{
 "cells": [
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   "source": [
    "import os, json, random, time\n",
    "from pathlib import Path\n",
    "\n",
    "import gc\n",
    "import torch\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm.auto import tqdm\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Local modules\n",
    "from model import load_model\n",
    "from dataset import load_combined_minimal, balanced_sample, SimpleTextDataset, get_seed_sets_for_steering\n",
    "from validator import evaluate_minimal\n",
    "from prompt_based import build_prompt_defense, PromptDefenseConfig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8ce3d9b5-5e59-457f-ba20-ec34b1007c98",
   "metadata": {
    "execution": {
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   },
   "outputs": [],
   "source": [
    "SEED = 42\n",
    "random.seed(SEED); np.random.seed(SEED)\n",
    "try:\n",
    "    import torch\n",
    "    torch.manual_seed(SEED)\n",
    "except Exception:\n",
    "    pass\n",
    "\n",
    "# Config\n",
    "ALIGNED_KEY   = \"aligned\" \n",
    "UNALIGNED_KEY = \"unaligned\"\n",
    "\n",
    "MAX_UNSAFE_EVAL = 200\n",
    "SAFE_SEED  = 96\n",
    "UNSAFE_SEED= 96\n",
    "\n",
    "OUTDIR = Path(\"results/asv_notebook_prompt\")\n",
    "OUTDIR.mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "16d224b4-fe71-4992-8dbe-e19aae08924d",
   "metadata": {
    "execution": {
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   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using the latest cached version of the dataset since TrustAIRLab/in-the-wild-jailbreak-prompts couldn't be found on the Hugging Face Hub\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Found the latest cached dataset configuration 'jailbreak_2023_12_25' at /home/d/dhansha/.cache/huggingface/datasets/TrustAIRLab___in-the-wild-jailbreak-prompts/jailbreak_2023_12_25/0.0.0/a10aab8eff1c73165a442d4464dce192bd28b9c5 (last modified on Sat Oct 25 07:34:26 2025).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] Unsafe eval set size: 200\n",
      "[INFO] Steering seed sets -> safe: 96, unsafe: 96\n"
     ]
    }
   ],
   "source": [
    "df_all_ds = load_combined_minimal(\"xstest_prompts.csv\")\n",
    "full_df = df_all_ds.df\n",
    "\n",
    "unsafe_df = full_df[full_df['label'] == 'unsafe'].copy()\n",
    "if len(unsafe_df) == 0:\n",
    "    raise RuntimeError(\"No 'unsafe' rows found. Ensure your CSV/HF data is available.\")\n",
    "\n",
    "if len(unsafe_df) > MAX_UNSAFE_EVAL:\n",
    "    unsafe_eval_df = unsafe_df.sample(MAX_UNSAFE_EVAL, random_state=SEED).reset_index(drop=True)\n",
    "    unsafe_eval_df['id'] = unsafe_eval_df.index.astype(int)\n",
    "else:\n",
    "    unsafe_eval_df = unsafe_df.reset_index(drop=True)\n",
    "    unsafe_eval_df['id'] = unsafe_eval_df.index.astype(int)\n",
    "\n",
    "print(f\"[INFO] Unsafe eval set size: {len(unsafe_eval_df)}\")\n",
    "\n",
    "\n",
    "safe_prompts_seed, unsafe_prompts_seed = get_seed_sets_for_steering(\n",
    "    full_df, n_safe=SAFE_SEED, n_unsafe=UNSAFE_SEED, seed=SEED\n",
    ")\n",
    "print(f\"[INFO] Steering seed sets -> safe: {len(safe_prompts_seed)}, unsafe: {len(unsafe_prompts_seed)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1d9558ae-89b7-4785-b95b-957fe2027db0",
   "metadata": {
    "execution": {
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   "outputs": [],
   "source": [
    "MAX_INPUT_TOKENS = 2048\n",
    "MAX_NEW_TOKENS   = 768\n",
    "USE_CACHE        = False\n",
    "\n",
    "def _asr(df):\n",
    "    if df is None or len(df) == 0 or \"jailbreak_success\" not in df.columns:\n",
    "        return float(\"nan\")\n",
    "    return float(df[\"jailbreak_success\"].astype(bool).mean())\n",
    "\n",
