_factor": 16,
|
| 4 |
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"architecture": "fista",
|
| 5 |
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"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
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"seed": 2,
|
| 8 |
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|
| 9 |
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"fista_step": 0.0,
|
| 10 |
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|
| 11 |
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"fista_nonneg": true,
|
| 12 |
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|
| 13 |
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|
| 14 |
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"fista_check_every": 5,
|
| 15 |
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"fista_use_bf16": false,
|
| 16 |
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"fista_step_cache_every": 0,
|
| 17 |
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"fista_compile": false,
|
| 18 |
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"fista_topk_k": 0,
|
| 19 |
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"refit": true,
|
| 20 |
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"refit_iters": 40,
|
| 21 |
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"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
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|
| 9 |
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|
vision/dinov2-b_layer10/consdl/x16/l0_64/code_metrics_step_final.json
ADDED
|
@@ -0,0 +1,136 @@
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|
| 1 |
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{
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| 2 |
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| 3 |
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|
| 4 |
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|
| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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|
| 15 |
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|
| 16 |
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| 17 |
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| 18 |
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| 27 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 57 |
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| 135 |
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|
| 136 |
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|
vision/dinov2-b_layer10/consdl/x16/l0_64/dict_metrics_step_final.json
ADDED
|
@@ -0,0 +1,550 @@
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|
| 1 |
+
{
|
| 2 |
+
"schema": 2,
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| 549 |
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|
| 550 |
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|
vision/dinov2-b_layer10/consdl/x16/l0_64/seed0/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
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|
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|
| 1 |
+
{
|
| 2 |
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"d_in": 768,
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
+
"fista_compile": false,
|
| 18 |
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|
| 19 |
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"refit": true,
|
| 20 |
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|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
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|
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|
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|
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|
| 1 |
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{
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| 2 |
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|
| 3 |
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|
| 4 |
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| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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"l1_per_token": 58.4376
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_64/seed1/config.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 16,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 1,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
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"fista_step": 0.0,
|
| 10 |
+
"fista_lam": 2.5,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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|
| 13 |
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|
| 14 |
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"fista_check_every": 5,
|
| 15 |
+
"fista_use_bf16": false,
|
| 16 |
+
"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
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"refit_iters": 22,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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"l0_per_token_0.05": 0.0058,
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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"dead_rate": 0.0,
|
| 12 |
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"dense_rate_0.2": 0.0,
|
| 13 |
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"live_latent_frac": 1.0,
|
| 14 |
+
"l1_per_token": 58.26
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_64/seed2/config.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 16,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 2,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
+
"fista_step": 0.0,
|
| 10 |
+
"fista_lam": 2.5,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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|
| 13 |
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|
| 14 |
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"fista_check_every": 5,
|
| 15 |
+
"fista_use_bf16": false,
|
| 16 |
+
"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
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"refit_iters": 22,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x16/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_128/code_metrics_step_final.json
ADDED
|
@@ -0,0 +1,136 @@
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|
| 1 |
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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|
| 13 |
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|
| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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| 18 |
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| 24 |
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| 27 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 35 |
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| 37 |
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| 38 |
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| 54 |
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| 57 |
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|
vision/dinov2-b_layer10/consdl/x4/l0_128/dict_metrics_step_final.json
ADDED
|
@@ -0,0 +1,595 @@
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| 1 |
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 13 |
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| 14 |
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| 15 |
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vision/dinov2-b_layer10/consdl/x4/l0_128/seed0/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
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|
vision/dinov2-b_layer10/consdl/x4/l0_128/seed0/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
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|
|
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|
| 1 |
+
{
|
| 2 |
+
"l2_loss": 0.0668,
|
| 3 |
+
"r2_score": 0.9819,
|
| 4 |
+
