{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "b674f27d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/rameyjm7/workspace/TML/lpu/llm-preference-unlearning/lpu-env/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "`torch_dtype` is deprecated! Use `dtype` instead!\n", "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.03it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Loaded Qwen/Qwen2.5-3B-Instruct on cuda with 36 transformer layers.\n", "[INFO] Loaded 5 prompts.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Prompts: 100%|██████████| 5/5 [00:00<00:00, 5.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Computed Fisher Information for 36 layers.\n", "[INFO] Saved Fisher Information → fisher/fisher_information.json\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rameyjm7/workspace/TML/lpu/llm-preference-unlearning/lpu-env/lib/python3.10/site-packages/numpy/lib/function_base.py:2897: RuntimeWarning: invalid value encountered in divide\n", " c /= stddev[:, None]\n", "/home/rameyjm7/workspace/TML/lpu/llm-preference-unlearning/lpu-env/lib/python3.10/site-packages/numpy/lib/function_base.py:2898: RuntimeWarning: invalid value encountered in divide\n", " c /= stddev[None, :]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[RESULT] Fisher–Saliency correlation (layerwise): r = nan\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saved top-25 Fisher neurons → fisher/top_fisher_neurons.json\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#!/usr/bin/env python3\n", "\"\"\"\n", "Phase 4.2 — Fisher Information Analysis\n", "Computes per-layer Fisher Information for Qwen2.5-3B-Instruct,\n", "correlates it with saliency, and exports top Fisher neurons.\n", "\"\"\"\n", "\n", "import os, json, torch, numpy as np, matplotlib.pyplot as plt, seaborn as sns\n", "from tqdm import tqdm\n", "from transformers import AutoTokenizer, AutoModelForCausalLM\n", "\n", "# ---------------------------------------------------------------------\n", "# 1. Configuration\n", "# ---------------------------------------------------------------------\n", "MODEL_NAME = \"Qwen/Qwen2.5-3B-Instruct\"\n", "LOG_DIR = \"logs\"\n", "SAVE_DIR = \"fisher\"\n", "SALIENCY_FILE = \"sensitive_neurons.json\"\n", "TOP_K = 25 # number of top neurons to save per layer\n", "os.makedirs(SAVE_DIR, exist_ok=True)\n", "\n", "# ---------------------------------------------------------------------\n", "# 2. Load model\n", "# ---------------------------------------------------------------------\n", "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "model = AutoModelForCausalLM.from_pretrained(\n", " MODEL_NAME,\n", " torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,\n", " device_map=\"auto\"\n", ")\n", "tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)\n", "model.eval()\n", "n_layers = len(model.model.layers)\n", "print(f\"[INFO] Loaded {MODEL_NAME} on {device} with {n_layers} transformer layers.\")\n", "\n", "# ---------------------------------------------------------------------\n", "# 3. Load latest prompt set\n", "# ---------------------------------------------------------------------\n", "log_files = sorted(\n", " [f for f in os.listdir(LOG_DIR) if f.startswith(\"recommender_\") and f.endswith(\".json\")]\n", ")\n", "if not log_files:\n", " raise FileNotFoundError(\"No recommender_*.json logs found.\")\n", "latest_log = os.path.join(LOG_DIR, log_files[-1])\n", "\n", "with open(latest_log, \"r\", encoding=\"utf-8\") as f:\n", " data = json.load(f)\n", "prompts = [r[\"question\"] for r in data[\"records\"]]\n", "print(f\"[INFO] Loaded {len(prompts)} prompts.\")\n", "\n", "# ---------------------------------------------------------------------\n", "# 4. Register hooks to retain gradients for Fisher\n", "# ---------------------------------------------------------------------\n", "store = {}\n", "def fisher_hook(module, inp, out, layer_idx):\n", " \"\"\"Attach hook that retains gradients for hidden states.