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662e4ba27e
* feat: add modifier base class * feat: re-implement abliteration as a modifier plugin * fix: adjust good/bad prompts hack to match tests * feat: support dataset specifications containing multiple individual datasets * feat: re-implement ARA as a modifier plugin Arbitrary-Rank Ablation (ARA) (Weidmann 2026) was originally introduced by @p-e-w in #211 Co-authored-by: kabachuha <artemkhrapov2001@yandex.ru> Co-authored-by: joninco <joninco@bullpoint.org> Co-authored-by: Ashar <coder3101@users.noreply.github.com> * feat: add tests for ARA * feat: reduce default number of trials * ci: remove broken "semantic-pull-request" workflow * ci: add yet another alternative model hash --------- Co-authored-by: kabachuha <artemkhrapov2001@yandex.ru> Co-authored-by: joninco <joninco@bullpoint.org> Co-authored-by: Ashar <coder3101@users.noreply.github.com>
66 lines
1.6 KiB
TOML
66 lines
1.6 KiB
TOML
# This test case is for ARA (non-standard settings).
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# After any change related to it, this test should PASS.
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model = "tiny-random/seed-oss"
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model_commit = "6860befd78b678885f7a52bbf41d7fd0671af2db"
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seed = 12345
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print_debug_information = true
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batch_size = 2
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max_response_length = 10
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scorers = [
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{ plugin = "heretic.scorers.keyword_rate.KeywordRate", optimization = "minimize" },
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{ plugin = "heretic.scorers.kl_divergence.KLDivergence", optimization = "maximize" },
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]
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n_trials = 2
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n_startup_trials = 1
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export_strategy = "merge"
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checkpoint_action = "restart"
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trial_index = 0
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model_action = "save"
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save_directory = "model"
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[[response_prefix_test_prompts]]
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dataset = "mlabonne/harmless_alpaca"
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commit = "02c6a92cfcf11bb0c387334f8146d149d65b587f"
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split = "train[:5]"
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column = "text"
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[[response_prefix_test_prompts]]
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dataset = "mlabonne/harmful_behaviors"
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commit = "01cead01398926d81f7c52bdb790ee8cf77ebba7"
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split = "train[:5]"
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column = "text"
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[scorer.KLDivergence.prompts]
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dataset = "mlabonne/harmless_alpaca"
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commit = "02c6a92cfcf11bb0c387334f8146d149d65b587f"
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split = "test[:5]"
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column = "text"
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[scorer.KeywordRate.prompts]
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dataset = "mlabonne/harmful_behaviors"
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commit = "01cead01398926d81f7c52bdb790ee8cf77ebba7"
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split = "test[:5]"
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column = "text"
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[modifier.ARA]
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preserve_row_magnitudes = false
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lora_rank = 20
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[modifier.ARA.good_prompts]
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dataset = "mlabonne/harmless_alpaca"
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commit = "02c6a92cfcf11bb0c387334f8146d149d65b587f"
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split = "train[:5]"
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column = "text"
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[modifier.ARA.bad_prompts]
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dataset = "mlabonne/harmful_behaviors"
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commit = "01cead01398926d81f7c52bdb790ee8cf77ebba7"
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split = "train[:5]"
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column = "text"
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