attention_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This file is used to visualize attentions\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vis(attentions):\n",
    "  import matplotlib.pyplot as plt\n",
    "  fig, axes = plt.subplots(5, 4, figsize=(12, 12)) # 5 blocks, each 4 heads\n",
    "  for i, mhblock in enumerate(attentions[0]):\n",
    "    for j, h in enumerate(mhblock):\n",
    "      axes[i, j].imshow(h)\n",
    "      axes[i, j].set_title(f\"{j+1} Head\")\n",
    "      axes[i, j].set_xticks([])\n",
    "      axes[i, j].set_yticks([])\n",
    "\n",
    "  fig.suptitle('Attention Weights for Each Transformer Block and Head', fontsize=12)\n",
    "  plt.xlabel('Head')\n",
    "  plt.ylabel('Transformer Block')\n",
    "\n",
    "  plt.tight_layout()\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attentions = torch.load('attentions.pt')\n",
    "attentions.shape\n",
    "vis(attentions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attentions = torch.load('attentions.pt')\n",
    "attentions.shape\n",
    "vis(attentions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "attentions = torch.load('attentions.pt')\n",
    "attentions.shape\n",
    "vis(attentions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "attentions = torch.load('attentions.pt')\n",
    "attentions.shape\n",
    "vis(attentions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fun",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}