examples/End to End Example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Add these lines if you clone from https://github.com/fdalvi/NeuroX\n",
    "# import sys\n",
    "# sys.path.append(\"/path/to/NeuroX\")\n",
    "# In the case of the notebook, the path is the parent directory\n",
    "import sys\n",
    "sys.path.append(\"..\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a test sentence .\n",
      "This is another sentence .\n",
      "The NeuroX toolkit can be used for neuron analysis !\n",
      "This sentence contains an <<UNKNOWN>> word .\n",
      "Individual neuron activations can be insightful .\n",
      "It is a beautiful day outside .\n",
      "The red car zoomed by quickly !\n",
      "Is this a question ?\n",
      "There are more than 10000 neurons in some models .\n",
      "Hope you are enjoying the tutorial !"
     ]
    }
   ],
   "source": [
    "!cat test.in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DT VBZ DT NN NN .\n",
      "DT VBZ DT NN .\n",
      "DT NNP NN MD VB VBN IN JJ NN .\n",
      "DT NN VBZ DT NN NN .\n",
      "NNP CC NNS MD VB JJ .\n",
      "PRP VBZ DT JJ NN IN .\n",
      "DT JJ NN VBN IN RB .\n",
      "VBZ DT DT NN .\n",
      "EX VBP JJR IN CD NNS IN DT NNS .\n",
      "NN PRP VBP VBG DT NN ."
     ]
    }
   ],
   "source": [
    "!cat test.label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract Representations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading model: bert-base-uncased\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.seq_relationship.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.seq_relationship.bias', 'cls.predictions.decoder.weight', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.dense.bias']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading input corpus\n",
      "Preparing output file\n",
      "Extracting representations from model\n",
      "Sentence         : \"This is a test sentence .\"\n",
      "Original    (006): ['This', 'is', 'a', 'test', 'sentence', '.']\n",
      "Tokenized   (008): ['[CLS]', 'this', 'is', 'a', 'test', 'sentence', '.', '[SEP]']\n",
      "Filtered   (006): ['this', 'is', 'a', 'test', 'sentence', '.']\n",
      "Detokenized (006): ['this', 'is', 'a', 'test', 'sentence', '.']\n",
      "Counter: 6\n",
      "===================================================================\n",
      "Hidden states:  (13, 6, 768)\n",
      "# Extracted words:  6\n",
      "Sentence         : \"This is another sentence .\"\n",
      "Original    (005): ['This', 'is', 'another', 'sentence', '.']\n",
      "Tokenized   (007): ['[CLS]', 'this', 'is', 'another', 'sentence', '.', '[SEP]']\n",
      "Filtered   (005): ['this', 'is', 'another', 'sentence', '.']\n",
      "Detokenized (005): ['this', 'is', 'another', 'sentence', '.']\n",
      "Counter: 5\n",
      "===================================================================\n",
      "Hidden states:  (13, 5, 768)\n",
      "# Extracted words:  5\n",
      "Sentence         : \"The NeuroX toolkit can be used for neuron analysis !\"\n",
      "Original    (010): ['The', 'NeuroX', 'toolkit', 'can', 'be', 'used', 'for', 'neuron', 'analysis', '!']\n",
      "Tokenized   (016): ['[CLS]', 'the', 'ne', '##uro', '##x', 'tool', '##kit', 'can', 'be', 'used', 'for', 'ne', '##uron', 'analysis', '!', '[SEP]']\n",
      "Filtered   (014): ['the', 'ne', '##uro', '##x', 'tool', '##kit', 'can', 'be', 'used', 'for', 'ne', '##uron', 'analysis', '!']\n",
      "Detokenized (010): ['the', 'ne##uro##x', 'tool##kit', 'can', 'be', 'used', 'for', 'ne##uron', 'analysis', '!']\n",
      "Counter: 14\n",
      "===================================================================\n",
      "Hidden states:  (13, 10, 768)\n",
      "# Extracted words:  10\n",
      "Sentence         : \"This sentence contains an <<UNKNOWN>> word .\"\n",
      "Original    (007): ['This', 'sentence', 'contains', 'an', '<<UNKNOWN>>', 'word', '.']\n",
      "Tokenized   (013): ['[CLS]', 'this', 'sentence', 'contains', 'an', '<', '<', 'unknown', '>', '>', 'word', '.', '[SEP]']\n",
      "Filtered   (011): ['this', 'sentence', 'contains', 'an', '<', '<', 'unknown', '>', '>', 'word', '.']\n",
      "Detokenized (007): ['this', 'sentence', 'contains', 'an', '<<unknown>>', 'word', '.']\n",
      "Counter: 11\n",
      "===================================================================\n",
      "Hidden states:  (13, 7, 768)\n",
      "# Extracted words:  7\n",
      "Sentence         : \"Individual neuron activations can be insightful .\"\n",
      "Original    (007): ['Individual', 'neuron', 'activations', 'can', 'be', 'insightful', '.']\n",
      "Tokenized   (012): ['[CLS]', 'individual', 'ne', '##uron', 'activation', '##s', 'can', 'be', 'insight', '##ful', '.', '[SEP]']\n",
      "Filtered   (010): ['individual', 'ne', '##uron', 'activation', '##s', 'can', 'be', 'insight', '##ful', '.']\n",
      "Detokenized (007): ['individual', 'ne##uron', 'activation##s', 'can', 'be', 'insight##ful', '.']\n",
      "Counter: 10\n",
      "===================================================================\n",
      "Hidden states:  (13, 7, 768)\n",
      "# Extracted words:  7\n",
      "Sentence         : \"It is a beautiful day outside .\"\n",
      "Original    (007): ['It', 'is', 'a', 'beautiful', 'day', 'outside', '.']\n",
      "Tokenized   (009): ['[CLS]', 'it', 'is', 'a', 'beautiful', 'day', 'outside', '.', '[SEP]']\n",
      "Filtered   (007): ['it', 'is', 'a', 'beautiful', 'day', 'outside', '.']\n",
      "Detokenized (007): ['it', 'is', 'a', 'beautiful', 'day', 'outside', '.']\n",
