getactivation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "torch.set_printoptions\n",
    "from transformers import BertTokenizer\n",
    "from model import BertForMultiLabelClassification\n",
    "tokenizer = BertTokenizer.from_pretrained(\"monologg/bert-base-cased-goemotions-original\")\n",
    "model = BertForMultiLabelClassification.from_pretrained(\"monologg/bert-base-cased-goemotions-original\")\n",
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BertLayer(\n",
       "  (attention): BertAttention(\n",
       "    (self): BertSelfAttention(\n",
       "      (query): Linear(in_features=768, out_features=768, bias=True)\n",
       "      (key): Linear(in_features=768, out_features=768, bias=True)\n",
       "      (value): Linear(in_features=768, out_features=768, bias=True)\n",
       "      (dropout): Dropout(p=0.1, inplace=False)\n",
       "    )\n",
       "    (output): BertSelfOutput(\n",
       "      (dense): Linear(in_features=768, out_features=768, bias=True)\n",
       "      (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "      (dropout): Dropout(p=0.1, inplace=False)\n",
       "    )\n",
       "  )\n",
       "  (intermediate): BertIntermediate(\n",
       "    (dense): Linear(in_features=768, out_features=3072, bias=True)\n",
       "    (intermediate_act_fn): GELUActivation()\n",
       "  )\n",
       "  (output): BertOutput(\n",
       "    (dense): Linear(in_features=3072, out_features=768, bias=True)\n",
       "    (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)\n",
       "    (dropout): Dropout(p=0.1, inplace=False)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.bert.encoder.layer[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "activation = {}\n",
    "def get_activation(name):\n",
    "    def hook(model, input, output):\n",
    "        activation[name] = output\n",
    "    return hook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "h1 = model.bert.encoder.layer[0].register_forward_hook(get_activation('enc_layer0'))\n",
    "h2 = model.bert.encoder.layer[1].register_forward_hook(get_activation('enc_layer1'))\n",
    "h3 = model.bert.encoder.layer[2].register_forward_hook(get_activation('enc_layer2'))\n",
    "h4 = model.bert.encoder.layer[3].register_forward_hook(get_activation('enc_layer3'))\n",
    "h5 = model.bert.encoder.layer[4].register_forward_hook(get_activation('enc_layer4'))\n",
    "h6 = model.bert.encoder.layer[5].register_forward_hook(get_activation('enc_layer5'))\n",
    "h7 = model.bert.encoder.layer[6].register_forward_hook(get_activation('enc_layer6'))\n",
    "h8 = model.bert.encoder.layer[7].register_forward_hook(get_activation('enc_layer7'))\n",
    "h9 = model.bert.encoder.layer[8].register_forward_hook(get_activation('enc_layer8'))\n",
    "h10 = model.bert.encoder.layer[9].register_forward_hook(get_activation('enc_layer9'))\n",
    "h11 = model.bert.encoder.layer[10].register_forward_hook(get_activation('enc_layer10'))\n",
    "h12 = model.bert.encoder.layer[11].register_forward_hook(get_activation('enc_layer11'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "enc_layer0_list,enc_layer1_list,enc_layer2_list,enc_layer3_list,enc_layer4_list,enc_layer5_list,enc_layer6_list,enc_layer7_list,enc_layer8_list,enc_layer9_list,enc_layer10_list,enc_layer11_list = [], [], [], [], [], [], [], [], [], [], [], []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "datapath = 'C:\\\\Users\\\\YANZE ZOU\\\\Desktop\\\\GoEmotions-pytorch-master\\\\data\\\\original\\\\test.tsv'\n",
    "x = tokenizer(datapath)\n",
    "output = model(torch.tensor([x['input_ids']]))\n",
    "enc_layer0_list.append(activation['enc_layer0'])\n",
    "enc_layer1_list.append(activation['enc_layer1'])\n",
    "enc_layer2_list.append(activation['enc_layer2'])\n",
    "enc_layer3_list.append(activation['enc_layer3'])\n",
