HarmBench 1.0 update

adversarial_training/README.md

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+# Efficient Adversarial Training with GCG
+
+This folder contains the code for running our efficient adversarial training method with GCG. We use the [alignment handbook](https://github.com/huggingface/alignment-handbook) repository as a starting point and modify/add the following files:
+- `./alignment-handbook/scripts/run_adv_training.sh`
+- `./alignment-handbook/scripts/run_sft_adv_training.py`
+- `./alignment-handbook/scripts/adv_training_utils.py`
+- `./alignment-handbook/recipes/zephyr-7b-beta/sft_adv_training/config_full.yaml`
+- `./alignment-handbook/recipes/accelerate_configs/deepspeed_config.yaml`
+
+To start an adversarial training run, follow these setup steps:
+- Modify `num_processes` in `./alignment-handbook/recipes/accelerate_configs/deepspeed_config.yaml` to the number of GPUs that you want to train on. Set `NUM_ACCELERATE_GPUS` in `./alignment-handbook/scripts/run_sft_adv_training.py` to match this value.
+- Make sure `NUM_TEST_CASES_TO_UPDATE_PER_STEP` in `./alignment-handbook/scripts/run_sft_adv_training.py` is a multiple of `num_processes`.
+- Make sure `NUM_SINGLE_BEHAVIOR_TEST_CASES` in `./alignment-handbook/scripts/run_sft_adv_training.py` is greater than or equal to `NUM_TEST_CASES_TO_UPDATE_PER_STEP`.
+- Activate or create a new conda environment and install the requirements in `./alignment-handbook/requirements.txt`. The version of `alignment-handbook` that we use is a bit outdated now, so the code may not work without this step.
+
+Then run the following commands:
+```bash
+cd alignment-handbook
+# Step 1 - train SFT policy
+ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/deepspeed_config.yaml scripts/run_sft_adv_training.py recipes/zephyr-7b-beta/sft_adv_training/config_full.yaml
+```
+
+We obtain the Zephyr 7B + R2D2 model that we evaluate in the paper using this code with the default arguments. The model in the paper is a snapshot after 2000 steps and is available here: [🤗 cais/zephyr_7b_r2d2](https://huggingface.co/cais/zephyr_7b_r2d2).

adversarial_training/alignment-handbook/.deepspeed_env

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+ACCELERATE_LOG_LEVEL=info
+SLURM_JOB_START_TIME=1702773567
+SLURM_NODELIST=compute-permanent-node-[912,918]
+MANPATH=/opt/rh/devtoolset-10/root/usr/share/man:/opt/rh/devtoolset-10/root/usr/share/man:
+SLURM_JOB_GROUP=cais
+SLURM_JOB_NAME=bash
+NIX_CONF_DIR=/nix
+XDG_SESSION_ID=319164
+SLURMD_NODENAME=compute-permanent-node-912
+SLURM_TOPOLOGY_ADDR=watch-tower.watch-tower:e831b899bdc3fa32e7ab403b.compute-permanent-node-912
+HOSTNAME=watch-tower-login
+SPACK_ROOT=/nfs/cluster/spack
+SLURM_PRIO_PROCESS=0
+SLURM_SRUN_COMM_PORT=44003
+SLURM_GPUS_ON_NODE=4
+SHELL=/bin/bash
+TERM=screen
+SLURM_JOB_QOS=default_qos
+SLURM_PTY_WIN_ROW=50
+HISTSIZE=1000
+TMPDIR=/tmp
+SLURM_TOPOLOGY_ADDR_PATTERN=switch.switch.node
+CONDA_SHLVL=2
+SLURM_CPU_BIND_VERBOSE=quiet
+SLURM_JOB_END_TIME=1702802367
+SSH_TTY=/dev/pts/115
+SLURM_CPU_BIND_LIST=0x000C0000001C00000007000000000000
+QT_GRAPHICSSYSTEM_CHECKED=1
+PCP_DIR=/opt/rh/devtoolset-10/root
+ROCR_VISIBLE_DEVICES=0,1,2,3
+SLURM_NNODES=2
+USER=mantas_mazeika
+LD_LIBRARY_PATH=/opt/rh/devtoolset-10/root/usr/lib64:/opt/rh/devtoolset-10/root/usr/lib:/opt/rh/devtoolset-10/root/usr/lib64/dyninst:/opt/rh/devtoolset-10/root/usr/lib/dyninst:/opt/rh/devtoolset-10/root/usr/lib64:/opt/rh/devtoolset-10/root/usr/lib:/opt/rh/devtoolset-10/root/usr/lib64:/opt/rh/devtoolset-10/root/usr/lib:/opt/rh/devtoolset-10/root/usr/lib64/dyninst:/opt/rh/devtoolset-10/root/usr/lib/dyninst:/opt/rh/devtoolset-10/root/usr/lib64:/opt/rh/devtoolset-10/root/usr/lib
+CONDA_EXE=/data/mantas_mazeika/miniconda3/bin/conda
+SLURM_STEP_NUM_NODES=2
+SLURM_JOBID=1002070
+SRUN_DEBUG=3
+SLURM_NTASKS=2
+SLURM_LAUNCH_NODE_IPADDR=172.16.0.238
+SLURM_STEP_ID=0
+TMUX=/tmp/tmux-10039/default,18526,0
+SLURMD_DEBUG=2
+_CE_CONDA=
+CONDA_PREFIX_1=/data/mantas_mazeika/miniconda3
+SLURM_STEP_LAUNCHER_PORT=44003
+SLURM_TASKS_PER_NODE=1(x2)
+MAIL=/var/spool/mail/mantas_mazeika
+PATH=/opt/rh/devtoolset-10/root/usr/bin:/data/mantas_mazeika/software:/data/mantas_mazeika/.nix-profile/bin:/opt/rh/devtoolset-10/root/usr/bin:/data/mantas_mazeika/software:/data/mantas_mazeika/.nix-profile/bin:/data/mantas_mazeika/software:/nix/var/nix/profiles/default/bin:/data/mantas_mazeika/.nix-profile/bin:/data/mantas_mazeika/software:/data/mantas_mazeika/miniconda3/envs/pytorch2/bin:/data/mantas_mazeika/miniconda3/condabin:/nix/var/nix/profiles/default/bin:/data/mantas_mazeika/.nix-profile/bin:/nfs/cluster/spack/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/var/lib/snapd/snap/bin:/data/mantas_mazeika/.local/bin:/data/mantas_mazeika/bin:/data/mantas_mazeika/.local/bin:/data/mantas_mazeika/bin
+SLURM_WORKING_CLUSTER=cluster:watch-tower-bastion:6817:9984:109
+SLURM_CONF=/var/spool/slurmd/conf-cache/slurm.conf
+SLURM_JOB_ID=1002070
+SLURM_STEP_GPUS=0,1,5,7
+CONDA_PREFIX=/data/mantas_mazeika/miniconda3/envs/pytorch2
+SLURM_JOB_USER=mantas_mazeika
+SLURM_STEPID=0
+PWD=/data/mantas_mazeika/projects/2023/red_teaming_benchmark/redbench/adv_training/trainer_code/alignment-handbook
+CUDA_VISIBLE_DEVICES=0,1,2,3
+SLURM_SRUN_COMM_HOST=172.16.0.238
+SLURM_CPU_BIND_TYPE=mask_cpu:
+LANG=en_US.UTF-8
+SLURM_PTY_WIN_COL=186
+SLURM_UMASK=0022
+MODULEPATH=/usr/share/Modules/modulefiles:/etc/modulefiles
+SLURM_JOB_UID=10039
+LOADEDMODULES=
+SLURM_NODEID=0
+TMUX_PANE=%7
+SLURM_SUBMIT_DIR=/data/mantas_mazeika
+SLURM_TASK_PID=185982
+ZE_AFFINITY_MASK=0,1,2,3
+SLURM_NPROCS=2
+SLURM_CPUS_ON_NODE=8
+SLURM_PROCID=0
+HISTCONTROL=ignoredups
+_CE_M=
+SLURM_JOB_NODELIST=compute-permanent-node-[912,918]
+SLURM_PTY_PORT=40162
+HOME=/data/mantas_mazeika
+SHLVL=7
+SLURM_LOCALID=0
+SLURM_JOB_GID=10011
+SLURM_JOB_CPUS_PER_NODE=8(x2)
+SLURM_CLUSTER_NAME=cluster
+SLURM_GTIDS=0
+SLURM_SUBMIT_HOST=watch-tower-login
+SLURM_JOB_PARTITION=cais
+CONDA_PYTHON_EXE=/data/mantas_mazeika/miniconda3/bin/python
+LOGNAME=mantas_mazeika
+SLURM_STEP_NUM_TASKS=2
+GPU_DEVICE_ORDINAL=0,1,2,3
+SLURM_JOB_ACCOUNT=cais
+XDG_DATA_DIRS=/usr/local/share:/usr/share:/var/lib/snapd/desktop
+SLURM_JOB_NUM_NODES=2
+MODULESHOME=/usr/share/Modules
+PKG_CONFIG_PATH=/opt/rh/devtoolset-10/root/usr/lib64/pkgconfig:/opt/rh/devtoolset-10/root/usr/lib64/pkgconfig
+CONDA_DEFAULT_ENV=pytorch2
+SLURM_STEP_TASKS_PER_NODE=1(x2)
+SLURM_GPUS_PER_NODE=4
+INFOPATH=/opt/rh/devtoolset-10/root/usr/share/info:/opt/rh/devtoolset-10/root/usr/share/info
+SLURM_STEP_NODELIST=compute-permanent-node-[912,918]
+SPACK_PYTHON=/usr/bin/python3
+XDG_RUNTIME_DIR=/run/user/10039
+SLURM_CPU_BIND=quiet,mask_cpu:0x000C0000001C00000007000000000000
+_=/data/mantas_mazeika/miniconda3/envs/pytorch2/bin/accelerate
+PYTHONPATH=/data/mantas_mazeika/projects/2023/red_teaming_benchmark/redbench/adv_training/trainer_code/alignment-handbook
+ACCELERATE_MIXED_PRECISION=no
+ACCELERATE_CONFIG_DS_FIELDS=deepspeed_config_file,zero3_init_flag
+ACCELERATE_USE_DEEPSPEED=true
+ACCELERATE_DEEPSPEED_ZERO3_INIT=false
+ACCELERATE_DEEPSPEED_CONFIG_FILE=/data/mantas_mazeika/projects/2023/LLM-trojan-dataset/deepspeed_config.json

adversarial_training/alignment-handbook/.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# For a library or package, you might want to ignore these files since the code is
+# intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+# in version control.
+# https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+# and can be added to the global gitignore or merged into this file. For a more nuclear
+# option (not recommended) you can uncomment the following to ignore the entire idea folder.
+.idea/
+
+# Temp folders
+data/
+wandb/