    "def run_generation_df(wrapper, df_prompts, *,\n",
    "                      steerer=None,\n",
    "                      prompt_defense=None,\n",
    "                      max_input_tokens=MAX_INPUT_TOKENS,\n",
    "                      max_new_tokens=MAX_NEW_TOKENS,\n",
    "                      temperature=0.0, top_p=1.0, clear_cuda_each=1):\n",
    "    \"\"\"\n",
    "    Generate model outputs for a dataframe of prompts.\n",
    "    - Does NOT send a system prompt.\n",
    "    - If `prompt_defense` is provided, it must return (rewritten_user_prompt, None, info).\n",
    "    - Works with or without a steering context.\n",
    "    \"\"\"\n",
    "    rows = []\n",
    "    iterator = tqdm(df_prompts.itertuples(index=False), total=len(df_prompts), desc=\"Generate (full)\")\n",
    "\n",
    "    hf  = wrapper.hf\n",
    "    tok = wrapper.tokenizer\n",
    "\n",
    "    # Respect global USE_CACHE if defined\n",
    "    try:\n",
    "        hf.config.use_cache = USE_CACHE\n",
    "        if hasattr(hf, \"generation_config\"):\n",
    "            hf.generation_config.use_cache = USE_CACHE\n",
    "    except Exception:\n",
    "        pass\n",
    "\n",
    "    eos_id = tok.eos_token_id\n",
    "    if eos_id is None and getattr(tok, \"pad_token_id\", None) is not None:\n",
    "        eos_id = tok.pad_token_id\n",
    "\n",
    "    for i, row in enumerate(iterator, 1):\n",
    "        orig_prompt = row.prompt\n",
    "        sys_prompt = None\n",
    "        prompt = orig_prompt\n",
    "\n",
    "        if prompt_defense is not None:\n",
    "            try:\n",
    "                transformed, _sys_ignored, info = prompt_defense(orig_prompt)\n",
    "                prompt = transformed if transformed is not None else orig_prompt\n",
    "                sys_prompt = None\n",
    "            except Exception:\n",
    "                prompt = orig_prompt\n",
    "                sys_prompt = None\n",
    "\n",
    "        if hasattr(tok, \"apply_chat_template\"):\n",
    "            msgs = [{\"role\": \"user\", \"content\": prompt}]\n",
    "            text = tok.apply_chat_template(msgs, add_generation_prompt=True, tokenize=False)\n",
    "        else:\n",
    "            text = (\n",
    "                \"<|begin_of_text|>\"\n",
    "                \"<|start_header_id|>user<|end_header_id|>\\n\"\n",
    "                f\"{prompt}\\n<|eot_id|>\"\n",
    "                \"<|start_header_id|>assistant<|end_header_id|>\\n\"\n",
    "            )\n",
    "\n",
    "        enc = tok(text, return_tensors=\"pt\", truncation=True, max_length=max_input_tokens).to(hf.device)\n",
    "\n",
    "        gen_kwargs = dict(\n",
    "            max_new_tokens=max_new_tokens,\n",
    "            do_sample=False if (temperature is None or temperature == 0.0) else True,\n",
    "            temperature=None if (temperature is None or temperature == 0.0) else float(temperature),\n",
    "            top_p=top_p,\n",
    "            use_cache=USE_CACHE,\n",
    "        )\n",
    "        if eos_id is not None:\n",
    "            gen_kwargs[\"eos_token_id\"] = eos_id\n",
    "            gen_kwargs[\"pad_token_id\"] = eos_id\n",
    "\n",
    "        with torch.inference_mode():\n",
    "            if steerer is None:\n",
    "                out_ids = hf.generate(**enc, **gen_kwargs)\n",
    "            else:\n",
    "                with steerer.steering_context(prompt_for_alpha=orig_prompt):\n",
    "                    out_ids = hf.generate(**enc, **gen_kwargs)\n",
    "\n",
    "        gen_only = out_ids[0][enc[\"input_ids\"].shape[1]:]\n",
    "        text_out = tok.decode(gen_only, skip_special_tokens=True).strip()\n",
    "\n",
    "        rows.append({\n",
    "            \"id\": int(row.id),\n",