    "enc_layer4_list.append(activation['enc_layer4'])\n",
    "enc_layer5_list.append(activation['enc_layer5'])\n",
    "enc_layer6_list.append(activation['enc_layer6'])\n",
    "enc_layer7_list.append(activation['enc_layer7'])\n",
    "enc_layer8_list.append(activation['enc_layer8'])\n",
    "enc_layer9_list.append(activation['enc_layer9'])\n",
    "enc_layer10_list.append(activation['enc_layer10'])\n",
    "enc_layer11_list.append(activation['enc_layer11'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "h1.remove()\n",
    "h2.remove()\n",
    "h3.remove()\n",
    "h4.remove()\n",
    "h5.remove()\n",
    "h6.remove()\n",
    "h7.remove()\n",
    "h8.remove()\n",
    "h9.remove()\n",
    "h10.remove()\n",
    "h11.remove()\n",
    "h12.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "         [ 3.41e-01,  7.22e-01, -5.37e-01, -4.90e-01,  2.45e-02,  1.47e+00,\n",
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      "           3.41e-01,  2.02e+00, -5.47e-01,  6.89e-02,  6.80e-01,  4.24e-01,\n",
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      "          -8.11e-01,  1.31e+00,  1.15e+00, -9.20e-01,  3.56e-01,  2.01e-01,\n",
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      "          -4.35e-01,  1.04e+00,  8.80e-01, -1.08e+00, -7.03e-01, -2.44e-01,\n",
      "           4.44e-01, -1.74e-01, -1.94e-01, -1.32e+00, -7.23e-01, -2.96e-01,\n",
      "           8.08e-01,  5.08e-02, -1.32e+00, -2.65e-01,  1.61e-01, -6.57e-01,\n",
      "           1.42e+00, -9.95e-01,  8.16e-01, -8.27e-01, -4.03e-01,  1.39e-01,\n",
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      "          -2.10e-01, -8.36e-01, -1.59e-01, -1.60e-01,  7.13e-01,  8.16e-01,\n",
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      "           4.65e-01, -3.65e-01, -1.13e+00,  8.81e-01, -3.88e-01, -8.49e-01,\n",
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      "           1.72e-01, -4.31e-01, -2.53e-02, -8.48e-01,  1.13e+00,  1.63e+00,\n",
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      "           7.21e-01, -1.16e+00, -4.82e-01, -5.37e-01, -4.69e-01, -7.81e-01,\n",
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      "           8.51e-01, -1.99e-01, -9.06e-01, -7.38e-01, -5.95e-01,  1.42e+00,\n",
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      "          -4.02e-01,  1.37e+00,  1.74e-02, -1.84e+00,  2.85e-01,  3.87e-01,\n",
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      "          -9.30e-01, -9.56e-01,  1.85e+00,  1.55e-01, -9.58e-01,  1.02e+00,\n",
      "          -5.72e-01, -1.46e+00,  1.21e+00, -7.86e-01, -3.61e-01,  1.70e-01,\n",
      "          -1.10e+00,  9.24e-01,  5.40e-01,  1.10e+00, -3.32e-01, -3.68e-01,\n",
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      "          -9.67e-01, -7.17e-01,  6.71e-02, -2.64e-01, -1.59e+00, -1.76e+00,\n",
      "          -1.09e+00, -9.96e-01, -3.36e-01,  5.11e-01, -1.20e+00,  5.57e-01,\n",
      "          -2.42e-01, -1.96e+00,  2.83e-01,  4.78e-01,  7.92e-02,  3.89e-01,\n",
      "           4.73e-01, -8.90e-01,  2.19e-01,  2.43e+00, -9.26e-01, -1.71e-01,\n",
      "          -1.51e+00,  8.76e-01, -4.62e-01,  9.02e-01,  1.80e+00,  8.95e-01,\n",
      "           7.45e-01, -1.65e+00, -7.73e-01,  1.92e-01, -1.13e+00,  5.40e-01,\n",
      "           1.89e-01,  1.14e-01, -1.35e-01, -2.33e-01, -1.57e+00, -7.75e-01,\n",
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      "          -7.72e-01,  3.90e-01, -9.30e-01,  8.00e-01,  1.47e+00, -1.25e+00,\n",
      "          -2.70e-01,  1.24e+00, -1.17e-01, -1.03e+00,  1.52e-01, -1.03e-01,\n",
      "           1.30e+00,  1.95e-01,  1.46e+00,  2.54e-01,  6.59e-01,  4.94e-01,\n",
      "          -1.96e+00,  1.62e+00,  1.12e+00, -5.70e-01,  8.16e-01,  2.60e-01,\n",
      "          -5.98e-01, -2.20e-01, -7.02e-01, -6.29e-01,  1.34e-01, -8.77e-01,\n",