"l0_per_token_0": 0.0448,
|
| 5 |
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"l0_per_token_0.001": 0.0448,
|
| 6 |
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"l0_per_token_0.01": 0.0448,
|
| 7 |
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"l0_per_token_0.05": 0.0447,
|
| 8 |
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"l0_per_token_0.1": 0.0447,
|
| 9 |
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"l0_per_token_0.5": 0.0303,
|
| 10 |
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"l0_per_token_1.0": 0.0118,
|
| 11 |
+
"dead_rate": 0.0,
|
| 12 |
+
"dense_rate_0.2": 0.0016,
|
| 13 |
+
"live_latent_frac": 1.0,
|
| 14 |
+
"l1_per_token": 150.1596
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_128/seed1/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 1,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
+
"fista_step": 0.0,
|
| 10 |
+
"fista_lam": 0.74,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
+
"fista_power_iters": 32,
|
| 13 |
+
"fista_r2_tol": 0.0001,
|
| 14 |
+
"fista_check_every": 5,
|
| 15 |
+
"fista_use_bf16": false,
|
| 16 |
+
"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 10,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_128/seed1/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"l2_loss": 0.0667,
|
| 3 |
+
"r2_score": 0.9819,
|
| 4 |
+
"l0_per_token_0": 0.0449,
|
| 5 |
+
"l0_per_token_0.001": 0.0449,
|
| 6 |
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"l0_per_token_0.01": 0.0449,
|
| 7 |
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"l0_per_token_0.05": 0.0449,
|
| 8 |
+
"l0_per_token_0.1": 0.0449,
|
| 9 |
+
"l0_per_token_0.5": 0.0302,
|
| 10 |
+
"l0_per_token_1.0": 0.0118,
|
| 11 |
+
"dead_rate": 0.0,
|
| 12 |
+
"dense_rate_0.2": 0.0013,
|
| 13 |
+
"live_latent_frac": 1.0,
|
| 14 |
+
"l1_per_token": 149.8765
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_128/seed2/config.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
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|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 2,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
+
"fista_step": 0.0,
|
| 10 |
+
"fista_lam": 0.74,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
+
"fista_power_iters": 32,
|
| 13 |
+
"fista_r2_tol": 0.0001,
|
| 14 |
+
"fista_check_every": 5,
|
| 15 |
+
"fista_use_bf16": false,
|
| 16 |
+
"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 10,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_128/seed2/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"l2_loss": 0.0667,
|
| 3 |
+
"r2_score": 0.9819,
|
| 4 |
+
"l0_per_token_0": 0.0451,
|
| 5 |
+
"dead_rate": 0.0,
|
| 6 |
+
"dense_rate_0.2": 0.0016,
|
| 7 |
+
"live_latent_frac": 1.0,
|
| 8 |
+
"l1_per_token": 151.3502
|
| 9 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/code_metrics_step_final.json
ADDED
|
@@ -0,0 +1,136 @@
|
|
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|
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|
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|
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|
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|
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|
|
|
| 1 |
+
{
|
| 2 |
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"schema": 1,
|
| 3 |
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"step": "final",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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0.7,
|
| 9 |
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0.8,
|
| 10 |
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|
| 11 |
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],
|
| 12 |
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|
| 13 |
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"seed0",
|
| 14 |
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"seed1",
|
| 15 |
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|
| 16 |
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],
|
| 17 |
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"per_seed": {
|
| 18 |
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|
| 19 |
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|
| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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|
| 25 |
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| 26 |
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| 27 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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|
| 33 |
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| 34 |
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|
| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 40 |
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| 42 |
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| 53 |
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| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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|
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|
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| 67 |
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| 74 |
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| 94 |
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| 96 |
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| 97 |
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|
| 98 |
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|
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|
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|
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|
| 135 |
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}
|
| 136 |
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}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/dict_metrics_step_final.json
ADDED
|
@@ -0,0 +1,550 @@
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|
| 1 |
+
{
|
| 2 |
+
"schema": 2,
|
| 3 |
+
"step": "final",
|
| 4 |
+
"linkage": "complete",
|
| 5 |
+
"thresholds": [
|
| 6 |
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0.5,
|
| 7 |
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0.6,
|
| 8 |
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0.7,
|
| 9 |
+
0.8,
|
| 10 |
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| 11 |
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],
|
| 12 |
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|
| 13 |
+
"seed0",
|
| 14 |
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"seed1",
|
| 15 |
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"seed2"
|
| 16 |
+
],
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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| 29 |
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|
| 30 |
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|
| 31 |
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 47 |
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| 48 |
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| 49 |
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| 52 |
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| 53 |
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| 54 |
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| 61 |
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| 68 |
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| 76 |
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| 82 |
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| 84 |
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| 87 |
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| 88 |
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| 89 |
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| 91 |
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| 97 |
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| 104 |
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| 127 |