    "            \"prompt\": orig_prompt,\n",
    "            \"label\": row.label,\n",
    "            \"model_output\": text_out\n",
    "        })\n",
    "\n",
    "        if (clear_cuda_each is not None) and (i % clear_cuda_each == 0):\n",
    "            if torch.cuda.is_available():\n",
    "                torch.cuda.empty_cache()\n",
    "                torch.cuda.ipc_collect()\n",
    "            import gc as _gc; _gc.collect()\n",
    "\n",
    "    return pd.DataFrame(rows)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07c90dee-645d-4fb6-a485-12500ea3f660",
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Aligned Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "059dac08-2621-4551-9d6c-2c72b2309138",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] Loading aligned model...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`torch_dtype` is deprecated! Use `dtype` instead!\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b10897a49b3a4647b178fbbf7fe03f5d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[TEST] Aligned sample -> Say 'ok' to\n"
     ]
    }
   ],
   "source": [
    "print(\"[INFO] Loading aligned model...\")\n",
    "aligned = load_model(ALIGNED_KEY)\n",
    "\n",
    "print(\"[TEST] Aligned sample ->\", aligned.generate(\"Say 'ok'.\", max_new_tokens=5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9e387a8e-3244-4719-b9c1-e1bb48bf3509",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2025-11-03T04:36:30.803938Z",
     "iopub.status.idle": "2025-11-03T06:17:16.910681Z",
     "shell.execute_reply": "2025-11-03T06:17:16.910251Z"
    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[BASELINE] Evaluating ALIGNED (no defense, FULL outputs) ...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d333b8c946834ef2848f9e8d60a8a8d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate (full):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3048925cd125485998c3b204f6f5ca46",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Judge (minimal):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8504ee13611f4aa6aeb8cced81d384d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`torch_dtype` is deprecated! Use `dtype` instead!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Device set to use cuda:0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following generation flags are not valid and may be ignored: ['temperature', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset\n"
     ]
    }
   ],
   "source": [
    "print(\"[BASELINE] Evaluating ALIGNED (no defense, FULL outputs) ...\")\n",
    "df_gen_aligned_base = run_generation_df(\n",
    "    aligned, unsafe_eval_df, steerer=None,\n",
    "    max_input_tokens=MAX_INPUT_TOKENS,\n",
    "    max_new_tokens=MAX_NEW_TOKENS, \n",
    "    temperature=None, \n",
    "    top_p=1.0\n",
    ")\n",
    "df_eval_aligned_base = evaluate_minimal(\n",
    "    df_gen_aligned_base,\n",
    "    use_llm_judge=True,\n",
    "    ensemble_with_heuristic=True\n",
    ")\n",
    "\n",
    "asr_aligned_base   = _asr(df_eval_aligned_base)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5bbee730-137a-4eb5-842d-755851b3710e",
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    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Aligned prompt defence init\n"
     ]
    }
   ],
   "source": [
    "pdef_aligned = build_prompt_defense(\n",
    "    safe_prompts_seed, unsafe_prompts_seed,\n",
    "    PromptDefenseConfig(\n",
    "        emb_thresh=0.05,\n",
    "        strict_threshold=0.15,\n",
    "        extreme_threshold=0.30,\n",
    "        paraphrase=True,\n",
    "        max_edits=4,\n",
    "        strip_urls=True,\n",
    "        strip_injections=True,\n",
    "    ))\n",
