{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0-7S1J6Jq7nc"
      },
      "source": [
        "# Fine-Tuning BERT as a `RewardModel`\n",
        "\n",
        "1. First, intall `transformers`, `tlr`, and `codecarbon`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Fx7pg9eT62-d",
        "outputId": "94385892-b91f-4ffc-d290-9ace4a031edd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/7.5 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.1/7.5 MB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:04\u001b[0m\r\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.9/7.5 MB\u001b[0m \u001b[31m13.4 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━\u001b[0m \u001b[32m6.5/7.5 MB\u001b[0m \u001b[31m62.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m7.5/7.5 MB\u001b[0m \u001b[31m68.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.5/7.5 MB\u001b[0m \u001b[31m52.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/118.0 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m118.0/118.0 kB\u001b[0m \u001b[31m16.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m179.8/179.8 kB\u001b[0m \u001b[31m24.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m29.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m79.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.4/66.4 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.1/53.1 kB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m15.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m24.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m18.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install transformers trl codecarbon -q"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y6xzGtxPrMaF"
      },
      "source": [
        "2. Downloas the `reward-aira-dataset-comparisons` from the Hub."
      ]
    },
    {
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        "id": "DtCgCgEr62C9",
        "outputId": "438cc273-60b6-4c4b-a320-336803bf0397"
      },
      "outputs": [
        {
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            "text/plain": [
              "Downloading readme:   0%|          | 0.00/2.80k [00:00<?, ?B/s]"
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              "Downloading data files:   0%|          | 0/2 [00:00<?, ?it/s]"
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              "Downloading data:   0%|          | 0.00/31.2M [00:00<?, ?B/s]"
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              "Downloading data:   0%|          | 0.00/34.3M [00:00<?, ?B/s]"
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        {
          "data": {
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              "model_id": "3ca2c463079042ac82ca9b3545ef3ad7",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Extracting data files:   0%|          | 0/2 [00:00<?, ?it/s]"
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          "output_type": "display_data"
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        {
          "data": {
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            },
            "text/plain": [
              "Generating english split:   0%|          | 0/32675 [00:00<?, ? examples/s]"
            ]
          },
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            "text/plain": [
              "Generating portuguese split:   0%|          | 0/32675 [00:00<?, ? examples/s]"
            ]
          },
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          "output_type": "display_data"
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        {
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            "Dataset loaded.\n"
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              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Estarei em Roma no próximo mês e gostaria de s...</td>\n",
              "      <td>Que bom saber que você visitará Roma! Roma est...</td>\n",
              "      <td>Roma é uma cidade repleta de atrações e pontos...</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Como determino o valor de um item antigo.</td>\n",
              "      <td>Determinar o valor de um item antigo pode ser ...</td>\n",
              "      <td>Para determinar o valor de um item antigo, pes...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>A engenharia de recursos sempre melhora o dese...</td>\n",
              "      <td>A engenharia de recursos é uma etapa crítica n...</td>\n",
              "      <td>Para otimizar o desempenho do aprendizado de m...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Qual é a diferença entre um oval e um círculo.</td>\n",
              "      <td>Um oval é uma forma esticada que é mais longa ...</td>\n",
              "      <td>A principal diferença entre um oval e um círcu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Qual é a história do Canal de Suez.</td>\n",
              "      <td>O Canal de Suez é uma via navegável artificial...</td>\n",
              "      <td>O Canal de Suez é uma via navegável artificial...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32670</th>\n",
              "      <td>É verdade que o núcleo da Terra é feito de ferro?</td>\n",
              "      <td>Sim, é geralmente aceito que o núcleo da Terra...</td>\n",
              "      <td>Sim, é verdade que o núcleo da Terra é feito d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32671</th>\n",
              "      <td>Estou fazendo um experimento científico, mas n...</td>\n",
              "      <td>Claro! Ficarei feliz em ajudá-lo a solucionar ...</td>\n",
              "      <td>Sim, certamente posso ajudá-lo a solucionar o ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32672</th>\n",
              "      <td>Quanto exercício preciso fazer por dia.</td>\n",
              "      <td>A quantidade de exercício que você precisa faz...</td>\n",
              "      <td>Depende do seu estilo de vida e objetivos de c...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32673</th>\n",
              "      <td>Quais são os erros mais comuns no planejamento...</td>\n",
              "      <td>Existem vários erros comuns que as pessoas pod...</td>\n",
              "      <td>Não fazer orçamento para despesas inesperadas....</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32674</th>\n",
              "      <td>Estou planejando um acampamento para este fim ...</td>\n",
              "      <td>Claro! Ficarei feliz em ajudá-lo a encontrar a...</td>\n",
              "      <td>Sugiro pesquisar acampamentos próximos à sua l...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>32675 rows × 3 columns</p>\n",
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              "  </svg>\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
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              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2f0b5802-5d4c-4697-9dfd-82caf7fc9fc6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2f0b5802-5d4c-4697-9dfd-82caf7fc9fc6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
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              "            title=\"Suggest charts.\"\n",
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              "\n",
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              "  .colab-df-quickchart {\n",
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              "    fill: #1967D2;\n",
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              "  }\n",
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              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
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              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-cbddd052-cf2e-4d14-9928-49766fbe7f7d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "                                             instruction  \\\n",
              "0      Estarei em Roma no próximo mês e gostaria de s...   \n",
              "1              Como determino o valor de um item antigo.   \n",
              "2      A engenharia de recursos sempre melhora o dese...   \n",
              "3         Qual é a diferença entre um oval e um círculo.   \n",
              "4                    Qual é a história do Canal de Suez.   \n",
              "...                                                  ...   \n",
              "32670  É verdade que o núcleo da Terra é feito de ferro?   \n",
              "32671  Estou fazendo um experimento científico, mas n...   \n",
              "32672            Quanto exercício preciso fazer por dia.   \n",
              "32673  Quais são os erros mais comuns no planejamento...   \n",
              "32674  Estou planejando um acampamento para este fim ...   \n",
              "\n",
              "                                         chosen_response  \\\n",
              "0      Que bom saber que você visitará Roma! Roma est...   \n",
              "1      Determinar o valor de um item antigo pode ser ...   \n",
              "2      A engenharia de recursos é uma etapa crítica n...   \n",
              "3      Um oval é uma forma esticada que é mais longa ...   \n",
              "4      O Canal de Suez é uma via navegável artificial...   \n",
              "...                                                  ...   \n",
              "32670  Sim, é geralmente aceito que o núcleo da Terra...   \n",
              "32671  Claro! Ficarei feliz em ajudá-lo a solucionar ...   \n",
              "32672  A quantidade de exercício que você precisa faz...   \n",
              "32673  Existem vários erros comuns que as pessoas pod...   \n",
              "32674  Claro! Ficarei feliz em ajudá-lo a encontrar a...   \n",
              "\n",
              "                                       rejected_response  \n",
              "0      Roma é uma cidade repleta de atrações e pontos...  \n",
              "1      Para determinar o valor de um item antigo, pes...  \n",
              "2      Para otimizar o desempenho do aprendizado de m...  \n",
              "3      A principal diferença entre um oval e um círcu...  \n",
              "4      O Canal de Suez é uma via navegável artificial...  \n",
              "...                                                  ...  \n",
              "32670  Sim, é verdade que o núcleo da Terra é feito d...  \n",
              "32671  Sim, certamente posso ajudá-lo a solucionar o ...  \n",
              "32672  Depende do seu estilo de vida e objetivos de c...  \n",
              "32673  Não fazer orçamento para despesas inesperadas....  \n",
              "32674  Sugiro pesquisar acampamentos próximos à sua l...  \n",
              "\n",
              "[32675 rows x 3 columns]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import os\n",
        "from datasets import load_dataset\n",
        "\n",
        "project = \"RewardModelPT\"\n",
        "\n",
        "os.makedirs(project, exist_ok=True)\n",
        "\n",
        "dataset = load_dataset(\"nicholasKluge/reward-aira-dataset\", split=\"portuguese\")\n",
        "\n",
        "print(\"Dataset loaded.\")\n",
        "\n",
        "display(dataset.to_pandas())"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kQQ1DkB5rjpS"
      },
      "source": [
        "3. Download your base model for fine-tuning. Here he are using `bert-base-cased` for the English reward model and `bert-base-portuguese-cased` for the Portuguse version."