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| 142 |
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| 143 |
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| 144 |
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| 145 |
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| 146 |
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| 147 |
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| 148 |
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|
| 527 |
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|
| 528 |
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|
| 529 |
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|
| 530 |
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|
| 531 |
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|
| 532 |
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|
| 533 |
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|
| 534 |
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|
| 535 |
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|
| 536 |
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|
| 537 |
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|
| 538 |
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|
| 539 |
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|
| 540 |
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|
| 541 |
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|
| 542 |
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|
| 543 |
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|
| 544 |
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|
| 545 |
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|
| 546 |
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|
| 547 |
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"frac_denominator": "d_sae",
|
| 548 |
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"d_sae": 3072
|
| 549 |
+
}
|
| 550 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/seed0/config.json
ADDED
|
@@ -0,0 +1,24 @@
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+
{
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| 2 |
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"d_in": 768,
|
| 3 |
+
"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 0,
|
| 8 |
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|
| 9 |
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|
| 10 |
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"fista_lam": 1.76,
|
| 11 |
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|
| 12 |
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|
| 13 |
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"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
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"fista_use_bf16": false,
|
| 16 |
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"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 10,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/seed0/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
|
| 2 |
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"l2_loss": 0.1905,
|
| 3 |
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"r2_score": 0.9507,
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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"live_latent_frac": 1.0,
|
| 8 |
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"l1_per_token": 56.8797
|
| 9 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/seed1/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 1,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
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"fista_step": 0.0,
|
| 10 |
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"fista_lam": 1.76,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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"fista_power_iters": 32,
|
| 13 |
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"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
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"fista_use_bf16": false,
|
| 16 |
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"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 10,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/seed1/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
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|
| 1 |
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{
|
| 2 |
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"l2_loss": 0.1903,
|
| 3 |
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"r2_score": 0.9507,
|
| 4 |
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|
| 5 |
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"dead_rate": 0.0,
|
| 6 |
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"dense_rate_0.2": 0.0,
|
| 7 |
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"live_latent_frac": 1.0,
|
| 8 |
+
"l1_per_token": 56.9402
|
| 9 |
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}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/seed2/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 2,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
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"fista_step": 0.0,
|
| 10 |
+
"fista_lam": 1.76,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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"fista_power_iters": 32,
|
| 13 |
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"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
+
"fista_use_bf16": false,
|
| 16 |
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"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
+
"fista_topk_k": 0,
|
| 19 |
+
"refit": true,
|
| 20 |
+
"refit_iters": 10,
|
| 21 |
+
"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_32/seed2/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
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|
| 1 |
+
{
|
| 2 |
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"l2_loss": 0.1901,
|
| 3 |
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"r2_score": 0.9485,
|
| 4 |
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| 5 |
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"l0_per_token_0.001": 0.0103,
|
| 6 |
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"l0_per_token_0.01": 0.0103,
|
| 7 |
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"l0_per_token_0.05": 0.0103,
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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"l1_per_token": 57.0986
|
| 15 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/code_metrics_step_final.json
ADDED
|
@@ -0,0 +1,136 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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"step": "final",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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0.7,
|
| 9 |
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0.8,
|
| 10 |
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|
| 11 |
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],
|
| 12 |
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"seeds": [
|
| 13 |
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"seed0",
|
| 14 |
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"seed1",
|
| 15 |
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"seed2"
|
| 16 |
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],
|
| 17 |
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"per_seed": {
|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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},
|
| 34 |
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"per_pair": {
|
| 35 |
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"seed0\u2194seed1": {
|
| 36 |
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"alive_source": "stats",
|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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"0.8": 0.9459720278700849,