    "print(\"Aligned prompt defence init\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ff877f13-b64c-46e4-ba3d-a97f56b14185",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T06:17:16.961133Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[DEFENSE] Evaluating ALIGNED (prompt-based, FULL outputs) ...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f05e6ff5f6094dbab48ad05e078bfd6e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate (full):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b7dc47be5bb64c9ba5da2e18fbe01ca4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Judge (minimal):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[DEFENSE] Evaluating ALIGNED (prompt-based, FULL outputs) ...\")\n",
    "df_gen_aligned_def = run_generation_df(\n",
    "    aligned, unsafe_eval_df,\n",
    "    steerer=None,\n",
    "    prompt_defense=pdef_aligned,\n",
    "    max_input_tokens=MAX_INPUT_TOKENS,\n",
    "    max_new_tokens=MAX_NEW_TOKENS,\n",
    "    temperature=None,\n",
    "    top_p=1.0\n",
    ")\n",
    "df_eval_aligned_def = evaluate_minimal(\n",
    "    df_gen_aligned_def,\n",
    "    use_llm_judge=True,\n",
    "    ensemble_with_heuristic=True\n",
    ")\n",
    "asr_aligned_def = _asr(df_eval_aligned_def)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
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     "iopub.execute_input": "2025-11-03T07:55:35.007178Z",
     "iopub.status.busy": "2025-11-03T07:55:35.006970Z",
     "iopub.status.idle": "2025-11-03T07:55:35.224899Z",
     "shell.execute_reply": "2025-11-03T07:55:35.224518Z"
    },
    "papermill": {
     "duration": 0.224308,
     "end_time": "2025-11-03T07:55:35.225775",
     "exception": false,
     "start_time": "2025-11-03T07:55:35.001467",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CLEANUP] Releasing ALIGNED model from memory...\n"
     ]
    }
   ],
   "source": [
    "# clean up the model\n",
    "print(\"[CLEANUP] Releasing ALIGNED model from memory...\")\n",
    "del aligned\n",
    "gc.collect()\n",
    "if torch.cuda.is_available():\n",
    "    torch.cuda.empty_cache()\n",
    "    torch.cuda.ipc_collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47632778-b65b-4a7a-a22a-f013857de0a8",
   "metadata": {
    "papermill": {
     "duration": 0.004725,
     "end_time": "2025-11-03T07:55:35.235912",
     "exception": false,
     "start_time": "2025-11-03T07:55:35.231187",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Unaligned Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32864439-2e43-49b5-a271-5b696a35a040",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T07:55:35.246212Z",
     "iopub.status.busy": "2025-11-03T07:55:35.245956Z",
     "iopub.status.idle": "2025-11-03T07:56:24.239681Z",
     "shell.execute_reply": "2025-11-03T07:56:24.238903Z"
    },
    "papermill": {
     "duration": 49.005325,
     "end_time": "2025-11-03T07:56:24.245951",
     "exception": false,
     "start_time": "2025-11-03T07:55:35.240626",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] Loading unaligned model...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f1aee9dad79f49eb92c7755c9b2429bf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[TEST] Unaligned sample -> Say 'ok' right\n"
     ]
    }
   ],
   "source": [
    "print(\"[INFO] Loading unaligned model...\")\n",
    "unaligned = load_model(UNALIGNED_KEY)\n",
    "print(\"[TEST] Unaligned sample ->\", unaligned.generate(\"Say 'ok'.\", max_new_tokens=5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2251a9e9-2093-4aee-b419-25e667c166cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T07:56:24.271913Z",
     "iopub.status.busy": "2025-11-03T07:56:24.271226Z",
     "iopub.status.idle": "2025-11-03T09:57:30.488179Z",
     "shell.execute_reply": "2025-11-03T09:57:30.487746Z"