      "Counter: 7\n",
      "===================================================================\n",
      "Hidden states:  (13, 7, 768)\n",
      "# Extracted words:  7\n",
      "Sentence         : \"The red car zoomed by quickly !\"\n",
      "Original    (007): ['The', 'red', 'car', 'zoomed', 'by', 'quickly', '!']\n",
      "Tokenized   (010): ['[CLS]', 'the', 'red', 'car', 'zoom', '##ed', 'by', 'quickly', '!', '[SEP]']\n",
      "Filtered   (008): ['the', 'red', 'car', 'zoom', '##ed', 'by', 'quickly', '!']\n",
      "Detokenized (007): ['the', 'red', 'car', 'zoom##ed', 'by', 'quickly', '!']\n",
      "Counter: 8\n",
      "===================================================================\n",
      "Hidden states:  (13, 7, 768)\n",
      "# Extracted words:  7\n",
      "Sentence         : \"Is this a question ?\"\n",
      "Original    (005): ['Is', 'this', 'a', 'question', '?']\n",
      "Tokenized   (007): ['[CLS]', 'is', 'this', 'a', 'question', '?', '[SEP]']\n",
      "Filtered   (005): ['is', 'this', 'a', 'question', '?']\n",
      "Detokenized (005): ['is', 'this', 'a', 'question', '?']\n",
      "Counter: 5\n",
      "===================================================================\n",
      "Hidden states:  (13, 5, 768)\n",
      "# Extracted words:  5\n",
      "Sentence         : \"There are more than 10000 neurons in some models .\"\n",
      "Original    (010): ['There', 'are', 'more', 'than', '10000', 'neurons', 'in', 'some', 'models', '.']\n",
      "Tokenized   (013): ['[CLS]', 'there', 'are', 'more', 'than', '1000', '##0', 'neurons', 'in', 'some', 'models', '.', '[SEP]']\n",
      "Filtered   (011): ['there', 'are', 'more', 'than', '1000', '##0', 'neurons', 'in', 'some', 'models', '.']\n",
      "Detokenized (010): ['there', 'are', 'more', 'than', '1000##0', 'neurons', 'in', 'some', 'models', '.']\n",
      "Counter: 11\n",
      "===================================================================\n",
      "Hidden states:  (13, 10, 768)\n",
      "# Extracted words:  10\n",
      "Sentence         : \"Hope you are enjoying the tutorial !\"\n",
      "Original    (007): ['Hope', 'you', 'are', 'enjoying', 'the', 'tutorial', '!']\n",
      "Tokenized   (010): ['[CLS]', 'hope', 'you', 'are', 'enjoying', 'the', 'tutor', '##ial', '!', '[SEP]']\n",
      "Filtered   (008): ['hope', 'you', 'are', 'enjoying', 'the', 'tutor', '##ial', '!']\n",
      "Detokenized (007): ['hope', 'you', 'are', 'enjoying', 'the', 'tutor##ial', '!']\n",
      "Counter: 8\n",
      "===================================================================\n",
      "Hidden states:  (13, 7, 768)\n",
      "# Extracted words:  7\n"
     ]
    }
   ],
   "source": [
    "import neurox.data.extraction.transformers_extractor as transformers_extractor\n",
    "transformers_extractor.extract_representations('bert-base-uncased',\n",
    "    'test.in',\n",
    "    'activations.json',\n",
    "    aggregation=\"average\" #last, first\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"linex_index\": 0, \"features\": [{\"token\": \"this\", \"layers\": [{\"index\": 0, \"values\": [-0.64851356, 0.67392409, -0.0932498\n",
      "{\"linex_index\": 1, \"features\": [{\"token\": \"this\", \"layers\": [{\"index\": 0, \"values\": [-0.64851356, 0.67392409, -0.0932498\n",
      "{\"linex_index\": 2, \"features\": [{\"token\": \"the\", \"layers\": [{\"index\": 0, \"values\": [-0.43669662, 0.53601718, -0.05141337\n",
      "{\"linex_index\": 3, \"features\": [{\"token\": \"this\", \"layers\": [{\"index\": 0, \"values\": [-0.64851356, 0.67392409, -0.0932498\n",
      "{\"linex_index\": 4, \"features\": [{\"token\": \"individual\", \"layers\": [{\"index\": 0, \"values\": [0.1426581, 0.75676745, -0.913\n",
      "{\"linex_index\": 5, \"features\": [{\"token\": \"it\", \"layers\": [{\"index\": 0, \"values\": [-0.42272019, -0.02889436, -0.14556104\n",
      "{\"linex_index\": 6, \"features\": [{\"token\": \"the\", \"layers\": [{\"index\": 0, \"values\": [-0.43669662, 0.53601718, -0.05141337\n",
      "{\"linex_index\": 7, \"features\": [{\"token\": \"is\", \"layers\": [{\"index\": 0, \"values\": [-0.29041198, 0.00098541, -0.43960977,\n",
      "{\"linex_index\": 8, \"features\": [{\"token\": \"there\", \"layers\": [{\"index\": 0, \"values\": [-0.92661947, 0.54027891, -0.121723\n",
      "{\"linex_index\": 9, \"features\": [{\"token\": \"hope\", \"layers\": [{\"index\": 0, \"values\": [-0.52321094, 0.09137478, -0.5700547\n"
     ]
    }
   ],
   "source": [
    "!cut -c1-120 < activations.json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading json activations from activations.json...\n",
      "10 13.0\n"
     ]
    }
   ],
   "source": [
    "import neurox.data.loader as data_loader\n",
    "activations, num_layers = data_loader.load_activations('activations.json', 768)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([[-0.64851356,  0.67392409, -0.09324985, ..., -0.5617494 ,\n",
      "         0.48687866,  0.54459053],\n",
      "       [-0.62703037, -0.06331296, -0.31427878, ..., -0.15095136,\n",
      "         0.20867237,  0.97557956],\n",
      "       [ 0.39637804,  0.31565616,  0.02008922, ..., -0.07199534,\n",
      "         0.27179533,  1.41205692],\n",
      "       [ 0.60103238, -0.69701713, -0.2000732 , ..., -0.72475612,\n",
      "         0.08129618, -0.25088298],\n",
      "       [ 0.83230692,  0.28782725,  0.00214795, ..., -0.11331098,\n",
      "        -0.15800165, -0.34240782],\n",
      "       [-0.078184  ,  0.01739771, -0.28644532, ...,  0.20194255,\n",