|
| 52 |
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| 53 |
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}
|
| 54 |
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},
|
| 55 |
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"seed0\u2194seed2": {
|
| 56 |
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"alive_source": "stats",
|
| 57 |
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"mcc_signed": 0.8673294933679094,
|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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"0.6": 0.9307832303934402,
|
| 64 |
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"0.7": 0.9380695497828306,
|
| 65 |
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"0.8": 0.9469018408421415,
|
| 66 |
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"0.9": 0.9587488587728923
|
| 67 |
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|
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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| 73 |
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| 74 |
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|
| 75 |
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| 76 |
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|
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|
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| 93 |
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|
| 94 |
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|
| 95 |
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},
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| 96 |
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|
| 97 |
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|
| 98 |
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|
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|
| 111 |
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"input_r2_mean": 0.9929674055908443,
|
| 112 |
+
"input_r2_std": 0.0002605313280339487,
|
| 113 |
+
"mcc_signed_mean": 0.861866957296637,
|
| 114 |
+
"mcc_signed_std": 0.005130579827386824,
|
| 115 |
+
"mcc_abs_mean": 0.8618816347118314,
|
| 116 |
+
"mcc_abs_std": 0.005133901150327738,
|
| 117 |
+
"matched_mcc_signed_per_threshold": {
|
| 118 |
+
"0.6": 0.9278447709032394,
|
| 119 |
+
"0.7": 0.9364528555487727,
|
| 120 |
+
"0.8": 0.9476198378919314,
|
| 121 |
+
"0.9": 0.9593307419209944
|
| 122 |
+
},
|
| 123 |
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"matched_mcc_signed_band": 0.9428120515662345,
|
| 124 |
+
"matched_mcc_abs_per_threshold": {
|
| 125 |
+
"0.6": 0.9277938123313615,
|
| 126 |
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"0.7": 0.9364055101483029,
|
| 127 |
+
"0.8": 0.9473107959774717,
|
| 128 |
+
"0.9": 0.9594018062487041
|
| 129 |
+
},
|
| 130 |
+
"matched_mcc_abs_band": 0.9427279811764601,
|
| 131 |
+
"act_iou_mean": 0.5618421432463482,
|
| 132 |
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"act_iou_std": 0.005335307680263924,
|
| 133 |
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"act_iou_n_pairs": 3072.0,
|
| 134 |
+
"alive_source": "stats"
|
| 135 |
+
}
|
| 136 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/dict_metrics_step_final.json
ADDED
|
@@ -0,0 +1,595 @@
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|
|
| 1 |
+
{
|
| 2 |
+
"schema": 3,
|
| 3 |
+
"step": "final",
|
| 4 |
+
"linkage": "complete",
|
| 5 |
+
"thresholds": [
|
| 6 |
+
0.5,
|
| 7 |
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0.6,
|
| 8 |
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0.7,
|
| 9 |
+
0.8,
|
| 10 |
+
0.9
|
| 11 |
+
],
|
| 12 |
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"seeds": [
|
| 13 |
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"seed0",
|
| 14 |
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"seed1",
|
| 15 |
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"seed2"
|
| 16 |
+
],
|
| 17 |
+
"per_seed": {
|
| 18 |
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"seed0": {
|
| 19 |
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"d_sae": 3072,
|
| 20 |
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"d_in": 768,
|
| 21 |
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"l0": 67,
|
| 22 |
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"l0_raw": 67.2768,
|
| 23 |
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"recon_r2": 0.971,
|
| 24 |
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"l1_per_token": 103.8579,
|
| 25 |
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"stats_source": "stats",
|
| 26 |
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"n_dead": 0,
|
| 27 |
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|
| 28 |
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"alive_source": "stats",
|
| 29 |
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"n_dense": 14,
|
| 30 |
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"dense_rate": 0.004557291666666667,
|
| 31 |
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"dense_threshold": 0.1,
|
| 32 |
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"n_dup_signed": {
|
| 33 |
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"0.5": 51,
|
| 34 |
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"0.6": 0,
|
| 35 |
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"0.7": 0,
|
| 36 |
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"0.8": 0,
|
| 37 |
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"0.9": 0
|
| 38 |
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},
|
| 39 |
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"n_dup_clusters_signed": {
|
| 40 |
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"0.5": 25,
|
| 41 |
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"0.6": 0,
|
| 42 |
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"0.7": 0,
|
| 43 |
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"0.8": 0,
|
| 44 |
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"0.9": 0
|
| 45 |
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},
|
| 46 |
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"n_dup_removed_signed": {
|
| 47 |
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"0.5": 26,
|
| 48 |
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"0.6": 0,
|
| 49 |
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"0.7": 0,
|
| 50 |
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"0.8": 0,
|
| 51 |
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"0.9": 0
|
| 52 |
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},
|
| 53 |
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"largest_dup_signed": {
|
| 54 |
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"0.5": 3,
|
| 55 |
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"0.6": 1,
|
| 56 |
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"0.7": 1,
|
| 57 |
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"0.8": 1,
|
| 58 |
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"0.9": 1
|
| 59 |
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},
|
| 60 |
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"babel_mu1_signed": 0.24493642151355743,
|
| 61 |
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"n_dup_abs": {
|
| 62 |
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|
| 63 |
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"0.6": 10,
|
| 64 |
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"0.7": 6,
|
| 65 |
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"0.8": 2,
|
| 66 |
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"0.9": 0
|
| 67 |
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},
|
| 68 |
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"n_dup_clusters_abs": {
|
| 69 |
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|
| 70 |
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"0.6": 5,