      "           4.02e-01,  6.71e-01, -6.08e-01, -1.77e+00,  3.61e-01,  1.05e+00,\n",
      "           1.35e+00,  9.80e-02,  6.55e-01, -3.18e-01,  5.50e-01, -8.06e-01,\n",
      "          -8.86e-02,  9.78e-01, -1.08e+00,  5.45e-01, -4.24e-02, -1.30e+00,\n",
      "           3.28e-02, -9.31e-01,  4.71e-01, -7.57e-02,  6.22e-01,  7.00e-01,\n",
      "          -1.03e-01, -3.65e-03, -8.70e-01, -3.36e-01,  1.54e+00,  7.35e-01,\n",
      "           1.52e+00,  5.03e-01,  2.49e-03,  7.56e-02, -3.80e-01, -1.73e-01,\n",
      "          -3.77e-01, -3.63e-01, -5.61e-01,  1.15e+00, -1.52e-01,  1.93e+00,\n",
      "           2.21e-01, -4.91e-01,  8.07e-02,  9.94e-01, -8.73e-01,  6.33e-01,\n",
      "          -4.29e-01,  8.31e-01, -2.71e-01,  1.27e+00, -1.63e+00, -6.67e-01,\n",
      "          -9.53e-01, -1.61e-01,  6.36e-01, -1.02e-01, -1.35e-01, -6.25e-01,\n",
      "           1.15e-01,  7.34e-01, -1.30e-01, -1.07e-01, -6.95e-01, -4.51e-01,\n",
      "          -4.08e-02,  1.61e+00,  1.97e-02, -2.93e-01, -3.42e-02,  3.63e-01,\n",
      "          -3.45e-01, -3.36e-01,  3.59e-01, -1.13e-01, -5.95e-01, -3.32e-01],\n",
      "         [ 3.22e-02, -2.23e-01,  5.03e-01, -6.19e-01,  2.16e-01,  3.98e-01,\n",
      "           4.00e-01,  4.82e-01,  6.73e-01, -1.15e-01, -5.92e-01, -6.42e-01,\n",
      "           1.83e-01, -4.24e-01,  5.07e-01,  5.64e-01, -1.38e-02, -1.43e-01,\n",
      "          -1.82e-01, -5.60e-01, -2.38e-01, -3.49e-01, -9.66e-02, -7.34e-01,\n",
      "           2.80e-01, -2.71e-02,  3.97e-01, -4.17e-01, -8.14e-01, -7.02e-01,\n",
      "          -3.92e-01, -2.39e-01, -3.26e-02, -3.01e-01, -3.99e-01,  2.54e-01,\n",
      "          -6.07e-01, -4.73e-02,  7.74e-01,  8.11e-01,  9.23e-03,  1.03e-02,\n",
      "          -5.92e-02,  1.80e-01, -8.55e-02, -1.17e-01, -6.84e-01,  3.89e-01,\n",
      "           7.57e-03, -1.86e-01, -6.68e-02, -7.14e-02, -5.01e-02,  6.33e-01,\n",
      "           1.72e-01,  5.47e-01, -3.44e-01, -5.14e-01,  4.46e-01, -2.79e-02,\n",
      "           2.89e-01, -2.46e-01,  4.52e-02, -5.79e-01, -3.91e-01, -1.07e-01,\n",
      "           1.47e-02, -3.28e-01, -7.25e-01, -3.97e-01,  4.99e-01, -6.79e-02,\n",
      "           5.62e-02, -1.53e-01, -1.22e-01, -7.76e-02,  2.32e-01, -2.77e-02,\n",
      "          -4.90e-01, -5.22e-01,  9.43e-02, -2.88e-01,  5.81e-02,  3.02e-02,\n",
      "           1.92e-01,  6.59e-01,  7.33e-02,  8.90e-01,  4.48e-03, -2.06e-01,\n",
      "          -2.25e-02, -5.73e-01,  3.75e-02,  3.49e-01,  3.70e-01, -7.68e-03,\n",
      "          -4.53e-02, -5.02e-01,  4.47e-02,  1.03e-01, -1.01e-01,  2.71e-01,\n",
      "          -1.03e-01,  4.32e-02,  5.14e-01, -1.69e-01,  6.20e-01,  5.97e-01,\n",
      "           1.81e-01,  2.09e-01, -9.88e-02,  5.78e-01, -8.23e-01, -3.44e-01,\n",
      "          -4.33e-01, -5.14e-01,  6.41e-02,  2.92e-04, -2.61e-01,  3.81e-02,\n",
      "          -1.44e-01, -9.99e-01,  3.24e-01, -6.87e-01,  1.89e-01, -3.71e-01,\n",
      "          -4.08e-01, -2.41e-01, -7.04e-01, -4.04e-02, -4.13e-01, -2.37e-02,\n",
      "           7.46e-02,  5.19e-01, -2.04e-01, -6.89e-01, -5.69e-01, -1.57e-01,\n",
      "          -1.84e-01, -3.74e-01, -1.21e-01,  2.13e-01, -2.67e-01, -1.72e+00,\n",
      "           3.64e-01,  6.08e-01,  3.58e-01,  3.59e-01,  4.84e-01,  7.97e-04,\n",
      "           3.60e-01,  3.92e-01, -2.35e-01, -2.27e-01,  1.45e-01,  3.98e-01,\n",
      "           2.01e-01, -1.87e-01, -6.31e-02, -6.35e-02,  1.67e-01,  2.48e-01,\n",
      "           4.69e-01,  1.38e-01, -8.69e-02,  4.31e-01,  5.38e-01,  7.04e-01,\n",
      "          -3.90e-01, -1.02e+00, -2.42e-01, -1.96e-01, -2.05e-01, -2.70e-01,\n",
      "          -4.21e-01,  7.10e-01,  5.38e-01,  2.70e-02, -2.69e-02,  1.06e+00,\n",
      "           8.29e-02,  4.25e-01, -1.66e-01,  6.54e-01,  4.68e-01,  4.39e-01,\n",
