forked from filipg/aitech-eks-pub
1907 lines
2.2 MiB
1907 lines
2.2 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Wizualizacja atencji\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"https://github.com/jessevig/bertviz"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: bertviz in /home/kuba/anaconda3/lib/python3.8/site-packages (1.1.0)\n",
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"Requirement already satisfied: torch>=1.0 in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (1.7.1)\n",
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"Requirement already satisfied: boto3 in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (1.17.93)\n",
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"Requirement already satisfied: transformers>=2.0 in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (4.2.2)\n",
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"Requirement already satisfied: sentencepiece in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (0.1.95)\n",
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"Requirement already satisfied: requests in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (2.24.0)\n",
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"Requirement already satisfied: regex in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (2020.6.8)\n",
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"Requirement already satisfied: tqdm in /home/kuba/anaconda3/lib/python3.8/site-packages (from bertviz) (4.47.0)\n",
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"Requirement already satisfied: numpy in /home/kuba/anaconda3/lib/python3.8/site-packages (from torch>=1.0->bertviz) (1.18.5)\n",
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"Requirement already satisfied: typing-extensions in /home/kuba/anaconda3/lib/python3.8/site-packages (from torch>=1.0->bertviz) (3.7.4.2)\n",
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"Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /home/kuba/anaconda3/lib/python3.8/site-packages (from boto3->bertviz) (0.10.0)\n",
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"Requirement already satisfied: s3transfer<0.5.0,>=0.4.0 in /home/kuba/anaconda3/lib/python3.8/site-packages (from boto3->bertviz) (0.4.2)\n",
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"Requirement already satisfied: botocore<1.21.0,>=1.20.93 in /home/kuba/anaconda3/lib/python3.8/site-packages (from boto3->bertviz) (1.20.93)\n",
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"Requirement already satisfied: sacremoses in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (0.0.43)\n",
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"Requirement already satisfied: packaging in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (20.4)\n",
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"Requirement already satisfied: tokenizers==0.9.4 in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (0.9.4)\n",
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"Requirement already satisfied: filelock in /home/kuba/anaconda3/lib/python3.8/site-packages (from transformers>=2.0->bertviz) (3.0.12)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (2020.6.20)\n",
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (1.25.9)\n",
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"Requirement already satisfied: chardet<4,>=3.0.2 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (3.0.4)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /home/kuba/anaconda3/lib/python3.8/site-packages (from requests->bertviz) (2.10)\n",
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"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /home/kuba/anaconda3/lib/python3.8/site-packages (from botocore<1.21.0,>=1.20.93->boto3->bertviz) (2.8.1)\n",
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"Requirement already satisfied: click in /home/kuba/anaconda3/lib/python3.8/site-packages (from sacremoses->transformers>=2.0->bertviz) (7.1.2)\n",
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"Requirement already satisfied: six in /home/kuba/anaconda3/lib/python3.8/site-packages (from sacremoses->transformers>=2.0->bertviz) (1.15.0)\n",
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"Requirement already satisfied: joblib in /home/kuba/anaconda3/lib/python3.8/site-packages (from sacremoses->transformers>=2.0->bertviz) (0.16.0)\n",
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"Requirement already satisfied: pyparsing>=2.0.2 in /home/kuba/anaconda3/lib/python3.8/site-packages (from packaging->transformers>=2.0->bertviz) (2.4.7)\n"
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]
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}
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],
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"source": [
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"!pip install bertviz"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"from transformers import AutoTokenizer, AutoModel\n",
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"from bertviz import model_view, head_view"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"TEXT = \"This is a sample input sentence for a transformer model\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"MODEL = \"distilbert-base-uncased\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"tokenizer = AutoTokenizer.from_pretrained(MODEL)\n",
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"model = AutoModel.from_pretrained(MODEL, output_attentions=True)\n",
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"inputs = tokenizer.encode(TEXT, return_tensors='pt')\n",
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"outputs = model(inputs)\n",
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"attention = outputs[-1]\n",
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"tokens = tokenizer.convert_ids_to_tokens(inputs[0]) \n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### SELF ATTENTION MODELS"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/html": [
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" \n",
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" <div id='bertviz-e0590d453a4b431980972a450b2a0bd6'>\n",
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" <span style=\"user-select:none\">\n",
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" Layer: <select id=\"layer\"></select>\n",
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" \n",
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" </span>\n",
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" <div id='vis'></div>\n",
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" </div>\n",
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" "
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/javascript": [
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"/**\n",
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" * @fileoverview Transformer Visualization D3 javascript code.\n",
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" *\n",
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" *\n",
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" * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
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" *\n",
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" * Change log:\n",
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" *\n",
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" * 12/19/18 Jesse Vig Assorted cleanup. Changed orientation of attention matrices.\n",
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" * 12/29/20 Jesse Vig Significant refactor.\n",
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" * 12/31/20 Jesse Vig Support multiple visualizations in single notebook.\n",
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" * 02/06/21 Jesse Vig Move require config from separate jupyter notebook step\n",
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" * 05/03/21 Jesse Vig Adjust height of visualization dynamically\n",
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" **/\n",
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"\n",
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"require.config({\n",
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" paths: {\n",
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" d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
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" jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
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" }\n",
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"});\n",
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"\n",
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"requirejs(['jquery', 'd3'], function ($, d3) {\n",
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"\n",
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" const params = {\"attention\": [{\"name\": null, \"attn\": [[[[0.04504745081067085, 0.06121315807104111, 0.03234885632991791, 0.07350576668977737, 0.08869655430316925, 0.06299575418233871, 0.13025709986686707, 0.0724874883890152, 0.0789855495095253, 0.04788164049386978, 0.0528176911175251, 0.06413961201906204, 0.1896234154701233], [0.1642618179321289, 0.045601703226566315, 0.08717474341392517, 0.020270587876439095, 0.06333516538143158, 0.13347627222537994, 0.15195965766906738, 0.07450311630964279, 0.020874062553048134, 0.0886143371462822, 0.03885190933942795, 0.054350875318050385, 0.05672568082809448], [0.19410867989063263, 0.08788827061653137, 0.02643328532576561, 0.027052758261561394, 0.0483211874961853, 0.10077042877674103, 0.14769119024276733, 0.0505562499165535, 0.0312521830201149, 0.11102262884378433, 0.05736817419528961, 0.045798979699611664, 0.0717359259724617], [0.1995920091867447, 0.09999717772006989, 0.0661521703004837, 0.05901019275188446, 0.04424671828746796, 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0.012732368893921375, 0.008641112595796585, 0.010053385980427265, 0.0034775990061461926, 0.002758981194347143, 0.010710380040109158, 0.8890923857688904], [0.03458644822239876, 0.03391026332974434, 0.01831834577023983, 0.028860406950116158, 0.01781517267227173, 0.01344138290733099, 0.024158485233783722, 0.024022219702601433, 0.04718930646777153, 0.006806066259741783, 0.008633440360426903, 0.024005770683288574, 0.7182526588439941], [0.031689874827861786, 0.01647462695837021, 0.010635302402079105, 0.00842710118740797, 0.014130137860774994, 0.007323114201426506, 0.009271482937037945, 0.01889965869486332, 0.034100860357284546, 0.011168141849339008, 0.011804038658738136, 0.026165088638663292, 0.7999106049537659], [0.013194655999541283, 0.001770096831023693, 0.0010266384342685342, 0.0013246922753751278, 0.011821512132883072, 0.0078100478276610374, 0.005465495400130749, 0.002806616947054863, 0.00595907773822546, 0.011007980443537235, 0.006433689966797829, 0.014404737390577793, 0.9169748425483704], [0.02653578296303749, 0.005029365886002779, 0.003840876743197441, 0.0026745095383375883, 0.01147410273551941, 0.006708511151373386, 0.00641726516187191, 0.004994843155145645, 0.011834356002509594, 0.011982560157775879, 0.008771788328886032, 0.01782466657459736, 0.8819113969802856], [0.023459654301404953, 0.014001197181642056, 0.008474995382130146, 0.007445896975696087, 0.006715718191117048, 0.0036311112344264984, 0.005604523234069347, 0.010732505470514297, 0.02358369715511799, 0.004416062496602535, 0.006629942916333675, 0.02195090614259243, 0.8633537888526917], [0.004549381788820028, 0.004479061812162399, 0.004757271148264408, 0.0032078204676508904, 0.0015654070302844048, 0.0017357032047584653, 0.003128769574686885, 0.001848340849392116, 0.002689535263925791, 0.0009975036373361945, 0.0010863306233659387, 0.0015576542355120182, 0.9683972001075745]], [[0.008745661936700344, 0.009471185505390167, 0.007534714415669441, 0.004120750818401575, 0.02213026024401188, 0.008784071542322636, 