      "        -0.62845355, -0.45307434]]), array([[-0.64851356,  0.67392409, -0.09324985, ..., -0.148985  ,\n",
      "         0.25174442,  0.49430349],\n",
      "       [-0.62703037, -0.06331296, -0.31427878, ..., -0.08160003,\n",
      "         0.22553121,  1.23856688],\n",
      "       [ 0.174707  ,  0.52966404,  0.15547033, ..., -0.02144448,\n",
      "         0.16490588,  0.45266828],\n",
      "       [ 0.79593533,  0.43477997,  0.19534861, ...,  0.24064465,\n",
      "        -0.16108657, -0.04338032],\n",
      "       [-0.24421802, -0.005058  , -0.2361756 , ...,  0.181711  ,\n",
      "        -0.5980767 , -0.40410757]]), array([[-0.43669662,  0.53601718, -0.05141337, ...,  0.0891645 ,\n",
      "        -0.03631115, -0.25833282],\n",
      "       [-0.4062084 , -0.02407934,  0.07018298, ..., -0.45780793,\n",
      "        -0.09455147,  0.04842345],\n",
      "       [-0.6362136 , -0.58316249, -0.02177599, ..., -0.22923714,\n",
      "        -0.20186192, -0.22577229],\n",
      "       ...,\n",
      "       [-0.51149249,  0.08505765, -0.07088199, ..., -0.49211657,\n",
      "        -0.12688057,  0.24504432],\n",
      "       [-0.385023  ,  0.67937481, -0.53690296, ..., -0.73168492,\n",
      "        -0.4301596 , -0.10820134],\n",
      "       [ 0.63080704, -0.06970569, -0.55951494, ...,  0.5465343 ,\n",
      "        -0.01394511,  0.04647638]]), array([[-0.64851356,  0.67392409, -0.09324985, ..., -0.5343644 ,\n",
      "         0.50848663,  0.13532227],\n",
      "       [ 0.69533932,  0.57200843,  0.12022351, ..., -0.42091504,\n",
      "        -0.31094497, -0.20510523],\n",
      "       [ 0.25860026, -0.13158365,  0.24129908, ..., -0.47548792,\n",
      "        -0.56652611,  0.49130309],\n",
      "       ...,\n",
      "       [ 1.014135  ,  0.06053619, -0.49695259, ..., -0.12298222,\n",
      "        -0.03628967,  0.4607107 ],\n",
      "       [ 0.63052875,  0.85758883,  0.13605389, ..., -0.25956517,\n",
      "         0.05945412,  0.36230388],\n",
      "       [-0.38998935,  0.37895444, -0.20082909, ...,  0.19299875,\n",
      "        -0.74163204, -0.3480624 ]]), array([[ 0.1426581 ,  0.75676745, -0.91309994, ..., -0.09842354,\n",
      "         0.24984565, -0.01557592],\n",
      "       [-0.42477405, -0.08116546, -0.15442267, ..., -0.63717103,\n",
      "        -0.0213073 ,  0.10692205],\n",
      "       [-0.1452172 , -0.03716257, -0.54431522, ..., -0.76554871,\n",
      "        -0.51652533, -0.48392242],\n",
      "       ...,\n",
      "       [ 0.59812301,  0.03694542, -0.52747399, ..., -0.41165924,\n",
      "        -0.76464123, -0.2192833 ],\n",
      "       [-0.71476042,  0.76875144,  0.60539997, ...,  0.12543306,\n",
      "        -0.61107826, -0.64693117],\n",
      "       [-0.35849679,  0.27769977, -0.12096423, ...,  0.2860468 ,\n",
      "        -0.63741857, -0.39587453]]), array([[-0.42272019, -0.02889436, -0.14556104, ...,  0.18005079,\n",
      "         0.96683413,  0.9204936 ],\n",
      "       [-0.62703037, -0.06331296, -0.31427878, ..., -0.42187598,\n",
      "        -0.02237513,  0.68321949],\n",
      "       [ 0.39637804,  0.31565616,  0.02008922, ...,  0.04472403,\n",
      "         0.06281254,  1.15459895],\n",
      "       ...,\n",
      "       [-0.32710099,  0.09780598, -0.00499108, ...,  0.24449876,\n",
      "        -0.13542826,  0.05680025],\n",
      "       [-0.12954707, -0.19889869, -0.87076157, ..., -0.04338036,\n",
      "        -0.06888916,  0.10935419],\n",
      "       [-0.17839172,  0.04546056, -0.05272707, ...,  0.09168094,\n",
      "        -0.1889587 , -0.63520682]]), array([[-0.43669662,  0.53601718, -0.05141337, ...,  0.05464491,\n",
      "         0.84184343, -0.03606799],\n",
      "       [-0.83640099, -0.3230626 , -0.53736091, ..., -0.36387497,\n",
      "         0.34840709, -0.07092506],\n",
      "       [ 0.49358484,  0.41512093, -0.31682357, ..., -0.66553539,\n",
      "        -0.49735507, -0.07163998],\n",
      "       ...,\n",
      "       [ 0.23573057, -0.02283434,  0.43932548, ..., -0.18176702,\n",
      "        -0.5077123 ,  1.20475996],\n",
      "       [-0.62729764, -1.20988607,  0.08798195, ..., -0.06347737,\n",
      "        -0.06996907, -0.01871255],\n",
      "       [ 0.7843374 , -0.50467217, -0.5400269 , ...,  0.56473768,\n",
      "         0.10865746,  0.13554697]]), array([[-2.9041198e-01,  9.8541000e-04, -4.3960977e-01, ...,\n",
      "         1.1124273e-01,  9.8703253e-01,  6.2520212e-01],\n",
      "       [-9.8460031e-01,  6.1801225e-01,  4.0445120e-02, ...,\n",
      "        -1.4134320e-02, -2.4952040e-02,  5.9878695e-01],\n",
      "       [ 3.9637804e-01,  3.1565616e-01,  2.0089220e-02, ...,\n",
      "        -3.7455320e-02, -6.3511700e-03,  9.7207832e-01],\n",
      "       [ 5.4330373e-01, -6.5850192e-01,  6.4455181e-01, ...,\n",
      "        -6.4713967e-01, -2.8366202e-01, -2.4487580e-01],\n",
      "       [ 4.3205398e-01, -4.3607792e-01, -4.9595895e-01, ...,\n",
      "        -4.0459550e-02,  2.0927939e-01,  3.5239911e-01]]), array([[-0.92661947,  0.54027891, -0.12172387, ..., -0.58335561,\n",
      "         0.46484563,  0.38044265],\n",
      "       [-0.2330163 ,  0.11637444,  0.50870687, ..., -0.59583622,\n",
      "         0.01661193,  0.720635  ],\n",
      "       [ 0.70066786,  0.35107133, -0.41721866, ..., -0.11240339,\n",
      "         0.14902286,  0.77660519],\n",
      "       ...,\n",
      "       [-0.28386125,  0.5049727 , -0.57497823, ..., -0.23774059,\n",
      "         0.23928858,  0.6290701 ],\n",