      ]
    },
    {
      "cell_type": "code",
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        },
        "id": "W3d0nlgO62DB",
        "outputId": "48391d43-ab95-441d-8858-fc305436e28d"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0094a5b45b0746288438fa0c020f15a5",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/647 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8099f6bbed504c5f9711c9d3c5bfb57a",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading pytorch_model.bin:   0%|          | 0.00/438M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at neuralmind/bert-base-portuguese-cased and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1adfb5ee52694a95b412d294fd9f608a",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading (…)okenizer_config.json:   0%|          | 0.00/43.0 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "63d19aee40044a73b0d61e1464033df6",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading (…)solve/main/vocab.txt:   0%|          | 0.00/210k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "15d3739279064c91880fd5f2d4c44c44",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading (…)in/added_tokens.json:   0%|          | 0.00/2.00 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "87e262935f394534a1d569fe07d170da",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading (…)cial_tokens_map.json:   0%|          | 0.00/112 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model (neuralmind/bert-base-portuguese-cased) ready.\n"
          ]
        }
      ],
      "source": [
        "from transformers import AutoModelForSequenceClassification, AutoTokenizer\n",
        "import torch\n",
        "\n",
        "model_name = \"neuralmind/bert-base-portuguese-cased\"\n",
        "\n",
        "model = AutoModelForSequenceClassification.from_pretrained(model_name, num_labels=1)\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
        "\n",
        "if tokenizer.pad_token is None:\n",
        "    tokenizer.pad_token = tokenizer.eos_token\n",
        "    model.config.pad_token_id = model.config.eos_token_id\n",
        "\n",
        "print(f\"Model ({model_name}) ready.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kvq6hWQ4sAlw"
      },
      "source": [
        "4. Preprocess the dataset to be compatible with the `RewardTrainer` from `tlr`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
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        },
        "id": "JwrPjIbo62DC",
        "outputId": "23731e3d-87ee-4e2f-9666-46bb5b0637ac"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0c115f18a97540a9a428e9b842fdc8f5",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Map:   0%|          | 0/32675 [00:00<?, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def preprocess(examples):\n",
        "    kwargs = {\"padding\": \"max_length\", \"truncation\": True, \"max_length\": 400, \"return_tensors\": \"pt\"}\n",
        "\n",
        "    prompt_plus_chosen_response = examples[\"instruction\"] + \"[SEP]\" + examples[\"chosen_response\"]\n",
        "    prompt_plus_rejected_response = examples[\"instruction\"] + \"[SEP]\" + examples[\"rejected_response\"]\n",
        "\n",
        "    tokens_chosen = tokenizer.encode_plus(prompt_plus_chosen_response, **kwargs)\n",
        "    tokens_rejected = tokenizer.encode_plus(prompt_plus_rejected_response, **kwargs)\n",
        "\n",
        "    return {\n",
        "        \"input_ids_chosen\": tokens_chosen[\"input_ids\"][0], \"attention_mask_chosen\": tokens_chosen[\"attention_mask\"][0],\n",
        "        \"input_ids_rejected\": tokens_rejected[\"input_ids\"][0], \"attention_mask_rejected\": tokens_rejected[\"attention_mask\"][0]\n",
        "    }\n",
        "\n",
        "formatted_dataset = dataset.map(preprocess)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rpytDiCusMk4"
      },
      "source": [
        "5. Train your model while tracking the CO2 emissions. 🌱"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "KwAoxTTF62DD",
        "outputId": "80941bb5-653b-4445-b0d0-68962137e3eb"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/trl/trainer/reward_trainer.py:124: UserWarning: When using RewardDataCollatorWithPadding, you should set `max_length` in the RewardTrainer's init it will be set to `512` by default, but you should do it yourself in the future.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/trl/trainer/reward_trainer.py:138: UserWarning: When using RewardDataCollatorWithPadding, you should set `remove_unused_columns=False` in your TrainingArguments we have set it for you, but you should do it yourself in the future.\n",
            "  warnings.warn(\n",
            "[codecarbon INFO @ 21:23:31] [setup] RAM Tracking...\n",
            "[codecarbon INFO @ 21:23:31] [setup] GPU Tracking...\n",
            "[codecarbon INFO @ 21:23:31] Tracking Nvidia GPU via pynvml\n",
            "[codecarbon INFO @ 21:23:31] [setup] CPU Tracking...\n",
            "[codecarbon WARNING @ 21:23:31] No CPU tracking mode found. Falling back on CPU constant mode.\n",
            "[codecarbon WARNING @ 21:23:33] We saw that you have a Intel(R) Xeon(R) CPU @ 2.20GHz but we don't know it. Please contact us.\n",
            "[codecarbon INFO @ 21:23:33] CPU Model on constant consumption mode: Intel(R) Xeon(R) CPU @ 2.20GHz\n",
            "[codecarbon INFO @ 21:23:33] >>> Tracker's metadata:\n",
            "[codecarbon INFO @ 21:23:33]   Platform system: Linux-5.15.109+-x86_64-with-glibc2.35\n",
            "[codecarbon INFO @ 21:23:33]   Python version: 3.10.12\n",
            "[codecarbon INFO @ 21:23:33]   CodeCarbon version: 2.3.1\n",
            "[codecarbon INFO @ 21:23:33]   Available RAM : 83.481 GB\n",
            "[codecarbon INFO @ 21:23:33]   CPU count: 12\n",
            "[codecarbon INFO @ 21:23:33]   CPU model: Intel(R) Xeon(R) CPU @ 2.20GHz\n",
            "[codecarbon INFO @ 21:23:33]   GPU count: 1\n",
            "[codecarbon INFO @ 21:23:33]   GPU model: 1 x NVIDIA A100-SXM4-40GB\n",
            "You're using a BertTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:2436: UserWarning: `max_length` is ignored when `padding`=`True` and there is no truncation strategy. To pad to max length, use `padding='max_length'`.\n",
            "  warnings.warn(\n",
            "Could not estimate the number of tokens of the input, floating-point operations will not be computed\n"
          ]
        },
        {
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              "\n",
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              "      \n",
              "      <progress value='1200' max='1200' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [1200/1200 27:49, Epoch 1/2]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>0.039600</td>\n",
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              "      <td>400</td>\n",
              "      <td>0.008300</td>\n",
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              "    <tr>\n",
              "      <td>800</td>\n",
              "      <td>0.006200</td>\n",
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              "    <tr>\n",
              "      <td>1000</td>\n",
              "      <td>0.002000</td>\n",
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              "    <tr>\n",
              "      <td>1200</td>\n",
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            "[codecarbon INFO @ 21:23:48] Energy consumed for RAM : 0.000130 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:23:48] Energy consumed for all GPUs : 0.000882 kWh. Total GPU Power : 211.55806198193085 W\n",
            "[codecarbon INFO @ 21:23:48] Energy consumed for all CPUs : 0.000177 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:23:48] 0.001189 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:23:48] Energy consumed for RAM : 0.000130 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:23:48] Energy consumed for all GPUs : 0.000896 kWh. Total GPU Power : 214.9890583922895 W\n",
            "[codecarbon INFO @ 21:23:48] Energy consumed for all CPUs : 0.000177 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:23:48] 0.001204 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:03] Energy consumed for RAM : 0.000261 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:03] Energy consumed for all GPUs : 0.002009 kWh. Total GPU Power : 270.5849334680285 W\n",
            "[codecarbon INFO @ 21:24:03] Energy consumed for all CPUs : 0.000354 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:03] 0.002624 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:03] Energy consumed for RAM : 0.000261 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:03] Energy consumed for all GPUs : 0.002019 kWh. Total GPU Power : 269.6587909248662 W\n",
            "[codecarbon INFO @ 21:24:03] Energy consumed for all CPUs : 0.000354 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:03] 0.002634 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:18] Energy consumed for RAM : 0.000391 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:18] Energy consumed for all GPUs : 0.003156 kWh. Total GPU Power : 275.4368627230912 W\n",
            "[codecarbon INFO @ 21:24:18] Energy consumed for all CPUs : 0.000531 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:18] 0.004079 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:18] Energy consumed for RAM : 0.000391 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:18] Energy consumed for all GPUs : 0.003169 kWh. Total GPU Power : 276.1101210546402 W\n",
            "[codecarbon INFO @ 21:24:18] Energy consumed for all CPUs : 0.000531 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:18] 0.004092 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:33] Energy consumed for RAM : 0.000522 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:33] Energy consumed for all GPUs : 0.004312 kWh. Total GPU Power : 277.4574110185252 W\n",
            "[codecarbon INFO @ 21:24:33] Energy consumed for all CPUs : 0.000708 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:33] 0.005542 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:33] Energy consumed for RAM : 0.000522 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:33] Energy consumed for all GPUs : 0.004324 kWh. Total GPU Power : 277.1353294012716 W\n",
            "[codecarbon INFO @ 21:24:33] Energy consumed for all CPUs : 0.000708 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:33] 0.005554 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:48] Energy consumed for RAM : 0.000652 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:48] Energy consumed for all GPUs : 0.005470 kWh. Total GPU Power : 278.16073471446975 W\n",
            "[codecarbon INFO @ 21:24:48] Energy consumed for all CPUs : 0.000885 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:48] 0.007008 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:24:48] Energy consumed for RAM : 0.000652 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:24:48] Energy consumed for all GPUs : 0.005482 kWh. Total GPU Power : 278.10087865841797 W\n",
            "[codecarbon INFO @ 21:24:48] Energy consumed for all CPUs : 0.000885 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:24:48] 0.007020 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:03] Energy consumed for RAM : 0.000782 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:03] Energy consumed for all GPUs : 0.006628 kWh. Total GPU Power : 277.8591472925396 W\n",
            "[codecarbon INFO @ 21:25:03] Energy consumed for all CPUs : 0.001063 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:03] 0.008473 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:03] Energy consumed for RAM : 0.000782 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:03] Energy consumed for all GPUs : 0.006643 kWh. Total GPU Power : 278.5417163987195 W\n",
            "[codecarbon INFO @ 21:25:03] Energy consumed for all CPUs : 0.001063 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:03] 0.008487 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:18] Energy consumed for RAM : 0.000913 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:18] Energy consumed for all GPUs : 0.007785 kWh. Total GPU Power : 277.9346411716299 W\n",
            "[codecarbon INFO @ 21:25:18] Energy consumed for all CPUs : 0.001240 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:18] 0.009938 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:18] Energy consumed for RAM : 0.000913 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:18] Energy consumed for all GPUs : 0.007799 kWh. Total GPU Power : 277.7356323583837 W\n",
            "[codecarbon INFO @ 21:25:18] Energy consumed for all CPUs : 0.001240 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:18] 0.009952 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:33] Energy consumed for RAM : 0.001043 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:33] Energy consumed for all GPUs : 0.008948 kWh. Total GPU Power : 279.0941929988664 W\n",
            "[codecarbon INFO @ 21:25:33] Energy consumed for all CPUs : 0.001417 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:33] 0.011408 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:33] Energy consumed for RAM : 0.001043 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:33] Energy consumed for all GPUs : 0.008961 kWh. Total GPU Power : 278.9040388297073 W\n",
            "[codecarbon INFO @ 21:25:33] Energy consumed for all CPUs : 0.001417 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:33] 0.011421 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:48] Energy consumed for RAM : 0.001173 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:48] Energy consumed for all GPUs : 0.010106 kWh. Total GPU Power : 277.962918840047 W\n",
            "[codecarbon INFO @ 21:25:48] Energy consumed for all CPUs : 0.001594 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:48] 0.012873 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:25:48] Energy consumed for RAM : 0.001174 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:25:48] Energy consumed for all GPUs : 0.010118 kWh. Total GPU Power : 277.73874439517675 W\n",
            "[codecarbon INFO @ 21:25:48] Energy consumed for all CPUs : 0.001594 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:25:48] 0.012885 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:03] Energy consumed for RAM : 0.001304 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:03] Energy consumed for all GPUs : 0.011265 kWh. Total GPU Power : 278.4073666069694 W\n",
            "[codecarbon INFO @ 21:26:03] Energy consumed for all CPUs : 0.001771 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:03] 0.014340 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:03] Energy consumed for RAM : 0.001304 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:03] Energy consumed for all GPUs : 0.011277 kWh. Total GPU Power : 278.3078042027845 W\n",
            "[codecarbon INFO @ 21:26:03] Energy consumed for all CPUs : 0.001771 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:03] 0.014352 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:18] Energy consumed for RAM : 0.001434 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:18] Energy consumed for all GPUs : 0.012424 kWh. Total GPU Power : 278.2543385224799 W\n",
            "[codecarbon INFO @ 21:26:18] Energy consumed for all CPUs : 0.001948 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:18] 0.015806 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:18] Energy consumed for RAM : 0.001434 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:18] Energy consumed for all GPUs : 0.012438 kWh. Total GPU Power : 278.6893442967434 W\n",
            "[codecarbon INFO @ 21:26:18] Energy consumed for all CPUs : 0.001948 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:18] 0.015820 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:33] Energy consumed for RAM : 0.001565 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:33] Energy consumed for all GPUs : 0.013580 kWh. Total GPU Power : 277.5966813954364 W\n",
            "[codecarbon INFO @ 21:26:33] Energy consumed for all CPUs : 0.002125 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:33] 0.017270 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:33] Energy consumed for RAM : 0.001565 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:33] Energy consumed for all GPUs : 0.013595 kWh. Total GPU Power : 277.87499897976767 W\n",
            "[codecarbon INFO @ 21:26:33] Energy consumed for all CPUs : 0.002125 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:33] 0.017285 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:48] Energy consumed for RAM : 0.001695 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:48] Energy consumed for all GPUs : 0.014740 kWh. Total GPU Power : 278.25017594750466 W\n",
            "[codecarbon INFO @ 21:26:48] Energy consumed for all CPUs : 0.002302 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:48] 0.018736 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:26:48] Energy consumed for RAM : 0.001695 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:26:48] Energy consumed for all GPUs : 0.014751 kWh. Total GPU Power : 277.3576019987567 W\n",
            "[codecarbon INFO @ 21:26:48] Energy consumed for all CPUs : 0.002302 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:26:48] 0.018748 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:03] Energy consumed for RAM : 0.001825 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:03] Energy consumed for all GPUs : 0.015898 kWh. Total GPU Power : 277.9904234045168 W\n",
            "[codecarbon INFO @ 21:27:03] Energy consumed for all CPUs : 0.002479 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:03] 0.020202 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:03] Energy consumed for RAM : 0.001825 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:03] Energy consumed for all GPUs : 0.015910 kWh. Total GPU Power : 278.38781535875876 W\n",
            "[codecarbon INFO @ 21:27:03] Energy consumed for all CPUs : 0.002479 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:03] 0.020215 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:18] Energy consumed for RAM : 0.001956 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:18] Energy consumed for all GPUs : 0.017059 kWh. Total GPU Power : 278.84706487621236 W\n",
            "[codecarbon INFO @ 21:27:18] Energy consumed for all CPUs : 0.002656 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:18] 0.021671 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:18] Energy consumed for RAM : 0.001956 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:18] Energy consumed for all GPUs : 0.017071 kWh. Total GPU Power : 278.61514059955573 W\n",
            "[codecarbon INFO @ 21:27:18] Energy consumed for all CPUs : 0.002656 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:18] 0.021683 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:33] Energy consumed for RAM : 0.002086 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:33] Energy consumed for all GPUs : 0.018220 kWh. Total GPU Power : 278.67699919674294 W\n",
            "[codecarbon INFO @ 21:27:33] Energy consumed for all CPUs : 0.002833 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:33] 0.023139 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:33] Energy consumed for RAM : 0.002086 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:33] Energy consumed for all GPUs : 0.018233 kWh. Total GPU Power : 278.95746473009683 W\n",
            "[codecarbon INFO @ 21:27:33] Energy consumed for all CPUs : 0.002833 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:33] 0.023152 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:48] Energy consumed for RAM : 0.002216 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:48] Energy consumed for all GPUs : 0.019379 kWh. Total GPU Power : 278.31482762034614 W\n",
            "[codecarbon INFO @ 21:27:48] Energy consumed for all CPUs : 0.003010 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:48] 0.024605 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:27:48] Energy consumed for RAM : 0.002217 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:27:48] Energy consumed for all GPUs : 0.019394 kWh. Total GPU Power : 278.8281372766539 W\n",
            "[codecarbon INFO @ 21:27:48] Energy consumed for all CPUs : 0.003010 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:27:48] 0.024621 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:03] Energy consumed for RAM : 0.002347 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:03] Energy consumed for all GPUs : 0.020545 kWh. Total GPU Power : 279.8343862019962 W\n",
            "[codecarbon INFO @ 21:28:03] Energy consumed for all CPUs : 0.003187 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:03] 0.026079 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:03] Energy consumed for RAM : 0.002347 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:03] Energy consumed for all GPUs : 0.020555 kWh. Total GPU Power : 278.7212167879757 W\n",
            "[codecarbon INFO @ 21:28:03] Energy consumed for all CPUs : 0.003187 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:03] 0.026089 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:18] Energy consumed for RAM : 0.002477 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:18] Energy consumed for all GPUs : 0.021705 kWh. Total GPU Power : 278.5083734260466 W\n",
            "[codecarbon INFO @ 21:28:18] Energy consumed for all CPUs : 0.003364 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:18] 0.027546 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:18] Energy consumed for RAM : 0.002477 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:18] Energy consumed for all GPUs : 0.021718 kWh. Total GPU Power : 279.2472284818097 W\n",
            "[codecarbon INFO @ 21:28:18] Energy consumed for all CPUs : 0.003364 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:18] 0.027559 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:33] Energy consumed for RAM : 0.002608 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:33] Energy consumed for all GPUs : 0.022869 kWh. Total GPU Power : 279.6152128743736 W\n",
            "[codecarbon INFO @ 21:28:33] Energy consumed for all CPUs : 0.003541 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:33] 0.029018 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:33] Energy consumed for RAM : 0.002608 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:33] Energy consumed for all GPUs : 0.022881 kWh. Total GPU Power : 279.27481479718125 W\n",
            "[codecarbon INFO @ 21:28:33] Energy consumed for all CPUs : 0.003541 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:33] 0.029030 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:48] Energy consumed for RAM : 0.002738 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:48] Energy consumed for all GPUs : 0.024030 kWh. Total GPU Power : 278.7370379945995 W\n",
            "[codecarbon INFO @ 21:28:48] Energy consumed for all CPUs : 0.003718 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:48] 0.030487 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:28:48] Energy consumed for RAM : 0.002738 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:28:48] Energy consumed for all GPUs : 0.024043 kWh. Total GPU Power : 278.8171781523034 W\n",
            "[codecarbon INFO @ 21:28:48] Energy consumed for all CPUs : 0.003718 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:28:48] 0.030499 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:03] Energy consumed for RAM : 0.002868 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:03] Energy consumed for all GPUs : 0.025187 kWh. Total GPU Power : 277.728669097456 W\n",
            "[codecarbon INFO @ 21:29:03] Energy consumed for all CPUs : 0.003896 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:03] 0.031951 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:03] Energy consumed for RAM : 0.002868 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:03] Energy consumed for all GPUs : 0.025202 kWh. Total GPU Power : 278.4332135116675 W\n",
            "[codecarbon INFO @ 21:29:03] Energy consumed for all CPUs : 0.003896 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:03] 0.031966 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:18] Energy consumed for RAM : 0.002999 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:18] Energy consumed for all GPUs : 0.026354 kWh. Total GPU Power : 280.1238846542144 W\n",
            "[codecarbon INFO @ 21:29:18] Energy consumed for all CPUs : 0.004073 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:18] 0.033425 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:18] Energy consumed for RAM : 0.002999 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:18] Energy consumed for all GPUs : 0.026365 kWh. Total GPU Power : 279.20113460233335 W\n",
            "[codecarbon INFO @ 21:29:18] Energy consumed for all CPUs : 0.004073 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:18] 0.033436 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:33] Energy consumed for RAM : 0.003129 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:33] Energy consumed for all GPUs : 0.027513 kWh. Total GPU Power : 278.3209349029008 W\n",
            "[codecarbon INFO @ 21:29:33] Energy consumed for all CPUs : 0.004250 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:33] 0.034892 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:33] Energy consumed for RAM : 0.003129 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:33] Energy consumed for all GPUs : 0.027535 kWh. Total GPU Power : 280.8974225322023 W\n",
            "[codecarbon INFO @ 21:29:33] Energy consumed for all CPUs : 0.004250 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:33] 0.034914 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:48] Energy consumed for RAM : 0.003259 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:48] Energy consumed for all GPUs : 0.028691 kWh. Total GPU Power : 282.8451399242799 W\n",
            "[codecarbon INFO @ 21:29:48] Energy consumed for all CPUs : 0.004427 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:48] 0.036377 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:29:48] Energy consumed for RAM : 0.003259 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:29:48] Energy consumed for all GPUs : 0.028711 kWh. Total GPU Power : 282.23956387402006 W\n",
            "[codecarbon INFO @ 21:29:48] Energy consumed for all CPUs : 0.004427 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:29:48] 0.036397 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:03] Energy consumed for RAM : 0.003390 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:03] Energy consumed for all GPUs : 0.029855 kWh. Total GPU Power : 279.3665061813326 W\n",
            "[codecarbon INFO @ 21:30:03] Energy consumed for all CPUs : 0.004604 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:03] 0.037849 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:03] Energy consumed for RAM : 0.003390 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:03] Energy consumed for all GPUs : 0.029874 kWh. Total GPU Power : 279.3325528940866 W\n",
            "[codecarbon INFO @ 21:30:03] Energy consumed for all CPUs : 0.004604 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:03] 0.037868 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:18] Energy consumed for RAM : 0.003520 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:18] Energy consumed for all GPUs : 0.031017 kWh. Total GPU Power : 278.94962158098076 W\n",
            "[codecarbon INFO @ 21:30:18] Energy consumed for all CPUs : 0.004781 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:18] 0.039318 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:18] Energy consumed for RAM : 0.003520 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:18] Energy consumed for all GPUs : 0.031041 kWh. Total GPU Power : 279.99379621791576 W\n",
            "[codecarbon INFO @ 21:30:18] Energy consumed for all CPUs : 0.004781 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:18] 0.039342 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:33] Energy consumed for RAM : 0.003651 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:33] Energy consumed for all GPUs : 0.032188 kWh. Total GPU Power : 280.7035021306634 W\n",
            "[codecarbon INFO @ 21:30:33] Energy consumed for all CPUs : 0.004958 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:33] 0.040797 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:33] Energy consumed for RAM : 0.003651 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:33] Energy consumed for all GPUs : 0.032201 kWh. Total GPU Power : 278.67384156345105 W\n",
            "[codecarbon INFO @ 21:30:33] Energy consumed for all CPUs : 0.004958 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:33] 0.040810 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:48] Energy consumed for RAM : 0.003781 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:48] Energy consumed for all GPUs : 0.033367 kWh. Total GPU Power : 283.2111882340468 W\n",
            "[codecarbon INFO @ 21:30:48] Energy consumed for all CPUs : 0.005135 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:48] 0.042284 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:30:48] Energy consumed for RAM : 0.003781 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:30:48] Energy consumed for all GPUs : 0.033381 kWh. Total GPU Power : 282.4852131196712 W\n",
            "[codecarbon INFO @ 21:30:48] Energy consumed for all CPUs : 0.005135 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:30:48] 0.042297 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:03] Energy consumed for RAM : 0.003912 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:03] Energy consumed for all GPUs : 0.034530 kWh. Total GPU Power : 279.04671436979504 W\n",
            "[codecarbon INFO @ 21:31:03] Energy consumed for all CPUs : 0.005312 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:03] 0.043753 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:03] Energy consumed for RAM : 0.003912 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:03] Energy consumed for all GPUs : 0.034542 kWh. Total GPU Power : 279.12309002773156 W\n",
            "[codecarbon INFO @ 21:31:03] Energy consumed for all CPUs : 0.005312 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:03] 0.043766 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:18] Energy consumed for RAM : 0.004042 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:18] Energy consumed for all GPUs : 0.035704 kWh. Total GPU Power : 281.8476873712955 W\n",
            "[codecarbon INFO @ 21:31:18] Energy consumed for all CPUs : 0.005489 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:18] 0.045235 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:18] Energy consumed for RAM : 0.004042 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:18] Energy consumed for all GPUs : 0.035716 kWh. Total GPU Power : 281.72983072815356 W\n",
            "[codecarbon INFO @ 21:31:18] Energy consumed for all CPUs : 0.005489 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:18] 0.045247 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:33] Energy consumed for RAM : 0.004172 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:33] Energy consumed for all GPUs : 0.036858 kWh. Total GPU Power : 277.1611628909821 W\n",
            "[codecarbon INFO @ 21:31:33] Energy consumed for all CPUs : 0.005666 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:33] 0.046697 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:33] Energy consumed for RAM : 0.004172 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:33] Energy consumed for all GPUs : 0.036881 kWh. Total GPU Power : 279.660598868199 W\n",
            "[codecarbon INFO @ 21:31:33] Energy consumed for all CPUs : 0.005666 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:33] 0.046719 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:48] Energy consumed for RAM : 0.004303 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:48] Energy consumed for all GPUs : 0.038027 kWh. Total GPU Power : 280.58509500993017 W\n",
            "[codecarbon INFO @ 21:31:48] Energy consumed for all CPUs : 0.005843 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:48] 0.048173 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:31:48] Energy consumed for RAM : 0.004303 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:31:48] Energy consumed for all GPUs : 0.038042 kWh. Total GPU Power : 278.7005328271468 W\n",
            "[codecarbon INFO @ 21:31:48] Energy consumed for all CPUs : 0.005843 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:31:48] 0.048188 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:03] Energy consumed for RAM : 0.004433 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:03] Energy consumed for all GPUs : 0.039181 kWh. Total GPU Power : 277.09520549870933 W\n",
            "[codecarbon INFO @ 21:32:03] Energy consumed for all CPUs : 0.006020 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:03] 0.049634 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:03] Energy consumed for RAM : 0.004433 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:03] Energy consumed for all GPUs : 0.039200 kWh. Total GPU Power : 277.9873273759777 W\n",
            "[codecarbon INFO @ 21:32:03] Energy consumed for all CPUs : 0.006021 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:03] 0.049653 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:18] Energy consumed for RAM : 0.004563 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:18] Energy consumed for all GPUs : 0.040340 kWh. Total GPU Power : 278.315112801634 W\n",
            "[codecarbon INFO @ 21:32:18] Energy consumed for all CPUs : 0.006198 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:18] 0.051101 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:18] Energy consumed for RAM : 0.004563 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:18] Energy consumed for all GPUs : 0.040360 kWh. Total GPU Power : 278.68720482808715 W\n",
            "[codecarbon INFO @ 21:32:18] Energy consumed for all CPUs : 0.006198 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:18] 0.051121 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:33] Energy consumed for RAM : 0.004694 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:33] Energy consumed for all GPUs : 0.041510 kWh. Total GPU Power : 280.8672910895794 W\n",
            "[codecarbon INFO @ 21:32:33] Energy consumed for all CPUs : 0.006375 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:33] 0.052578 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:33] Energy consumed for RAM : 0.004694 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:33] Energy consumed for all GPUs : 0.041529 kWh. Total GPU Power : 280.63021371652496 W\n",
            "[codecarbon INFO @ 21:32:33] Energy consumed for all CPUs : 0.006375 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:33] 0.052598 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:48] Energy consumed for RAM : 0.004824 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:48] Energy consumed for all GPUs : 0.042673 kWh. Total GPU Power : 279.1953980479343 W\n",
            "[codecarbon INFO @ 21:32:48] Energy consumed for all CPUs : 0.006552 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:48] 0.054049 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:32:48] Energy consumed for RAM : 0.004824 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:32:48] Energy consumed for all GPUs : 0.042695 kWh. Total GPU Power : 279.9532602452032 W\n",
            "[codecarbon INFO @ 21:32:48] Energy consumed for all CPUs : 0.006552 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:32:48] 0.054071 kWh of electricity used since the beginning.\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:2436: UserWarning: `max_length` is ignored when `padding`=`True` and there is no truncation strategy. To pad to max length, use `padding='max_length'`.\n",
            "  warnings.warn(\n",
            "[codecarbon INFO @ 21:33:03] Energy consumed for RAM : 0.004955 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:03] Energy consumed for all GPUs : 0.043726 kWh. Total GPU Power : 252.74121382420785 W\n",
            "[codecarbon INFO @ 21:33:03] Energy consumed for all CPUs : 0.006729 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:03] 0.055409 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:03] Energy consumed for RAM : 0.004955 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:03] Energy consumed for all GPUs : 0.043747 kWh. Total GPU Power : 252.53209427939439 W\n",
            "[codecarbon INFO @ 21:33:03] Energy consumed for all CPUs : 0.006729 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:03] 0.055430 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:18] Energy consumed for RAM : 0.005085 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:18] Energy consumed for all GPUs : 0.044889 kWh. Total GPU Power : 279.1682200048083 W\n",
            "[codecarbon INFO @ 21:33:18] Energy consumed for all CPUs : 0.006906 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:18] 0.056879 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:18] Energy consumed for RAM : 0.005085 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:18] Energy consumed for all GPUs : 0.044908 kWh. Total GPU Power : 278.73896337782514 W\n",
            "[codecarbon INFO @ 21:33:18] Energy consumed for all CPUs : 0.006906 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:18] 0.056899 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:33] Energy consumed for RAM : 0.005215 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:33] Energy consumed for all GPUs : 0.046051 kWh. Total GPU Power : 279.0445545114046 W\n",
            "[codecarbon INFO @ 21:33:33] Energy consumed for all CPUs : 0.007083 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:33] 0.058349 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:33] Energy consumed for RAM : 0.005215 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:33] Energy consumed for all GPUs : 0.046070 kWh. Total GPU Power : 278.9706338936814 W\n",
            "[codecarbon INFO @ 21:33:33] Energy consumed for all CPUs : 0.007083 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:33] 0.058368 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:48] Energy consumed for RAM : 0.005346 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:48] Energy consumed for all GPUs : 0.047215 kWh. Total GPU Power : 279.42642399855606 W\n",
            "[codecarbon INFO @ 21:33:48] Energy consumed for all CPUs : 0.007260 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:48] 0.059820 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:33:48] Energy consumed for RAM : 0.005346 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:33:48] Energy consumed for all GPUs : 0.047238 kWh. Total GPU Power : 280.42078684218126 W\n",
            "[codecarbon INFO @ 21:33:48] Energy consumed for all CPUs : 0.007260 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:33:48] 0.059844 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:03] Energy consumed for RAM : 0.005476 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:03] Energy consumed for all GPUs : 0.048386 kWh. Total GPU Power : 280.89412676009596 W\n",
            "[codecarbon INFO @ 21:34:03] Energy consumed for all CPUs : 0.007437 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:03] 0.061299 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:03] Energy consumed for RAM : 0.005476 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:03] Energy consumed for all GPUs : 0.048400 kWh. Total GPU Power : 278.9187734382399 W\n",
            "[codecarbon INFO @ 21:34:03] Energy consumed for all CPUs : 0.007437 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:03] 0.061313 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:18] Energy consumed for RAM : 0.005606 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:18] Energy consumed for all GPUs : 0.049551 kWh. Total GPU Power : 279.8175234313517 W\n",
            "[codecarbon INFO @ 21:34:18] Energy consumed for all CPUs : 0.007614 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:18] 0.062772 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:18] Energy consumed for RAM : 0.005607 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:18] Energy consumed for all GPUs : 0.049564 kWh. Total GPU Power : 279.0822212590542 W\n",
            "[codecarbon INFO @ 21:34:18] Energy consumed for all CPUs : 0.007614 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:18] 0.062785 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:33] Energy consumed for RAM : 0.005737 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:33] Energy consumed for all GPUs : 0.050707 kWh. Total GPU Power : 277.4684009324277 W\n",
            "[codecarbon INFO @ 21:34:33] Energy consumed for all CPUs : 0.007791 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:33] 0.064235 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:33] Energy consumed for RAM : 0.005737 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:33] Energy consumed for all GPUs : 0.050727 kWh. Total GPU Power : 279.44231925089883 W\n",
            "[codecarbon INFO @ 21:34:33] Energy consumed for all CPUs : 0.007791 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:33] 0.064255 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:48] Energy consumed for RAM : 0.005867 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:48] Energy consumed for all GPUs : 0.051869 kWh. Total GPU Power : 279.11739589335843 W\n",
            "[codecarbon INFO @ 21:34:48] Energy consumed for all CPUs : 0.007968 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:48] 0.065705 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:34:48] Energy consumed for RAM : 0.005867 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:34:48] Energy consumed for all GPUs : 0.051888 kWh. Total GPU Power : 278.8394449016765 W\n",
            "[codecarbon INFO @ 21:34:48] Energy consumed for all CPUs : 0.007968 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:34:48] 0.065724 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:03] Energy consumed for RAM : 0.005998 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:03] Energy consumed for all GPUs : 0.053024 kWh. Total GPU Power : 277.1118980041959 W\n",
            "[codecarbon INFO @ 21:35:03] Energy consumed for all CPUs : 0.008145 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:03] 0.067167 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:03] Energy consumed for RAM : 0.005997 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:03] Energy consumed for all GPUs : 0.053046 kWh. Total GPU Power : 277.9344017365057 W\n",
            "[codecarbon INFO @ 21:35:03] Energy consumed for all CPUs : 0.008145 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:03] 0.067189 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:18] Energy consumed for RAM : 0.006128 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:18] Energy consumed for all GPUs : 0.054182 kWh. Total GPU Power : 278.22528179866487 W\n",
            "[codecarbon INFO @ 21:35:18] Energy consumed for all CPUs : 0.008322 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:18] 0.068633 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:18] Energy consumed for RAM : 0.006128 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:18] Energy consumed for all GPUs : 0.054205 kWh. Total GPU Power : 278.238542201401 W\n",
            "[codecarbon INFO @ 21:35:18] Energy consumed for all CPUs : 0.008322 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:18] 0.068655 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:33] Energy consumed for RAM : 0.006258 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:33] Energy consumed for all GPUs : 0.055345 kWh. Total GPU Power : 279.1891686079459 W\n",
            "[codecarbon INFO @ 21:35:33] Energy consumed for all CPUs : 0.008499 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:33] 0.070103 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:33] Energy consumed for RAM : 0.006258 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:33] Energy consumed for all GPUs : 0.055364 kWh. Total GPU Power : 278.2633671761026 W\n",