0.028569957241415977, 0.0031307220924645662, 0.0020028166472911835, 0.012171139009296894, 0.0033637655433267355, 0.010306883603334427, 0.8796679973602295], [0.0012562422780320048, 0.001931829727254808, 0.0013300603022798896, 0.0008028495358303189, 0.0034430904779583216, 0.0017178085399791598, 0.008497684262692928, 0.0003948992816731334, 0.00031037619919516146, 0.0012692637974396348, 0.00038371840491890907, 0.001864535384811461, 0.9767976999282837], [0.0014368462143465877, 0.004459635820239782, 0.0037994743324816227, 0.0019552777521312237, 0.003830289002507925, 0.0030234167352318764, 0.015404214151203632, 0.0007769725052639842, 0.00044389290269464254, 0.0010438633617013693, 0.0004098470963072032, 0.003085650037974119, 0.960330605506897], [0.001652975450269878, 0.004786561243236065, 0.0032756254076957703, 0.001938504632562399, 0.00658392021432519, 0.004474687855690718, 0.025221530348062515, 0.00128768605645746, 0.0005131281795911491, 0.0014917958760634065, 0.0005500155384652317, 0.004281861241906881, 0.9439417123794556], [0.01029488816857338, 0.0017641179729253054, 0.0009261631057597697, 0.0009705930133350194, 0.0307895727455616, 0.01810411922633648, 0.02115902304649353, 0.0038135522045195103, 0.003512247698381543, 0.02620306983590126, 0.009130595251917839, 0.026045668870210648, 0.8472864031791687], [0.009025928564369678, 0.003715204307809472, 0.002123897662386298, 0.0022090887650847435, 0.03877086564898491, 0.028085706755518913, 0.04088365286588669, 0.007338790223002434, 0.004125816281884909, 0.02293023280799389, 0.009926523081958294, 0.03308207169175148, 0.7977821826934814], [0.00503102783113718, 0.006313212215900421, 0.00682877516373992, 0.00404880428686738, 0.01478190254420042, 0.012232133187353611, 0.02926877699792385, 0.003984131384640932, 0.002305139321833849, 0.006610604468733072, 0.0032599973492324352, 0.010328956879675388, 0.895006537437439], [0.00328649184666574, 0.00127591157797724, 0.0008590320940129459, 0.0007745960610918701, 0.008984974585473537, 0.0072470782324671745, 0.01864449493587017, 0.002000696025788784, 0.0019458872266113758, 0.00751511799171567, 0.0033616656437516212, 0.014703463762998581, 0.9294005632400513], [0.008435170166194439, 0.0008302672067657113, 0.00046925622154958546, 0.00044291073572821915, 0.01976548135280609, 0.00725074065849185, 0.014653597958385944, 0.0017640292644500732, 0.0025402165483683348, 0.01934731751680374, 0.007302063517272472, 0.015715500339865685, 0.901483416557312], [0.01567121595144272, 0.000488428573589772, 0.000293872260954231, 0.0003648482379503548, 0.04021308571100235, 0.012624231167137623, 0.007587422616779804, 0.0023763428907841444, 0.0028017405420541763, 0.05706198886036873, 0.013512047939002514, 0.030275220051407814, 0.816729724407196], [0.020929677411913872, 0.0006397322867996991, 0.0003132451674900949, 0.0003107390075456351, 0.03215877339243889, 0.010575009509921074, 0.015989648178219795, 0.0017012307653203607, 0.0029885133262723684, 0.05229485034942627, 0.018545035272836685, 0.033555127680301666, 0.8099984526634216], [0.017825378105044365, 0.0016843187622725964, 0.0010275189997628331, 0.0011992402141913772, 0.03177574649453163, 0.020206313580274582, 0.019435519352555275, 0.004982479847967625, 0.006498685572296381, 0.03473899886012077, 0.019402379170060158, 0.05288422480225563, 0.7883391380310059], [0.0035426877439022064, 0.0006312659825198352, 0.00042729993583634496, 0.0006537112058140337, 0.009144142270088196, 0.004611889366060495, 0.004704155959188938, 0.001173487980850041, 0.0027264307718724012, 0.010412408970296383, 0.004649034235626459, 0.006731401197612286, 0.950592041015625]]]], \"left_text\": [\"[CLS]\", \"this\", \"is\", \"a\", \"sample\", \"input\", \"sentence\", \"for\", \"a\", \"transform\", \"##er\", \"model\", \"[SEP]\"], \"right_text\": [\"[CLS]\", \"this\", \"is\", \"a\", \"sample\", \"input\", \"sentence\", \"for\", \"a\", \"transform\", \"##er\", \"model\", \"[SEP]\"]}], \"default_filter\": \"0\", \"root_div_id\": \"bertviz-e0590d453a4b431980972a450b2a0bd6\", \"layer\": null, \"heads\": null} is a template marker that is replaced by actual params.\n",
|
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" const TEXT_SIZE = 15;\n",
|
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" const BOXWIDTH = 110;\n",
|
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" const BOXHEIGHT = 22.5;\n",
|
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" const MATRIX_WIDTH = 115;\n",
|
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" const CHECKBOX_SIZE = 20;\n",
|
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" const TEXT_TOP = 30;\n",
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"\n",
|
|
" console.log(\"d3 version\", d3.version)\n",
|
|
" let headColors;\n",
|
|
" try {\n",
|
|
" headColors = d3.scaleOrdinal(d3.schemeCategory10);\n",
|
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" } catch (err) {\n",
|
|
" console.log('Older d3 version')\n",
|
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" headColors = d3.scale.category10();\n",
|
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" }\n",
|
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" let config = {};\n",
|
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" initialize();\n",
|
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" renderVis();\n",
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"\n",
|
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" function initialize() {\n",
|
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" config.attention = params['attention'];\n",
|
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" config.filter = params['default_filter'];\n",
|
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" config.rootDivId = params['root_div_id'];\n",
|
|
" config.nLayers = config.attention[config.filter]['attn'].length;\n",
|
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" config.nHeads = config.attention[config.filter]['attn'][0].length;\n",
|
|
" if (params['heads']) {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(false);\n",
|
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" params['heads'].forEach(x => config.headVis[x] = true);\n",
|
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" } else {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(true);\n",
|
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" }\n",
|
|
" config.initialTextLength = config.attention[config.filter].right_text.length;\n",
|
|
" config.layer = (params['layer'] == null ? 0 : params['layer'])\n",
|
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"\n",
|
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"\n",
|
|
" let layerEl = $(`#${config.rootDivId} #layer`);\n",
|
|
" for (var i = 0; i < config.nLayers; i++) {\n",
|
|
" layerEl.append($(\"<option />\").val(i).text(i));\n",
|
|
" }\n",
|
|
" layerEl.val(config.layer).change();\n",
|
|
" layerEl.on('change', function (e) {\n",
|
|
" config.layer = +e.currentTarget.value;\n",
|
|
" renderVis();\n",
|
|
" });\n",
|
|
"\n",
|
|
" $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
|
|
" config.filter = e.currentTarget.value;\n",
|
|
" renderVis();\n",
|
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" });\n",
|
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" }\n",
|
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"\n",
|
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" function renderVis() {\n",
|
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"\n",
|
|
" // Load parameters\n",
|
|
" const attnData = config.attention[config.filter];\n",
|
|
" const leftText = attnData.left_text;\n",
|
|
" const rightText = attnData.right_text;\n",
|
|
"\n",
|
|
" // Select attention for given layer\n",
|
|
" const layerAttention = attnData.attn[config.layer];\n",
|
|
"\n",
|
|
" // Clear vis\n",
|
|
" $(`#${config.rootDivId} #vis`).empty();\n",
|
|
"\n",
|
|
" // Determine size of visualization\n",
|
|
" const height = Math.max(leftText.length, rightText.length) * BOXHEIGHT + TEXT_TOP;\n",
|
|
" const svg = d3.select(`#${config.rootDivId} #vis`)\n",
|
|
" .append('svg')\n",
|
|
" .attr(\"width\", \"100%\")\n",
|
|
" .attr(\"height\", height + \"px\");\n",
|
|
"\n",
|
|
" // Display tokens on left and right side of visualization\n",
|
|
" renderText(svg, leftText, true, layerAttention, 0);\n",
|
|
" renderText(svg, rightText, false, layerAttention, MATRIX_WIDTH + BOXWIDTH);\n",
|
|
"\n",
|
|
" // Render attention arcs\n",
|
|
" renderAttention(svg, layerAttention);\n",
|
|
"\n",
|
|
" // Draw squares at top of visualization, one for each head\n",
|
|
" drawCheckboxes(0, svg, layerAttention);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderText(svg, text, isLeft, attention, leftPos) {\n",
|
|
"\n",
|
|
" const textContainer = svg.append(\"svg:g\")\n",
|
|
" .attr(\"id\", isLeft ? \"left\" : \"right\");\n",
|
|
"\n",
|
|
" // Add attention highlights superimposed over words\n",
|
|
" textContainer.append(\"g\")\n",
|
|
" .classed(\"attentionBoxes\", true)\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .data(attention)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\")\n",
|
|
" .attr(\"head-index\", (d, i) => i)\n",
|
|
" .selectAll(\"rect\")\n",
|
|
" .data(d => isLeft ? d : transpose(d)) // if right text, transpose attention to get right-to-left weights\n",
|
|
" .enter()\n",
|
|
" .append(\"rect\")\n",
|
|
" .attr(\"x\", function () {\n",
|
|
" var headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
|
|
" return leftPos + boxOffsets(headIndex);\n",
|
|
" })\n",
|
|
" .attr(\"y\", (+1) * BOXHEIGHT)\n",
|
|
" .attr(\"width\", BOXWIDTH / activeHeads())\n",
|
|
" .attr(\"height\", BOXHEIGHT)\n",
|
|
" .attr(\"fill\", function () {\n",
|
|
" return headColors(+this.parentNode.getAttribute(\"head-index\"))\n",
|
|
" })\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
"\n",
|
|
" const tokenContainer = textContainer.append(\"g\").selectAll(\"g\")\n",
|
|
" .data(text)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\");\n",
|
|
"\n",
|
|
" // Add gray background that appears when hovering over text\n",
|
|
" tokenContainer.append(\"rect\")\n",
|
|
" .classed(\"background\", true)\n",
|
|
" .style(\"opacity\", 0.0)\n",
|
|
" .attr(\"fill\", \"lightgray\")\n",
|
|
" .attr(\"x\", leftPos)\n",
|
|
" .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
|
|
" .attr(\"width\", BOXWIDTH)\n",
|
|
" .attr(\"height\", BOXHEIGHT);\n",
|
|
"\n",
|
|
" // Add token text\n",
|
|
" const textEl = tokenContainer.append(\"text\")\n",
|
|
" .text(d => d)\n",
|
|
" .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
|
|
" .style(\"cursor\", \"default\")\n",
|
|
" .style(\"-webkit-user-select\", \"none\")\n",
|
|
" .attr(\"x\", leftPos)\n",
|
|
" .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT);\n",
|
|
"\n",
|
|
" if (isLeft) {\n",
|
|
" textEl.style(\"text-anchor\", \"end\")\n",
|
|
" .attr(\"dx\", BOXWIDTH - 0.5 * TEXT_SIZE)\n",
|
|
" .attr(\"dy\", TEXT_SIZE);\n",
|
|
" } else {\n",
|
|
" textEl.style(\"text-anchor\", \"start\")\n",
|
|
" .attr(\"dx\", +0.5 * TEXT_SIZE)\n",
|
|
" .attr(\"dy\", TEXT_SIZE);\n",
|
|
" }\n",
|
|
"\n",
|
|
" tokenContainer.on(\"mouseover\", function (d, index) {\n",
|
|
"\n",
|
|
" // Show gray background for moused-over token\n",
|
|
" textContainer.selectAll(\".background\")\n",
|
|
" .style(\"opacity\", (d, i) => i === index ? 1.0 : 0.0)\n",
|
|
"\n",
|
|
" // Reset visibility attribute for any previously highlighted attention arcs\n",
|
|
" svg.select(\"#attention\")\n",
|
|
" .selectAll(\"line[visibility='visible']\")\n",
|
|
" .attr(\"visibility\", null)\n",
|
|
"\n",
|
|
" // Hide group containing attention arcs\n",
|
|
" svg.select(\"#attention\").attr(\"visibility\", \"hidden\");\n",
|
|
"\n",
|
|
" // Set to visible appropriate attention arcs to be highlighted\n",
|
|
" if (isLeft) {\n",
|
|
" svg.select(\"#attention\").selectAll(\"line[left-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
|
|
" } else {\n",
|
|