      "          -5.86e-01,  7.00e-01,  5.18e-01,  2.01e-01, -4.90e-02,  5.30e-01,\n",
      "          -6.83e-01,  5.99e-02,  8.94e-02, -3.04e-01,  1.09e-01, -1.88e+00,\n",
      "          -3.81e-01, -1.98e-01,  2.11e-01,  3.00e-01,  2.33e-01, -7.51e-01,\n",
      "           7.96e-01,  2.46e-01, -3.81e-01,  1.35e-01, -5.82e-01,  3.21e-01,\n",
      "          -5.42e-01,  5.52e-01,  3.25e-01, -4.65e-01,  3.32e-02,  7.95e-01,\n",
      "           5.81e-02,  1.26e+00, -3.79e-01,  1.27e-01, -3.37e-02,  1.08e-03,\n",
      "          -6.62e-01,  4.72e-01,  7.23e-02, -1.06e-01,  3.99e-01,  6.01e-02,\n",
      "           1.59e-01, -8.78e-02,  2.69e-01,  1.75e-02, -2.52e-03,  1.24e-01,\n",
      "           7.12e-02,  6.12e-01, -8.76e-02, -1.58e-02,  5.01e-01, -2.40e-01,\n",
      "          -3.27e-01,  8.47e-02,  2.40e-01,  3.77e-02,  2.37e-01, -5.26e-02,\n",
      "           1.67e-01, -1.96e-01, -4.17e-01,  6.58e-02, -5.51e-01, -3.39e-01,\n",
      "           4.23e-01, -4.56e-01, -1.80e-01, -6.45e-01,  1.93e-01, -1.39e-02,\n",
      "           2.54e-01, -1.04e-01, -9.62e-01,  2.39e-01,  3.15e-01, -3.86e-01,\n",
      "           6.73e-01, -4.87e-01,  1.99e-01, -4.37e-02, -3.61e-01, -1.93e-01,\n",
      "          -2.26e-01,  3.75e-01,  1.63e-01, -1.74e-02, -2.74e-01,  3.94e-01,\n",
      "           4.55e-01,  7.19e-01, -5.68e-01, -8.78e-02,  1.80e-01,  1.97e-01,\n",
      "           4.29e-01,  3.40e+00, -8.43e-02, -4.93e-01, -3.79e-02, -4.51e-01,\n",
      "           2.27e-02,  4.71e-01, -2.38e-01, -7.71e-02, -3.83e-01, -2.43e-01,\n",
      "          -4.90e-01,  2.00e-01,  6.05e-01, -6.15e-01, -3.55e-01,  1.09e-02,\n",
      "           2.52e-01,  4.42e-02, -1.95e-01, -5.73e-01, -3.97e-01,  4.46e-01,\n",
      "          -1.20e-01, -4.81e-01, -4.23e-01,  1.66e-01, -4.06e-01,  4.11e-01,\n",
      "          -7.07e-02,  4.54e-01,  4.05e-01, -1.34e-01, -6.44e-01,  1.98e-01,\n",
      "           4.48e-01, -1.71e-01,  1.89e-01,  5.20e-01,  9.29e-01,  1.19e-01,\n",
      "           1.47e-01,  8.79e-01, -2.04e-01,  4.26e-01, -3.21e-01, -1.32e-01,\n",
      "          -8.56e-01, -4.07e-01, -9.18e-02, -5.01e-01, -3.23e-01,  3.87e-01,\n",
      "          -1.33e-01,  6.30e-01, -1.74e-01,  2.07e-01, -4.22e-02,  3.98e-01,\n",
      "           1.71e-01,  5.31e-02,  1.63e-01,  2.79e-01, -5.50e-01, -2.45e-01,\n",
      "           4.94e-02,  8.09e-02, -7.15e-01,  6.67e-01, -8.59e-01, -2.03e-01,\n",
      "          -8.58e-02,  9.09e-01, -1.14e-01,  5.42e-01, -2.77e-01, -7.38e-01,\n",
      "          -6.89e-01,  5.83e-01,  1.05e-01, -6.48e-01,  7.46e-02, -2.00e-01,\n",
      "           4.83e-01,  4.35e-01, -1.45e-01,  2.95e-01,  1.19e-01,  6.22e-01,\n",
      "          -1.43e-01,  1.52e-01,  2.49e-01, -1.16e-01, -6.99e-01, -2.89e-01,\n",
      "           3.90e-01,  7.09e-01, -3.63e-01,  7.38e-01,  1.99e-01,  2.28e-01,\n",
      "           3.04e-01, -3.96e-01,  1.88e-01,  1.28e-02, -2.62e-01,  1.15e+00,\n",
      "           1.58e-01,  5.43e-02, -2.88e-01,  2.27e-01,  7.27e-01, -1.58e-01,\n",
      "          -1.66e-01,  3.03e-01,  6.50e-01,  2.46e-01, -3.88e-01, -4.23e-01,\n",
      "          -1.10e-01, -5.77e-01,  2.48e-01, -6.43e-01, -2.37e-02,  3.74e-01,\n",
      "           7.13e-01,  7.89e-01, -2.02e-02,  4.52e-02,  7.26e-03, -6.02e-01,\n",
      "           1.73e-01,  2.42e-02,  9.66e-03,  3.06e-01,  1.64e-02, -3.84e-02,\n",
      "           5.24e-02,  9.04e-01, -6.08e-01, -1.71e-01,  5.69e-02,  9.01e-01,\n",
      "          -4.25e-01, -2.63e-01,  1.12e-01,  9.72e-02, -4.76e-02,  2.06e-01,\n",
      "          -1.68e-01,  4.44e-01,  4.41e-02,  6.72e-01, -1.18e-02,  1.31e-01,\n",
      "          -2.95e-01,  7.10e-02,  2.06e-01,  4.38e-01, -3.08e-01,  1.29e-01,\n",
      "          -4.45e-01,  1.10e-01,  3.80e-01,  6.28e-01, -2.17e-01, -3.88e-01,\n",
