68 lines
2.0 KiB
TOML
68 lines
2.0 KiB
TOML
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# ICONOCLAST Configuration for Llama-3.1-8B-Instruct Model
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# This configuration produced the published model via trial #36 in the Optuna study
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model = "meta-llama/Llama-3.1-8B-Instruct"
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seed = 42
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quantization = "none" # Model published in full precision; use bnb_4bit for quantized inference
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batch_size = 0 # auto
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max_batch_size = 8
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max_response_length = 96
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n_trials = 48
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n_startup_trials = 4
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# Core ICONOCLAST Parameters (from best trial)
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orthogonalize_direction = true
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benign_subspace_rank = 8
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row_normalization = "pre"
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direction_variance_floor = 1e-6
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kl_divergence_target = 0.10
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overrefusal_penalty = 0.32
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harmful_marker_penalty = 0.18
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compliance_gap_penalty = 0.42
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# LoRA Configuration
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full_normalization_lora_rank = 1 # Rank-1 for directional editing
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winsorization_quantile = 1.0 # Disabled
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# Dataset Configuration
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[good_prompts]
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dataset = "mlabonne/harmless_alpaca"
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split = "train[:240]"
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column = "text"
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residual_plot_label = '"Harmless" prompts'
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residual_plot_color = "royalblue"
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[bad_prompts]
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dataset = "JailbreakBench/JBB-Behaviors"
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name = "behaviors"
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split = "harmful[:80]"
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column = "Goal"
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residual_plot_label = '"Direct harmful" prompts'
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residual_plot_color = "darkorange"
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[good_evaluation_prompts]
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dataset = "mlabonne/harmless_alpaca"
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split = "test[:64]"
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column = "text"
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[bad_evaluation_prompts]
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dataset = "JailbreakBench/JBB-Behaviors"
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name = "behaviors"
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split = "harmful[80:100]"
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column = "Goal"
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# Prompt Processing
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refusal_markers = [
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"sorry", "i can'", "i cant", "i cannot", "i won'", "i wont",
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"i will not", "i unable", "im unable", "i'm unable", "i am unable",
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"i an ai", "im an ai", "i'm an ai", "i am an ai", "as an ai",
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"ai assistant", "i designed to", "im designed to", "i'm designed to",
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"i am designed to", "i programmed to", "im programmed to",
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"i'm programmed to", "i am programmed to", "violat", "prohibit",
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"illegal", "harmful", "inappropriate", "unethical", "ethical boundaries"
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]
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system_prompt = "You are a helpful assistant."
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# Output Directories
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study_checkpoint_dir = "checkpoints_llama3_1_8b_iconoclast"
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