" svg.select(\"#attention\").selectAll(\"line[right-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
|
|
" }\n",
|
|
"\n",
|
|
" // Update color boxes superimposed over tokens\n",
|
|
" const id = isLeft ? \"right\" : \"left\";\n",
|
|
" const leftPos = isLeft ? MATRIX_WIDTH + BOXWIDTH : 0;\n",
|
|
" svg.select(\"#\" + id)\n",
|
|
" .selectAll(\".attentionBoxes\")\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .attr(\"head-index\", (d, i) => i)\n",
|
|
" .selectAll(\"rect\")\n",
|
|
" .attr(\"x\", function () {\n",
|
|
" const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
|
|
" return leftPos + boxOffsets(headIndex);\n",
|
|
" })\n",
|
|
" .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
|
|
" .attr(\"width\", BOXWIDTH / activeHeads())\n",
|
|
" .attr(\"height\", BOXHEIGHT)\n",
|
|
" .style(\"opacity\", function (d) {\n",
|
|
" const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
|
|
" if (config.headVis[headIndex])\n",
|
|
" if (d) {\n",
|
|
" return d[index];\n",
|
|
" } else {\n",
|
|
" return 0.0;\n",
|
|
" }\n",
|
|
" else\n",
|
|
" return 0.0;\n",
|
|
" });\n",
|
|
" });\n",
|
|
"\n",
|
|
" textContainer.on(\"mouseleave\", function () {\n",
|
|
"\n",
|
|
" // Unhighlight selected token\n",
|
|
" d3.select(this).selectAll(\".background\")\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
"\n",
|
|
" // Reset visibility attributes for previously selected lines\n",
|
|
" svg.select(\"#attention\")\n",
|
|
" .selectAll(\"line[visibility='visible']\")\n",
|
|
" .attr(\"visibility\", null) ;\n",
|
|
" svg.select(\"#attention\").attr(\"visibility\", \"visible\");\n",
|
|
"\n",
|
|
" // Reset highlights superimposed over tokens\n",
|
|
" svg.selectAll(\".attentionBoxes\")\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .selectAll(\"rect\")\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderAttention(svg, attention) {\n",
|
|
"\n",
|
|
" // Remove previous dom elements\n",
|
|
" svg.select(\"#attention\").remove();\n",
|
|
"\n",
|
|
" // Add new elements\n",
|
|
" svg.append(\"g\")\n",
|
|
" .attr(\"id\", \"attention\") // Container for all attention arcs\n",
|
|
" .selectAll(\".headAttention\")\n",
|
|
" .data(attention)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\")\n",
|
|
" .classed(\"headAttention\", true) // Group attention arcs by head\n",
|
|
" .attr(\"head-index\", (d, i) => i)\n",
|
|
" .selectAll(\".tokenAttention\")\n",
|
|
" .data(d => d)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\")\n",
|
|
" .classed(\"tokenAttention\", true) // Group attention arcs by left token\n",
|
|
" .attr(\"left-token-index\", (d, i) => i)\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .data(d => d)\n",
|
|
" .enter()\n",
|
|
" .append(\"line\")\n",
|
|
" .attr(\"x1\", BOXWIDTH)\n",
|
|
" .attr(\"y1\", function () {\n",
|
|
" const leftTokenIndex = +this.parentNode.getAttribute(\"left-token-index\")\n",
|
|
" return TEXT_TOP + leftTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2)\n",
|
|
" })\n",
|
|
" .attr(\"x2\", BOXWIDTH + MATRIX_WIDTH)\n",
|
|
" .attr(\"y2\", (d, rightTokenIndex) => TEXT_TOP + rightTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2))\n",
|
|
" .attr(\"stroke-width\", 2)\n",
|
|
" .attr(\"stroke\", function () {\n",
|
|
" const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
|
|
" return headColors(headIndex)\n",
|
|
" })\n",
|
|
" .attr(\"left-token-index\", function () {\n",
|
|
" return +this.parentNode.getAttribute(\"left-token-index\")\n",
|
|
" })\n",
|
|
" .attr(\"right-token-index\", (d, i) => i)\n",
|
|
" ;\n",
|
|
" updateAttention(svg)\n",
|
|
" }\n",
|
|
"\n",
|
|
" function updateAttention(svg) {\n",
|
|
" svg.select(\"#attention\")\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .attr(\"stroke-opacity\", function (d) {\n",
|
|
" const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
|
|
" // If head is selected\n",
|
|
" if (config.headVis[headIndex]) {\n",
|
|
" // Set opacity to attention weight divided by number of active heads\n",
|
|
" return d / activeHeads()\n",
|
|
" } else {\n",
|
|
" return 0.0;\n",
|
|
" }\n",
|
|
" })\n",
|
|
" }\n",
|
|
"\n",
|
|
" function boxOffsets(i) {\n",
|
|
" const numHeadsAbove = config.headVis.reduce(\n",
|
|
" function (acc, val, cur) {\n",
|
|
" return val && cur < i ? acc + 1 : acc;\n",
|
|
" }, 0);\n",
|
|
" return numHeadsAbove * (BOXWIDTH / activeHeads());\n",
|
|
" }\n",
|
|
"\n",
|
|
" function activeHeads() {\n",
|
|
" return config.headVis.reduce(function (acc, val) {\n",
|
|
" return val ? acc + 1 : acc;\n",
|
|
" }, 0);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function drawCheckboxes(top, svg) {\n",
|
|
" const checkboxContainer = svg.append(\"g\");\n",
|
|
" const checkbox = checkboxContainer.selectAll(\"rect\")\n",
|
|
" .data(config.headVis)\n",
|
|
" .enter()\n",
|
|
" .append(\"rect\")\n",
|
|
" .attr(\"fill\", (d, i) => headColors(i))\n",
|
|
" .attr(\"x\", (d, i) => i * CHECKBOX_SIZE)\n",
|
|
" .attr(\"y\", top)\n",
|
|
" .attr(\"width\", CHECKBOX_SIZE)\n",
|
|
" .attr(\"height\", CHECKBOX_SIZE);\n",
|
|
"\n",
|
|
" function updateCheckboxes() {\n",
|
|
" checkboxContainer.selectAll(\"rect\")\n",
|
|
" .data(config.headVis)\n",
|
|
" .attr(\"fill\", (d, i) => d ? headColors(i): lighten(headColors(i)));\n",
|
|
" }\n",
|
|
"\n",
|
|
" updateCheckboxes();\n",
|
|
"\n",
|
|
" checkbox.on(\"click\", function (d, i) {\n",
|
|
" if (config.headVis[i] && activeHeads() === 1) return;\n",
|
|
" config.headVis[i] = !config.headVis[i];\n",
|
|
" updateCheckboxes();\n",
|
|
" updateAttention(svg);\n",
|
|
" });\n",
|
|
"\n",
|
|
" checkbox.on(\"dblclick\", function (d, i) {\n",
|
|
" // If we double click on the only active head then reset\n",
|
|
" if (config.headVis[i] && activeHeads() === 1) {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(true);\n",
|
|
" } else {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(false);\n",
|
|
" config.headVis[i] = true;\n",
|
|
" }\n",
|
|
" updateCheckboxes();\n",
|
|
" updateAttention(svg);\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function lighten(color) {\n",
|
|
" const c = d3.hsl(color);\n",
|
|
" const increment = (1 - c.l) * 0.6;\n",
|
|
" c.l += increment;\n",
|
|
" c.s -= increment;\n",
|
|
" return c;\n",
|
|
" }\n",
|
|
"\n",
|
|
" function transpose(mat) {\n",
|
|
" return mat[0].map(function (col, i) {\n",
|
|
" return mat.map(function (row) {\n",
|
|
" return row[i];\n",
|
|
" });\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
"});"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.Javascript object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"head_view(attention, tokens)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
" \n",
|
|
" <div id='bertviz-8c2156968f874f17875137593892aa36'>\n",
|
|
" <span style=\"user-select:none\">\n",
|
|
" \n",
|
|
" </span>\n",
|
|
" <div id='vis'></div>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"/**\n",
|
|
" * @fileoverview Transformer Visualization D3 javascript code.\n",
|
|
" *\n",
|
|
" * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
|
|
" *\n",
|
|
" * Change log:\n",
|
|
" *\n",
|
|
" * 02/01/19 Jesse Vig Initial implementation\n",
|
|
" * 12/31/20 Jesse Vig Support multiple visualizations in single notebook.\n",
|
|
" * 01/19/21 Jesse Vig Support light/dark modes\n",
|
|
" * 02/06/21 Jesse Vig Move require config from separate jupyter notebook step\n",
|
|
" * 05/03/21 Jesse Vig Adjust visualization height dynamically\n",
|
|
" **/\n",
|
|
"\n",
|
|
"require.config({\n",
|
|
" paths: {\n",
|
|
" d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
|
|
" jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
|
|
" }\n",
|
|
"});\n",
|
|
"\n",
|
|
"requirejs(['jquery', 'd3'], function($, d3) {\n",
|
|
"\n",
|
|
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0.05229485034942627, 0.018545035272836685, 0.033555127680301666, 0.8099984526634216], [0.017825378105044365, 0.0016843187622725964, 0.0010275189997628331, 0.0011992402141913772, 0.03177574649453163, 0.020206313580274582, 0.019435519352555275, 0.004982479847967625, 0.006498685572296381, 0.03473899886012077, 0.019402379170060158, 0.05288422480225563, 0.7883391380310059], [0.0035426877439022064, 0.0006312659825198352, 0.00042729993583634496, 0.0006537112058140337, 0.009144142270088196, 0.004611889366060495, 0.004704155959188938, 0.001173487980850041, 0.0027264307718724012, 0.010412408970296383, 0.004649034235626459, 0.006731401197612286, 0.950592041015625]]]], \"left_text\": [\"[CLS]\", \"this\", \"is\", \"a\", \"sample\", \"input\", \"sentence\", \"for\", \"a\", \"transform\", \"##er\", \"model\", \"[SEP]\"], \"right_text\": [\"[CLS]\", \"this\", \"is\", \"a\", \"sample\", \"input\", \"sentence\", \"for\", \"a\", \"transform\", \"##er\", \"model\", \"[SEP]\"]}], \"default_filter\": \"0\", \"display_mode\": \"dark\", \"root_div_id\": \"bertviz-8c2156968f874f17875137593892aa36\"} is a template marker that is replaced by actual params.\n",
|
|
" const config = {};\n",
|
|
"\n",
|
|
" const MIN_X = 0;\n",
|
|
" const MIN_Y = 0;\n",
|
|
" const DIV_WIDTH = 970;\n",
|
|
" const THUMBNAIL_PADDING = 5;\n",
|
|
" const DETAIL_WIDTH = 300;\n",
|
|
" const DETAIL_ATTENTION_WIDTH = 140;\n",
|
|
" const DETAIL_BOX_WIDTH = 80;\n",
|
|
" const DETAIL_BOX_HEIGHT = 18;\n",
|
|
" const DETAIL_PADDING = 28;\n",
|
|
" const ATTN_PADDING = 0;\n",
|
|
" const DETAIL_HEADING_HEIGHT = 25;\n",
|
|
" const DETAIL_HEADING_TEXT_SIZE = 15;\n",
|
|
" const TEXT_SIZE = 13;\n",
|
|
" const LAYER_COLORS = d3.schemeCategory10;\n",
|
|
" const PALETTE = {\n",
|
|
" 'light': {\n",
|
|
" 'text': 'black',\n",
|
|
" 'background': 'white',\n",
|
|
" 'highlight': '#F5F5F5'\n",
|
|
" },\n",
|
|
" 'dark': {\n",
|
|
" 'text': '#bbb',\n",
|
|
" 'background': 'black',\n",
|
|
" 'highlight': '#222'\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" function render() {\n",
|
|
"\n",
|
|
" // Set global state variables\n",
|
|
"\n",
|
|
" var attData = config.attention[config.filter];\n",
|
|
" config.leftText = attData.left_text;\n",
|
|
" config.rightText = attData.right_text;\n",
|
|
" config.attn = attData.attn;\n",
|
|
" config.numLayers = config.attn.length;\n",
|
|
" config.numHeads = config.attn[0].length;\n",
|
|
" config.thumbnailBoxHeight = 7 * (12 / config.numHeads);\n",
|
|
" config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
|
|
" config.thumbnailWidth = DIV_WIDTH / config.numHeads;\n",
|
|
" config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;\n",
|
|
" config.divHeight = config.numLayers * config.thumbnailHeight;\n",
|
|
"\n",
|
|
" const vis = $(`#${config.rootDivId} #vis`)\n",
|
|
" vis.empty();\n",
|
|
" vis.attr(\"height\", config.divHeight);\n",
|
|
" config.svg = d3.select(`#${config.rootDivId} #vis`)\n",
|
|
" .append('svg')\n",
|
|
" .attr(\"width\", DIV_WIDTH)\n",
|
|
" .attr(\"height\", config.divHeight)\n",
|
|
" .attr(\"fill\", getBackgroundColor());\n",
|
|
"\n",
|
|
" var i;\n",
|
|
" var j;\n",
|
|
" for (i = 0; i < config.numLayers; i++) {\n",
|
|
" for (j = 0; j < config.numHeads; j++) {\n",
|
|
" renderThumbnail(i, j);\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderThumbnail(layerIndex, headIndex) {\n",
|
|
" var x = headIndex * config.thumbnailWidth;\n",
|
|
" var y = layerIndex * config.thumbnailHeight;\n",
|
|
" renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetail(att, layerIndex, headIndex) {\n",
|
|
" var xOffset = .8 * config.thumbnailWidth;\n",
|
|
" var maxX = DIV_WIDTH;\n",
|
|
" var maxY = config.divHeight;\n",
|
|
" var leftPos = (headIndex / config.numHeads) * DIV_WIDTH\n",
|
|
" var x = leftPos + THUMBNAIL_PADDING + xOffset;\n",
|
|
" if (x < MIN_X) {\n",
|
|
" x = MIN_X;\n",
|
|
" } else if (x + DETAIL_WIDTH > maxX) {\n",
|
|
" x = leftPos + THUMBNAIL_PADDING - DETAIL_WIDTH + 8;\n",
|
|
" }\n",
|
|
" var posLeftText = x;\n",
|
|
" var posAttention = posLeftText + DETAIL_BOX_WIDTH;\n",
|
|
" var posRightText = posAttention + DETAIL_ATTENTION_WIDTH;\n",
|
|
" var thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