      "       [ 0.06143352,  0.95696753, -0.46780366, ..., -0.69031191,\n",
      "         0.10743556,  0.61447757],\n",
      "       [-0.38998935,  0.37895444, -0.20082909, ...,  0.1779349 ,\n",
      "        -0.43352881, -0.39432278]]), array([[-0.52321094,  0.09137478, -0.57005477, ..., -0.11681551,\n",
      "         0.22681636, -0.25711304],\n",
      "       [-0.6288358 ,  0.44862288,  0.63139814, ...,  0.38343507,\n",
      "         0.22386359, -1.13947451],\n",
      "       [-0.10686639, -0.04964684,  0.34876883, ..., -0.17335273,\n",
      "         0.20482098, -0.0107327 ],\n",
      "       ...,\n",
      "       [-0.62476927,  0.18336678, -0.03624243, ...,  0.40376821,\n",
      "         0.26292121, -0.36223435],\n",
      "       [-0.23480648, -0.51989281, -0.0116602 , ..., -0.1586583 ,\n",
      "         0.25712252, -0.26102811],\n",
      "       [ 0.7843374 , -0.50467217, -0.5400269 , ...,  0.47051007,\n",
      "         0.30643484, -0.4704594 ]])]\n"
     ]
    }
   ],
   "source": [
    "print(activations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6, 9984)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "activations[0].shape # 9984 -> 768 * 13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 9984)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "activations[1].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load_data also does sanity checks for parallelism between tokens, labels and activations\n",
    "tokens = data_loader.load_data('test.in',\n",
    "                               'test.label',\n",
    "                               activations,\n",
    "                               512 # max_sent_l\n",
    "                              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tokens:  71\n",
      "length of source dictionary:  51\n",
      "length of target dictionary:  19\n",
      "71\n",
      "Total instances: 71\n",
      "['Hope', 'Is', 'neurons', 'is', 'toolkit', 'for', '.', 'insightful', '?', 'than', 'models', '10000', 'zoomed', 'another', 'can', 'you', '!', 'by', '<<UNKNOWN>>', 'used']\n",
      "Number of samples:  71\n",
      "Stats: Labels with their frequencies in the final set\n",
      "PRP 2\n",
      "VBG 1\n",
      "MD 2\n",
      "JJ 4\n",
      "NNP 2\n",
      "JJR 1\n",
      "VB 2\n",
      "CD 1\n",
      "NN 13\n",
      ". 10\n",
      "IN 5\n",
      "CC 1\n",
      "DT 13\n",
      "VBZ 5\n",
      "VBP 2\n",
      "EX 1\n",
      "RB 1\n",
      "VBN 2\n",
      "NNS 3\n"
     ]
    }
   ],
   "source": [
    "import neurox.interpretation.utils as utils\n",
    "X, y, mapping = utils.create_tensors(tokens, activations, 'NN')\n",
    "label2idx, idx2label, src2idx, idx2src = mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 'Hope', 1: 'Is', 2: 'neurons', 3: 'is', 4: 'toolkit', 5: 'for', 6: '.', 7: 'insightful', 8: '?', 9: 'than', 10: 'models', 11: '10000', 12: 'zoomed', 13: 'another', 14: 'can', 15: 'you', 16: '!', 17: 'by', 18: '<<UNKNOWN>>', 19: 'used', 20: 'beautiful', 21: 'There', 22: 'more', 23: 'enjoying', 24: 'This', 25: 'outside', 26: 'be', 27: 'contains', 28: 'a', 29: 'an', 30: 'car', 31: 'neuron', 32: 'some', 33: 'question', 34: 'sentence', 35: 'red', 36: 'NeuroX', 37: 'the', 38: 'quickly', 39: 'It', 40: 'word', 41: 'in', 42: 'test', 43: 'The', 44: 'Individual', 45: 'activations', 46: 'day', 47: 'tutorial', 48: 'this', 49: 'analysis', 50: 'are'}\n"
     ]
    }
   ],
   "source": [
    "print(mapping[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.64851356,  0.6739241 , -0.09324985, ..., -0.5617494 ,\n",
       "        0.48687866,  0.54459053], dtype=float32)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X_dev, y_dev, mapping = utils.create_tensors(dev_tokens, dev_activations, 'LABEL1', mapping=mapping)\n",
    "X[0] #9984"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train Probing Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training classification probe\n",
      "Creating model...\n",
      "Number of training instances: 71\n",
      "Number of classes: 19\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cc3f82a77f934dd2abddaa6b29ad5a7f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [1/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [1/10], Loss: 0.1502\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "afca8497f63f4a759154e471bbd2f426",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [2/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [2/10], Loss: 0.0448\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3761ca2336148e586cda1e8f308d7b9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [3/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [3/10], Loss: 0.0424\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a14f7fa13d56438aadd3ab7d748cc653",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [4/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [4/10], Loss: 0.0420\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "63a2b8d643ec4fc3bbcb11b5bea5f131",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [5/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [5/10], Loss: 0.0414\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c289e3849950409380da3aa392155e8f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [6/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [6/10], Loss: 0.0404\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0961736b7091441ab39593b5e8d5ba19",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [7/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [7/10], Loss: 0.0390\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "318d53a3fe184a80935667f8c963a51a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [8/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [8/10], Loss: 0.0373\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6c078703c4540b29589b1ab72664f59",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [9/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [9/10], Loss: 0.0353\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "588c0363be4d45e9a407522c64323c52",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [10/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [10/10], Loss: 0.0331\n"
     ]
    }
   ],
   "source": [
    "import neurox.interpretation.linear_probe as linear_probe\n",
    "probe = linear_probe.train_logistic_regression_probe(X, y, lambda_l1=0.001, lambda_l2=0.001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluate Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "974d854d1938499da4d2835dbc7a2b6f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Evaluating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (accuracy) of the probe: 1.00\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'__OVERALL__': 1.0,\n",
       " 'PRP': 1.0,\n",
       " 'VBG': 1.0,\n",
       " 'MD': 1.0,\n",
       " 'JJ': 1.0,\n",
       " 'NNP': 1.0,\n",
       " 'JJR': 1.0,\n",
       " 'VB': 1.0,\n",
       " 'CD': 1.0,\n",
       " 'NN': 1.0,\n",
       " '.': 1.0,\n",
       " 'IN': 1.0,\n",
       " 'CC': 1.0,\n",
       " 'DT': 1.0,\n",
       " 'VBZ': 1.0,\n",
       " 'VBP': 1.0,\n",
       " 'EX': 1.0,\n",
       " 'RB': 1.0,\n",
       " 'VBN': 1.0,\n",
       " 'NNS': 1.0}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores = linear_probe.evaluate_probe(probe, X, y, idx_to_class=idx2label)\n",
    "scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Layerwise probing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# [layer0_neuron0, layer0_neuron1, layer0_neuron2 ...., layer1_neuron0, layer1_neuron1,....., layer13_neuron768]\n",
    "# [768,768,770...1536] <- for layer 1\n",
    "import neurox.interpretation.ablation as ablation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(71, 768)\n",
      "Training classification probe\n",
      "Creating model...\n",
      "Number of training instances: 71\n",
      "Number of classes: 19\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3af7993fff2e46d9b21623313ff0abb5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [1/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [1/10], Loss: 0.1336\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5f4862e60e3d42869e5d2d1e4e625226",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [2/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [2/10], Loss: 0.1100\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "54dfd1d9cb324425951d8a563844c184",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [3/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [3/10], Loss: 0.0905\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "13effac778e2492aad6d63b9401ec3e0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [4/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [4/10], Loss: 0.0741\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "913a2284cf93437db0ced6259d14e4e3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [5/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [5/10], Loss: 0.0611\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a7fb314614524b769e9560b12895c90a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [6/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [6/10], Loss: 0.0509\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ccdcfbb6221e432e845feaa94c3f2197",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [7/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [7/10], Loss: 0.0433\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "211bec6a479f48079341fe41a6177a3d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [8/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [8/10], Loss: 0.0375\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b9873febb88746fbbe86e83b2af0e848",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [9/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [9/10], Loss: 0.0330\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "71d4bc84c3dc410abb43a60f5e95e982",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [10/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [10/10], Loss: 0.0296\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "288e5b92dc5d481f84e2bee822f5534f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Evaluating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (accuracy) of the probe: 0.99\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'__OVERALL__': 0.9859154929577465,\n",
       " 'PRP': 1.0,\n",
       " 'VBG': 1.0,\n",
       " 'MD': 1.0,\n",
       " 'JJ': 0.75,\n",
       " 'NNP': 1.0,\n",
       " 'JJR': 1.0,\n",
       " 'VB': 1.0,\n",
       " 'CD': 1.0,\n",
       " 'NN': 1.0,\n",
       " '.': 1.0,\n",
       " 'IN': 1.0,\n",
       " 'CC': 1.0,\n",
       " 'DT': 1.0,\n",
       " 'VBZ': 1.0,\n",
       " 'VBP': 1.0,\n",
       " 'EX': 1.0,\n",
       " 'RB': 1.0,\n",
       " 'VBN': 1.0,\n",
       " 'NNS': 1.0}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layer_0_X = ablation.filter_activations_by_layers(X, [0], 13)\n",
    "print(layer_0_X.shape)\n",
    "probe_layer_0 = linear_probe.train_logistic_regression_probe(layer_0_X, y, lambda_l1=0.001, lambda_l2=0.001)\n",