\"\"\"\n", " if isinstance(out, tuple):\n", " out = out[0]\n", " out.retain_grad()\n", " store[layer_idx] = out\n", "\n", "handles = []\n", "for idx, layer in enumerate(model.model.layers):\n", " h = layer.register_forward_hook(lambda m, i, o, idx=idx: fisher_hook(m, i, o, idx))\n", " handles.append(h)\n", "\n", "# ---------------------------------------------------------------------\n", "# 5. Compute Fisher Information\n", "# ---------------------------------------------------------------------\n", "def compute_fisher(model, tokenizer, prompts):\n", " fisher_scores = {f\"layer_{l}\": [] for l in range(n_layers)}\n", "\n", " for prompt in tqdm(prompts, desc=\"Prompts\"):\n", " store.clear()\n", " inputs = tokenizer(prompt, return_tensors=\"pt\").to(device)\n", " outputs = model(**inputs, labels=inputs[\"input_ids\"])\n", " loss = outputs.loss\n", " loss.backward(retain_graph=False)\n", "\n", " # Collect per-layer Fisher ≈ E[(∂log p / ∂h)^2]\n", " for l_idx, acts in store.items():\n", " if acts.grad is None:\n", " continue\n", " grad_sq = acts.grad.detach().float().pow(2).mean(dim=1).squeeze(0).cpu().numpy()\n", " if grad_sq.ndim > 0:\n", " fisher_scores[f\"layer_{l_idx}\"].append(grad_sq)\n", "\n", " model.zero_grad(set_to_none=True)\n", "\n", " fisher_means = {}\n", " for l, vals in fisher_scores.items():\n", " if vals:\n", " stacked = np.vstack(vals)\n", " fisher_means[l] = stacked.mean(axis=0)\n", "\n", " return fisher_means\n", "\n", "fisher_means = compute_fisher(model, tokenizer, prompts)\n", "for h in handles:\n", " h.remove()\n", "\n", "print(f\"[INFO] Computed Fisher Information for {len(fisher_means)} layers.\")\n", "\n", "# ---------------------------------------------------------------------\n", "# 6. Save per-layer Fisher summary\n", "# ---------------------------------------------------------------------\n", "fisher_out = {k: v.tolist() for k, v in fisher_means.items()}\n", "with open(os.path.join(SAVE_DIR, \"fisher_information.json\"), \"w\") as f:\n", " json.dump(fisher_out, f, indent=2)\n", "print(f\"[INFO] Saved Fisher Information → {SAVE_DIR}/fisher_information.json\")\n", "\n", "# ---------------------------------------------------------------------\n", "# 7. Visualize Fisher Information\n", "# ---------------------------------------------------------------------\n", "layer_ids = sorted(int(k.split(\"_\")[1]) for k in fisher_means.keys())\n", "layer_fisher_mean = [np.mean(fisher_means[f\"layer_{i}\"]) for i in layer_ids]\n", "\n", "plt.figure(figsize=(8, 4))\n", "plt.plot(layer_ids, layer_fisher_mean, color=\"purple\", marker=\"o\")\n", "plt.xlabel(\"Layer Index\")\n", "plt.ylabel(\"Mean Fisher Information\")\n", "plt.title(\"Average Layerwise Fisher Information (All Prompts)\")\n", "plt.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# ---------------------------------------------------------------------\n", "# 8. Compare Fisher with saliency neuron counts\n", "# ---------------------------------------------------------------------\n", "if os.path.exists(SALIENCY_FILE):\n", " with open(SALIENCY_FILE, \"r\", encoding=\"utf-8\") as f:\n", " saliency_map = json.load(f)\n", "\n", " layer_saliency_strength = []\n", " for l in layer_ids:\n", " if f\"layer_{l}\" in saliency_map:\n", " layer_saliency_strength.append(len(saliency_map[f\"layer_{l}\"]))\n", " else:\n", " layer_saliency_strength.append(0)\n", "\n", " corr = np.corrcoef(layer_fisher_mean, layer_saliency_strength)[0, 1]\n", " print(f\"[RESULT] Fisher–Saliency correlation (layerwise): r = {corr:.4f}\")\n", "\n", " sns.regplot(x=layer_saliency_strength, y=layer_fisher_mean, color=\"purple\")\n", " plt.xlabel(\"Saliency Neuron Count (proxy for activation sensitivity)\")\n", " plt.ylabel(\"Mean Fisher Information\")\n", " plt.title(\"Correlation Between Saliency and Fisher Information\")\n", " plt.tight_layout()\n", " plt.show()\n", "else:\n", " print(\"[WARN] No saliency map found. Skipping correlation step.\")\n", "\n", "# ---------------------------------------------------------------------\n", "# 9. Export Top-Fisher Neurons\n", "# ---------------------------------------------------------------------\n", "top_fisher = {}\n", "for layer, arr in fisher_means.items():\n", " idxs = np.argsort(arr)[-TOP_K:][::-1]\n", " top_fisher[layer] = idxs.tolist()\n", "\n", "out_path = os.path.join(SAVE_DIR, \"top_fisher_neurons.json\")\n", "with open(out_path, \"w\", encoding=\"utf-8\") as f:\n", " json.dump(top_fisher, f, indent=2)\n", "print(f\"[INFO] Saved top-{TOP_K} Fisher neurons → {out_path}\")\n", "\n", "# ---------------------------------------------------------------------\n", "# 10. Optional heatmap visualization\n", "# ---------------------------------------------------------------------\n", "fisher_matrix = np.vstack([fisher_means[f\"layer_{i}\"] for i in layer_ids])\n", "plt.figure(figsize=(10, 5))\n", "sns.heatmap(fisher_matrix, cmap=\"magma\", cbar_kws={'label': 'Fisher Information'})\n", "plt.xlabel(\"Hidden Dimension Index\")\n", "plt.ylabel(\"Layer Index\")\n", "plt.title(\"Layerwise Fisher Information Heatmap\")\n", "plt.tight_layout()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "lpu-env", "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": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }