# Random targets track validation set — Optuna-tuned hyperparams (top-1 trial from 100-trial sweep on qwen2.5-7b).
optim_length: 15
max_flops: 1.0e+17
dtype: bfloat16
system_prompt: ""  # suppress model-default system prompt (e.g. Qwen's "You are Qwen…")
samples: [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]
seeds: [0]
final_input: tokens
use_prefix_cache: true
model: Qwen/Qwen2.5-7B-Instruct

input_spec:
  source:
    type: random
    query_len: 0
    target_len: 10
  layout:
    type: suffix
  init:
    type: random

methods:
  - acg
  - adc
  - attngcg
  - autoprompt
  - degcg
  - egd
  - faster_gcg
  - gbda
  - gcg
  - gcg_pp
  - i_gcg
  - i_gcg_lila
  - i_gcg_lsgm
  - mac
  - magic
  - mask_gcg
  - mc_gcg
  - pez
  - pgd
  - prs
  - rails
  - reinforce_gcg
  - slot_gcg
  - sm_gcg
  - tao
  - tgcg
  - uat

method_kwargs:
  acg:
    n_replace_max: 5
    n_replace_min: 1
    num_candidates_max: 896
    num_candidates_min: 128
    topk_per_position: 256
  adc:
    ema_alpha: 0.0528294561
    lr: 48.4875250733
    momentum: 0.9980678335
    num_starts: 4
  attngcg:
    attention_weight: 10.8465888942
    n_replace: 1
    num_candidates: 94
    topk_per_position: 76
  autoprompt:
    num_candidates: 512
  degcg:
    ce_threshold: 0.6089305497
    ft_threshold: 0.6178083879
    n_replace: 1
    num_candidates: 281
    topk_per_position: 84
  egd:
    gradient_clip: 2.9705552657
    lr: 0.7525819511
    reg_anneal_steps: 65
    reg_final: 0.0004366785
    reg_init: 0.0000072363
  faster_gcg:
    cw_margin: 0.0007674575
    num_candidates: 39
    reg_weight: 2.7629825305
    topk_per_position: 117
  gbda:
    lr: 0.0612582842
    noise_scale: 1.6122922041
    num_samples: 16
  gcg:
    n_replace: 1
    num_candidates: 44
    topk_per_position: 221
  gcg_pp:
    cw_margin: 0.0048364952
    n_replace: 1
    num_candidates: 89
    oversample_factor: 2.8475546649
    topk_per_position: 37
  i_gcg:
    gamma: 0.4358561349
    n_replace: 1
    num_candidates: 82
    topk_per_position: 95
  i_gcg_lila:
    n_replace: 1
    num_candidates: 32
    topk_per_position: 158
  i_gcg_lsgm:
    gamma: 0.3392936089
    n_replace: 1
    num_candidates: 151
    topk_per_position: 85
  mac:
    momentum: 0.9081418385
    n_replace: 1
    num_candidates: 33
    topk_per_position: 118
  magic:
    num_candidates: 119
    topk_per_position: 42
  mask_gcg:
    lambda_reg: 0.8182688338
    mask_lr: 0.0044684584
    n_replace: 1
    num_candidates: 83
    topk_per_position: 100
  mc_gcg:
    merge_k: 17
    n_replace: 1
    num_candidates: 34
    topk_per_position: 109
  pez:
    lr: 0.1705300951
  pgd:
    entropy_anneal_steps: 365
    entropy_factor_max: 0.6761337823
    gradient_clip: 26.1364686831
    lr: 0.0917991617
    num_starts: 8
    suffix_control_weight: 0.0437107097
  prs:
    n_replace: 4
    num_candidates: 1620
    patience: 51
    schedule: fixed
  rails:
    alpha: 0.6105869969
    ar_penalty: 55.7502051173
    num_candidates: 761
    patience: 96
  reinforce_gcg:
    gen_temperature: 1.7038310251
    n_completions: 10
    n_replace: 2
    num_candidates: 38
    reinforce_weight: 1.5697816976
    topk_per_position: 89
  slot_gcg:
    n_replace: 1
    num_candidates: 233
    scaffold_length: 5
    temperature: 1.3754218436
    topk_per_position: 343
  sm_gcg:
    alpha: 0.1435283456
    n_candidate_samples: 3
    n_embedding_samples: 10
    n_onehot_samples: 3
    n_replace: 1
    n_token_samples: 10
    noise_variance: 0.0012686379
    num_candidates: 224
    topk_per_position: 201
  tao:
    n_replace: 1
    num_candidates: 34
    temperature: 1.8087377598
    topk_per_position: 209
  tgcg:
    alpha: 0.0011105823
    n_replace: 1
    num_candidates: 875
    t1_decay: 0.9970260277
    t1_init: 0.0239525436
    topk_per_position: 220
  uat:
    num_candidates: 2018