      "           1.12e-01,  1.36e+00, -6.31e-01, -1.51e-01,  3.64e-01,  3.37e-01,\n",
      "          -2.62e-01, -4.21e-01, -5.27e-01,  3.90e-01,  9.89e-02,  6.07e-01,\n",
      "          -2.56e-01, -3.57e-01,  4.33e-01,  3.05e-01,  9.29e-01,  2.34e-01,\n",
      "           1.06e+00, -3.12e-02, -8.03e-01, -3.43e-01,  3.27e-01, -3.26e-01,\n",
      "           8.78e-01,  3.20e-01, -2.53e-02,  5.12e-01, -1.17e-01,  1.66e-02,\n",
      "           2.34e-03,  3.62e-01,  1.58e-01, -5.13e-01, -2.46e-01,  4.80e-01,\n",
      "          -2.74e-01, -5.64e-01, -2.77e-01, -3.01e-01, -2.45e-01,  1.59e-01,\n",
      "          -1.13e-01,  7.48e-02, -4.16e-01,  3.85e-01, -2.94e-01, -4.79e-01,\n",
      "           2.19e-01, -1.31e-01, -5.93e-01, -2.85e-01, -3.06e-02, -1.76e-01,\n",
      "           4.32e-01,  5.77e-01,  3.94e-01,  2.15e-01,  1.18e-01,  1.22e-01,\n",
      "          -6.26e-01,  1.26e-02,  1.13e-01, -2.03e-01,  1.14e-01, -4.16e-01,\n",
      "          -4.41e-01, -2.72e-01,  3.88e-01, -5.05e-02, -3.76e-01, -4.39e-01,\n",
      "          -3.68e-01,  6.55e-01,  1.42e-01, -1.64e-01, -2.17e-01,  5.95e-01,\n",
      "          -1.38e+00,  2.09e-02,  3.24e-01, -2.43e-01, -1.33e-01,  2.28e-01,\n",
      "          -1.74e-01,  4.62e-01,  2.65e-01,  5.73e-01, -4.92e-01,  8.80e-02,\n",
      "          -8.20e-01,  2.39e-01,  3.51e-01, -4.33e-02, -3.65e-02,  4.39e-01,\n",
      "           4.95e-01, -3.23e-02, -4.11e-01,  1.48e-01, -2.13e-01, -1.91e-02,\n",
      "           1.73e-02, -2.31e-01,  7.06e-01,  4.43e-03, -5.13e-01, -1.36e+01,\n",
      "           2.16e-01,  3.20e-02, -2.63e-01, -1.33e-01, -1.15e+00, -1.46e-01,\n",
      "           8.19e-02,  1.62e-01, -2.77e-02,  6.15e-01,  4.75e-01,  2.34e-01,\n",
      "           7.64e-02,  2.69e-01, -2.35e-01,  2.62e-01,  4.32e-01, -7.39e-02,\n",
      "          -5.81e-02, -2.65e-01, -4.40e-01, -2.82e-01, -1.00e-01,  5.12e-02,\n",
      "          -2.07e-01, -6.36e-01, -2.25e-01,  4.54e-01,  7.65e-01,  5.90e-02,\n",
      "          -2.56e-01, -1.52e-01, -1.79e-01, -4.16e-01,  2.80e-01, -1.75e-01,\n",
      "          -5.59e-01, -3.96e-01,  9.43e-01,  1.86e-02, -1.93e-01, -2.40e-01,\n",
      "           2.24e-01,  1.28e-01,  3.74e-01,  3.83e-01,  8.59e-01,  4.20e-02,\n",
      "          -8.70e-02,  5.81e-01,  1.20e-01, -5.46e-01, -6.03e-02,  8.44e-02,\n",
      "          -5.20e-01, -7.93e-01, -7.34e-01,  2.52e-01, -1.65e-01,  4.14e-01,\n",
      "          -1.29e-01, -3.27e-01,  4.12e-02,  3.56e-01, -3.13e-01, -7.70e-01,\n",
      "           9.65e-02, -5.09e-01,  1.75e-02,  7.76e-01,  3.72e-01,  7.71e-01,\n",
      "           4.42e-01,  1.29e-01, -3.36e-02, -4.47e-01,  2.02e-01,  1.24e+00,\n",
      "          -1.73e-01,  4.49e-01,  7.03e-02, -8.30e-01, -4.58e-01,  7.96e-02,\n",
      "           4.26e-02,  3.94e-02, -4.44e-01, -6.13e-01, -4.08e-01, -7.34e-01,\n",
      "           5.98e-01, -3.44e-01, -7.22e-01,  1.60e-01, -4.70e-01, -7.97e-02,\n",
      "          -6.56e-02, -1.52e-01,  8.29e-02, -7.16e-02, -1.85e-01,  3.98e-01,\n",
      "          -5.53e-01, -2.16e-01, -6.90e-01,  4.42e-01,  2.62e-01, -2.60e-01,\n",
      "          -3.35e-01,  7.23e-01,  2.34e-02, -8.60e-01,  1.98e-01, -6.71e-01,\n",
      "           1.62e-01, -4.16e-01, -1.16e-01, -8.55e-01, -1.68e-01, -5.12e-01,\n",
      "          -1.24e+00,  2.71e-01,  2.68e-01,  1.53e-01, -2.94e-02,  2.70e-01,\n",
      "          -3.20e-01, -6.43e-01,  5.81e-01,  5.97e-02, -1.70e-01,  5.26e-01,\n",
      "           2.45e-01,  5.29e-01, -1.42e-02, -3.89e-01,  2.73e-01,  6.78e-01,\n",
      "          -3.72e-01, -2.78e-01, -9.80e-01,  4.10e-01,  1.70e-01,  5.67e-01,\n",
      "           4.46e-01,  1.31e-01, -9.58e-01,  2.33e-01,  3.52e-01, -7.05e-01,\n",
      "           1.48e-01,  1.68e-01,  3.53e-01,  5.50e-01,  3.77e-01,  4.61e-01,\n",