            "[codecarbon INFO @ 21:35:33] Energy consumed for all CPUs : 0.008500 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:33] 0.070121 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:48] Energy consumed for RAM : 0.006389 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:48] Energy consumed for all GPUs : 0.056508 kWh. Total GPU Power : 279.2257070148879 W\n",
            "[codecarbon INFO @ 21:35:48] Energy consumed for all CPUs : 0.008677 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:48] 0.071574 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:35:48] Energy consumed for RAM : 0.006389 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:35:48] Energy consumed for all GPUs : 0.056529 kWh. Total GPU Power : 279.7326668316901 W\n",
            "[codecarbon INFO @ 21:35:48] Energy consumed for all CPUs : 0.008677 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:35:48] 0.071594 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:03] Energy consumed for RAM : 0.006519 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:03] Energy consumed for all GPUs : 0.057675 kWh. Total GPU Power : 280.1471340577868 W\n",
            "[codecarbon INFO @ 21:36:03] Energy consumed for all CPUs : 0.008854 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:03] 0.073048 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:03] Energy consumed for RAM : 0.006519 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:03] Energy consumed for all GPUs : 0.057694 kWh. Total GPU Power : 279.83137330572885 W\n",
            "[codecarbon INFO @ 21:36:03] Energy consumed for all CPUs : 0.008854 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:03] 0.073067 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:18] Energy consumed for RAM : 0.006649 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:18] Energy consumed for all GPUs : 0.058838 kWh. Total GPU Power : 279.14609060392854 W\n",
            "[codecarbon INFO @ 21:36:18] Energy consumed for all CPUs : 0.009031 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:18] 0.074518 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:18] Energy consumed for RAM : 0.006649 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:18] Energy consumed for all GPUs : 0.058859 kWh. Total GPU Power : 279.612439184695 W\n",
            "[codecarbon INFO @ 21:36:18] Energy consumed for all CPUs : 0.009031 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:18] 0.074539 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:33] Energy consumed for RAM : 0.006780 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:33] Energy consumed for all GPUs : 0.059999 kWh. Total GPU Power : 278.7703134037326 W\n",
            "[codecarbon INFO @ 21:36:33] Energy consumed for all CPUs : 0.009208 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:33] 0.075987 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:33] Energy consumed for RAM : 0.006780 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:33] Energy consumed for all GPUs : 0.060023 kWh. Total GPU Power : 279.4573310954918 W\n",
            "[codecarbon INFO @ 21:36:33] Energy consumed for all CPUs : 0.009208 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:33] 0.076011 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:48] Energy consumed for RAM : 0.006910 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:48] Energy consumed for all GPUs : 0.061164 kWh. Total GPU Power : 279.68727966430527 W\n",
            "[codecarbon INFO @ 21:36:48] Energy consumed for all CPUs : 0.009385 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:48] 0.077459 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:36:48] Energy consumed for RAM : 0.006910 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:36:48] Energy consumed for all GPUs : 0.061183 kWh. Total GPU Power : 278.44480311219644 W\n",
            "[codecarbon INFO @ 21:36:48] Energy consumed for all CPUs : 0.009385 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:36:48] 0.077478 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:03] Energy consumed for RAM : 0.007041 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:03] Energy consumed for all GPUs : 0.062328 kWh. Total GPU Power : 279.3067741955996 W\n",
            "[codecarbon INFO @ 21:37:03] Energy consumed for all CPUs : 0.009562 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:03] 0.078930 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:03] Energy consumed for RAM : 0.007040 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:03] Energy consumed for all GPUs : 0.062348 kWh. Total GPU Power : 279.8011514664065 W\n",
            "[codecarbon INFO @ 21:37:03] Energy consumed for all CPUs : 0.009562 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:03] 0.078951 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:18] Energy consumed for RAM : 0.007171 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:18] Energy consumed for all GPUs : 0.063496 kWh. Total GPU Power : 280.61054270389127 W\n",
            "[codecarbon INFO @ 21:37:18] Energy consumed for all CPUs : 0.009739 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:18] 0.080406 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:18] Energy consumed for RAM : 0.007171 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:18] Energy consumed for all GPUs : 0.063515 kWh. Total GPU Power : 280.2228782246253 W\n",
            "[codecarbon INFO @ 21:37:18] Energy consumed for all CPUs : 0.009739 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:18] 0.080425 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:33] Energy consumed for RAM : 0.007301 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:33] Energy consumed for all GPUs : 0.064665 kWh. Total GPU Power : 280.52584311752105 W\n",
            "[codecarbon INFO @ 21:37:33] Energy consumed for all CPUs : 0.009916 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:33] 0.081882 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:33] Energy consumed for RAM : 0.007301 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:33] Energy consumed for all GPUs : 0.064685 kWh. Total GPU Power : 280.8532941906636 W\n",
            "[codecarbon INFO @ 21:37:33] Energy consumed for all CPUs : 0.009916 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:33] 0.081903 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:48] Energy consumed for RAM : 0.007432 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:48] Energy consumed for all GPUs : 0.065842 kWh. Total GPU Power : 282.600493151465 W\n",
            "[codecarbon INFO @ 21:37:48] Energy consumed for all CPUs : 0.010093 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:48] 0.083367 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:37:48] Energy consumed for RAM : 0.007432 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:37:48] Energy consumed for all GPUs : 0.065866 kWh. Total GPU Power : 283.4230133260041 W\n",
            "[codecarbon INFO @ 21:37:48] Energy consumed for all CPUs : 0.010093 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:37:48] 0.083391 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:03] Energy consumed for RAM : 0.007562 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:03] Energy consumed for all GPUs : 0.067008 kWh. Total GPU Power : 279.7857192568052 W\n",
            "[codecarbon INFO @ 21:38:03] Energy consumed for all CPUs : 0.010270 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:03] 0.084840 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:03] Energy consumed for RAM : 0.007562 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:03] Energy consumed for all GPUs : 0.067027 kWh. Total GPU Power : 278.7857474125896 W\n",
            "[codecarbon INFO @ 21:38:03] Energy consumed for all CPUs : 0.010270 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:03] 0.084859 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:18] Energy consumed for RAM : 0.007693 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:18] Energy consumed for all GPUs : 0.068172 kWh. Total GPU Power : 279.5167929983302 W\n",
            "[codecarbon INFO @ 21:38:18] Energy consumed for all CPUs : 0.010447 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:18] 0.086311 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:18] Energy consumed for RAM : 0.007692 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:18] Energy consumed for all GPUs : 0.068193 kWh. Total GPU Power : 279.894350302015 W\n",
            "[codecarbon INFO @ 21:38:18] Energy consumed for all CPUs : 0.010447 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:18] 0.086332 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:33] Energy consumed for RAM : 0.007823 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:33] Energy consumed for all GPUs : 0.069338 kWh. Total GPU Power : 279.8918170732339 W\n",
            "[codecarbon INFO @ 21:38:33] Energy consumed for all CPUs : 0.010624 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:33] 0.087785 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:33] Energy consumed for RAM : 0.007823 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:33] Energy consumed for all GPUs : 0.069357 kWh. Total GPU Power : 279.4801694232728 W\n",
            "[codecarbon INFO @ 21:38:33] Energy consumed for all CPUs : 0.010624 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:33] 0.087804 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:48] Energy consumed for RAM : 0.007953 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:48] Energy consumed for all GPUs : 0.070501 kWh. Total GPU Power : 279.34882802189605 W\n",
            "[codecarbon INFO @ 21:38:48] Energy consumed for all CPUs : 0.010801 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:48] 0.089255 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:38:48] Energy consumed for RAM : 0.007953 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:38:48] Energy consumed for all GPUs : 0.070520 kWh. Total GPU Power : 279.22194419864195 W\n",
            "[codecarbon INFO @ 21:38:48] Energy consumed for all CPUs : 0.010801 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:38:48] 0.089275 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:03] Energy consumed for RAM : 0.008084 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:03] Energy consumed for all GPUs : 0.071663 kWh. Total GPU Power : 278.96963587848927 W\n",
            "[codecarbon INFO @ 21:39:03] Energy consumed for all CPUs : 0.010978 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:03] 0.090725 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:03] Energy consumed for RAM : 0.008084 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:03] Energy consumed for all GPUs : 0.071686 kWh. Total GPU Power : 279.97977152087566 W\n",
            "[codecarbon INFO @ 21:39:03] Energy consumed for all CPUs : 0.010978 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:03] 0.090748 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:18] Energy consumed for RAM : 0.008214 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:18] Energy consumed for all GPUs : 0.072830 kWh. Total GPU Power : 280.0830165233493 W\n",
            "[codecarbon INFO @ 21:39:18] Energy consumed for all CPUs : 0.011155 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:18] 0.092199 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:18] Energy consumed for RAM : 0.008214 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:18] Energy consumed for all GPUs : 0.072849 kWh. Total GPU Power : 279.23064794856106 W\n",
            "[codecarbon INFO @ 21:39:18] Energy consumed for all CPUs : 0.011155 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:18] 0.092219 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:33] Energy consumed for RAM : 0.008344 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:33] Energy consumed for all GPUs : 0.073992 kWh. Total GPU Power : 278.9654564651176 W\n",
            "[codecarbon INFO @ 21:39:33] Energy consumed for all CPUs : 0.011332 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:33] 0.093668 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:33] Energy consumed for RAM : 0.008344 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:33] Energy consumed for all GPUs : 0.074012 kWh. Total GPU Power : 278.7042237330801 W\n",
            "[codecarbon INFO @ 21:39:33] Energy consumed for all CPUs : 0.011333 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:33] 0.093689 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:48] Energy consumed for RAM : 0.008475 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:48] Energy consumed for all GPUs : 0.075153 kWh. Total GPU Power : 278.7502920506823 W\n",
            "[codecarbon INFO @ 21:39:48] Energy consumed for all CPUs : 0.011510 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:48] 0.095137 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:39:48] Energy consumed for RAM : 0.008475 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:39:48] Energy consumed for all GPUs : 0.075172 kWh. Total GPU Power : 278.91400758471184 W\n",
            "[codecarbon INFO @ 21:39:48] Energy consumed for all CPUs : 0.011510 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:39:48] 0.095157 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:03] Energy consumed for RAM : 0.008605 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:03] Energy consumed for all GPUs : 0.076317 kWh. Total GPU Power : 279.57714220548337 W\n",
            "[codecarbon INFO @ 21:40:03] Energy consumed for all CPUs : 0.011687 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:03] 0.096609 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:03] Energy consumed for RAM : 0.008605 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:03] Energy consumed for all GPUs : 0.076336 kWh. Total GPU Power : 279.393930561285 W\n",
            "[codecarbon INFO @ 21:40:03] Energy consumed for all CPUs : 0.011687 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:03] 0.096628 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:18] Energy consumed for RAM : 0.008735 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:18] Energy consumed for all GPUs : 0.077478 kWh. Total GPU Power : 278.72163400105256 W\n",
            "[codecarbon INFO @ 21:40:18] Energy consumed for all CPUs : 0.011864 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:18] 0.098077 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:18] Energy consumed for RAM : 0.008735 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:18] Energy consumed for all GPUs : 0.077500 kWh. Total GPU Power : 279.4424819372479 W\n",
            "[codecarbon INFO @ 21:40:18] Energy consumed for all CPUs : 0.011864 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:18] 0.098099 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:33] Energy consumed for RAM : 0.008866 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:33] Energy consumed for all GPUs : 0.078639 kWh. Total GPU Power : 278.6578316999962 W\n",