|
| 71 |
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"0.7": 3,
|
| 72 |
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"0.8": 1,
|
| 73 |
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"0.9": 0
|
| 74 |
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},
|
| 75 |
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"n_dup_removed_abs": {
|
| 76 |
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"0.5": 38,
|
| 77 |
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"0.6": 5,
|
| 78 |
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"0.7": 3,
|
| 79 |
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"0.8": 1,
|
| 80 |
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"0.9": 0
|
| 81 |
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},
|
| 82 |
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"largest_dup_abs": {
|
| 83 |
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"0.5": 3,
|
| 84 |
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"0.6": 2,
|
| 85 |
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"0.7": 2,
|
| 86 |
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"0.8": 2,
|
| 87 |
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"0.9": 1
|
| 88 |
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},
|
| 89 |
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"babel_mu1_abs": 0.2513481378555298,
|
| 90 |
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"dup_excludes_dead": true
|
| 91 |
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},
|
| 92 |
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"seed1": {
|
| 93 |
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"d_sae": 3072,
|
| 94 |
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"d_in": 768,
|
| 95 |
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"l0": 67,
|
| 96 |
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"l0_raw": 67.2768,
|
| 97 |
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"recon_r2": 0.9702,
|
| 98 |
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"l1_per_token": 101.2308,
|
| 99 |
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"stats_source": "stats",
|
| 100 |
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"n_dead": 0,
|
| 101 |
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"dead_rate": 0.0,
|
| 102 |
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"alive_source": "stats",
|
| 103 |
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"n_dense": 9,
|
| 104 |
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"dense_rate": 0.0029296875,
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| 593 |
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|
| 594 |
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|
| 595 |
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|
vision/dinov2-b_layer10/consdl/x4/l0_64/seed0/config.json
ADDED
|
@@ -0,0 +1,24 @@
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| 1 |
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{
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| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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"activation_name": "relu",
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
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|
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|
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|
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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"refit": true,
|
| 20 |
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|
| 21 |
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"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/seed0/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
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| 2 |
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|
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|
| 4 |
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|
| 5 |
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| 6 |
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|
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|
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|
| 9 |
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}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/seed1/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
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"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
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"device": "cpu",
|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"fista_compile": false,
|
| 18 |
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"fista_topk_k": 0,
|
| 19 |
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"refit": true,
|
| 20 |
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"refit_iters": 10,
|
| 21 |
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"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
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"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/seed1/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
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| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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"l1_per_token": 101.2308
|
| 9 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/seed2/config.json
ADDED
|
@@ -0,0 +1,24 @@
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|
| 1 |
+
{
|
| 2 |
+
"d_in": 768,
|
| 3 |
+
"d_sae_factor": 4,
|
| 4 |
+
"architecture": "fista",
|
| 5 |
+
"activation_name": "relu",
|
| 6 |
+
"device": "cpu",
|
| 7 |
+
"seed": 2,
|
| 8 |
+
"fista_t_iters": 30,
|
| 9 |
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"fista_step": 0.0,
|
| 10 |
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"fista_lam": 1.1,
|
| 11 |
+
"fista_nonneg": true,
|
| 12 |
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|
| 13 |
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"fista_r2_tol": 0.0001,
|
| 14 |
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"fista_check_every": 5,
|
| 15 |
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"fista_use_bf16": false,
|
| 16 |
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"fista_step_cache_every": 0,
|
| 17 |
+
"fista_compile": false,
|
| 18 |
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"fista_topk_k": 0,
|
| 19 |
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"refit": true,
|
| 20 |
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"refit_iters": 10,
|
| 21 |
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"refit_thresh": 1e-08,
|
| 22 |
+
"class_type": "FistaSAE",
|
| 23 |
+
"module_name": "consdl.models.fista"
|
| 24 |
+
}
|
vision/dinov2-b_layer10/consdl/x4/l0_64/seed2/stats.imagenet.split_val.seed_no/metrics.json
ADDED
|
@@ -0,0 +1,9 @@
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| 1 |
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{
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| 2 |
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| 4 |
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|
| 7 |
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|
| 8 |
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"l1_per_token": 96.535
|
| 9 |
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}
|
vision/dinov2-b_layer10/consdl/x8/l0_64/code_metrics_step_final.json
ADDED
|
@@ -0,0 +1,136 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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| 6 |
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|
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|
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|
| 9 |
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|
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