|
|
" var yOffset = 20;\n",
|
|
" var y = layerIndex * thumbnailHeight + THUMBNAIL_PADDING + yOffset;\n",
|
|
" if (y < MIN_Y) {\n",
|
|
" y = MIN_Y;\n",
|
|
" } else if (y + config.detailHeight > maxY) {\n",
|
|
" y = maxY - config.detailHeight;\n",
|
|
" }\n",
|
|
" renderDetailFrame(x, y, layerIndex);\n",
|
|
" renderDetailHeading(x, y + Math.max(config.leftText.length, config.rightText.length) *\n",
|
|
" DETAIL_BOX_HEIGHT, layerIndex, headIndex);\n",
|
|
" renderDetailText(config.leftText, \"leftText\", posLeftText, y + DETAIL_PADDING, layerIndex);\n",
|
|
" renderDetailAttn(posAttention, y + DETAIL_PADDING, att, layerIndex, headIndex);\n",
|
|
" renderDetailText(config.rightText, \"rightText\", posRightText, y + DETAIL_PADDING, layerIndex);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailHeading(x, y, layerIndex, headIndex) {\n",
|
|
" var fillColor = getTextColor();\n",
|
|
" config.svg.append(\"text\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .text('Layer ' + layerIndex + \", Head \" + headIndex)\n",
|
|
" .attr(\"font-size\", DETAIL_HEADING_TEXT_SIZE + \"px\")\n",
|
|
" .style(\"cursor\", \"default\")\n",
|
|
" .style(\"-webkit-user-select\", \"none\")\n",
|
|
" .attr(\"fill\", fillColor)\n",
|
|
" .attr(\"x\", x + DETAIL_WIDTH / 2)\n",
|
|
" .attr(\"text-anchor\", \"middle\")\n",
|
|
" .attr(\"y\", y + 40)\n",
|
|
" .attr(\"height\", DETAIL_HEADING_HEIGHT)\n",
|
|
" .attr(\"width\", DETAIL_WIDTH)\n",
|
|
" .attr(\"dy\", DETAIL_HEADING_TEXT_SIZE);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailText(text, id, x, y, layerIndex) {\n",
|
|
" var tokenContainer = config.svg.append(\"svg:g\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .data(text)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\");\n",
|
|
"\n",
|
|
" var fillColor = getTextColor();\n",
|
|
"\n",
|
|
" tokenContainer.append(\"rect\")\n",
|
|
" .classed(\"highlight\", true)\n",
|
|
" .attr(\"fill\", fillColor)\n",
|
|
" .style(\"opacity\", 0.0)\n",
|
|
" .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
|
|
" .attr(\"width\", DETAIL_BOX_WIDTH)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", function (d, i) {\n",
|
|
" return y + i * DETAIL_BOX_HEIGHT;\n",
|
|
" });\n",
|
|
"\n",
|
|
" var textContainer = tokenContainer.append(\"text\")\n",
|
|
" .classed(\"token\", true)\n",
|
|
" .text(function (d) {\n",
|
|
" return d;\n",
|
|
" })\n",
|
|
" .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
|
|
" .style(\"cursor\", \"default\")\n",
|
|
" .style(\"-webkit-user-select\", \"none\")\n",
|
|
" .attr(\"fill\", fillColor)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", function (d, i) {\n",
|
|
" return i * DETAIL_BOX_HEIGHT + y;\n",
|
|
" })\n",
|
|
" .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
|
|
" .attr(\"width\", DETAIL_BOX_WIDTH)\n",
|
|
" .attr(\"dy\", TEXT_SIZE);\n",
|
|
"\n",
|
|
" if (id == \"leftText\") {\n",
|
|
" textContainer.style(\"text-anchor\", \"end\")\n",
|
|
" .attr(\"dx\", DETAIL_BOX_WIDTH - 2);\n",
|
|
" tokenContainer.on(\"mouseover\", function (d, index) {\n",
|
|
" highlightSelection(index);\n",
|
|
" });\n",
|
|
" tokenContainer.on(\"mouseleave\", function () {\n",
|
|
" unhighlightSelection();\n",
|
|
" });\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" function highlightSelection(index) {\n",
|
|
" config.svg.select(\"#leftText\")\n",
|
|
" .selectAll(\".highlight\")\n",
|
|
" .style(\"opacity\", function (d, i) {\n",
|
|
" return i == index ? 1.0 : 0.0;\n",
|
|
" });\n",
|
|
" config.svg.selectAll(\".attn-line-group\")\n",
|
|
" .style(\"opacity\", function (d, i) {\n",
|
|
" return i == index ? 1.0 : 0.0;\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function unhighlightSelection() {\n",
|
|
" config.svg.select(\"#leftText\")\n",
|
|
" .selectAll(\".highlight\")\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
" config.svg.selectAll(\".attn-line-group\")\n",
|
|
" .style(\"opacity\", 1);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderThumbnailAttn(x, y, att, layerIndex, headIndex) {\n",
|
|
"\n",
|
|
" var attnContainer = config.svg.append(\"svg:g\");\n",
|
|
"\n",
|
|
" var attnBackground = attnContainer.append(\"rect\")\n",
|
|
" .attr(\"id\", 'attn_background_' + layerIndex + \"_\" + headIndex)\n",
|
|
" .classed(\"attn_background\", true)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", y)\n",
|
|
" .attr(\"height\", config.thumbnailHeight)\n",
|
|
" .attr(\"width\", config.thumbnailWidth)\n",
|
|
" .attr(\"stroke-width\", 2)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex))\n",
|
|
" .attr(\"stroke-opacity\", 0)\n",
|
|
" .attr(\"fill\", getBackgroundColor());\n",
|
|
" var x1 = x + THUMBNAIL_PADDING;\n",
|
|
" var x2 = x1 + config.thumbnailWidth - 14;\n",
|
|
" var y1 = y + THUMBNAIL_PADDING;\n",
|
|
"\n",
|
|
" attnContainer.selectAll(\"g\")\n",
|
|
" .data(att)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\") // Add group for each source token\n",
|
|
" .attr(\"source-index\", function (d, i) { // Save index of source token\n",
|
|
" return i;\n",
|
|
" })\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .data(function (d) { // Loop over all target tokens\n",
|
|
" return d;\n",
|
|
" })\n",
|
|
" .enter() // When entering\n",
|
|
" .append(\"line\")\n",
|
|
" .attr(\"x1\", x1)\n",
|
|
" .attr(\"y1\", function (d) {\n",
|
|
" var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
|
|
" return y1 + (sourceIndex + .5) * config.thumbnailBoxHeight;\n",
|
|
" })\n",
|
|
" .attr(\"x2\", x2)\n",
|
|
" .attr(\"y2\", function (d, targetIndex) {\n",
|
|
" return y1 + (targetIndex + .5) * config.thumbnailBoxHeight;\n",
|
|
" })\n",
|
|
" .attr(\"stroke-width\", 2.2)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex))\n",
|
|
" .attr(\"stroke-opacity\", function (d) {\n",
|
|
" return d;\n",
|
|
" });\n",
|
|
"\n",
|
|
" var clickRegion = attnContainer.append(\"rect\")\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", y)\n",
|
|
" .attr(\"height\", config.thumbnailHeight)\n",
|
|
" .attr(\"width\", config.thumbnailWidth)\n",
|
|
" .style(\"opacity\", 0);\n",
|
|
"\n",
|
|
" clickRegion.on(\"click\", function (d, index) {\n",
|
|
" var attnBackgroundOther = config.svg.selectAll(\".attn_background\");\n",
|
|
" attnBackgroundOther.attr(\"fill\", getBackgroundColor());\n",
|
|
" attnBackgroundOther.attr(\"stroke-opacity\", 0);\n",
|
|
"\n",
|
|
" config.svg.selectAll(\".detail\").remove();\n",
|
|
" if (config.detail_layer != layerIndex || config.detail_head != headIndex) {\n",
|
|
" renderDetail(att, layerIndex, headIndex);\n",
|
|
" config.detail_layer = layerIndex;\n",
|
|
" config.detail_head = headIndex;\n",
|
|
" attnBackground.attr(\"fill\", getHighlightColor());\n",
|
|
" attnBackground.attr(\"stroke-opacity\", .8);\n",
|
|
" } else {\n",
|
|
" config.detail_layer = null;\n",
|
|
" config.detail_head = null;\n",
|
|
" attnBackground.attr(\"fill\", getBackgroundColor());\n",
|
|
" attnBackground.attr(\"stroke-opacity\", 0);\n",
|
|
" }\n",
|
|
" });\n",
|
|
"\n",
|
|
" clickRegion.on(\"mouseover\", function (d) {\n",
|
|
" d3.select(this).style(\"cursor\", \"pointer\");\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailFrame(x, y, layerIndex) {\n",
|
|
" var detailFrame = config.svg.append(\"rect\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", y)\n",
|
|
" .attr(\"height\", config.detailHeight)\n",
|
|
" .attr(\"width\", DETAIL_WIDTH)\n",
|
|
" .style(\"opacity\", 1)\n",
|
|
" .attr(\"stroke-width\", 1.5)\n",
|
|
" .attr(\"stroke-opacity\", 0.7)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex));\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailAttn(x, y, att, layerIndex) {\n",
|
|
" var attnContainer = config.svg.append(\"svg:g\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .attr(\"pointer-events\", \"none\");\n",
|
|
" attnContainer.selectAll(\"g\")\n",
|
|
" .data(att)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\") // Add group for each source token\n",
|
|
" .classed('attn-line-group', true)\n",
|
|
" .attr(\"source-index\", function (d, i) { // Save index of source token\n",
|
|
" return i;\n",
|
|
" })\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .data(function (d) { // Loop over all target tokens\n",
|
|
" return d;\n",
|
|
" })\n",
|
|
" .enter()\n",
|
|
" .append(\"line\")\n",
|
|
" .attr(\"x1\", x + ATTN_PADDING)\n",
|
|
" .attr(\"y1\", function (d) {\n",
|
|
" var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
|
|
" return y + (sourceIndex + .5) * DETAIL_BOX_HEIGHT;\n",
|
|
" })\n",
|
|
" .attr(\"x2\", x + DETAIL_ATTENTION_WIDTH - ATTN_PADDING)\n",
|
|
" .attr(\"y2\", function (d, targetIndex) {\n",
|
|
" return y + (targetIndex + .5) * DETAIL_BOX_HEIGHT;\n",
|
|
" })\n",
|
|
" .attr(\"stroke-width\", 2.2)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex))\n",
|
|
" .attr(\"stroke-opacity\", function (d) {\n",
|
|
" return d;\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getLayerColor(layer) {\n",
|
|
" return LAYER_COLORS[layer % 10];\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getTextColor() {\n",
|
|
" return PALETTE[config.mode]['text']\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getBackgroundColor() {\n",
|
|
" return PALETTE[config.mode]['background']\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getHighlightColor() {\n",
|
|
" return PALETTE[config.mode]['highlight']\n",
|
|
" }\n",
|
|
"\n",
|
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" function initialize() {\n",
|
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" config.attention = params['attention'];\n",
|
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" config.filter = params['default_filter'];\n",
|
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" config.mode = params['display_mode'];\n",
|
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" config.rootDivId = params['root_div_id'];\n",
|
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" $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
|
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" config.filter = e.currentTarget.value;\n",
|
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" render();\n",
|
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" });\n",
|
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" }\n",
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"\n",
|
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" initialize();\n",
|
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" render();\n",
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"\n",
|
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" });"
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],
|
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"text/plain": [
|
|
"<IPython.core.display.Javascript object>"
|
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
|
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}
|
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],
|
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"source": [
|
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"model_view(attention, tokens)"
|
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]
|
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},
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{
|
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"cell_type": "markdown",
|
|
"metadata": {},
|
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"source": [
|
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"### ENCODER-DECODER MODELS"
|
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]
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},
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{
|
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"cell_type": "code",
|
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"execution_count": 8,
|
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"metadata": {},
|
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"outputs": [],