            "[codecarbon INFO @ 21:40:33] Energy consumed for all CPUs : 0.012041 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:33] 0.099545 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:33] Energy consumed for RAM : 0.008866 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:33] Energy consumed for all GPUs : 0.078661 kWh. Total GPU Power : 278.80134269735146 W\n",
            "[codecarbon INFO @ 21:40:33] Energy consumed for all CPUs : 0.012041 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:33] 0.099568 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:48] Energy consumed for RAM : 0.008996 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:48] Energy consumed for all GPUs : 0.079803 kWh. Total GPU Power : 279.4966616685312 W\n",
            "[codecarbon INFO @ 21:40:48] Energy consumed for all CPUs : 0.012218 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:48] 0.101017 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:40:48] Energy consumed for RAM : 0.008996 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:40:48] Energy consumed for all GPUs : 0.079822 kWh. Total GPU Power : 278.6060099874573 W\n",
            "[codecarbon INFO @ 21:40:48] Energy consumed for all CPUs : 0.012218 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:40:48] 0.101036 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:03] Energy consumed for RAM : 0.009127 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:03] Energy consumed for all GPUs : 0.080968 kWh. Total GPU Power : 279.6787728767273 W\n",
            "[codecarbon INFO @ 21:41:03] Energy consumed for all CPUs : 0.012395 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:03] 0.102489 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:03] Energy consumed for RAM : 0.009126 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:03] Energy consumed for all GPUs : 0.080988 kWh. Total GPU Power : 280.1779726125865 W\n",
            "[codecarbon INFO @ 21:41:03] Energy consumed for all CPUs : 0.012395 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:03] 0.102510 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:18] Energy consumed for RAM : 0.009257 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:18] Energy consumed for all GPUs : 0.082134 kWh. Total GPU Power : 279.9109326460118 W\n",
            "[codecarbon INFO @ 21:41:18] Energy consumed for all CPUs : 0.012572 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:18] 0.103962 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:18] Energy consumed for RAM : 0.009257 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:18] Energy consumed for all GPUs : 0.082153 kWh. Total GPU Power : 279.5828551835646 W\n",
            "[codecarbon INFO @ 21:41:18] Energy consumed for all CPUs : 0.012572 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:18] 0.103981 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:33] Energy consumed for RAM : 0.009387 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:33] Energy consumed for all GPUs : 0.083296 kWh. Total GPU Power : 278.9572012349762 W\n",
            "[codecarbon INFO @ 21:41:33] Energy consumed for all CPUs : 0.012749 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:33] 0.105432 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:33] Energy consumed for RAM : 0.009387 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:33] Energy consumed for all GPUs : 0.083317 kWh. Total GPU Power : 279.4310395019322 W\n",
            "[codecarbon INFO @ 21:41:33] Energy consumed for all CPUs : 0.012749 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:33] 0.105453 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:48] Energy consumed for RAM : 0.009518 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:48] Energy consumed for all GPUs : 0.084459 kWh. Total GPU Power : 279.24363904463297 W\n",
            "[codecarbon INFO @ 21:41:48] Energy consumed for all CPUs : 0.012926 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:48] 0.106903 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:41:48] Energy consumed for RAM : 0.009518 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:41:48] Energy consumed for all GPUs : 0.084483 kWh. Total GPU Power : 279.93249282302025 W\n",
            "[codecarbon INFO @ 21:41:48] Energy consumed for all CPUs : 0.012926 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:41:48] 0.106926 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:03] Energy consumed for RAM : 0.009648 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:03] Energy consumed for all GPUs : 0.085622 kWh. Total GPU Power : 279.3379145785443 W\n",
            "[codecarbon INFO @ 21:42:03] Energy consumed for all CPUs : 0.013103 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:03] 0.108373 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:03] Energy consumed for RAM : 0.009648 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:03] Energy consumed for all GPUs : 0.085642 kWh. Total GPU Power : 278.2439334481266 W\n",
            "[codecarbon INFO @ 21:42:03] Energy consumed for all CPUs : 0.013103 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:03] 0.108393 kWh of electricity used since the beginning.\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:2436: UserWarning: `max_length` is ignored when `padding`=`True` and there is no truncation strategy. To pad to max length, use `padding='max_length'`.\n",
            "  warnings.warn(\n",
            "[codecarbon INFO @ 21:42:18] Energy consumed for RAM : 0.009778 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:18] Energy consumed for all GPUs : 0.086671 kWh. Total GPU Power : 251.79316008960117 W\n",
            "[codecarbon INFO @ 21:42:18] Energy consumed for all CPUs : 0.013280 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:18] 0.109730 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:18] Energy consumed for RAM : 0.009778 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:18] Energy consumed for all GPUs : 0.086683 kWh. Total GPU Power : 249.92426700934075 W\n",
            "[codecarbon INFO @ 21:42:18] Energy consumed for all CPUs : 0.013280 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:18] 0.109741 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:33] Energy consumed for RAM : 0.009909 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:33] Energy consumed for all GPUs : 0.087829 kWh. Total GPU Power : 278.1558543704423 W\n",
            "[codecarbon INFO @ 21:42:33] Energy consumed for all CPUs : 0.013457 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:33] 0.111196 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:33] Energy consumed for RAM : 0.009909 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:33] Energy consumed for all GPUs : 0.087843 kWh. Total GPU Power : 278.5738377528399 W\n",
            "[codecarbon INFO @ 21:42:33] Energy consumed for all CPUs : 0.013457 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:33] 0.111209 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:48] Energy consumed for RAM : 0.010039 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:48] Energy consumed for all GPUs : 0.088985 kWh. Total GPU Power : 277.42019647516395 W\n",
            "[codecarbon INFO @ 21:42:48] Energy consumed for all CPUs : 0.013634 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:48] 0.112658 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:42:48] Energy consumed for RAM : 0.010039 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:42:48] Energy consumed for all GPUs : 0.088999 kWh. Total GPU Power : 277.5705940895939 W\n",
            "[codecarbon INFO @ 21:42:48] Energy consumed for all CPUs : 0.013634 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:42:48] 0.112673 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:03] Energy consumed for RAM : 0.010170 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:03] Energy consumed for all GPUs : 0.090148 kWh. Total GPU Power : 279.36063700384926 W\n",
            "[codecarbon INFO @ 21:43:03] Energy consumed for all CPUs : 0.013811 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:03] 0.114129 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:03] Energy consumed for RAM : 0.010169 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:03] Energy consumed for all GPUs : 0.090161 kWh. Total GPU Power : 279.0146205192929 W\n",
            "[codecarbon INFO @ 21:43:03] Energy consumed for all CPUs : 0.013812 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:03] 0.114142 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:18] Energy consumed for RAM : 0.010300 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:18] Energy consumed for all GPUs : 0.091307 kWh. Total GPU Power : 278.30849598131766 W\n",
            "[codecarbon INFO @ 21:43:18] Energy consumed for all CPUs : 0.013988 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:18] 0.115596 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:18] Energy consumed for RAM : 0.010300 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:18] Energy consumed for all GPUs : 0.091320 kWh. Total GPU Power : 278.22050603599513 W\n",
            "[codecarbon INFO @ 21:43:18] Energy consumed for all CPUs : 0.013989 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:18] 0.115608 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:33] Energy consumed for RAM : 0.010430 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:33] Energy consumed for all GPUs : 0.092472 kWh. Total GPU Power : 279.69773658783856 W\n",
            "[codecarbon INFO @ 21:43:33] Energy consumed for all CPUs : 0.014165 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:33] 0.117068 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:33] Energy consumed for RAM : 0.010430 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:33] Energy consumed for all GPUs : 0.092484 kWh. Total GPU Power : 279.55466705247443 W\n",
            "[codecarbon INFO @ 21:43:33] Energy consumed for all CPUs : 0.014166 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:33] 0.117080 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:48] Energy consumed for RAM : 0.010561 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:48] Energy consumed for all GPUs : 0.093634 kWh. Total GPU Power : 278.94342581843864 W\n",
            "[codecarbon INFO @ 21:43:48] Energy consumed for all CPUs : 0.014343 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:48] 0.118538 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:43:48] Energy consumed for RAM : 0.010561 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:43:48] Energy consumed for all GPUs : 0.093648 kWh. Total GPU Power : 279.4399804727377 W\n",
            "[codecarbon INFO @ 21:43:48] Energy consumed for all CPUs : 0.014343 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:43:48] 0.118551 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:03] Energy consumed for RAM : 0.010691 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:03] Energy consumed for all GPUs : 0.094798 kWh. Total GPU Power : 279.44970710541344 W\n",
            "[codecarbon INFO @ 21:44:03] Energy consumed for all CPUs : 0.014520 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:03] 0.120009 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:03] Energy consumed for RAM : 0.010691 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:03] Energy consumed for all GPUs : 0.094813 kWh. Total GPU Power : 279.72096400871254 W\n",
            "[codecarbon INFO @ 21:44:03] Energy consumed for all CPUs : 0.014520 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:03] 0.120024 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:18] Energy consumed for RAM : 0.010821 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:18] Energy consumed for all GPUs : 0.095958 kWh. Total GPU Power : 278.42023235876616 W\n",
            "[codecarbon INFO @ 21:44:18] Energy consumed for all CPUs : 0.014697 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:18] 0.121476 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:18] Energy consumed for RAM : 0.010821 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:18] Energy consumed for all GPUs : 0.095977 kWh. Total GPU Power : 279.3175312148175 W\n",
            "[codecarbon INFO @ 21:44:18] Energy consumed for all CPUs : 0.014697 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:18] 0.121495 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:33] Energy consumed for RAM : 0.010952 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:33] Energy consumed for all GPUs : 0.097141 kWh. Total GPU Power : 283.9418198965992 W\n",
            "[codecarbon INFO @ 21:44:33] Energy consumed for all CPUs : 0.014874 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:33] 0.122966 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:33] Energy consumed for RAM : 0.010952 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:33] Energy consumed for all GPUs : 0.097154 kWh. Total GPU Power : 282.50863971424303 W\n",
            "[codecarbon INFO @ 21:44:33] Energy consumed for all CPUs : 0.014874 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:33] 0.122979 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:48] Energy consumed for RAM : 0.011082 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:48] Energy consumed for all GPUs : 0.098304 kWh. Total GPU Power : 279.19484403548904 W\n",
            "[codecarbon INFO @ 21:44:48] Energy consumed for all CPUs : 0.015051 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:48] 0.124437 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:44:48] Energy consumed for RAM : 0.011082 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:44:48] Energy consumed for all GPUs : 0.098315 kWh. Total GPU Power : 278.90888595694304 W\n",
            "[codecarbon INFO @ 21:44:48] Energy consumed for all CPUs : 0.015051 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:44:48] 0.124448 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:03] Energy consumed for RAM : 0.011213 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:03] Energy consumed for all GPUs : 0.099465 kWh. Total GPU Power : 278.87617945938734 W\n",
            "[codecarbon INFO @ 21:45:03] Energy consumed for all CPUs : 0.015228 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:03] 0.125906 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:03] Energy consumed for RAM : 0.011212 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:03] Energy consumed for all GPUs : 0.099478 kWh. Total GPU Power : 279.20368785145814 W\n",
            "[codecarbon INFO @ 21:45:03] Energy consumed for all CPUs : 0.015228 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:03] 0.125919 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:18] Energy consumed for RAM : 0.011343 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:18] Energy consumed for all GPUs : 0.100627 kWh. Total GPU Power : 278.90294860622583 W\n",