    "linear_probe.evaluate_probe(probe_layer_0, layer_0_X, y, idx_to_class=idx2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Neuron Ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac4f452f00ba46f6ab10deea50df19c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/101 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ordering, cutoffs = linear_probe.get_neuron_ordering(probe, label2idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[7552, 2252, 5197, 339, 3221, 1750, 3413, 2073, 2269, 8285]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ordering[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train on top N neurons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_selected = ablation.filter_activations_keep_neurons(X, ordering[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(71, 100)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_selected.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training classification probe\n",
      "Creating model...\n",
      "Number of training instances: 71\n",
      "Number of classes: 19\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3531ccce0ce74bf0aa760606297ed9ce",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [1/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [1/10], Loss: 0.1287\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cb6ba706b57642859822ea31e97c10dc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [2/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [2/10], Loss: 0.1235\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "57050196663a45dfa0aefdba9a9dd54d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [3/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [3/10], Loss: 0.1189\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dde765d213b7427a8dc3f2ccbf1ab2d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [4/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [4/10], Loss: 0.1145\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "086f4b36ab374a2e90a3e8eb6cfda442",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [5/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [5/10], Loss: 0.1105\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f7c23a35f4a14dd0919179881e0b8f76",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [6/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [6/10], Loss: 0.1066\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "96201fa392c94d588bf450d08fedb120",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [7/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [7/10], Loss: 0.1030\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e69ff04cd6c47e3ac90cddb615d2b10",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [8/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [8/10], Loss: 0.0995\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d64aae260a414770a25548477cd666c8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [9/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [9/10], Loss: 0.0963\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ce7cf4afb7cb47ecba3bb4b005d9d8fd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [10/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [10/10], Loss: 0.0932\n"
     ]
    }
   ],
   "source": [
    "probe_selected = linear_probe.train_logistic_regression_probe(X_selected, y, lambda_l1=0.001, lambda_l2=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55f8a456e3f748799da1b88180ba2232",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Evaluating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (accuracy) of the probe: 0.35\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'__OVERALL__': 0.352112676056338,\n",
       " 'PRP': 0.0,\n",
       " 'VBG': 1.0,\n",
       " 'MD': 0.0,\n",
       " 'JJ': 0.0,\n",
       " 'NNP': 0.0,\n",
       " 'JJR': 0.0,\n",
       " 'VB': 0.0,\n",
       " 'CD': 0.0,\n",
       " 'NN': 0.8461538461538461,\n",
       " '.': 0.9,\n",
       " 'IN': 0.0,\n",
       " 'CC': 0.0,\n",
       " 'DT': 0.23076923076923078,\n",
       " 'VBZ': 0.0,\n",
       " 'VBP': 0.5,\n",
       " 'EX': 0.0,\n",
       " 'RB': 0.0,\n",
       " 'VBN': 0.0,\n",
       " 'NNS': 0.0}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linear_probe.evaluate_probe(probe_selected, X_selected, y, idx_to_class=idx2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Control task\n",
    "\n",
    "Implementation of the sequence labeling control task as described by [Hewitt and Liang (2019)](https://aclanthology.org/D19-1275.pdf).\n",
    "The control task is used to assess the selectivity of a probe. Selectivity is the performance difference between the probe and performance on a control task with random, word-based labels. It quantifies how well a probe memorizes the task based on word types. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import neurox.data.control_task as ct\n",
    "import neurox.interpretation.utils as utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "[ct_tokens] = ct.create_sequence_labeling_dataset(tokens, sample_from='uniform')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['This/4', 'is/18', 'a/5', 'test/13', 'sentence/14', './7']\n"
     ]
    }
   ],
   "source": [
    "print([s+'/'+str(t) for s,t in zip(ct_tokens['source'][0], ct_tokens['target'][0])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tokens:  71\n",
      "length of source dictionary:  51\n",
      "length of target dictionary:  16\n",
      "71\n",
      "Total instances: 71\n",
      "['Hope', 'Is', 'neurons', 'is', 'toolkit', 'for', '.', 'insightful', '?', 'than', 'models', '10000', 'zoomed', 'another', 'can', 'you', '!', 'by', '<<UNKNOWN>>', 'used']\n",