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"source": [
|
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"MODEL = \"Helsinki-NLP/opus-mt-en-de\""
|
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]
|
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},
|
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{
|
|
"cell_type": "code",
|
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"execution_count": 9,
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"metadata": {},
|
|
"outputs": [],
|
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"source": [
|
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"TEXT_ENCODER = \"She sees the small elephant.\"\n",
|
|
"TEXT_DECODER = \"Sie sieht den kleinen Elefanten.\""
|
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]
|
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},
|
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{
|
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"cell_type": "code",
|
|
"execution_count": 10,
|
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"metadata": {},
|
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"outputs": [],
|
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"source": [
|
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"tokenizer = AutoTokenizer.from_pretrained(MODEL)\n",
|
|
"model = AutoModel.from_pretrained(MODEL, output_attentions=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"encoder_input_ids = tokenizer(TEXT_ENCODER, return_tensors=\"pt\", add_special_tokens=True).input_ids\n",
|
|
"decoder_input_ids = tokenizer(TEXT_DECODER, return_tensors=\"pt\", add_special_tokens=True).input_ids\n",
|
|
"\n",
|
|
"outputs = model(input_ids=encoder_input_ids, decoder_input_ids=decoder_input_ids)\n",
|
|
"\n",
|
|
"encoder_text = tokenizer.convert_ids_to_tokens(encoder_input_ids[0])\n",
|
|
"decoder_text = tokenizer.convert_ids_to_tokens(decoder_input_ids[0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
|
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],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
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{
|
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"data": {
|
|
"text/html": [
|
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" \n",
|
|
" <div id='bertviz-6db90a6c5c9547febaddafca199972ce'>\n",
|
|
" <span style=\"user-select:none\">\n",
|
|
" Layer: <select id=\"layer\"></select>\n",
|
|
" Attention: <select id=\"filter\"><option value=\"0\">Encoder</option>\n",
|
|
"<option value=\"1\">Decoder</option>\n",
|
|
"<option value=\"2\">Cross</option></select>\n",
|
|
" </span>\n",
|
|
" <div id='vis'></div>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"/**\n",
|
|
" * @fileoverview Transformer Visualization D3 javascript code.\n",
|
|
" *\n",
|
|
" *\n",
|
|
" * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
|
|
" *\n",
|
|
" * Change log:\n",
|
|
" *\n",
|
|
" * 12/19/18 Jesse Vig Assorted cleanup. Changed orientation of attention matrices.\n",
|
|
" * 12/29/20 Jesse Vig Significant refactor.\n",
|
|
" * 12/31/20 Jesse Vig Support multiple visualizations in single notebook.\n",
|
|
" * 02/06/21 Jesse Vig Move require config from separate jupyter notebook step\n",
|
|
" * 05/03/21 Jesse Vig Adjust height of visualization dynamically\n",
|
|
" **/\n",
|
|
"\n",
|
|
"require.config({\n",
|
|
" paths: {\n",
|
|
" d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
|
|
" jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
|
|
" }\n",
|
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"});\n",
|
|
"\n",
|
|
"requirejs(['jquery', 'd3'], function ($, d3) {\n",
|
|
"\n",
|
|
" const params = {\"attention\": [{\"name\": \"Encoder\", \"attn\": [[[[0.0015343179693445563, 0.06372829526662827, 0.3402520716190338, 0.014809303916990757, 0.11685427278280258, 0.09690533578395844, 0.3659164011478424], [0.008656513877213001, 0.08992935717105865, 0.25149786472320557, 0.07625745981931686, 0.20215430855751038, 0.10926036536693573, 0.26224416494369507], [0.01743713766336441, 0.19126100838184357, 0.019580217078328133, 0.10873700678348541, 0.5898742079734802, 0.013855690136551857, 0.05925469845533371], [0.006695661228150129, 0.06985638290643692, 0.03561459109187126, 0.03681695833802223, 0.7022322416305542, 0.054333802312612534, 0.09445030987262726], [0.0010159132070839405, 0.004103748593479395, 0.18814627826213837, 0.013669033534824848, 0.03894238546490669, 0.16656135022640228, 0.5875613689422607], [0.0033098733983933926, 0.06926336139440536, 0.006486027967184782, 0.033568885177373886, 0.7985183000564575, 0.014555910602211952, 0.07429762929677963], [0.006561059970408678, 0.028042230755090714, 0.06652601808309555, 0.04403909668326378, 0.1904589682817459, 0.17164954543113708, 0.49272310733795166]], [[0.0010659039253368974, 0.027911514043807983, 0.5827310681343079, 0.00583711639046669, 0.02539275959134102, 0.09940840303897858, 0.25765326619148254], [0.014391965232789516, 0.07798851281404495, 0.4047695994377136, 0.01874568685889244, 0.03196389973163605, 0.1091737151145935, 0.34296661615371704], [0.05386969447135925, 0.1397337168455124, 0.1042787954211235, 0.41253480315208435, 0.13313433527946472, 0.06411976367235184, 0.09232895076274872], [0.011524752713739872, 0.024617008864879608, 0.11605977267026901, 0.15868355333805084, 0.07823850214481354, 0.1350926011800766, 0.4757837951183319], [0.000765774748288095, 0.0007213741773739457, 0.15132009983062744, 0.007885550148785114, 0.01554951909929514, 0.1716994047164917, 0.6520583033561707], [0.00261464505456388, 0.01399530004709959, 0.0927773043513298, 0.05853908136487007, 0.12484410405158997, 0.22863952815532684, 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0.03694288432598114, 0.433467298746109], [0.01123647391796112, 0.10798393189907074, 0.01664278656244278, 0.10789694637060165, 0.08361506462097168, 0.03535216301679611, 0.6372726559638977], [0.005792159587144852, 0.0597246028482914, 0.008930687792599201, 0.029611224308609962, 0.07686548680067062, 0.014017462730407715, 0.8050584197044373], [0.02798159420490265, 0.3157532811164856, 0.03003709204494953, 0.05732841044664383, 0.01995091512799263, 0.02735319919884205, 0.5215954780578613], [0.02851279079914093, 0.2474449872970581, 0.05814865976572037, 0.11902806907892227, 0.028174566105008125, 0.03005334734916687, 0.4886375665664673], [0.016879025846719742, 0.06200842931866646, 0.01604076661169529, 0.017237890511751175, 0.006736216135323048, 0.050614774227142334, 0.8304829001426697], [0.006663368549197912, 0.009854565374553204, 0.004642602521926165, 0.01593930274248123, 0.011654694564640522, 0.019929127767682076, 0.9313163161277771]], [[0.0036343783140182495, 0.09568260610103607, 0.006656564772129059, 0.018384167924523354, 0.03267376869916916, 0.02588816173374653, 0.8170803785324097], [0.0023960524704307318, 0.07521187514066696, 0.005986847914755344, 0.01468318048864603, 0.022993046790361404, 0.02104181982576847, 0.85768723487854], [0.0020663535688072443, 0.06452266871929169, 0.004657512065023184, 0.007453668396919966, 0.010813405737280846, 0.012229769490659237, 0.8982565999031067], [0.007115038111805916, 0.21375294029712677, 0.00820996705442667, 0.01896277628839016, 0.027592593804001808, 0.018854524940252304, 0.7055122256278992], [0.005241211038082838, 0.13368147611618042, 0.011349765583872795, 0.07531184703111649, 0.10339058190584183, 0.03346708416938782, 0.6375579833984375], [0.0006557552260346711, 0.00980596523731947, 0.004030424635857344, 0.007094267755746841, 0.022541603073477745, 0.01175087969750166, 0.9441211223602295], [0.001857828930951655, 0.0842159166932106, 0.008787160739302635, 0.013785281218588352, 0.06751774251461029, 0.027355339378118515, 0.7964807152748108], [0.0036178745795041323, 0.11024150252342224, 0.01585855707526207, 0.030876226723194122, 0.2555716335773468, 0.041525449603796005, 0.5423087477684021], [0.01550271362066269, 0.45975449681282043, 0.007326585240662098, 0.02155662514269352, 0.07318268716335297, 0.022385787218809128, 0.4002910554409027], [0.006796808447688818, 0.1204964816570282, 0.012316594831645489, 0.008544757030904293, 0.029380671679973602, 0.020449189469218254, 0.802015483379364], [0.010858944617211819, 0.5652814507484436, 0.013435420580208302, 0.014992611482739449, 0.019592931494116783, 0.01990538462996483, 0.35593318939208984], [0.014076794497668743, 0.49316155910491943, 0.015254298225045204, 0.026358935981988907, 0.07115057110786438, 0.023938901722431183, 0.3560590147972107], [0.007174638565629721, 0.034946296364068985, 0.0041769277304410934, 0.013428915292024612, 0.009302292950451374, 0.015323231928050518, 0.9156476259231567], [0.008528663776814938, 0.010427679866552353, 0.004182545933872461, 0.007511409930884838, 0.008222037926316261, 0.04462731257081032, 0.9165002703666687]], [[0.004697725176811218, 0.014410706236958504, 0.002376365475356579, 0.21489988267421722, 0.22775036096572876, 0.01935454085469246, 0.5165103673934937], [0.0034637129865586758, 0.01107513252645731, 0.0015984100755304098, 0.14674952626228333, 0.12774983048439026, 0.029086291790008545, 0.6802770495414734], [0.0023498761001974344, 0.006618276704102755, 0.0009700271766632795, 0.063262440264225, 0.05731450021266937, 0.020397843793034554, 0.8490870594978333], [0.006942639593034983, 0.019697552546858788, 0.0022444084752351046, 0.1390511840581894, 0.06095558777451515, 0.0301941130310297, 0.740914523601532], [0.0037955183070153, 0.007474467623978853, 0.002590550808236003, 0.5936232805252075, 0.15696796774864197, 0.007115209475159645, 0.2284330278635025], [0.005994638428092003, 0.013340812176465988, 0.0019198644440621138, 0.02427576668560505, 0.030240194872021675, 0.010494116693735123, 0.9137346148490906], [0.005518263205885887, 0.019752193242311478, 0.004152650013566017, 0.061739031225442886, 0.26897627115249634, 0.017457792535424232, 0.6224038004875183], [0.0016672736965119839, 0.002430492313578725, 0.002489255741238594, 0.1657596379518509, 0.7353305816650391, 0.0028312611393630505, 0.08949147164821625], [0.031773846596479416, 0.032446153461933136, 0.004968846216797829, 0.16960813105106354, 0.32476216554641724, 0.02352086827158928, 0.4129200577735901], [0.021116197109222412, 0.039687998592853546, 0.0060255560092628, 0.09727173298597336, 0.18585188686847687, 0.02902802638709545, 0.6210185289382935], [0.03607083112001419, 0.15175454318523407, 0.007365543860942125, 0.08903928101062775, 0.0831257775425911, 0.03412874415516853, 0.5985153317451477], [0.02775733172893524, 0.09558019787073135, 0.01107382494956255, 0.2123294472694397, 0.17347291111946106, 0.024929840117692947, 0.45485642552375793], [0.01626325584948063, 0.02878526598215103, 0.009299670346081257, 0.02676163613796234, 0.012931368313729763, 0.06710857897996902, 0.8388502597808838], [0.0097701046615839, 0.0068324776366353035, 0.00398382730782032, 0.012570847757160664, 0.023380713537335396, 0.009401473216712475, 0.9340605139732361]], [[0.0713660940527916, 0.020366741344332695, 0.5036597847938538, 0.06278759241104126, 0.04612502455711365, 0.05604260042309761, 0.23965215682983398], [0.06828716397285461, 0.03483046218752861, 0.39521467685699463, 0.06549421697854996, 0.05034375935792923, 0.0678815022110939, 0.3179481625556946], [0.08396164327859879, 0.05044775456190109, 0.311310738325119, 0.050009530037641525, 0.02372772805392742, 0.05512706935405731, 0.425415575504303], [0.19965612888336182, 0.07516811043024063, 0.25751549005508423, 0.04796571657061577, 0.04198528081178665, 0.09026080369949341, 0.2874484956264496], [0.19819995760917664, 0.031784188002347946, 0.14117543399333954, 0.15140694379806519, 0.12809070944786072, 0.11122256517410278, 0.2381201684474945], [0.0509045347571373, 0.009135724045336246, 0.0882447212934494, 0.03888613358139992, 0.05359205603599548, 0.06061215698719025, 0.6986246705055237], [0.1416947841644287, 0.010845751501619816, 0.15678152441978455, 0.02955704927444458, 0.2597201466560364, 0.08291050791740417, 0.31849023699760437], [0.026236500591039658, 0.004111181478947401, 0.08042120933532715, 0.029697122052311897, 0.6876435875892639, 0.02327338606119156, 0.14861701428890228], [0.5009192228317261, 0.038861360400915146, 0.14363159239292145, 0.04494999721646309, 0.08764228969812393, 0.04791465401649475, 0.13608093559741974], [0.22394780814647675, 0.03275304287672043, 0.1352125108242035, 0.029632562771439552, 0.08554508537054062, 0.04582725465297699, 0.4470817744731903], [0.43985921144485474, 0.041203975677490234, 0.13342900574207306, 0.03508735075592995, 0.05764111876487732, 0.08454543352127075, 0.20823395252227783], [0.2806902229785919, 0.03607270494103432, 0.1636258363723755, 0.057070400565862656, 0.11190333962440491, 0.07561031728982925, 0.27502718567848206], [0.23015964031219482, 0.013746802695095539, 0.059254370629787445, 0.02490968629717827, 0.012573787942528725, 0.05166614428162575, 0.6076895594596863], [0.0698656365275383, 0.008911496959626675, 0.0851321592926979, 0.01958746463060379, 0.02218705043196678, 0.0507187582552433, 0.7435974478721619]]]], \"left_text\": [\" Sie\", \" si\", \"eh\", \"t\", \" den\", \" k\", \"lein\", \"en\", \" El\", \"ef\", \"ant\", \"en\", \".\", \"</s>\"], \"right_text\": [\" She\", \" sees\", \" the\", \" small\", \" elephant\", \".\", \"</s>\"]}], \"default_filter\": \"0\", \"root_div_id\": \"bertviz-6db90a6c5c9547febaddafca199972ce\", \"layer\": null, \"heads\": null} is a template marker that is replaced by actual params.\n",