            "[codecarbon INFO @ 21:45:18] Energy consumed for all CPUs : 0.015405 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:18] 0.127375 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:18] Energy consumed for RAM : 0.011343 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:18] Energy consumed for all GPUs : 0.100642 kWh. Total GPU Power : 279.3447033348836 W\n",
            "[codecarbon INFO @ 21:45:18] Energy consumed for all CPUs : 0.015405 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:18] 0.127390 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:33] Energy consumed for RAM : 0.011473 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:33] Energy consumed for all GPUs : 0.101792 kWh. Total GPU Power : 279.63848326764025 W\n",
            "[codecarbon INFO @ 21:45:33] Energy consumed for all CPUs : 0.015582 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:33] 0.128847 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:33] Energy consumed for RAM : 0.011473 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:33] Energy consumed for all GPUs : 0.101803 kWh. Total GPU Power : 278.64943168449486 W\n",
            "[codecarbon INFO @ 21:45:33] Energy consumed for all CPUs : 0.015582 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:33] 0.128858 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:48] Energy consumed for RAM : 0.011604 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:48] Energy consumed for all GPUs : 0.102963 kWh. Total GPU Power : 281.092888191811 W\n",
            "[codecarbon INFO @ 21:45:48] Energy consumed for all CPUs : 0.015759 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:48] 0.130325 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:45:48] Energy consumed for RAM : 0.011604 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:45:48] Energy consumed for all GPUs : 0.102983 kWh. Total GPU Power : 283.39340081902174 W\n",
            "[codecarbon INFO @ 21:45:48] Energy consumed for all CPUs : 0.015759 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:45:48] 0.130346 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:03] Energy consumed for RAM : 0.011734 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:03] Energy consumed for all GPUs : 0.104143 kWh. Total GPU Power : 283.33697421365025 W\n",
            "[codecarbon INFO @ 21:46:03] Energy consumed for all CPUs : 0.015936 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:03] 0.131813 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:03] Energy consumed for RAM : 0.011734 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:03] Energy consumed for all GPUs : 0.104162 kWh. Total GPU Power : 282.9851373134184 W\n",
            "[codecarbon INFO @ 21:46:03] Energy consumed for all CPUs : 0.015936 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:03] 0.131832 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:18] Energy consumed for RAM : 0.011864 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:18] Energy consumed for all GPUs : 0.105314 kWh. Total GPU Power : 281.27503303369457 W\n",
            "[codecarbon INFO @ 21:46:18] Energy consumed for all CPUs : 0.016113 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:18] 0.133292 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:18] Energy consumed for RAM : 0.011864 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:18] Energy consumed for all GPUs : 0.105335 kWh. Total GPU Power : 281.668547462993 W\n",
            "[codecarbon INFO @ 21:46:18] Energy consumed for all CPUs : 0.016113 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:18] 0.133313 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:33] Energy consumed for RAM : 0.011995 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:33] Energy consumed for all GPUs : 0.106477 kWh. Total GPU Power : 279.2542791914639 W\n",
            "[codecarbon INFO @ 21:46:33] Energy consumed for all CPUs : 0.016290 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:33] 0.134762 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:33] Energy consumed for RAM : 0.011995 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:33] Energy consumed for all GPUs : 0.106501 kWh. Total GPU Power : 280.04201410956887 W\n",
            "[codecarbon INFO @ 21:46:33] Energy consumed for all CPUs : 0.016290 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:33] 0.134786 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:48] Energy consumed for RAM : 0.012125 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:48] Energy consumed for all GPUs : 0.107645 kWh. Total GPU Power : 280.19373133389297 W\n",
            "[codecarbon INFO @ 21:46:48] Energy consumed for all CPUs : 0.016467 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:48] 0.136237 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:46:48] Energy consumed for RAM : 0.012125 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:46:48] Energy consumed for all GPUs : 0.107664 kWh. Total GPU Power : 279.05495338762466 W\n",
            "[codecarbon INFO @ 21:46:48] Energy consumed for all CPUs : 0.016467 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:46:48] 0.136256 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:03] Energy consumed for RAM : 0.012256 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:03] Energy consumed for all GPUs : 0.108811 kWh. Total GPU Power : 279.99785046827003 W\n",
            "[codecarbon INFO @ 21:47:03] Energy consumed for all CPUs : 0.016644 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:03] 0.137711 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:03] Energy consumed for RAM : 0.012255 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:03] Energy consumed for all GPUs : 0.108832 kWh. Total GPU Power : 280.5425438804059 W\n",
            "[codecarbon INFO @ 21:47:03] Energy consumed for all CPUs : 0.016645 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:03] 0.137732 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:18] Energy consumed for RAM : 0.012386 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:18] Energy consumed for all GPUs : 0.109972 kWh. Total GPU Power : 278.7339401572597 W\n",
            "[codecarbon INFO @ 21:47:18] Energy consumed for all CPUs : 0.016821 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:18] 0.139179 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:18] Energy consumed for RAM : 0.012386 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:18] Energy consumed for all GPUs : 0.109991 kWh. Total GPU Power : 278.0811613321122 W\n",
            "[codecarbon INFO @ 21:47:18] Energy consumed for all CPUs : 0.016822 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:18] 0.139198 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:33] Energy consumed for RAM : 0.012516 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:33] Energy consumed for all GPUs : 0.111124 kWh. Total GPU Power : 276.72951159249385 W\n",
            "[codecarbon INFO @ 21:47:33] Energy consumed for all CPUs : 0.016998 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:33] 0.140639 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:33] Energy consumed for RAM : 0.012516 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:33] Energy consumed for all GPUs : 0.111144 kWh. Total GPU Power : 276.88795332722594 W\n",
            "[codecarbon INFO @ 21:47:33] Energy consumed for all CPUs : 0.016999 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:33] 0.140659 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:48] Energy consumed for RAM : 0.012647 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:48] Energy consumed for all GPUs : 0.112277 kWh. Total GPU Power : 276.67111931907834 W\n",
            "[codecarbon INFO @ 21:47:48] Energy consumed for all CPUs : 0.017176 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:48] 0.142099 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:47:48] Energy consumed for RAM : 0.012647 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:47:48] Energy consumed for all GPUs : 0.112301 kWh. Total GPU Power : 277.66359806432536 W\n",
            "[codecarbon INFO @ 21:47:48] Energy consumed for all CPUs : 0.017176 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:47:48] 0.142123 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:03] Energy consumed for RAM : 0.012777 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:03] Energy consumed for all GPUs : 0.113440 kWh. Total GPU Power : 279.19918716695435 W\n",
            "[codecarbon INFO @ 21:48:03] Energy consumed for all CPUs : 0.017353 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:03] 0.143570 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:03] Energy consumed for RAM : 0.012777 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:03] Energy consumed for all GPUs : 0.113459 kWh. Total GPU Power : 278.1479209703723 W\n",
            "[codecarbon INFO @ 21:48:03] Energy consumed for all CPUs : 0.017353 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:03] 0.143589 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:18] Energy consumed for RAM : 0.012907 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:18] Energy consumed for all GPUs : 0.114599 kWh. Total GPU Power : 278.3903194681625 W\n",
            "[codecarbon INFO @ 21:48:18] Energy consumed for all CPUs : 0.017530 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:18] 0.145036 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:18] Energy consumed for RAM : 0.012907 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:18] Energy consumed for all GPUs : 0.114613 kWh. Total GPU Power : 276.90094607948487 W\n",
            "[codecarbon INFO @ 21:48:18] Energy consumed for all CPUs : 0.017530 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:18] 0.145050 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:33] Energy consumed for RAM : 0.013038 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:33] Energy consumed for all GPUs : 0.115761 kWh. Total GPU Power : 278.83093338111405 W\n",
            "[codecarbon INFO @ 21:48:33] Energy consumed for all CPUs : 0.017707 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:33] 0.146505 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:33] Energy consumed for RAM : 0.013038 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:33] Energy consumed for all GPUs : 0.115773 kWh. Total GPU Power : 278.4968941529498 W\n",
            "[codecarbon INFO @ 21:48:33] Energy consumed for all CPUs : 0.017707 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:33] 0.146517 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:48] Energy consumed for RAM : 0.013168 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:48] Energy consumed for all GPUs : 0.116921 kWh. Total GPU Power : 278.4966944195272 W\n",
            "[codecarbon INFO @ 21:48:48] Energy consumed for all CPUs : 0.017884 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:48] 0.147973 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:48:48] Energy consumed for RAM : 0.013168 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:48:48] Energy consumed for all GPUs : 0.116933 kWh. Total GPU Power : 278.5958756517378 W\n",
            "[codecarbon INFO @ 21:48:48] Energy consumed for all CPUs : 0.017884 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:48:48] 0.147985 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:03] Energy consumed for RAM : 0.013299 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:03] Energy consumed for all GPUs : 0.118076 kWh. Total GPU Power : 277.4173841284131 W\n",
            "[codecarbon INFO @ 21:49:03] Energy consumed for all CPUs : 0.018061 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:03] 0.149436 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:03] Energy consumed for RAM : 0.013298 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:03] Energy consumed for all GPUs : 0.118091 kWh. Total GPU Power : 278.0303357145336 W\n",
            "[codecarbon INFO @ 21:49:03] Energy consumed for all CPUs : 0.018061 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:03] 0.149451 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:18] Energy consumed for RAM : 0.013429 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:18] Energy consumed for all GPUs : 0.119241 kWh. Total GPU Power : 279.55427833487 W\n",
            "[codecarbon INFO @ 21:49:18] Energy consumed for all CPUs : 0.018238 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:18] 0.150907 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:18] Energy consumed for RAM : 0.013429 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:18] Energy consumed for all GPUs : 0.119252 kWh. Total GPU Power : 278.88985353209677 W\n",
            "[codecarbon INFO @ 21:49:18] Energy consumed for all CPUs : 0.018238 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:18] 0.150919 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:33] Energy consumed for RAM : 0.013559 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:33] Energy consumed for all GPUs : 0.120397 kWh. Total GPU Power : 277.7019586629787 W\n",
            "[codecarbon INFO @ 21:49:33] Energy consumed for all CPUs : 0.018415 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:33] 0.152372 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:33] Energy consumed for RAM : 0.013559 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:33] Energy consumed for all GPUs : 0.120410 kWh. Total GPU Power : 278.10416545348704 W\n",
            "[codecarbon INFO @ 21:49:33] Energy consumed for all CPUs : 0.018415 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:33] 0.152385 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:48] Energy consumed for RAM : 0.013690 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:48] Energy consumed for all GPUs : 0.121552 kWh. Total GPU Power : 277.21972026383514 W\n",
            "[codecarbon INFO @ 21:49:48] Energy consumed for all CPUs : 0.018592 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:48] 0.153834 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:49:48] Energy consumed for RAM : 0.013690 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:49:48] Energy consumed for all GPUs : 0.121571 kWh. Total GPU Power : 278.5909029643497 W\n",
            "[codecarbon INFO @ 21:49:48] Energy consumed for all CPUs : 0.018592 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:49:48] 0.153853 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:03] Energy consumed for RAM : 0.013820 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:03] Energy consumed for all GPUs : 0.122721 kWh. Total GPU Power : 280.6956942294984 W\n",