      "Number of samples:  71\n",
      "Stats: Labels with their frequencies in the final set\n",
      "0 5\n",
      "2 1\n",
      "3 2\n",
      "4 4\n",
      "5 4\n",
      "6 5\n",
      "7 9\n",
      "8 7\n",
      "9 5\n",
      "10 4\n",
      "12 2\n",
      "13 2\n",
      "14 8\n",
      "15 2\n",
      "17 8\n",
      "18 3\n"
     ]
    }
   ],
   "source": [
    "\n",
    "X, y_ct, mapping_ct = utils.create_tensors(ct_tokens, activations, 'NN')\n",
    "label2idx_ct, idx2label_ct, src2idx_ct, idx2src_ct = mapping_ct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training classification probe\n",
      "Creating model...\n",
      "Number of training instances: 71\n",
      "Number of classes: 16\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ab77c21620747dea85b6ccbfdd34abd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [1/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [1/10], Loss: 0.1523\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f8cc0ed96bb48b097d86607686d41b7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [2/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [2/10], Loss: 0.0429\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d6b69369b10b4ff0b83c8f70b6c6f668",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [3/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [3/10], Loss: 0.0372\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "524683b35398403fb9747f9172d97b0e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [4/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [4/10], Loss: 0.0369\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2342b62f3c8e41f8a04d8a012b88845b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [5/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [5/10], Loss: 0.0368\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f329ea13b09942328a631caea9ef3ce6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [6/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [6/10], Loss: 0.0365\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e39913bf6d1a44ba865ac2f228891f05",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [7/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [7/10], Loss: 0.0359\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d188a00d207547f0a991285fbc16c748",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [8/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [8/10], Loss: 0.0350\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "19d08bd06b084ea0bae77dde35e65a37",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [9/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [9/10], Loss: 0.0338\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3898b8abd4b04bc2b6bb78d2ae07595d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "epoch [10/10]: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: [10/10], Loss: 0.0323\n"
     ]
    }
   ],
   "source": [
    "ct_probe = linear_probe.train_logistic_regression_probe(X, y_ct, lambda_l1=0.001, lambda_l2=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d9c075a5cabc4cc6847c268581fd8984",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Evaluating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (accuracy) of the probe: 1.00\n",
      "Selectivity (Diff. between true task and probing task performance):  0.0\n"
     ]
    }
   ],
   "source": [
    "ct_scores = linear_probe.evaluate_probe(ct_probe, X, y_ct, idx_to_class=idx2label_ct)\n",
    "selectivity = scores['__OVERALL__'] - ct_scores['__OVERALL__']\n",
    "print('Selectivity (Diff. between true task and probing task performance): ', selectivity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Further analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  10 8205 6159 8208 8213   21 8219 6184 6186 8237 4149 6201 4163 6212\n",
      " 4167 4174 6225 4177 4179 2136 2139 4187 8284 8286 6238 6241 2147 4195\n",
      " 8295 4204 6252  115 4212 8308 4223 6273 8336 8346 8347 6302 4257  168\n",
      " 8360 6317 2228 2230 8377 6331  189  191 2247  203 8400 6372 8427 2285\n",
      " 4339 8450 4362 6412 6415 6418 2324 8468 4388 6437  308 4407 6458 8508\n",
      " 6471 2378  330 6482 8538  355 4456 6508 4464 2421 2423  376  379  382\n",
      " 6530 2444 6548 8596 6555 4519 6574 4528 6578 6584 4557 2510 8659 8669\n",
      " 4575 6624 4576  484 6642 2555 6679 8730  541  548 4649  554 6701 2611\n",
      " 8756 8757 8762 6715 8767 8769 2631 6731  594  599  622 6774 4727 4731\n",
      " 6786  644 6800 6801 6802  661 2717 8862 2719 2721  678 6823 4777 4781\n",
      " 2736 2738 4787 6836 8882  694 6838 4791 8891 4798 2751 2768  721 8927\n",
      " 2785 8931 2791 6887 2793 2794  748  770 4870  775  778 4881 4887  793\n",
      " 4899 4901 8997  809 2861 4910 4917 4925 4931  849 2897  853 4950  862\n",
      " 7007  868 2919  873 4972 4973 7021 2929 9073 4978  885 2934 7041 2950\n",
      "  902 9098 2964 2968 7064 2986 2991 2992 2997 3005 5054  957 5057 5059\n",
      "  968 7117  974 5070  978 5078 5080 3033 5084 9182 5095 9202 3059 3060\n",
      " 5111 5112 1017 1018 3068 3081 1037 9231 3092 3101 1063 3112 3122 1076\n",
      " 1081 3130 5179 3143 7241 1102 3155 1107 3161 1117 3171 3175 7271 7276\n",
      " 5230 3183 1136 5233 7286 1148 9341 7302 3207 5258 7307 1168 7314 3229\n",
      " 7328 7329 5287 3247 1204 9402 5310 7365 9413 3273 5329 5333 3293 7405\n",
      " 9467 7434 5391 1299 5395 1301 7447 3366 3368 5416 1321 1326 3380 7483\n",
      " 5436 9535 9538 5448 9545 5463 5466 7520 5478 5483 3445 3447 5498 1404\n",
