maira-2-sae / ef4 /config.yaml
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sae:
type: matryoshka_batch_topk
activation_dim: 4096
expansion_factor: 4
layer_id: 15
hookpoint: residual
k: 256
group_fractions:
- 0.5
- 0.25
- 0.125
- 0.0625
- 0.0625
group_weights: null
trainer:
epochs: 1
lr: null
l1_penalty: 0.1
warmup_steps: 10
sparsity_warmup_steps: 0
decay_start: null
resample_steps: null
seed: 42
device: cuda:0
log_every_n_steps: 1000
logger_type: mlflow
validate: false
auxk_alpha: 0.03125
threshold_beta: 0.999
threshold_start_step: 1000
threshold_dead_features: 100000
data:
dataset_names:
- mimic_findings_temporal
activations_type: per_token
num_workers: 18
batch_size: 8192
val_samples: 512000
train_samples: null
norm_act: true
norm_to_sqrt_act_dim: false
input_unit_norm: false
filter_dict: null