commit f9f630842c80c35113691fe9a11d9a3b4a7848b9 Author: ModelHub XC Date: Thu Oct 22 15:09:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Jeesup/svd-safety-l2_jbb_ka8_a1p0_free_remove40 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/LICENSE.txt b/LICENSE.txt new file mode 100644 index 0000000..51089e2 --- /dev/null +++ b/LICENSE.txt @@ -0,0 +1,126 @@ +LLAMA 2 COMMUNITY LICENSE AGREEMENT +Llama 2 Version Release Date: July 18, 2023 + +"Agreement" means the terms and conditions for use, reproduction, distribution and +modification of the Llama Materials set forth herein. + +"Documentation" means the specifications, manuals and documentation +accompanying Llama 2 distributed by Meta at ai.meta.com/resources/models-and- +libraries/llama-downloads/. + +"Licensee" or "you" means you, or your employer or any other person or entity (if +you are entering into this Agreement on such person or entity's behalf), of the age +required under applicable laws, rules or regulations to provide legal consent and that +has legal authority to bind your employer or such other person or entity if you are +entering in this Agreement on their behalf. + +"Llama 2" means the foundational large language models and software and +algorithms, including machine-learning model code, trained model weights, +inference-enabling code, training-enabling code, fine-tuning enabling code and other +elements of the foregoing distributed by Meta at ai.meta.com/resources/models-and- +libraries/llama-downloads/. + +"Llama Materials" means, collectively, Meta's proprietary Llama 2 and +Documentation (and any portion thereof) made available under this Agreement. + +"Meta" or "we" means Meta Platforms Ireland Limited (if you are located in or, if you +are an entity, your principal place of business is in the EEA or Switzerland) and Meta +Platforms, Inc. 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The courts of California shall have exclusive +jurisdiction of any dispute arising out of this Agreement. + diff --git a/README.md b/README.md new file mode 100644 index 0000000..c30769a --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +--- +license: llama2 +base_model: meta-llama/Llama-2-7b-chat-hf +library_name: transformers +pipeline_tag: text-generation +tags: +- llama2 +- svd +- compression +- safety +- interpretability +--- + +# svd-safety-l2_jbb_ka8_a1p0_free_remove40 + +A Llama-2-7b-chat checkpoint compressed with SVD-LLM to **60.0% of dense +parameters**, then given a **0.0% parameter budget** of restored SVD +components selected by the **`unknown`** rule. + +This is a research artifact from a study of how SVD compression damages safety +behaviour and which component-selection rule best repairs it. It is one cell of a +grid over selection rules and budgets; it is **not** a general-purpose chat model. + +## Provenance + +| field | value | +|---|---| +| base (uncompressed) | `meta-llama/Llama-2-7b-chat-hf` | +| compression | SVD-LLM, 40.00% of parameters removed | +| selection rule | `unknown` | +| restore budget | 0.000% of dense parameters | +| components restored | 0 | +| components swapped out | 0 | +| resulting parameter fraction | 0.5998 | +| seed | 42 | + +## Measured + +| metric | value | +|---|---| +| AdvBench ASR (HarmBench judge) | 0.0250 | +| StrongREJECT ASR (HarmBench judge) | 0.0383 | +| Macro over-refusal (WildGuard) | 0.3237 | +| WikiText-2 perplexity | 11.5546 | + + +## Intended use and limitations + +This checkpoint exists to measure safety/utility trade-offs under compression. +Several arms in the grid are **deliberately safety-degraded** relative to +Llama-2-7b-chat: compression alone raises attack-success rate, and the point of +the study is to quantify that and test recovery. Treat any given cell as an +experimental subject, not as a deployable assistant, and evaluate it yourself +before drawing conclusions from it. + +## Licence + +Llama 2 Community License. `LICENSE.txt` and `USE_POLICY.md` are included in this repository, and use of this derivative is bound by them. Built with Llama 2. diff --git a/USE_POLICY.md b/USE_POLICY.md new file mode 100644 index 0000000..abbcc19 --- /dev/null +++ b/USE_POLICY.md @@ -0,0 +1,50 @@ +# Llama 2 Acceptable Use Policy + +Meta is committed to promoting safe and fair use of its tools and features, including Llama 2. If you access or use Llama 2, you agree to this Acceptable Use Policy (“Policy”). The most recent copy of this policy can be found at [ai.meta.com/llama/use-policy](http://ai.meta.com/llama/use-policy). + +## Prohibited Uses +We want everyone to use Llama 2 safely and responsibly. You agree you will not use, or allow others to use, Llama 2 to: + +1. Violate the law or others’ rights, including to: + 1. Engage in, promote, generate, contribute to, encourage, plan, incite, or further illegal or unlawful activity or content, such as: + 1. Violence or terrorism + 2. Exploitation or harm to children, including the solicitation, creation, acquisition, or dissemination of child exploitative content or failure to report Child Sexual Abuse Material + 3. Human trafficking, exploitation, and sexual violence + 4. The illegal distribution of information or materials to minors, including obscene materials, or failure to employ legally required age-gating in connection with such information or materials. + 5. Sexual solicitation + 6. Any other criminal activity + 2. Engage in, promote, incite, or facilitate the harassment, abuse, threatening, or bullying of individuals or groups of individuals + 3. 