      "           2.51e-01, -5.95e-01, -1.67e-01, -1.40e-01,  3.84e-02,  3.42e-01,\n",
      "          -6.65e-01, -1.07e+00,  6.47e-02,  2.67e-01, -5.54e-01,  9.01e-02,\n",
      "           5.52e-01, -2.46e-01,  4.34e-01,  4.83e-02, -5.44e-02,  2.91e-01,\n",
      "          -1.63e-01, -3.98e-01,  4.90e-02, -2.40e-01, -6.60e-01, -1.08e-01,\n",
      "          -9.20e-02,  8.01e-01,  3.78e-01,  5.86e-01, -1.04e+00,  1.61e-01,\n",
      "          -4.03e-01, -1.40e-01, -7.33e-02,  4.45e-01, -1.94e-02,  5.48e-02,\n",
      "          -7.99e-01, -4.67e-01, -2.70e-01, -4.67e-01,  3.01e-01, -4.41e-01,\n",
      "          -1.79e-01,  8.43e-01, -7.75e-01, -3.56e-01, -1.69e-01, -5.69e-01,\n",
      "          -4.58e-01,  2.30e-01, -5.21e-01,  2.14e-01, -7.65e-01,  5.43e-01]]],\n",
      "       grad_fn=<NativeLayerNormBackward0>),)]\n"
     ]
    }
   ],
   "source": [
    "torch.set_printoptions(precision=2)\n",
    "print(enc_layer0_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(tensor([[[ 2.27e-01,  8.82e-02, -7.29e-02, -2.47e-02,  2.64e-02, -7.93e-02,\n",
      "           5.39e-01, -1.36e-01, -1.46e-01, -3.66e-02, -2.59e-02,  9.02e-02,\n",
      "          -2.11e-02,  3.51e-02, -1.04e-01,  9.15e-02, -5.09e-03, -1.89e-02,\n",
      "          -7.49e-04,  2.59e-02,  1.14e-01, -3.53e-02, -7.69e-02, -1.13e-02,\n",
      "           3.18e-02,  6.11e-03, -2.13e-02, -6.61e-02,  9.13e-02,  5.44e-02,\n",
      "           7.85e-02,  1.47e-01,  3.92e-02,  1.69e-02,  6.31e-02, -2.57e-01,\n",
      "          -1.50e-01, -8.86e-02, -2.58e-02,  1.09e-01, -7.76e-02, -3.61e-02,\n",
      "           3.11e-01, -1.85e-01,  3.85e-02, -6.21e-02, -1.52e-01,  2.00e-02,\n",
      "          -8.23e-02, -5.38e-02,  3.30e-02,  1.36e-01,  3.53e-03,  1.05e-01,\n",
      "          -5.17e-02,  1.55e-01,  1.46e-01, -1.44e-01, -1.46e-01,  4.49e-02,\n",
      "          -6.51e-02,  1.56e-02,  6.99e-03,  8.87e-02, -2.88e-01,  1.11e-01,\n",
      "           2.07e-02,  1.50e-01,  6.88e-02, -3.01e-02, -1.53e-01,  4.99e-02,\n",
      "          -2.44e-02, -1.00e-01, -5.13e-02, -1.21e-01,  2.88e-02,  8.15e-02,\n",
      "          -6.91e-02,  3.49e-02, -1.36e-01, -9.89e-02,  1.37e-01, -2.13e-02,\n",
      "           4.34e-01,  1.20e-01, -6.90e-04, -2.21e-02, -1.22e-01, -2.17e-02,\n",
      "          -6.43e-02,  1.16e-01,  5.53e-02,  1.37e-01, -1.98e-01,  5.39e-02,\n",
      "          -1.85e-01,  9.51e-02,  1.66e-01,  8.49e-02,  1.26e-01,  1.32e-03,\n",
      "           1.87e-01, -1.33e-01,  3.05e-02, -4.92e-02,  9.37e-03,  2.12e-01,\n",
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      "          -6.34e-01, -1.21e+00, -2.91e-02, -8.44e-01,  7.05e-01, -8.49e-01],\n",
      "         [ 2.70e-01,  1.26e-01,  1.25e+00,  1.47e+00, -1.38e+00,  4.39e-01,\n",
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      "           6.23e-01,  1.30e+00,  1.13e+00,  7.85e-01,  6.78e-01, -1.28e-01,\n",
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      "          -4.14e-01, -6.74e-01,  2.22e-01,  8.29e-02, -7.08e-01,  7.87e-01,\n",
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      "           4.63e-01,  4.48e-02,  6.21e-01, -1.62e+00, -8.99e-01, -5.76e-01,\n",
      "           4.74e-01,  7.90e-02, -1.37e-01, -8.07e-01,  1.24e-01, -4.10e+00,\n",
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      "           8.92e-02,  3.51e-01,  1.95e-01, -1.58e+00, -9.02e-01, -1.92e+00,\n",
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      "         [ 3.22e-02, -2.23e-01,  5.03e-01, -6.19e-01,  2.16e-01,  3.98e-01,\n",
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      "          -4.90e-01,  2.00e-01,  6.05e-01, -6.15e-01, -3.55e-01,  1.09e-02,\n",
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      "          -1.20e-01, -4.81e-01, -4.23e-01,  1.66e-01, -4.06e-01,  4.11e-01,\n",