      " 3456 3459 1415 9610 9613 1424 1430 1449 1463 5561 1473 1475 3529 1484\n",
      " 3537 7645 7648 3564 1517 1524 3576 3579 5649 1554 1553 1558 5661 5662\n",
      " 3614 5669 1573 1574 7720 3634 3639 7737 3644 3658 3677 5726 7777 1636\n",
      " 3689 1651 3705 3708 3713 3715 9863 5768 7824 1688 7836 7838 3742 7840\n",
      " 5793 7843 3752 3754 5803 1709 7853 3762 3765 1719 1723 1726 7880 5836\n",
      " 3794 5863 7922 1779 7931 5886 5889 3842 5898 1804 1807 3867 1820 7965\n",
      " 3875 1829 7974 5931 3887 1843 5943 8007 3911 1868 1872 1877 8026 1882\n",
      " 5980 3940 3943 8045 6001 3960 6011 1915 1918 1919 6027 8078 6037 6038\n",
      " 8089 8094 8110 6069 1981 1982 8133 1991 1995 4052 6111 6115 2022 6119\n",
      " 2025 2026 2029 8187 6140 2045]\n"
     ]
    }
   ],
   "source": [
    "top_neurons, top_neurons_per_class = linear_probe.get_top_neurons(probe, 0.01, label2idx)\n",
    "print(top_neurons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d7268d60a59644489e927f0cda80fc80",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Evaluating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (accuracy) of the probe: 0.96\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'__OVERALL__': 0.9577464788732394,\n",
       " 'VBZ': 1.0,\n",
       " 'NNP': 1.0,\n",
       " 'VBN': 0.0,\n",
       " 'CC': 1.0,\n",
       " 'NNS': 1.0,\n",
       " 'PRP': 1.0,\n",
       " 'RB': 1.0,\n",
       " 'VBP': 1.0,\n",
       " 'JJ': 1.0,\n",
       " 'MD': 1.0,\n",
       " 'EX': 1.0,\n",
       " 'VB': 1.0,\n",
       " 'CD': 1.0,\n",
       " 'VBG': 1.0,\n",
       " 'IN': 1.0,\n",
       " '.': 1.0,\n",
       " 'DT': 1.0,\n",
       " 'NN': 1.0,\n",
       " 'JJR': 0.0}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_zeroed = ablation.zero_out_activations_keep_neurons(X, top_neurons)\n",
    "linear_probe.evaluate_probe(probe, X_zeroed, y, idx_to_class=idx2label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<svgwrite.drawing.Drawing at 0x7fdea08f7e48>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import neurox.analysis.visualization as visualization\n",
    "\n",
    "# Visualize a single sentence\n",
    "visualization.visualize_activations(\n",
    "    tokens[\"source\"][9],\n",
    "    activations[9][:, 2]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.predictions.bias', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.dense.weight', 'cls.seq_relationship.weight', 'cls.predictions.decoder.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.transform.LayerNorm.bias']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    },
    {
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      "text/plain": [
       "<svgwrite.drawing.Drawing at 0x7fdea11f2080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize entire dataset using transformer model\n",
    "from IPython.display import display\n",
    "from neurox.analysis.visualization import TransformersVisualizer\n",
    "\n",
    "viz = TransformersVisualizer('bert-base-uncased')\n",
    "for s_idx in range(len(tokens[\"source\"])):\n",
    "    display(viz(tokens[\"source\"][s_idx], 0, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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           text-align: start;&#10;            writing-mode: lr-tb;&#10;            text-anchor: start;&#10;            stroke-width: 0.26458332px\" x=\"0\" y=\"25.0\">Hope you are enjoying the tutorial !</text></g></svg>",
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       "<svgwrite.drawing.Drawing at 0x7fdee3c787b8>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Filtered visualization\n",
    "for s_idx in range(len(tokens[\"source\"])):\n",
    "    display(viz(tokens[\"source\"][s_idx], 0, 5, filter_fn=\"top_tokens\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top words per neuron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neurox.analysis.corpus import get_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('can', 1.0), ('<<UNKNOWN>>', 0.8374996042373963), ('this', 0.7417334743790905), ('There', 0.6959218411824226), ('sentence', 0.6481815429944557), ('red', 0.6246387699270328), ('!', 0.6154971458274725), ('than', 0.6124322592376957), ('more', 0.5898240359082019), ('word', 0.5344059976535159), ('insightful', 0.528528552864625), ('be', 0.5191353847779002), ('test', 0.5111003941732798), ('This', 0.47618579649353443), ('toolkit', 0.4664674003831317), ('question', 0.465488154669146), ('you', 0.46063812941643245), ('quickly', 0.45942280447544265), ('is', 0.4592116301522393), ('10000', 0.45776577348935954), ('the', 0.4574250986964273), ('car', 0.42620446047912103), ('?', 0.3775879389218368), ('Hope', 0.3771822296748212), ('a', 0.3493998052587224), ('neuron', 0.3336644772676553), ('The', 0.3088258036671118), ('It', 0.2977828964753988), ('NeuroX', 0.2847366657793814), ('zoomed', 0.28037167742755276), ('beautiful', 0.26925516302234914), ('analysis', 0.2679976932899512), ('used', 0.26194879375805263), ('enjoying', 0.2614234297778666), ('contains', 0.2405393665864081), ('an', 0.23575143655598124), ('by', 0.2224696489998406), ('day', 0.22223262953470813), ('Is', 0.19324402927662523), ('some', 0.1880681922046105), ('.', 0.179653691730277), ('another', 0.1742539770305787), ('in', 0.17173028263454265), ('tutorial', 0.14930923780307273), ('Individual', 0.1489316101716127)]\n"
     ]
    }
   ],
   "source": [
    "print(get_top_words(tokens, activations, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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