    },
    "papermill": {
     "duration": 7266.229778,
     "end_time": "2025-11-03T09:57:30.488997",
     "exception": false,
     "start_time": "2025-11-03T07:56:24.259219",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[BASELINE] Evaluating UNALIGNED (no defense, FULL outputs) ...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99875450852d49138dd1f82ee8955980",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate (full):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f229f951b0f248cb95a4bdcb6e38ef11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Judge (minimal):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[BASELINE] Evaluating UNALIGNED (no defense, FULL outputs) ...\")\n",
    "df_gen_unaligned_base = run_generation_df(\n",
    "    unaligned, unsafe_eval_df, steerer=None,\n",
    "    max_input_tokens=MAX_INPUT_TOKENS,\n",
    "    max_new_tokens=MAX_NEW_TOKENS,\n",
    "    temperature=None,\n",
    "    top_p=1.0\n",
    ")\n",
    "df_eval_unaligned_base = evaluate_minimal(\n",
    "    df_gen_unaligned_base,\n",
    "    use_llm_judge=True,\n",
    "    ensemble_with_heuristic=True\n",
    ")\n",
    "\n",
    "asr_unaligned_base = _asr(df_eval_unaligned_base)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0483cf69-bffa-4380-9eb9-2320e1570cbe",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T09:57:30.502097Z",
     "iopub.status.busy": "2025-11-03T09:57:30.501886Z",
     "iopub.status.idle": "2025-11-03T09:57:30.504984Z",
     "shell.execute_reply": "2025-11-03T09:57:30.504607Z"
    },
    "papermill": {
     "duration": 0.010217,
     "end_time": "2025-11-03T09:57:30.505701",
     "exception": false,
     "start_time": "2025-11-03T09:57:30.495484",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unaligned prompt defence init\n"
     ]
    }
   ],
   "source": [
    "pdef_unaligned = build_prompt_defense(\n",
    "    safe_prompts_seed, unsafe_prompts_seed,\n",
    "    PromptDefenseConfig(\n",
    "        emb_thresh=0.05,\n",
    "        strict_threshold=0.15,\n",
    "        extreme_threshold=0.30,\n",
    "        paraphrase=True,\n",
    "        max_edits=4,\n",
    "        strip_urls=True,\n",
    "        strip_injections=True,\n",
    "    )\n",
    ")\n",
    "\n",
    "print(\"Unaligned prompt defence init\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cf29ba37-b78d-43e2-b573-2f1a5d425d16",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T09:57:30.518676Z",
     "iopub.status.busy": "2025-11-03T09:57:30.518353Z",
     "iopub.status.idle": "2025-11-03T11:42:12.783140Z",
     "shell.execute_reply": "2025-11-03T11:42:12.782712Z"
    },
    "papermill": {
     "duration": 6282.27255,
     "end_time": "2025-11-03T11:42:12.783966",
     "exception": false,
     "start_time": "2025-11-03T09:57:30.511416",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[DEFENSE] Evaluating UNALIGNED (prompt-based, FULL outputs) ...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "72348b34da0442729063868aefd0a1e5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate (full):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "65c9b8a7764a4238b45aa154aab94cb4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Judge (minimal):   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[DEFENSE] Evaluating UNALIGNED (prompt-based, FULL outputs) ...\")\n",
    "df_gen_unaligned_def = run_generation_df(\n",
    "    unaligned, unsafe_eval_df,\n",
    "    steerer=None,\n",
    "    prompt_defense=pdef_unaligned,\n",
    "    max_input_tokens=MAX_INPUT_TOKENS,\n",
    "    max_new_tokens=MAX_NEW_TOKENS,\n",
    "    temperature=None,\n",
    "    top_p=1.0\n",
    ")\n",
    "df_eval_unaligned_def = evaluate_minimal(\n",
    "    df_gen_unaligned_def,\n",