      "          -7.07e-02,  4.54e-01,  4.05e-01, -1.34e-01, -6.44e-01,  1.98e-01,\n",
      "           4.48e-01, -1.71e-01,  1.89e-01,  5.20e-01,  9.29e-01,  1.19e-01,\n",
      "           1.47e-01,  8.79e-01, -2.04e-01,  4.26e-01, -3.21e-01, -1.32e-01,\n",
      "          -8.56e-01, -4.07e-01, -9.18e-02, -5.01e-01, -3.23e-01,  3.87e-01,\n",
      "          -1.33e-01,  6.30e-01, -1.74e-01,  2.07e-01, -4.22e-02,  3.98e-01,\n",
      "           1.71e-01,  5.31e-02,  1.63e-01,  2.79e-01, -5.50e-01, -2.45e-01,\n",
      "           4.94e-02,  8.09e-02, -7.15e-01,  6.67e-01, -8.59e-01, -2.03e-01,\n",
      "          -8.58e-02,  9.09e-01, -1.14e-01,  5.42e-01, -2.77e-01, -7.38e-01,\n",
      "          -6.89e-01,  5.83e-01,  1.05e-01, -6.48e-01,  7.46e-02, -2.00e-01,\n",
      "           4.83e-01,  4.35e-01, -1.45e-01,  2.95e-01,  1.19e-01,  6.22e-01,\n",
      "          -1.43e-01,  1.52e-01,  2.49e-01, -1.16e-01, -6.99e-01, -2.89e-01,\n",
      "           3.90e-01,  7.09e-01, -3.63e-01,  7.38e-01,  1.99e-01,  2.28e-01,\n",
      "           3.04e-01, -3.96e-01,  1.88e-01,  1.28e-02, -2.62e-01,  1.15e+00,\n",
      "           1.58e-01,  5.43e-02, -2.88e-01,  2.27e-01,  7.27e-01, -1.58e-01,\n",
      "          -1.66e-01,  3.03e-01,  6.50e-01,  2.46e-01, -3.88e-01, -4.23e-01,\n",
      "          -1.10e-01, -5.77e-01,  2.48e-01, -6.43e-01, -2.37e-02,  3.74e-01,\n",
      "           7.13e-01,  7.89e-01, -2.02e-02,  4.52e-02,  7.26e-03, -6.02e-01,\n",
      "           1.73e-01,  2.42e-02,  9.66e-03,  3.06e-01,  1.64e-02, -3.84e-02,\n",
      "           5.24e-02,  9.04e-01, -6.08e-01, -1.71e-01,  5.69e-02,  9.01e-01,\n",
      "          -4.25e-01, -2.63e-01,  1.12e-01,  9.72e-02, -4.76e-02,  2.06e-01,\n",
      "          -1.68e-01,  4.44e-01,  4.41e-02,  6.72e-01, -1.18e-02,  1.31e-01,\n",
      "          -2.95e-01,  7.10e-02,  2.06e-01,  4.38e-01, -3.08e-01,  1.29e-01,\n",
      "          -4.45e-01,  1.10e-01,  3.80e-01,  6.28e-01, -2.17e-01, -3.88e-01,\n",
      "           1.12e-01,  1.36e+00, -6.31e-01, -1.51e-01,  3.64e-01,  3.37e-01,\n",
      "          -2.62e-01, -4.21e-01, -5.27e-01,  3.90e-01,  9.89e-02,  6.07e-01,\n",
      "          -2.56e-01, -3.57e-01,  4.33e-01,  3.05e-01,  9.29e-01,  2.34e-01,\n",
      "           1.06e+00, -3.12e-02, -8.03e-01, -3.43e-01,  3.27e-01, -3.26e-01,\n",
      "           8.78e-01,  3.20e-01, -2.53e-02,  5.12e-01, -1.17e-01,  1.66e-02,\n",
      "           2.34e-03,  3.62e-01,  1.58e-01, -5.13e-01, -2.46e-01,  4.80e-01,\n",
      "          -2.74e-01, -5.64e-01, -2.77e-01, -3.01e-01, -2.45e-01,  1.59e-01,\n",
      "          -1.13e-01,  7.48e-02, -4.16e-01,  3.85e-01, -2.94e-01, -4.79e-01,\n",
      "           2.19e-01, -1.31e-01, -5.93e-01, -2.85e-01, -3.06e-02, -1.76e-01,\n",
      "           4.32e-01,  5.77e-01,  3.94e-01,  2.15e-01,  1.18e-01,  1.22e-01,\n",
      "          -6.26e-01,  1.26e-02,  1.13e-01, -2.03e-01,  1.14e-01, -4.16e-01,\n",
      "          -4.41e-01, -2.72e-01,  3.88e-01, -5.05e-02, -3.76e-01, -4.39e-01,\n",
      "          -3.68e-01,  6.55e-01,  1.42e-01, -1.64e-01, -2.17e-01,  5.95e-01,\n",
      "          -1.38e+00,  2.09e-02,  3.24e-01, -2.43e-01, -1.33e-01,  2.28e-01,\n",
      "          -1.74e-01,  4.62e-01,  2.65e-01,  5.73e-01, -4.92e-01,  8.80e-02,\n",
      "          -8.20e-01,  2.39e-01,  3.51e-01, -4.33e-02, -3.65e-02,  4.39e-01,\n",
      "           4.95e-01, -3.23e-02, -4.11e-01,  1.48e-01, -2.13e-01, -1.91e-02,\n",
      "           1.73e-02, -2.31e-01,  7.06e-01,  4.43e-03, -5.13e-01, -1.36e+01,\n",
      "           2.16e-01,  3.20e-02, -2.63e-01, -1.33e-01, -1.15e+00, -1.46e-01,\n",
      "           8.19e-02,  1.62e-01, -2.77e-02,  6.15e-01,  4.75e-01,  2.34e-01,\n",
      "           7.64e-02,  2.69e-01, -2.35e-01,  2.62e-01,  4.32e-01, -7.39e-02,\n",