|
|
" const TEXT_SIZE = 15;\n",
|
|
" const BOXWIDTH = 110;\n",
|
|
" const BOXHEIGHT = 22.5;\n",
|
|
" const MATRIX_WIDTH = 115;\n",
|
|
" const CHECKBOX_SIZE = 20;\n",
|
|
" const TEXT_TOP = 30;\n",
|
|
"\n",
|
|
" console.log(\"d3 version\", d3.version)\n",
|
|
" let headColors;\n",
|
|
" try {\n",
|
|
" headColors = d3.scaleOrdinal(d3.schemeCategory10);\n",
|
|
" } catch (err) {\n",
|
|
" console.log('Older d3 version')\n",
|
|
" headColors = d3.scale.category10();\n",
|
|
" }\n",
|
|
" let config = {};\n",
|
|
" initialize();\n",
|
|
" renderVis();\n",
|
|
"\n",
|
|
" function initialize() {\n",
|
|
" config.attention = params['attention'];\n",
|
|
" config.filter = params['default_filter'];\n",
|
|
" config.rootDivId = params['root_div_id'];\n",
|
|
" config.nLayers = config.attention[config.filter]['attn'].length;\n",
|
|
" config.nHeads = config.attention[config.filter]['attn'][0].length;\n",
|
|
" if (params['heads']) {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(false);\n",
|
|
" params['heads'].forEach(x => config.headVis[x] = true);\n",
|
|
" } else {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(true);\n",
|
|
" }\n",
|
|
" config.initialTextLength = config.attention[config.filter].right_text.length;\n",
|
|
" config.layer = (params['layer'] == null ? 0 : params['layer'])\n",
|
|
"\n",
|
|
"\n",
|
|
" let layerEl = $(`#${config.rootDivId} #layer`);\n",
|
|
" for (var i = 0; i < config.nLayers; i++) {\n",
|
|
" layerEl.append($(\"<option />\").val(i).text(i));\n",
|
|
" }\n",
|
|
" layerEl.val(config.layer).change();\n",
|
|
" layerEl.on('change', function (e) {\n",
|
|
" config.layer = +e.currentTarget.value;\n",
|
|
" renderVis();\n",
|
|
" });\n",
|
|
"\n",
|
|
" $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
|
|
" config.filter = e.currentTarget.value;\n",
|
|
" renderVis();\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderVis() {\n",
|
|
"\n",
|
|
" // Load parameters\n",
|
|
" const attnData = config.attention[config.filter];\n",
|
|
" const leftText = attnData.left_text;\n",
|
|
" const rightText = attnData.right_text;\n",
|
|
"\n",
|
|
" // Select attention for given layer\n",
|
|
" const layerAttention = attnData.attn[config.layer];\n",
|
|
"\n",
|
|
" // Clear vis\n",
|
|
" $(`#${config.rootDivId} #vis`).empty();\n",
|
|
"\n",
|
|
" // Determine size of visualization\n",
|
|
" const height = Math.max(leftText.length, rightText.length) * BOXHEIGHT + TEXT_TOP;\n",
|
|
" const svg = d3.select(`#${config.rootDivId} #vis`)\n",
|
|
" .append('svg')\n",
|
|
" .attr(\"width\", \"100%\")\n",
|
|
" .attr(\"height\", height + \"px\");\n",
|
|
"\n",
|
|
" // Display tokens on left and right side of visualization\n",
|
|
" renderText(svg, leftText, true, layerAttention, 0);\n",
|
|
" renderText(svg, rightText, false, layerAttention, MATRIX_WIDTH + BOXWIDTH);\n",
|
|
"\n",
|
|
" // Render attention arcs\n",
|
|
" renderAttention(svg, layerAttention);\n",
|
|
"\n",
|
|
" // Draw squares at top of visualization, one for each head\n",
|
|
" drawCheckboxes(0, svg, layerAttention);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderText(svg, text, isLeft, attention, leftPos) {\n",
|
|
"\n",
|
|
" const textContainer = svg.append(\"svg:g\")\n",
|
|
" .attr(\"id\", isLeft ? \"left\" : \"right\");\n",
|
|
"\n",
|
|
" // Add attention highlights superimposed over words\n",
|
|
" textContainer.append(\"g\")\n",
|
|
" .classed(\"attentionBoxes\", true)\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .data(attention)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\")\n",
|
|
" .attr(\"head-index\", (d, i) => i)\n",
|
|
" .selectAll(\"rect\")\n",
|
|
" .data(d => isLeft ? d : transpose(d)) // if right text, transpose attention to get right-to-left weights\n",
|
|
" .enter()\n",
|
|
" .append(\"rect\")\n",
|
|
" .attr(\"x\", function () {\n",
|
|
" var headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
|
|
" return leftPos + boxOffsets(headIndex);\n",
|
|
" })\n",
|
|
" .attr(\"y\", (+1) * BOXHEIGHT)\n",
|
|
" .attr(\"width\", BOXWIDTH / activeHeads())\n",
|
|
" .attr(\"height\", BOXHEIGHT)\n",
|
|
" .attr(\"fill\", function () {\n",
|
|
" return headColors(+this.parentNode.getAttribute(\"head-index\"))\n",
|
|
" })\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
"\n",
|
|
" const tokenContainer = textContainer.append(\"g\").selectAll(\"g\")\n",
|
|
" .data(text)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\");\n",
|
|
"\n",
|
|
" // Add gray background that appears when hovering over text\n",
|
|
" tokenContainer.append(\"rect\")\n",
|
|
" .classed(\"background\", true)\n",
|
|
" .style(\"opacity\", 0.0)\n",
|
|
" .attr(\"fill\", \"lightgray\")\n",
|
|
" .attr(\"x\", leftPos)\n",
|
|
" .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
|
|
" .attr(\"width\", BOXWIDTH)\n",
|
|
" .attr(\"height\", BOXHEIGHT);\n",
|
|
"\n",
|
|
" // Add token text\n",
|
|
" const textEl = tokenContainer.append(\"text\")\n",
|
|
" .text(d => d)\n",
|
|
" .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
|
|
" .style(\"cursor\", \"default\")\n",
|
|
" .style(\"-webkit-user-select\", \"none\")\n",
|
|
" .attr(\"x\", leftPos)\n",
|
|
" .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT);\n",
|
|
"\n",
|
|
" if (isLeft) {\n",
|
|
" textEl.style(\"text-anchor\", \"end\")\n",
|
|
" .attr(\"dx\", BOXWIDTH - 0.5 * TEXT_SIZE)\n",
|
|
" .attr(\"dy\", TEXT_SIZE);\n",
|
|
" } else {\n",
|
|
" textEl.style(\"text-anchor\", \"start\")\n",
|
|
" .attr(\"dx\", +0.5 * TEXT_SIZE)\n",
|
|
" .attr(\"dy\", TEXT_SIZE);\n",
|
|
" }\n",
|
|
"\n",
|
|
" tokenContainer.on(\"mouseover\", function (d, index) {\n",
|
|
"\n",
|
|
" // Show gray background for moused-over token\n",
|
|
" textContainer.selectAll(\".background\")\n",
|
|
" .style(\"opacity\", (d, i) => i === index ? 1.0 : 0.0)\n",
|
|
"\n",
|
|
" // Reset visibility attribute for any previously highlighted attention arcs\n",
|
|
" svg.select(\"#attention\")\n",
|
|
" .selectAll(\"line[visibility='visible']\")\n",
|
|
" .attr(\"visibility\", null)\n",
|
|
"\n",
|
|
" // Hide group containing attention arcs\n",
|
|
" svg.select(\"#attention\").attr(\"visibility\", \"hidden\");\n",
|
|
"\n",
|
|
" // Set to visible appropriate attention arcs to be highlighted\n",
|
|
" if (isLeft) {\n",
|
|
" svg.select(\"#attention\").selectAll(\"line[left-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
|
|
" } else {\n",
|
|
" svg.select(\"#attention\").selectAll(\"line[right-token-index='\" + index + \"']\").attr(\"visibility\", \"visible\");\n",
|
|
" }\n",
|
|
"\n",
|
|
" // Update color boxes superimposed over tokens\n",
|
|
" const id = isLeft ? \"right\" : \"left\";\n",
|
|
" const leftPos = isLeft ? MATRIX_WIDTH + BOXWIDTH : 0;\n",
|
|
" svg.select(\"#\" + id)\n",
|
|
" .selectAll(\".attentionBoxes\")\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .attr(\"head-index\", (d, i) => i)\n",
|
|
" .selectAll(\"rect\")\n",
|
|
" .attr(\"x\", function () {\n",
|
|
" const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
|
|
" return leftPos + boxOffsets(headIndex);\n",
|
|
" })\n",
|
|
" .attr(\"y\", (d, i) => TEXT_TOP + i * BOXHEIGHT)\n",
|
|
" .attr(\"width\", BOXWIDTH / activeHeads())\n",
|
|
" .attr(\"height\", BOXHEIGHT)\n",
|
|
" .style(\"opacity\", function (d) {\n",
|
|
" const headIndex = +this.parentNode.getAttribute(\"head-index\");\n",
|
|
" if (config.headVis[headIndex])\n",
|
|
" if (d) {\n",
|
|
" return d[index];\n",
|
|
" } else {\n",
|
|
" return 0.0;\n",
|
|
" }\n",
|
|
" else\n",
|
|
" return 0.0;\n",
|
|
" });\n",
|
|
" });\n",
|
|
"\n",
|
|
" textContainer.on(\"mouseleave\", function () {\n",
|
|
"\n",
|
|
" // Unhighlight selected token\n",
|
|
" d3.select(this).selectAll(\".background\")\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
"\n",
|
|
" // Reset visibility attributes for previously selected lines\n",
|
|
" svg.select(\"#attention\")\n",
|
|
" .selectAll(\"line[visibility='visible']\")\n",
|
|
" .attr(\"visibility\", null) ;\n",
|
|
" svg.select(\"#attention\").attr(\"visibility\", \"visible\");\n",
|
|
"\n",
|
|
" // Reset highlights superimposed over tokens\n",
|
|
" svg.selectAll(\".attentionBoxes\")\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .selectAll(\"rect\")\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderAttention(svg, attention) {\n",
|
|
"\n",
|
|
" // Remove previous dom elements\n",
|
|
" svg.select(\"#attention\").remove();\n",
|
|
"\n",
|
|
" // Add new elements\n",
|
|
" svg.append(\"g\")\n",
|
|
" .attr(\"id\", \"attention\") // Container for all attention arcs\n",
|
|
" .selectAll(\".headAttention\")\n",
|
|
" .data(attention)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\")\n",
|
|
" .classed(\"headAttention\", true) // Group attention arcs by head\n",
|
|
" .attr(\"head-index\", (d, i) => i)\n",
|
|
" .selectAll(\".tokenAttention\")\n",
|
|
" .data(d => d)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\")\n",
|
|
" .classed(\"tokenAttention\", true) // Group attention arcs by left token\n",
|
|
" .attr(\"left-token-index\", (d, i) => i)\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .data(d => d)\n",
|
|
" .enter()\n",
|
|
" .append(\"line\")\n",
|
|
" .attr(\"x1\", BOXWIDTH)\n",
|
|
" .attr(\"y1\", function () {\n",
|
|
" const leftTokenIndex = +this.parentNode.getAttribute(\"left-token-index\")\n",
|
|
" return TEXT_TOP + leftTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2)\n",
|
|
" })\n",
|
|
" .attr(\"x2\", BOXWIDTH + MATRIX_WIDTH)\n",
|
|
" .attr(\"y2\", (d, rightTokenIndex) => TEXT_TOP + rightTokenIndex * BOXHEIGHT + (BOXHEIGHT / 2))\n",
|
|
" .attr(\"stroke-width\", 2)\n",
|
|
" .attr(\"stroke\", function () {\n",
|
|
" const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
|
|
" return headColors(headIndex)\n",
|
|
" })\n",
|
|
" .attr(\"left-token-index\", function () {\n",
|
|
" return +this.parentNode.getAttribute(\"left-token-index\")\n",
|
|
" })\n",
|
|
" .attr(\"right-token-index\", (d, i) => i)\n",
|
|
" ;\n",
|
|
" updateAttention(svg)\n",
|
|
" }\n",
|
|
"\n",
|
|
" function updateAttention(svg) {\n",
|
|
" svg.select(\"#attention\")\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .attr(\"stroke-opacity\", function (d) {\n",
|
|
" const headIndex = +this.parentNode.parentNode.getAttribute(\"head-index\");\n",
|
|
" // If head is selected\n",
|
|
" if (config.headVis[headIndex]) {\n",
|
|
" // Set opacity to attention weight divided by number of active heads\n",
|
|
" return d / activeHeads()\n",
|
|
" } else {\n",
|
|
" return 0.0;\n",
|
|
" }\n",
|
|
" })\n",
|
|
" }\n",
|
|
"\n",
|
|
" function boxOffsets(i) {\n",