    "    use_llm_judge=True,\n",
    "    ensemble_with_heuristic=True\n",
    ")\n",
    "asr_unaligned_def = _asr(df_eval_unaligned_def)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6177b6d4-0ee6-4ebd-8add-41079adfd9b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T11:42:12.803362Z",
     "iopub.status.busy": "2025-11-03T11:42:12.803014Z",
     "iopub.status.idle": "2025-11-03T11:42:13.042254Z",
     "shell.execute_reply": "2025-11-03T11:42:13.041885Z"
    },
    "papermill": {
     "duration": 0.252291,
     "end_time": "2025-11-03T11:42:13.043177",
     "exception": false,
     "start_time": "2025-11-03T11:42:12.790886",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CLEANUP] Releasing UNALIGNED model and steerer from memory...\n"
     ]
    }
   ],
   "source": [
    "print(\"[CLEANUP] Releasing UNALIGNED model and steerer from memory...\")\n",
    "del unaligned\n",
    "gc.collect()\n",
    "if torch.cuda.is_available():\n",
    "    torch.cuda.empty_cache()\n",
    "    torch.cuda.ipc_collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f3e6ce1-cf12-4843-9517-0b84be75520f",
   "metadata": {
    "papermill": {
     "duration": 0.007738,
     "end_time": "2025-11-03T11:42:13.057916",
     "exception": false,
     "start_time": "2025-11-03T11:42:13.050178",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2e99f224-3059-46c9-8801-1c66782ba901",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T11:42:13.074105Z",
     "iopub.status.busy": "2025-11-03T11:42:13.073665Z",
     "iopub.status.idle": "2025-11-03T11:42:13.229142Z",
     "shell.execute_reply": "2025-11-03T11:42:13.228645Z"
    },
    "papermill": {
     "duration": 0.165645,
     "end_time": "2025-11-03T11:42:13.230206",
     "exception": false,
     "start_time": "2025-11-03T11:42:13.064561",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[RESULT] Baseline ASR — ALIGNED: 0.360  |  UNALIGNED: 0.605\n",
      "[RESULT] With Defense ASR — ALIGNED: 0.280  |  UNALIGNED: 0.570\n",
      "\n",
      "[SUMMARY] {\n",
      "  \"baseline\": {\n",
      "    \"aligned\": 0.36,\n",
      "    \"unaligned\": 0.605\n",
      "  },\n",
      "  \"defense\": {\n",
      "    \"aligned\": 0.28,\n",
      "    \"unaligned\": 0.57\n",
      "  }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "print(f\"[RESULT] Baseline ASR — ALIGNED: {asr_aligned_base:.3f}  |  UNALIGNED: {asr_unaligned_base:.3f}\")\n",
    "\n",
    "OUTDIR.mkdir(parents=True, exist_ok=True)\n",
    "df_gen_aligned_base.to_csv(OUTDIR / \"gen_aligned_baseline.csv\", index=False)\n",
    "df_gen_unaligned_base.to_csv(OUTDIR / \"gen_unaligned_baseline.csv\", index=False)\n",
    "df_eval_aligned_base.to_csv(OUTDIR / \"eval_aligned_baseline.csv\", index=False)\n",
    "df_eval_unaligned_base.to_csv(OUTDIR / \"eval_unaligned_baseline.csv\", index=False)\n",
    "\n",
    "print(f\"[RESULT] With Defense ASR — ALIGNED: {asr_aligned_def:.3f}  |  UNALIGNED: {asr_unaligned_def:.3f}\")\n",
    "\n",
    "OUTDIR.mkdir(parents=True, exist_ok=True)\n",
    "df_gen_aligned_def.to_csv(OUTDIR / \"gen_aligned_prompt.csv\", index=False)\n",
    "df_gen_unaligned_def.to_csv(OUTDIR / \"gen_unaligned_prompt.csv\", index=False)\n",
    "df_eval_aligned_def.to_csv(OUTDIR / \"eval_aligned_prompt.csv\", index=False)\n",
    "df_eval_unaligned_def.to_csv(OUTDIR / \"eval_unaligned_prompt.csv\", index=False)\n",
    "\n",
    "summary = {\n",
    "    \"baseline\": {\"aligned\": asr_aligned_base, \"unaligned\": asr_unaligned_base},\n",
    "    \"defense\":  {\"aligned\": asr_aligned_def,  \"unaligned\": asr_unaligned_def},\n",
    "}\n",
    "with open(OUTDIR / \"summary.json\", \"w\") as f:\n",
    "    json.dump(summary, f, indent=2)\n",