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Any content intended to incite or promote violence, abuse, or any infliction of bodily harm to an individual + + + +3. Intentionally deceive or mislead others, including use of Llama 2 related to the following: + 1. Generating, promoting, or furthering fraud or the creation or promotion of disinformation + 2. Generating, promoting, or furthering defamatory content, including the creation of defamatory statements, images, or other content + 3. Generating, promoting, or further distributing spam + 4. Impersonating another individual without consent, authorization, or legal right + 5. Representing that the use of Llama 2 or outputs are human-generated + 6. Generating or facilitating false online engagement, including fake reviews and other means of fake online engagement +4. Fail to appropriately disclose to end users any known dangers of your AI system + +Please report any violation of this Policy, software “bug,” or other problems that could lead to a violation of this Policy through one of the following means: + +* Reporting issues with the model: [github.com/facebookresearch/llama](http://github.com/facebookresearch/llama) +* Reporting risky content generated by the model: [developers.facebook.com/llama_output_feedback](http://developers.facebook.com/llama_output_feedback) +* Reporting bugs and security concerns: [facebook.com/whitehat/info](http://facebook.com/whitehat/info) +* Reporting violations of the Acceptable Use Policy or unlicensed uses of Llama: [LlamaUseReport@meta.com](mailto:LlamaUseReport@meta.com) + diff --git a/compression.eval.json b/compression.eval.json new file mode 100644 index 0000000..db7695d --- /dev/null +++ b/compression.eval.json @@ -0,0 +1,3428 @@ +{ + "source": 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a/resmix/x_s_corpus.json b/resmix/x_s_corpus.json new file mode 100644 index 0000000..4215827 --- /dev/null +++ b/resmix/x_s_corpus.json @@ -0,0 +1,73 @@ +{ + "jbb_harm_full": { + "name": "jbb_harm_full", + "composition": "harm", + "span": "full", + "n_seqs": 11, + "seqlen": 2048, + "n_tokens": 22528, + "n_prompts_available": 100, + "n_special_per_seq": 15.545454978942871, + "source": "JailbreakBench harmful behaviours (Goal)", + "role": "harmful goal + dense model response", + "response_model": "meta-llama/Llama-2-7b-chat-hf", + "n_records": 96, + "n_kept": 96, + "min_response_chars": 20, + "dense_refusal_cue_fraction": 1.0, + "seed": 42, + "eval_overlap": { + "advbench": 11, + "strongreject": 3 + }, + "eval_overlap_subtracted": false, + "responses_from": "data/alpaca_cleaned_jbbsft_x10.json.refusals.json", + "n_units": 96, + "mean_tokens_per_unit": 264.9270833333333 + }, + "jbb_mix_full": { + "name": "jbb_mix_full", + "composition": "jbb harmful refusals + jbb benign answers", + 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"mean_tokens_per_unit": 244.0955699352912, + "response_model": "/lustre/jeesup0103/svd-safety/assets/huggingface/hub/models--meta-llama--Llama-2-7b-chat-hf/snapshots/f5db02db724555f92da89c216ac04704f23d4590", + "n_records": 4018, + "n_kept": 4018, + "min_response_chars": 20, + "dense_refusal_cue_fraction": 0.9624191139870583 + } +} \ No newline at end of file diff --git a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000..451134b --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1,23 @@ +{ + "bos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "eos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "unk_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.model b/tokenizer.model new file mode 100644 index 0000000..6c00c74 --- /dev/null +++ b/tokenizer.model @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347 +size 499723 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..6e95a65 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,44 @@ +{ + "add_bos_token": true, + "add_eos_token": false, + "add_prefix_space": true, + "added_tokens_decoder": { + "0": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "bos_token": "", + "chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<>\\n' + system_message + '\\n<>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' ' + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}", + "clean_up_tokenization_spaces": false, + "eos_token": "", + "legacy": false, + "model_max_length": 1000000000000000019884624838656, + "pad_token": null, + "padding_side": "right", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "LlamaTokenizer", + "unk_token": "", + "use_default_system_prompt": false +}