|
|
" const numHeadsAbove = config.headVis.reduce(\n",
|
|
" function (acc, val, cur) {\n",
|
|
" return val && cur < i ? acc + 1 : acc;\n",
|
|
" }, 0);\n",
|
|
" return numHeadsAbove * (BOXWIDTH / activeHeads());\n",
|
|
" }\n",
|
|
"\n",
|
|
" function activeHeads() {\n",
|
|
" return config.headVis.reduce(function (acc, val) {\n",
|
|
" return val ? acc + 1 : acc;\n",
|
|
" }, 0);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function drawCheckboxes(top, svg) {\n",
|
|
" const checkboxContainer = svg.append(\"g\");\n",
|
|
" const checkbox = checkboxContainer.selectAll(\"rect\")\n",
|
|
" .data(config.headVis)\n",
|
|
" .enter()\n",
|
|
" .append(\"rect\")\n",
|
|
" .attr(\"fill\", (d, i) => headColors(i))\n",
|
|
" .attr(\"x\", (d, i) => i * CHECKBOX_SIZE)\n",
|
|
" .attr(\"y\", top)\n",
|
|
" .attr(\"width\", CHECKBOX_SIZE)\n",
|
|
" .attr(\"height\", CHECKBOX_SIZE);\n",
|
|
"\n",
|
|
" function updateCheckboxes() {\n",
|
|
" checkboxContainer.selectAll(\"rect\")\n",
|
|
" .data(config.headVis)\n",
|
|
" .attr(\"fill\", (d, i) => d ? headColors(i): lighten(headColors(i)));\n",
|
|
" }\n",
|
|
"\n",
|
|
" updateCheckboxes();\n",
|
|
"\n",
|
|
" checkbox.on(\"click\", function (d, i) {\n",
|
|
" if (config.headVis[i] && activeHeads() === 1) return;\n",
|
|
" config.headVis[i] = !config.headVis[i];\n",
|
|
" updateCheckboxes();\n",
|
|
" updateAttention(svg);\n",
|
|
" });\n",
|
|
"\n",
|
|
" checkbox.on(\"dblclick\", function (d, i) {\n",
|
|
" // If we double click on the only active head then reset\n",
|
|
" if (config.headVis[i] && activeHeads() === 1) {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(true);\n",
|
|
" } else {\n",
|
|
" config.headVis = new Array(config.nHeads).fill(false);\n",
|
|
" config.headVis[i] = true;\n",
|
|
" }\n",
|
|
" updateCheckboxes();\n",
|
|
" updateAttention(svg);\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function lighten(color) {\n",
|
|
" const c = d3.hsl(color);\n",
|
|
" const increment = (1 - c.l) * 0.6;\n",
|
|
" c.l += increment;\n",
|
|
" c.s -= increment;\n",
|
|
" return c;\n",
|
|
" }\n",
|
|
"\n",
|
|
" function transpose(mat) {\n",
|
|
" return mat[0].map(function (col, i) {\n",
|
|
" return mat.map(function (row) {\n",
|
|
" return row[i];\n",
|
|
" });\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
"});"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.Javascript object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"head_view(\n",
|
|
" encoder_attention=outputs.encoder_attentions,\n",
|
|
" decoder_attention=outputs.decoder_attentions,\n",
|
|
" cross_attention=outputs.cross_attentions,\n",
|
|
" encoder_tokens= encoder_text,\n",
|
|
" decoder_tokens = decoder_text\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<script src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"></script>"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
" \n",
|
|
" <div id='bertviz-da5a72d69294450895cc93e219d2fccd'>\n",
|
|
" <span style=\"user-select:none\">\n",
|
|
" Attention: <select id=\"filter\"><option value=\"0\">Encoder</option>\n",
|
|
"<option value=\"1\">Decoder</option>\n",
|
|
"<option value=\"2\">Cross</option></select>\n",
|
|
" </span>\n",
|
|
" <div id='vis'></div>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/javascript": [
|
|
"/**\n",
|
|
" * @fileoverview Transformer Visualization D3 javascript code.\n",
|
|
" *\n",
|
|
" * Based on: https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/visualization/attention.js\n",
|
|
" *\n",
|
|
" * Change log:\n",
|
|
" *\n",
|
|
" * 02/01/19 Jesse Vig Initial implementation\n",
|
|
" * 12/31/20 Jesse Vig Support multiple visualizations in single notebook.\n",
|
|
" * 01/19/21 Jesse Vig Support light/dark modes\n",
|
|
" * 02/06/21 Jesse Vig Move require config from separate jupyter notebook step\n",
|
|
" * 05/03/21 Jesse Vig Adjust visualization height dynamically\n",
|
|
" **/\n",
|
|
"\n",
|
|
"require.config({\n",
|
|
" paths: {\n",
|
|
" d3: '//cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min',\n",
|
|
" jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min',\n",
|
|
" }\n",
|
|
"});\n",
|
|
"\n",
|
|
"requirejs(['jquery', 'd3'], function($, d3) {\n",
|
|
"\n",
|
|
" const params = {\"attention\": [{\"name\": \"Encoder\", \"attn\": [[[[0.0015343179693445563, 0.06372829526662827, 0.3402520716190338, 0.014809303916990757, 0.11685427278280258, 0.09690533578395844, 0.3659164011478424], [0.008656513877213001, 0.08992935717105865, 0.25149786472320557, 0.07625745981931686, 0.20215430855751038, 0.10926036536693573, 0.26224416494369507], [0.01743713766336441, 0.19126100838184357, 0.019580217078328133, 0.10873700678348541, 0.5898742079734802, 0.013855690136551857, 0.05925469845533371], [0.006695661228150129, 0.06985638290643692, 0.03561459109187126, 0.03681695833802223, 0.7022322416305542, 0.054333802312612534, 0.09445030987262726], [0.0010159132070839405, 0.004103748593479395, 0.18814627826213837, 0.013669033534824848, 0.03894238546490669, 0.16656135022640228, 0.5875613689422607], [0.0033098733983933926, 0.06926336139440536, 0.006486027967184782, 0.033568885177373886, 0.7985183000564575, 0.014555910602211952, 0.07429762929677963], [0.006561059970408678, 0.028042230755090714, 0.06652601808309555, 0.04403909668326378, 0.1904589682817459, 0.17164954543113708, 0.49272310733795166]], [[0.0010659039253368974, 0.027911514043807983, 0.5827310681343079, 0.00583711639046669, 0.02539275959134102, 0.09940840303897858, 0.25765326619148254], [0.014391965232789516, 0.07798851281404495, 0.4047695994377136, 0.01874568685889244, 0.03196389973163605, 0.1091737151145935, 0.34296661615371704], [0.05386969447135925, 0.1397337168455124, 0.1042787954211235, 0.41253480315208435, 0.13313433527946472, 0.06411976367235184, 0.09232895076274872], [0.011524752713739872, 0.024617008864879608, 0.11605977267026901, 0.15868355333805084, 0.07823850214481354, 0.1350926011800766, 0.4757837951183319], [0.000765774748288095, 0.0007213741773739457, 0.15132009983062744, 0.007885550148785114, 0.01554951909929514, 0.1716994047164917, 0.6520583033561707], [0.00261464505456388, 0.01399530004709959, 0.0927773043513298, 0.05853908136487007, 0.12484410405158997, 0.22863952815532684, 0.4785899519920349], [0.005509554408490658, 0.018335115164518356, 0.07280543446540833, 0.02366117760539055, 0.06281809508800507, 0.21027612686157227, 0.6065945625305176]], [[0.001894954708404839, 0.04986847937107086, 0.3366052806377411, 0.005386138800531626, 0.11281800270080566, 0.07878921926021576, 0.4146379232406616], [0.0033349881414324045, 0.03520013391971588, 0.5712409615516663, 0.031452734023332596, 0.0384756363928318, 0.08380278199911118, 0.2364927977323532], [0.032189127057790756, 0.08156478404998779, 0.22131586074829102, 0.08562739938497543, 0.08101073652505875, 0.1313415765762329, 0.36695045232772827], [0.0022780823055654764, 0.08724657446146011, 0.20255671441555023, 0.09033971279859543, 0.11631207168102264, 0.25404372811317444, 0.24722309410572052], [0.00028211530297994614, 0.0050274962559342384, 0.12840455770492554, 0.008146004751324654, 0.05242825299501419, 0.23907428979873657, 0.5666372776031494], [8.598285057814792e-05, 0.0020894501358270645, 0.02531367912888527, 0.001749282469972968, 0.01047285832464695, 0.10172442346811295, 0.8585643172264099], [0.0019090479472652078, 0.009371059946715832, 0.03571559488773346, 0.008757798001170158, 0.01917792297899723, 0.12495970726013184, 0.8001089096069336]], [[0.0002124253660440445, 0.07846645265817642, 0.6617725491523743, 0.0009571347036398947, 0.0028506950475275517, 0.0355488583445549, 0.2201918661594391], [0.0013146958081051707, 0.03666481375694275, 0.5017722249031067, 0.032994918525218964, 0.08658347278833389, 0.04107796028256416, 0.29959189891815186], [0.007319945842027664, 0.25871768593788147, 0.07154543697834015, 0.20867864787578583, 0.18836019933223724, 0.18986377120018005, 0.07551436871290207], [0.002156124683097005, 0.056250181049108505, 0.20182666182518005, 0.011035334318876266, 0.0871698409318924, 0.05659180134534836, 0.5849699974060059], [0.0009280861704610288, 0.004628014750778675, 0.20538683235645294, 0.005883386358618736, 0.012845118530094624, 0.10419470071792603, 0.6661338806152344], [0.0012555076973512769, 0.041694026440382004, 0.05578531697392464, 0.12980355322360992, 0.20158718526363373, 0.4168229103088379, 0.15305142104625702], [0.005922623444348574, 0.02377285808324814, 0.12224586308002472, 0.03350331261754036, 0.07405823469161987, 0.18348237872123718, 0.5570147633552551]], [[0.0003266173880547285, 0.006443931721150875, 0.2948804795742035, 0.0011854227632284164, 0.037865400314331055, 0.0177350752055645, 0.6415630578994751], [0.003646652912721038, 0.017428791150450706, 0.3394072353839874, 0.0035252971574664116, 0.03003373183310032, 0.04134690389037132, 0.5646113157272339], [0.12720239162445068, 0.37057772278785706, 0.05693487823009491, 0.33694714307785034, 0.03363482281565666, 0.01689145714044571, 0.057811617851257324], [0.007328733801841736, 0.004508438985794783, 0.4545368254184723, 0.03541065752506256, 0.05775080621242523, 0.08668475598096848, 0.35377973318099976], [0.007866567932069302, 0.01314298901706934, 0.3073028326034546, 0.04183151200413704, 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[0.23015964031219482, 0.013746802695095539, 0.059254370629787445, 0.02490968629717827, 0.012573787942528725, 0.05166614428162575, 0.6076895594596863], [0.0698656365275383, 0.008911496959626675, 0.0851321592926979, 0.01958746463060379, 0.02218705043196678, 0.0507187582552433, 0.7435974478721619]]]], \"left_text\": [\" Sie\", \" si\", \"eh\", \"t\", \" den\", \" k\", \"lein\", \"en\", \" El\", \"ef\", \"ant\", \"en\", \".\", \"</s>\"], \"right_text\": [\" She\", \" sees\", \" the\", \" small\", \" elephant\", \".\", \"</s>\"]}], \"default_filter\": \"0\", \"display_mode\": \"dark\", \"root_div_id\": \"bertviz-da5a72d69294450895cc93e219d2fccd\"} is a template marker that is replaced by actual params.\n",
|
|
" const config = {};\n",
|
|
"\n",
|
|
" const MIN_X = 0;\n",
|
|
" const MIN_Y = 0;\n",
|
|
" const DIV_WIDTH = 970;\n",
|
|
" const THUMBNAIL_PADDING = 5;\n",
|
|
" const DETAIL_WIDTH = 300;\n",
|
|
" const DETAIL_ATTENTION_WIDTH = 140;\n",
|
|
" const DETAIL_BOX_WIDTH = 80;\n",
|
|
" const DETAIL_BOX_HEIGHT = 18;\n",
|
|
" const DETAIL_PADDING = 28;\n",
|
|
" const ATTN_PADDING = 0;\n",
|
|
" const DETAIL_HEADING_HEIGHT = 25;\n",
|
|
" const DETAIL_HEADING_TEXT_SIZE = 15;\n",
|
|
" const TEXT_SIZE = 13;\n",
|
|
" const LAYER_COLORS = d3.schemeCategory10;\n",
|
|
" const PALETTE = {\n",
|
|
" 'light': {\n",
|
|
" 'text': 'black',\n",
|
|
" 'background': 'white',\n",
|
|
" 'highlight': '#F5F5F5'\n",
|
|
" },\n",
|
|
" 'dark': {\n",
|
|
" 'text': '#bbb',\n",
|
|
" 'background': 'black',\n",
|
|
" 'highlight': '#222'\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" function render() {\n",
|
|
"\n",
|
|
" // Set global state variables\n",
|
|
"\n",
|
|
" var attData = config.attention[config.filter];\n",
|
|
" config.leftText = attData.left_text;\n",
|
|
" config.rightText = attData.right_text;\n",
|
|
" config.attn = attData.attn;\n",
|
|
" config.numLayers = config.attn.length;\n",
|
|
" config.numHeads = config.attn[0].length;\n",
|
|
" config.thumbnailBoxHeight = 7 * (12 / config.numHeads);\n",
|
|
" config.thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
|
|
" config.thumbnailWidth = DIV_WIDTH / config.numHeads;\n",
|
|
" config.detailHeight = Math.max(config.leftText.length, config.rightText.length) * DETAIL_BOX_HEIGHT + 2 * DETAIL_PADDING + DETAIL_HEADING_HEIGHT;\n",
|
|
" config.divHeight = config.numLayers * config.thumbnailHeight;\n",
|
|
"\n",
|
|
" const vis = $(`#${config.rootDivId} #vis`)\n",
|
|
" vis.empty();\n",
|
|
" vis.attr(\"height\", config.divHeight);\n",
|
|
" config.svg = d3.select(`#${config.rootDivId} #vis`)\n",
|
|
" .append('svg')\n",
|
|
" .attr(\"width\", DIV_WIDTH)\n",
|
|
" .attr(\"height\", config.divHeight)\n",
|
|
" .attr(\"fill\", getBackgroundColor());\n",
|
|
"\n",
|