      "          -5.81e-02, -2.65e-01, -4.40e-01, -2.82e-01, -1.00e-01,  5.12e-02,\n",
      "          -2.07e-01, -6.36e-01, -2.25e-01,  4.54e-01,  7.65e-01,  5.90e-02,\n",
      "          -2.56e-01, -1.52e-01, -1.79e-01, -4.16e-01,  2.80e-01, -1.75e-01,\n",
      "          -5.59e-01, -3.96e-01,  9.43e-01,  1.86e-02, -1.93e-01, -2.40e-01,\n",
      "           2.24e-01,  1.28e-01,  3.74e-01,  3.83e-01,  8.59e-01,  4.20e-02,\n",
      "          -8.70e-02,  5.81e-01,  1.20e-01, -5.46e-01, -6.03e-02,  8.44e-02,\n",
      "          -5.20e-01, -7.93e-01, -7.34e-01,  2.52e-01, -1.65e-01,  4.14e-01,\n",
      "          -1.29e-01, -3.27e-01,  4.12e-02,  3.56e-01, -3.13e-01, -7.70e-01,\n",
      "           9.65e-02, -5.09e-01,  1.75e-02,  7.76e-01,  3.72e-01,  7.71e-01,\n",
      "           4.42e-01,  1.29e-01, -3.36e-02, -4.47e-01,  2.02e-01,  1.24e+00,\n",
      "          -1.73e-01,  4.49e-01,  7.03e-02, -8.30e-01, -4.58e-01,  7.96e-02,\n",
      "           4.26e-02,  3.94e-02, -4.44e-01, -6.13e-01, -4.08e-01, -7.34e-01,\n",
      "           5.98e-01, -3.44e-01, -7.22e-01,  1.60e-01, -4.70e-01, -7.97e-02,\n",
      "          -6.56e-02, -1.52e-01,  8.29e-02, -7.16e-02, -1.85e-01,  3.98e-01,\n",
      "          -5.53e-01, -2.16e-01, -6.90e-01,  4.42e-01,  2.62e-01, -2.60e-01,\n",
      "          -3.35e-01,  7.23e-01,  2.34e-02, -8.60e-01,  1.98e-01, -6.71e-01,\n",
      "           1.62e-01, -4.16e-01, -1.16e-01, -8.55e-01, -1.68e-01, -5.12e-01,\n",
      "          -1.24e+00,  2.71e-01,  2.68e-01,  1.53e-01, -2.94e-02,  2.70e-01,\n",
      "          -3.20e-01, -6.43e-01,  5.81e-01,  5.97e-02, -1.70e-01,  5.26e-01,\n",
      "           2.45e-01,  5.29e-01, -1.42e-02, -3.89e-01,  2.73e-01,  6.78e-01,\n",
      "          -3.72e-01, -2.78e-01, -9.80e-01,  4.10e-01,  1.70e-01,  5.67e-01,\n",
      "           4.46e-01,  1.31e-01, -9.58e-01,  2.33e-01,  3.52e-01, -7.05e-01,\n",
      "           1.48e-01,  1.68e-01,  3.53e-01,  5.50e-01,  3.77e-01,  4.61e-01,\n",
      "           2.51e-01, -5.95e-01, -1.67e-01, -1.40e-01,  3.84e-02,  3.42e-01,\n",
      "          -6.65e-01, -1.07e+00,  6.47e-02,  2.67e-01, -5.54e-01,  9.01e-02,\n",
      "           5.52e-01, -2.46e-01,  4.34e-01,  4.83e-02, -5.44e-02,  2.91e-01,\n",
      "          -1.63e-01, -3.98e-01,  4.90e-02, -2.40e-01, -6.60e-01, -1.08e-01,\n",
      "          -9.20e-02,  8.01e-01,  3.78e-01,  5.86e-01, -1.04e+00,  1.61e-01,\n",
      "          -4.03e-01, -1.40e-01, -7.33e-02,  4.45e-01, -1.94e-02,  5.48e-02,\n",
      "          -7.99e-01, -4.67e-01, -2.70e-01, -4.67e-01,  3.01e-01, -4.41e-01,\n",
      "          -1.79e-01,  8.43e-01, -7.75e-01, -3.56e-01, -1.69e-01, -5.69e-01,\n",
      "          -4.58e-01,  2.30e-01, -5.21e-01,  2.14e-01, -7.65e-01,  5.43e-01]]],\n",
      "       grad_fn=<NativeLayerNormBackward0>),)]\n"
     ]
    }
   ],
   "source": [
    "t = list(enc_layer0_list)\n",
    "print(t)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "Boolean value of Tensor with more than one value is ambiguous",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-177-3fb4c84d29f0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msave\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mactivation\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'enc_layer0'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-177-3fb4c84d29f0>\u001b[0m in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msave\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mactivation\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'enc_layer0'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m: Boolean value of Tensor with more than one value is ambiguous"
     ]
    }
   ],
   "source": [
    "save = [x for x in activation['enc_layer0'] if x >= 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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