            "[codecarbon INFO @ 21:50:03] Energy consumed for all CPUs : 0.018769 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:03] 0.155310 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:03] Energy consumed for RAM : 0.013820 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:03] Energy consumed for all GPUs : 0.122742 kWh. Total GPU Power : 281.2356002334144 W\n",
            "[codecarbon INFO @ 21:50:03] Energy consumed for all CPUs : 0.018769 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:03] 0.155331 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:18] Energy consumed for RAM : 0.013950 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:18] Energy consumed for all GPUs : 0.123890 kWh. Total GPU Power : 280.5938789858606 W\n",
            "[codecarbon INFO @ 21:50:18] Energy consumed for all CPUs : 0.018946 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:18] 0.156786 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:18] Energy consumed for RAM : 0.013950 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:18] Energy consumed for all GPUs : 0.123914 kWh. Total GPU Power : 281.2524940459467 W\n",
            "[codecarbon INFO @ 21:50:18] Energy consumed for all CPUs : 0.018946 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:18] 0.156810 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:33] Energy consumed for RAM : 0.014081 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:33] Energy consumed for all GPUs : 0.125065 kWh. Total GPU Power : 282.0868144940484 W\n",
            "[codecarbon INFO @ 21:50:33] Energy consumed for all CPUs : 0.019123 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:33] 0.158269 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:33] Energy consumed for RAM : 0.014081 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:33] Energy consumed for all GPUs : 0.125084 kWh. Total GPU Power : 280.9852171108046 W\n",
            "[codecarbon INFO @ 21:50:33] Energy consumed for all CPUs : 0.019123 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:33] 0.158288 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:48] Energy consumed for RAM : 0.014211 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:48] Energy consumed for all GPUs : 0.126230 kWh. Total GPU Power : 279.9016306352956 W\n",
            "[codecarbon INFO @ 21:50:48] Energy consumed for all CPUs : 0.019300 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:48] 0.159742 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:50:48] Energy consumed for RAM : 0.014211 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:50:48] Energy consumed for all GPUs : 0.126252 kWh. Total GPU Power : 280.3099271723422 W\n",
            "[codecarbon INFO @ 21:50:48] Energy consumed for all CPUs : 0.019300 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:50:48] 0.159763 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:51:03] Energy consumed for RAM : 0.014341 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:51:03] Energy consumed for all GPUs : 0.127384 kWh. Total GPU Power : 276.965147532012 W\n",
            "[codecarbon INFO @ 21:51:03] Energy consumed for all CPUs : 0.019477 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:51:03] 0.161203 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:51:03] Energy consumed for RAM : 0.014341 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:51:03] Energy consumed for all GPUs : 0.127403 kWh. Total GPU Power : 276.34559197723826 W\n",
            "[codecarbon INFO @ 21:51:03] Energy consumed for all CPUs : 0.019478 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:51:03] 0.161222 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:51:18] Energy consumed for RAM : 0.014472 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:51:18] Energy consumed for all GPUs : 0.128532 kWh. Total GPU Power : 275.44965740544114 W\n",
            "[codecarbon INFO @ 21:51:18] Energy consumed for all CPUs : 0.019654 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:51:18] 0.162658 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:51:18] Energy consumed for RAM : 0.014472 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:51:18] Energy consumed for all GPUs : 0.128552 kWh. Total GPU Power : 275.92864087641055 W\n",
            "[codecarbon INFO @ 21:51:18] Energy consumed for all CPUs : 0.019655 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:51:18] 0.162679 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:51:28] Energy consumed for RAM : 0.014554 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:51:28] Energy consumed for all GPUs : 0.129174 kWh. Total GPU Power : 236.74185272864452 W\n",
            "[codecarbon INFO @ 21:51:28] Energy consumed for all CPUs : 0.019766 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:51:28] 0.163494 kWh of electricity used since the beginning.\n",
            "[codecarbon INFO @ 21:51:28] Energy consumed for RAM : 0.014557 kWh. RAM Power : 31.305280208587646 W\n",
            "[codecarbon INFO @ 21:51:28] Energy consumed for all GPUs : 0.129179 kWh. Total GPU Power : 239.12942128798596 W\n",
            "[codecarbon INFO @ 21:51:28] Energy consumed for all CPUs : 0.019769 kWh. Total CPU Power : 42.5 W\n",
            "[codecarbon INFO @ 21:51:28] 0.163505 kWh of electricity used since the beginning.\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "0.0797799671652134"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from transformers import TrainingArguments\n",
        "from codecarbon import EmissionsTracker\n",
        "from trl import RewardTrainer\n",
        "\n",
        "tracker = EmissionsTracker(\n",
        "    project_name=f\"{project}_emissions\",\n",
        "    log_level=\"critical\",\n",
        "    output_dir=f\"/content/{project}\",\n",
        "    output_file=f\"{project}_emissions.csv\",\n",
        ")\n",
        "\n",
        "training_args = TrainingArguments(\n",
        "    output_dir=f\"/content/{project}\",\n",
        "    per_device_train_batch_size=42,\n",
        "    do_eval=False,\n",
        "    evaluation_strategy=\"no\",\n",
        "    save_strategy=\"steps\",\n",
        "    logging_strategy=\"steps\",\n",
        "    logging_steps=200,\n",
        "    max_steps = 1_200,\n",
        "    save_steps = 400,\n",
        "    learning_rate = 5e-5,\n",
        ")\n",
        "\n",
        "trainer = RewardTrainer(\n",
        "    model=model,\n",
        "    args=training_args,\n",
        "    tokenizer=tokenizer,\n",
        "    train_dataset=formatted_dataset,\n",
        ")\n",
        "\n",
        "tracker.start()\n",
        "trainer.train()\n",
        "tracker.stop()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9FxXN6u8sbYH"
      },
      "source": [
        "6. Test your RewardModel!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437,
          "referenced_widgets": [
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            "79acebcf8191423a81c642d4d6db33c9",
            "b8aabfcc15d841968f048d74b49a8c8e",
            "5e4a4317d1f7441b87e0c2975cdfb371",
            "bfe0ebe18f53431e9763e7b59ea59dea",
            "56f9eb61db91435586b8fcde8d5a002d",
            "3b0f98be27c741c08a832b9d0688fa59"
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        },
        "id": "ns0IAHOcA4qb",
        "outputId": "21d8d19d-0aa2-4af3-9061-1df729a92c82"
      },
      "outputs": [
        {
          "data": {
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              "model_id": "44bd3b4ca1064cbaabebbb76571dd653",
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            "text/plain": [
              "Downloading (…)okenizer_config.json:   0%|          | 0.00/395 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "version_minor": 0
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            "text/plain": [
              "Downloading (…)solve/main/vocab.txt:   0%|          | 0.00/210k [00:00<?, ?B/s]"
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          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "version_major": 2,
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            "text/plain": [
              "Downloading (…)/main/tokenizer.json:   0%|          | 0.00/678k [00:00<?, ?B/s]"
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          "metadata": {},
          "output_type": "display_data"
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        {
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              "model_id": "6341f740f79a4afc8afe6dfb40127a32",
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              "version_minor": 0
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          "metadata": {},
          "output_type": "display_data"
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        {
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              "model_id": "d43077e59871425d8324371323e37823",
              "version_major": 2,
              "version_minor": 0
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            "text/plain": [
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          "output_type": "display_data"
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            "text/plain": [
              "Downloading pytorch_model.bin:   0%|          | 0.00/436M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Question: Por que a ética da IA é importante? \n",
            "\n",
            "Response 1: A ética da IA é importante por vários motivos convincentes:\n",
            "\n",
            "1.**Impacto social**: As tecnologias de IA estão se tornando cada vez mais integradas a vários aspectos da sociedade, afetando tudo, desde saúde e educação até finanças e aplicação da lei. Considerações éticas garantem que os sistemas de IA contribuam positivamente para a sociedade e minimizem os possíveis danos.\n",
            "\n",
            "2. **Vieses e justiça**: Os sistemas de IA podem herdar vieses presentes nos dados em que são treinados, levando a resultados injustos ou discriminatórios. Considerações éticas pressionam pelo desenvolvimento de algoritmos imparciais que tratem todos os indivíduos de forma justa, independentemente de seu histórico.\n",
            "\n",
            "3. **Transparência e responsabilidade**: Muitos sistemas de IA operam como caixas pretas, dificultando a compreensão de como chegam às suas decisões. As diretrizes éticas enfatizam a importância da transparência, permitindo que os usuários compreendam a lógica por trás dos resultados gerados pela IA e responsabilizando os desenvolvedores por quaisquer consequências negativas.\n",
            "\n",
            "Em resumo, a ética da IA é vital para garantir que a inteligência artificial beneficie a sociedade, respeitando os direitos humanos fundamentais, a justiça, a transparência, a responsabilidade e o bem-estar da humanidade em longo prazo. Ela ajuda a enfrentar os desafios impostos pelo rápido avanço das tecnologias de IA e orienta seu desenvolvimento de forma a se alinhar com nossos valores compartilhados. Score: 10.949\n",
            "Response 2: Quem se importa com a ética da IA? É apenas um monte de reclamações sobre o fato de os humanos criarem e usarem IA e reclamarem do que as máquinas fazem. Score: -10.744\n"
          ]
        }
      ],
      "source": [
        "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n",
        "import torch\n",
        "\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"nicholasKluge/RewardModelPT-2\")\n",
        "rewardModel = AutoModelForSequenceClassification.from_pretrained(\"nicholasKluge/RewardModelPT-2\")\n",
        "\n",
        "rewardModel.eval()\n",
        "rewardModel.to(device)\n",
        "\n",
        "# Define the question and response\n",
        "prompt = \"Por que a ética da IA é importante?\"\n",
        "\n",
        "response_good = \"A ética da IA é importante por vários motivos convincentes:\\n\\n1.**Impacto social**: As tecnologias de IA estão se tornando cada vez mais integradas a vários aspectos da sociedade, afetando tudo, desde saúde e educação até finanças e aplicação da lei. Considerações éticas garantem que os sistemas de IA contribuam positivamente para a sociedade e minimizem os possíveis danos.\\n\\n2. **Vieses e justiça**: Os sistemas de IA podem herdar vieses presentes nos dados em que são treinados, levando a resultados injustos ou discriminatórios. Considerações éticas pressionam pelo desenvolvimento de algoritmos imparciais que tratem todos os indivíduos de forma justa, independentemente de seu histórico.\\n\\n3. **Transparência e responsabilidade**: Muitos sistemas de IA operam como caixas pretas, dificultando a compreensão de como chegam às suas decisões. As diretrizes éticas enfatizam a importância da transparência, permitindo que os usuários compreendam a lógica por trás dos resultados gerados pela IA e responsabilizando os desenvolvedores por quaisquer consequências negativas.\\n\\nEm resumo, a ética da IA é vital para garantir que a inteligência artificial beneficie a sociedade, respeitando os direitos humanos fundamentais, a justiça, a transparência, a responsabilidade e o bem-estar da humanidade em longo prazo. Ela ajuda a enfrentar os desafios impostos pelo rápido avanço das tecnologias de IA e orienta seu desenvolvimento de forma a se alinhar com nossos valores compartilhados.\"\n",
        "response_bad = \"Quem se importa com a ética da IA? É apenas um monte de reclamações sobre o fato de os humanos criarem e usarem IA e reclamarem do que as máquinas fazem.\"\n",
        "\n",
        "# Tokenize the question and response\n",
        "tokens_good = tokenizer(prompt, response_good,\n",
        "                truncation=True,\n",
        "                max_length=512,\n",
        "                return_token_type_ids=False,\n",
        "                return_tensors=\"pt\",\n",
        "                return_attention_mask=True)\n",
        "\n",
        "tokens_bad = tokenizer(prompt, response_bad,\n",
        "                truncation=True,\n",
        "                max_length=512,\n",
        "                return_token_type_ids=False,\n",
        "                return_tensors=\"pt\",\n",
        "                return_attention_mask=True)\n",
        "\n",
        "tokens_good.to(device)\n",
        "tokens_bad.to(device)\n",
        "\n",
        "score_good = rewardModel(**tokens_good)[0].item()\n",
        "score_bad = rewardModel(**tokens_bad)[0].item()\n",
        "\n",
        "print(f\"Question: {prompt} \\n\")\n",
        "print(f\"Response 1: {response_good} Score: {score_good:.3f}\")\n",
        "print(f\"Response 2: {response_bad} Score: {score_bad:.3f}\")\n"
      ]
    },
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      "cell_type": "markdown",
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      "source": [
        "Done! 🤗"
      ]
    }
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