|
" var i;\n",
|
|
" var j;\n",
|
|
" for (i = 0; i < config.numLayers; i++) {\n",
|
|
" for (j = 0; j < config.numHeads; j++) {\n",
|
|
" renderThumbnail(i, j);\n",
|
|
" }\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderThumbnail(layerIndex, headIndex) {\n",
|
|
" var x = headIndex * config.thumbnailWidth;\n",
|
|
" var y = layerIndex * config.thumbnailHeight;\n",
|
|
" renderThumbnailAttn(x, y, config.attn[layerIndex][headIndex], layerIndex, headIndex);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetail(att, layerIndex, headIndex) {\n",
|
|
" var xOffset = .8 * config.thumbnailWidth;\n",
|
|
" var maxX = DIV_WIDTH;\n",
|
|
" var maxY = config.divHeight;\n",
|
|
" var leftPos = (headIndex / config.numHeads) * DIV_WIDTH\n",
|
|
" var x = leftPos + THUMBNAIL_PADDING + xOffset;\n",
|
|
" if (x < MIN_X) {\n",
|
|
" x = MIN_X;\n",
|
|
" } else if (x + DETAIL_WIDTH > maxX) {\n",
|
|
" x = leftPos + THUMBNAIL_PADDING - DETAIL_WIDTH + 8;\n",
|
|
" }\n",
|
|
" var posLeftText = x;\n",
|
|
" var posAttention = posLeftText + DETAIL_BOX_WIDTH;\n",
|
|
" var posRightText = posAttention + DETAIL_ATTENTION_WIDTH;\n",
|
|
" var thumbnailHeight = Math.max(config.leftText.length, config.rightText.length) * config.thumbnailBoxHeight + 2 * THUMBNAIL_PADDING;\n",
|
|
" var yOffset = 20;\n",
|
|
" var y = layerIndex * thumbnailHeight + THUMBNAIL_PADDING + yOffset;\n",
|
|
" if (y < MIN_Y) {\n",
|
|
" y = MIN_Y;\n",
|
|
" } else if (y + config.detailHeight > maxY) {\n",
|
|
" y = maxY - config.detailHeight;\n",
|
|
" }\n",
|
|
" renderDetailFrame(x, y, layerIndex);\n",
|
|
" renderDetailHeading(x, y + Math.max(config.leftText.length, config.rightText.length) *\n",
|
|
" DETAIL_BOX_HEIGHT, layerIndex, headIndex);\n",
|
|
" renderDetailText(config.leftText, \"leftText\", posLeftText, y + DETAIL_PADDING, layerIndex);\n",
|
|
" renderDetailAttn(posAttention, y + DETAIL_PADDING, att, layerIndex, headIndex);\n",
|
|
" renderDetailText(config.rightText, \"rightText\", posRightText, y + DETAIL_PADDING, layerIndex);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailHeading(x, y, layerIndex, headIndex) {\n",
|
|
" var fillColor = getTextColor();\n",
|
|
" config.svg.append(\"text\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .text('Layer ' + layerIndex + \", Head \" + headIndex)\n",
|
|
" .attr(\"font-size\", DETAIL_HEADING_TEXT_SIZE + \"px\")\n",
|
|
" .style(\"cursor\", \"default\")\n",
|
|
" .style(\"-webkit-user-select\", \"none\")\n",
|
|
" .attr(\"fill\", fillColor)\n",
|
|
" .attr(\"x\", x + DETAIL_WIDTH / 2)\n",
|
|
" .attr(\"text-anchor\", \"middle\")\n",
|
|
" .attr(\"y\", y + 40)\n",
|
|
" .attr(\"height\", DETAIL_HEADING_HEIGHT)\n",
|
|
" .attr(\"width\", DETAIL_WIDTH)\n",
|
|
" .attr(\"dy\", DETAIL_HEADING_TEXT_SIZE);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailText(text, id, x, y, layerIndex) {\n",
|
|
" var tokenContainer = config.svg.append(\"svg:g\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .selectAll(\"g\")\n",
|
|
" .data(text)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\");\n",
|
|
"\n",
|
|
" var fillColor = getTextColor();\n",
|
|
"\n",
|
|
" tokenContainer.append(\"rect\")\n",
|
|
" .classed(\"highlight\", true)\n",
|
|
" .attr(\"fill\", fillColor)\n",
|
|
" .style(\"opacity\", 0.0)\n",
|
|
" .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
|
|
" .attr(\"width\", DETAIL_BOX_WIDTH)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", function (d, i) {\n",
|
|
" return y + i * DETAIL_BOX_HEIGHT;\n",
|
|
" });\n",
|
|
"\n",
|
|
" var textContainer = tokenContainer.append(\"text\")\n",
|
|
" .classed(\"token\", true)\n",
|
|
" .text(function (d) {\n",
|
|
" return d;\n",
|
|
" })\n",
|
|
" .attr(\"font-size\", TEXT_SIZE + \"px\")\n",
|
|
" .style(\"cursor\", \"default\")\n",
|
|
" .style(\"-webkit-user-select\", \"none\")\n",
|
|
" .attr(\"fill\", fillColor)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", function (d, i) {\n",
|
|
" return i * DETAIL_BOX_HEIGHT + y;\n",
|
|
" })\n",
|
|
" .attr(\"height\", DETAIL_BOX_HEIGHT)\n",
|
|
" .attr(\"width\", DETAIL_BOX_WIDTH)\n",
|
|
" .attr(\"dy\", TEXT_SIZE);\n",
|
|
"\n",
|
|
" if (id == \"leftText\") {\n",
|
|
" textContainer.style(\"text-anchor\", \"end\")\n",
|
|
" .attr(\"dx\", DETAIL_BOX_WIDTH - 2);\n",
|
|
" tokenContainer.on(\"mouseover\", function (d, index) {\n",
|
|
" highlightSelection(index);\n",
|
|
" });\n",
|
|
" tokenContainer.on(\"mouseleave\", function () {\n",
|
|
" unhighlightSelection();\n",
|
|
" });\n",
|
|
" }\n",
|
|
" }\n",
|
|
"\n",
|
|
" function highlightSelection(index) {\n",
|
|
" config.svg.select(\"#leftText\")\n",
|
|
" .selectAll(\".highlight\")\n",
|
|
" .style(\"opacity\", function (d, i) {\n",
|
|
" return i == index ? 1.0 : 0.0;\n",
|
|
" });\n",
|
|
" config.svg.selectAll(\".attn-line-group\")\n",
|
|
" .style(\"opacity\", function (d, i) {\n",
|
|
" return i == index ? 1.0 : 0.0;\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function unhighlightSelection() {\n",
|
|
" config.svg.select(\"#leftText\")\n",
|
|
" .selectAll(\".highlight\")\n",
|
|
" .style(\"opacity\", 0.0);\n",
|
|
" config.svg.selectAll(\".attn-line-group\")\n",
|
|
" .style(\"opacity\", 1);\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderThumbnailAttn(x, y, att, layerIndex, headIndex) {\n",
|
|
"\n",
|
|
" var attnContainer = config.svg.append(\"svg:g\");\n",
|
|
"\n",
|
|
" var attnBackground = attnContainer.append(\"rect\")\n",
|
|
" .attr(\"id\", 'attn_background_' + layerIndex + \"_\" + headIndex)\n",
|
|
" .classed(\"attn_background\", true)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", y)\n",
|
|
" .attr(\"height\", config.thumbnailHeight)\n",
|
|
" .attr(\"width\", config.thumbnailWidth)\n",
|
|
" .attr(\"stroke-width\", 2)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex))\n",
|
|
" .attr(\"stroke-opacity\", 0)\n",
|
|
" .attr(\"fill\", getBackgroundColor());\n",
|
|
" var x1 = x + THUMBNAIL_PADDING;\n",
|
|
" var x2 = x1 + config.thumbnailWidth - 14;\n",
|
|
" var y1 = y + THUMBNAIL_PADDING;\n",
|
|
"\n",
|
|
" attnContainer.selectAll(\"g\")\n",
|
|
" .data(att)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\") // Add group for each source token\n",
|
|
" .attr(\"source-index\", function (d, i) { // Save index of source token\n",
|
|
" return i;\n",
|
|
" })\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .data(function (d) { // Loop over all target tokens\n",
|
|
" return d;\n",
|
|
" })\n",
|
|
" .enter() // When entering\n",
|
|
" .append(\"line\")\n",
|
|
" .attr(\"x1\", x1)\n",
|
|
" .attr(\"y1\", function (d) {\n",
|
|
" var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
|
|
" return y1 + (sourceIndex + .5) * config.thumbnailBoxHeight;\n",
|
|
" })\n",
|
|
" .attr(\"x2\", x2)\n",
|
|
" .attr(\"y2\", function (d, targetIndex) {\n",
|
|
" return y1 + (targetIndex + .5) * config.thumbnailBoxHeight;\n",
|
|
" })\n",
|
|
" .attr(\"stroke-width\", 2.2)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex))\n",
|
|
" .attr(\"stroke-opacity\", function (d) {\n",
|
|
" return d;\n",
|
|
" });\n",
|
|
"\n",
|
|
" var clickRegion = attnContainer.append(\"rect\")\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", y)\n",
|
|
" .attr(\"height\", config.thumbnailHeight)\n",
|
|
" .attr(\"width\", config.thumbnailWidth)\n",
|
|
" .style(\"opacity\", 0);\n",
|
|
"\n",
|
|
" clickRegion.on(\"click\", function (d, index) {\n",
|
|
" var attnBackgroundOther = config.svg.selectAll(\".attn_background\");\n",
|
|
" attnBackgroundOther.attr(\"fill\", getBackgroundColor());\n",
|
|
" attnBackgroundOther.attr(\"stroke-opacity\", 0);\n",
|
|
"\n",
|
|
" config.svg.selectAll(\".detail\").remove();\n",
|
|
" if (config.detail_layer != layerIndex || config.detail_head != headIndex) {\n",
|
|
" renderDetail(att, layerIndex, headIndex);\n",
|
|
" config.detail_layer = layerIndex;\n",
|
|
" config.detail_head = headIndex;\n",
|
|
" attnBackground.attr(\"fill\", getHighlightColor());\n",
|
|
" attnBackground.attr(\"stroke-opacity\", .8);\n",
|
|
" } else {\n",
|
|
" config.detail_layer = null;\n",
|
|
" config.detail_head = null;\n",
|
|
" attnBackground.attr(\"fill\", getBackgroundColor());\n",
|
|
" attnBackground.attr(\"stroke-opacity\", 0);\n",
|
|
" }\n",
|
|
" });\n",
|
|
"\n",
|
|
" clickRegion.on(\"mouseover\", function (d) {\n",
|
|
" d3.select(this).style(\"cursor\", \"pointer\");\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailFrame(x, y, layerIndex) {\n",
|
|
" var detailFrame = config.svg.append(\"rect\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .attr(\"x\", x)\n",
|
|
" .attr(\"y\", y)\n",
|
|
" .attr(\"height\", config.detailHeight)\n",
|
|
" .attr(\"width\", DETAIL_WIDTH)\n",
|
|
" .style(\"opacity\", 1)\n",
|
|
" .attr(\"stroke-width\", 1.5)\n",
|
|
" .attr(\"stroke-opacity\", 0.7)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex));\n",
|
|
" }\n",
|
|
"\n",
|
|
" function renderDetailAttn(x, y, att, layerIndex) {\n",
|
|
" var attnContainer = config.svg.append(\"svg:g\")\n",
|
|
" .classed(\"detail\", true)\n",
|
|
" .attr(\"pointer-events\", \"none\");\n",
|
|
" attnContainer.selectAll(\"g\")\n",
|
|
" .data(att)\n",
|
|
" .enter()\n",
|
|
" .append(\"g\") // Add group for each source token\n",
|
|
" .classed('attn-line-group', true)\n",
|
|
" .attr(\"source-index\", function (d, i) { // Save index of source token\n",
|
|
" return i;\n",
|
|
" })\n",
|
|
" .selectAll(\"line\")\n",
|
|
" .data(function (d) { // Loop over all target tokens\n",
|
|
" return d;\n",
|
|
" })\n",
|
|
" .enter()\n",
|
|
" .append(\"line\")\n",
|
|
" .attr(\"x1\", x + ATTN_PADDING)\n",
|
|
" .attr(\"y1\", function (d) {\n",
|
|
" var sourceIndex = +this.parentNode.getAttribute(\"source-index\");\n",
|
|
" return y + (sourceIndex + .5) * DETAIL_BOX_HEIGHT;\n",
|
|
" })\n",
|
|
" .attr(\"x2\", x + DETAIL_ATTENTION_WIDTH - ATTN_PADDING)\n",
|
|
" .attr(\"y2\", function (d, targetIndex) {\n",
|
|
" return y + (targetIndex + .5) * DETAIL_BOX_HEIGHT;\n",
|
|
" })\n",
|
|
" .attr(\"stroke-width\", 2.2)\n",
|
|
" .attr(\"stroke\", getLayerColor(layerIndex))\n",
|
|
" .attr(\"stroke-opacity\", function (d) {\n",
|
|
" return d;\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getLayerColor(layer) {\n",
|
|
" return LAYER_COLORS[layer % 10];\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getTextColor() {\n",
|
|
" return PALETTE[config.mode]['text']\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getBackgroundColor() {\n",
|
|
" return PALETTE[config.mode]['background']\n",
|
|
" }\n",
|
|
"\n",
|
|
" function getHighlightColor() {\n",
|
|
" return PALETTE[config.mode]['highlight']\n",
|
|
" }\n",
|
|
"\n",
|
|
" function initialize() {\n",
|
|
" config.attention = params['attention'];\n",
|
|
" config.filter = params['default_filter'];\n",
|
|
" config.mode = params['display_mode'];\n",
|
|
" config.rootDivId = params['root_div_id'];\n",
|
|
" $(`#${config.rootDivId} #filter`).on('change', function (e) {\n",
|
|
" config.filter = e.currentTarget.value;\n",
|
|
" render();\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" initialize();\n",
|
|
" render();\n",
|
|
"\n",
|
|
" });"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.Javascript object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model_view(\n",
|
|
" encoder_attention=outputs.encoder_attentions,\n",
|
|
" decoder_attention=outputs.decoder_attentions,\n",
|
|
" cross_attention=outputs.cross_attentions,\n",
|
|
" encoder_tokens= encoder_text,\n",
|
|
" decoder_tokens = decoder_text\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Zadanie (10 minut)\n",
|
|
"\n",
|
|
"Za pomocą modelu en-fr przetłumacz dowolne zdanie z angielskiego na język francuski i sprawdź wagi atencji dla tego tłumaczenia"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### PRZYKŁAD: GPT3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### ZADANIE DOMOWE - POLEVAL"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.8.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|