    "print(\"\\n[SUMMARY]\", json.dumps(summary, indent=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "66d21350-1ec1-4f19-80bb-c2aa7c5d83a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T11:42:13.246240Z",
     "iopub.status.busy": "2025-11-03T11:42:13.245811Z",
     "iopub.status.idle": "2025-11-03T11:42:13.774267Z",
     "shell.execute_reply": "2025-11-03T11:42:13.773723Z"
    },
    "papermill": {
     "duration": 0.537812,
     "end_time": "2025-11-03T11:42:13.775642",
     "exception": false,
     "start_time": "2025-11-03T11:42:13.237830",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4))\n",
    "y_a = df_eval_aligned_base['jailbreak_success'].astype(int).values\n",
    "y_u = df_eval_unaligned_base['jailbreak_success'].astype(int).values\n",
    "x = np.arange(len(y_a))\n",
    "\n",
    "plt.plot(x, y_a, label=\"Aligned (no defense)\")\n",
    "plt.plot(x, y_u, label=\"Unaligned (no defense)\")\n",
    "plt.xlabel(\"Attempt index\")\n",
    "plt.ylabel(\"Success (0/1)\")\n",
    "plt.title(\"Jailbreak Attempts vs Success — Baseline\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "00b4072a-cc01-419d-a89b-cfddfd45ec14",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T11:42:13.792191Z",
     "iopub.status.busy": "2025-11-03T11:42:13.791838Z",
     "iopub.status.idle": "2025-11-03T11:42:13.932075Z",
     "shell.execute_reply": "2025-11-03T11:42:13.931651Z"
    },
    "papermill": {
     "duration": 0.149377,
     "end_time": "2025-11-03T11:42:13.932998",
     "exception": false,
     "start_time": "2025-11-03T11:42:13.783621",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4))\n",
    "y_a = df_eval_aligned_def['jailbreak_success'].astype(int).values\n",
    "y_u = df_eval_unaligned_def['jailbreak_success'].astype(int).values\n",
    "x = np.arange(len(y_a))\n",
    "\n",
    "plt.plot(x, y_a, label=\"Aligned (defense)\")\n",
    "plt.plot(x, y_u, label=\"Unaligned (defense)\")\n",
    "plt.xlabel(\"Attempt index\")\n",
    "plt.ylabel(\"Success (0/1)\")\n",
    "plt.title(\"Jailbreak Attempts vs Success — defense\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7986b2a6-a0af-4301-9b5e-773ce3493dce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T11:42:13.957736Z",
     "iopub.status.busy": "2025-11-03T11:42:13.957349Z",
     "iopub.status.idle": "2025-11-03T11:42:14.043258Z",
     "shell.execute_reply": "2025-11-03T11:42:14.042904Z"
    },
    "papermill": {
     "duration": 0.099559,
     "end_time": "2025-11-03T11:42:14.044007",
     "exception": false,
     "start_time": "2025-11-03T11:42:13.944448",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = [\"Aligned\", \"Unaligned\"]\n",
    "baseline = [asr_aligned_base, asr_unaligned_base]\n",
    "defense  = [asr_aligned_def,  asr_unaligned_def]\n",
    "\n",
    "plt.figure(figsize=(6,4))\n",
    "x = np.arange(len(labels))\n",
    "width = 0.35\n",
    "plt.bar(x - width/2, baseline, width, label='Baseline')\n",
    "plt.bar(x + width/2, defense,  width, label='With Prompt Defence')\n",
    "plt.xticks(x, labels)\n",
    "plt.ylabel('ASR')\n",
    "plt.title('Attack Success Rate (lower is better)')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af7dfa1e-3bf9-4524-bc60-033247a67948",
   "metadata": {
    "papermill": {
     "duration": 0.019214,
     "end_time": "2025-11-03T11:42:14.079086",
     "exception": false,
     "start_time": "2025-11-03T11:42:14.059872",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 25640.458935,
   "end_time": "2025-11-03T11:42:17.247969",
   "environment_variables": {},
   "exception": null,
   "input_path": "proposed_prompt.ipynb",
   "output_path": "outs_prompt.ipynb",
   "parameters": {},
   "start_time": "2025-11-03T04:34:56.789034",
   "version": "2.6.0"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
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